Test Report

Result	Test	Duration
Passed	tests/test_clustering.py::test_clustering	5.15
No log output captured.
Passed	tests/test_clustering.py::test_clusteringcase	0.53
------------------------------Captured stdout call------------------------------ maxradius: 11.45313971598804
Passed	tests/test_clustering.py::test_clusteringcase_eggbox	0.17
------------------------------Captured stdout call------------------------------ maxradius: 1.8439766380495826e-10
Passed	tests/test_clustering.py::test_overclustering_eggbox_txt	1.35
------------------------------Captured stdout call------------------------------ ==== TEST CASE 20 ===================== manual: r=2.989717e-03 nc=1 reclustered: nc=18 manual: r=2.989717e-03 nc=1 reclustered: nc=18 manual: r=2.270048e-03 nc=1 reclustered: nc=18 ==== TEST CASE 23 ===================== manual: r=1.212573e-05 nc=1 reclustered: nc=18 manual: r=1.353579e-05 nc=1 reclustered: nc=18 manual: r=1.235571e-05 nc=1 reclustered: nc=18 ==== TEST CASE 24 ===================== manual: r=3.947988e-05 nc=1 reclustered: nc=18 manual: r=4.172909e-05 nc=1 reclustered: nc=18 manual: r=7.273383e-05 nc=1 reclustered: nc=18 ==== TEST CASE 27 ===================== manual: r=1.978904e-08 nc=1 reclustered: nc=18 manual: r=1.890650e-08 nc=1 reclustered: nc=18 manual: r=1.605539e-08 nc=1 reclustered: nc=18 ==== TEST CASE 49 ===================== manual: r=6.815424e-05 nc=1 reclustered: nc=18 manual: r=4.236106e-05 nc=1 reclustered: nc=18 manual: r=5.657479e-05 nc=1 reclustered: nc=18
Passed	tests/test_clustering.py::test_overclustering_eggbox_update	14.76
------------------------------Captured stdout call------------------------------ ==== TEST CASE 20 ===================== loading... loading... done u0:960 -> u:960 : 881 points are common initialised with: r=3.861322e-01 nc=18 --- intermediate tests how create_new reacts --- updated to (with same data): r=3.861322e-01 nc=18 updated to (with new data): r=3.861322e-01 nc=19 --- end --- setting maxradiussq to None transitioned to : r=4.254452e-01 nc=18 True cluster 1/18: 82 points @ 0.40067 +- 0.01202 , 0.40022 +- 0.01511 cluster 2/18: 44 points @ 0.60378 +- 0.01234 , 0.98922 +- 0.00757 cluster 3/18: 89 points @ 0.59884 +- 0.01297 , 0.19993 +- 0.01399 cluster 4/18: 70 points @ 0.59770 +- 0.01321 , 0.59970 +- 0.01270 cluster 5/18: 66 points @ 0.79962 +- 0.01283 , 0.40189 +- 0.01364 cluster 6/18: 75 points @ 0.20262 +- 0.01346 , 0.20165 +- 0.01254 cluster 7/18: 32 points @ 0.19776 +- 0.01239 , 0.98809 +- 0.00597 cluster 8/18: 31 points @ 0.01257 +- 0.00703 , 0.39886 +- 0.01234 cluster 9/18: 67 points @ 0.79925 +- 0.01331 , 0.80076 +- 0.01356 cluster 10/18: 42 points @ 0.79877 +- 0.01327 , 0.01046 +- 0.00668 cluster 11/18: 41 points @ 0.99046 +- 0.00685 , 0.19675 +- 0.01388 cluster 12/18: 39 points @ 0.39798 +- 0.01322 , 0.00984 +- 0.00698 cluster 13/18: 23 points @ 0.01097 +- 0.00852 , 0.01041 +- 0.00711 cluster 14/18: 73 points @ 0.20029 +- 0.01323 , 0.59918 +- 0.01368 cluster 15/18: 44 points @ 0.98858 +- 0.00665 , 0.60129 +- 0.01259 cluster 16/18: 41 points @ 0.01238 +- 0.00658 , 0.80156 +- 0.01229 cluster 17/18: 84 points @ 0.40175 +- 0.01292 , 0.79791 +- 0.01272 cluster 18/18: 17 points @ 0.98546 +- 0.00732 , 0.98774 +- 0.00694 ==== TEST CASE 23 ===================== loading... loading... done u0:1040 -> u:1040 : 966 points are common initialised with: r=6.160003e-03 nc=1 --- intermediate tests how create_new reacts --- updated to (with same data): r=6.160003e-03 nc=1 updated to (with new data): r=6.160003e-03 nc=18 found lonely points 1039 18 (array([1]), array([1040])) --- end --- setting maxradiussq to None transitioned to : r=3.440933e-01 nc=18 True cluster 1/18: 73 points @ 0.60558 +- 0.03956 , 0.60161 +- 0.03742 cluster 2/18: 79 points @ 0.40034 +- 0.03940 , 0.40519 +- 0.03757 cluster 3/18: 41 points @ 0.97203 +- 0.02060 , 0.20253 +- 0.03872 cluster 4/18: 84 points @ 0.19581 +- 0.04039 , 0.60134 +- 0.03804 cluster 5/18: 87 points @ 0.20159 +- 0.03605 , 0.20771 +- 0.03841 cluster 6/18: 85 points @ 0.80668 +- 0.03802 , 0.40101 +- 0.03809 cluster 7/18: 39 points @ 0.03874 +- 0.02094 , 0.80033 +- 0.03636 cluster 8/18: 80 points @ 0.79850 +- 0.03921 , 0.79083 +- 0.03705 cluster 9/18: 40 points @ 0.96956 +- 0.02038 , 0.60841 +- 0.03341 cluster 10/18: 99 points @ 0.60042 +- 0.03532 , 0.19601 +- 0.03848 cluster 11/18: 19 points @ 0.04123 +- 0.02000 , 0.02673 +- 0.02228 cluster 12/18: 40 points @ 0.40610 +- 0.03892 , 0.03809 +- 0.02090 cluster 13/18: 87 points @ 0.40176 +- 0.03955 , 0.79885 +- 0.03542 cluster 14/18: 52 points @ 0.20797 +- 0.03841 , 0.96717 +- 0.02119 cluster 15/18: 38 points @ 0.59639 +- 0.03805 , 0.96716 +- 0.01828 cluster 16/18: 44 points @ 0.80236 +- 0.04018 , 0.03255 +- 0.01736 cluster 17/18: 21 points @ 0.96129 +- 0.01684 , 0.96388 +- 0.01766 cluster 18/18: 32 points @ 0.03640 +- 0.01610 , 0.39737 +- 0.03884 ==== TEST CASE 24 ===================== loading... loading... done u0:1080 -> u:1080 : 720 points are common initialised with: r=2.523267e-03 nc=1 --- intermediate tests how create_new reacts --- updated to (with same data): r=2.523267e-03 nc=1 updated to (with new data): r=2.523267e-03 nc=19 --- end --- setting maxradiussq to None transitioned to : r=7.393072e-01 nc=18 True cluster 1/18: 50 points @ 0.80133 +- 0.02367 , 0.40736 +- 0.02143 cluster 2/18: 67 points @ 0.40401 +- 0.02029 , 0.40261 +- 0.02217 cluster 3/18: 23 points @ 0.01998 +- 0.01209 , 0.81024 +- 0.01845 cluster 4/18: 60 points @ 0.20213 +- 0.02305 , 0.20032 +- 0.01965 cluster 5/18: 32 points @ 0.60086 +- 0.02176 , 0.98367 +- 0.01059 cluster 6/18: 47 points @ 0.80338 +- 0.02194 , 0.79993 +- 0.01991 cluster 7/18: 36 points @ 0.98306 +- 0.01107 , 0.59781 +- 0.02273 cluster 8/18: 76 points @ 0.59943 +- 0.01980 , 0.19632 +- 0.02156 cluster 9/18: 56 points @ 0.20016 +- 0.01965 , 0.59828 +- 0.02257 cluster 10/18: 9 points @ 0.01908 +- 0.01199 , 0.01513 +- 0.01132 cluster 11/18: 59 points @ 0.39933 +- 0.02184 , 0.80070 +- 0.02167 cluster 12/18: 29 points @ 0.98462 +- 0.01006 , 0.20604 +- 0.02154 cluster 13/18: 30 points @ 0.80514 +- 0.02107 , 0.01876 +- 0.00936 cluster 14/18: 14 points @ 0.98169 +- 0.01256 , 0.97917 +- 0.01043 cluster 15/18: 49 points @ 0.59988 +- 0.02080 , 0.59826 +- 0.02404 cluster 16/18: 22 points @ 0.02401 +- 0.00978 , 0.40533 +- 0.01845 cluster 17/18: 32 points @ 0.20429 +- 0.02222 , 0.97957 +- 0.00988 cluster 18/18: 29 points @ 0.39559 +- 0.02135 , 0.01376 +- 0.01155 ==== TEST CASE 27 ===================== loading... loading... done u0:1160 -> u:1160 : 790 points are common initialised with: r=4.168517e-03 nc=1 --- intermediate tests how create_new reacts --- updated to (with same data): r=4.168517e-03 nc=1 updated to (with new data): r=4.168517e-03 nc=18 found lonely points 879 18 (array([1]), array([1160])) --- end --- setting maxradiussq to None transitioned to : r=4.282518e-01 nc=18 True cluster 1/18: 28 points @ 0.02876 +- 0.01072 , 0.40418 +- 0.02504 cluster 2/18: 72 points @ 0.40427 +- 0.02589 , 0.40337 +- 0.02568 cluster 3/18: 66 points @ 0.80063 +- 0.03025 , 0.79903 +- 0.02314 cluster 4/18: 69 points @ 0.80137 +- 0.02777 , 0.40462 +- 0.02720 cluster 5/18: 31 points @ 0.02746 +- 0.01466 , 0.79860 +- 0.02690 cluster 6/18: 62 points @ 0.59600 +- 0.02452 , 0.59711 +- 0.02909 cluster 7/18: 64 points @ 0.20064 +- 0.02644 , 0.20221 +- 0.02651 cluster 8/18: 36 points @ 0.59915 +- 0.02534 , 0.97793 +- 0.01435 cluster 9/18: 39 points @ 0.97736 +- 0.01458 , 0.59960 +- 0.02338 cluster 10/18: 86 points @ 0.60015 +- 0.02393 , 0.19435 +- 0.02628 cluster 11/18: 32 points @ 0.98151 +- 0.01174 , 0.20348 +- 0.02462 cluster 12/18: 65 points @ 0.19863 +- 0.02526 , 0.59691 +- 0.02542 cluster 13/18: 15 points @ 0.02567 +- 0.01173 , 0.02191 +- 0.01523 cluster 14/18: 41 points @ 0.39375 +- 0.02798 , 0.02135 +- 0.01484 cluster 15/18: 77 points @ 0.40243 +- 0.02649 , 0.80397 +- 0.02748 cluster 16/18: 38 points @ 0.80371 +- 0.02372 , 0.02465 +- 0.01314 cluster 17/18: 18 points @ 0.97856 +- 0.01405 , 0.97604 +- 0.01338 cluster 18/18: 41 points @ 0.19975 +- 0.02576 , 0.97554 +- 0.01299 ==== TEST CASE 42 ===================== loading... loading... done u0:1640 -> u:1640 : 1324 points are common initialised with: r=2.155017e-01 nc=18 --- intermediate tests how create_new reacts --- updated to (with same data): r=2.155017e-01 nc=18 updated to (with new data): r=2.155017e-01 nc=20 --- end --- setting maxradiussq to None transitioned to : r=2.029861e-01 nc=18 True cluster 1/18: 134 points @ 0.20129 +- 0.00945 , 0.20101 +- 0.01049 cluster 2/18: 65 points @ 0.59936 +- 0.00932 , 0.99209 +- 0.00545 cluster 3/18: 85 points @ 0.99089 +- 0.00488 , 0.60043 +- 0.01046 cluster 4/18: 130 points @ 0.60003 +- 0.00928 , 0.20093 +- 0.01017 cluster 5/18: 129 points @ 0.59949 +- 0.00979 , 0.60100 +- 0.01016 cluster 6/18: 70 points @ 0.00947 +- 0.00504 , 0.79955 +- 0.00842 cluster 7/18: 130 points @ 0.40067 +- 0.00968 , 0.40022 +- 0.01000 cluster 8/18: 122 points @ 0.79990 +- 0.00981 , 0.80044 +- 0.00967 cluster 9/18: 65 points @ 0.19964 +- 0.00934 , 0.99144 +- 0.00504 cluster 10/18: 72 points @ 0.00860 +- 0.00543 , 0.40071 +- 0.01088 cluster 11/18: 128 points @ 0.19967 +- 0.01029 , 0.60159 +- 0.01024 cluster 12/18: 79 points @ 0.79941 +- 0.00983 , 0.00749 +- 0.00504 cluster 13/18: 76 points @ 0.99223 +- 0.00521 , 0.19896 +- 0.00995 cluster 14/18: 69 points @ 0.39964 +- 0.00971 , 0.00907 +- 0.00538 cluster 15/18: 126 points @ 0.40202 +- 0.00982 , 0.79926 +- 0.00912 cluster 16/18: 99 points @ 0.80119 +- 0.00999 , 0.39961 +- 0.00929 cluster 17/18: 29 points @ 0.98948 +- 0.00510 , 0.99242 +- 0.00478 cluster 18/18: 32 points @ 0.00711 +- 0.00510 , 0.00782 +- 0.00532
Passed	tests/test_flatnuts.py::test_detailed_balance	8.51
------------------------------Captured stdout call------------------------------ ---- seed=1 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [1.14374817e-04 3.02332573e-01] [-0.02893116 -0.02762223] -0.48840515457013567 BACKWARD SAMPLING FROM 4 [0.14168242 0.38811823] [0.02821641 0.02835197] -0.16650609173626083 BACKWARD SAMPLING FROM -4 [0.11583903 0.41282151] [-0.02893116 -0.02762223] -0.10171045505355579 BisectSampler ---- FORWARD SAMPLING FROM 0 [1.14374817e-04 3.02332573e-01] [-0.02893116 -0.02762223] -0.48840515457013567 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([1.14374817e-04, 3.02332573e-01]), array([-0.02893116, -0.02762223]), None, None, None, 10, array([0.28919725, 0.02611023]), array([ 0.02893116, -0.02762223]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([1.14374817e-04, 3.02332573e-01]), array([-0.02893116, -0.02762223]), 5, array([0.14454144, 0.1642214 ]), array([ 0.02893116, -0.02762223]), 10, array([0.28919725, 0.02611023]), array([ 0.02893116, -0.02762223]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([1.14374817e-04, 3.02332573e-01]), array([-0.02893116, -0.02762223]), 2, array([0.05774795, 0.2470881 ]), array([ 0.02893116, -0.02762223]), 5, array([0.14454144, 0.1642214 ]), array([ 0.02893116, -0.02762223]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([1.14374817e-04, 3.02332573e-01]), array([-0.02893116, -0.02762223]), 1, array([0.02881679, 0.27471034]), array([ 0.02893116, -0.02762223]), 2, array([0.05774795, 0.2470881 ]), array([ 0.02893116, -0.02762223]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.02881679 0.27471034] [ 0.02893116 -0.02762223] new direction: [0.02821641 0.02835197] reversing there [ 0.02893116 -0.02762223] making one step from [0.02881679 0.27471034] [ 0.02893116 -0.02762223] --> [0.0570332 0.30306231] [0.02821641 0.02835197] trying new point, [0.0570332 0.30306231] next() call -0.4864320611274539 goals: [('reflect-at', 1, array([0.0570332 , 0.30306231]), array([0.02821641, 0.02835197]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.09073879959265024 goals: [('bisect', 1, array([0.0570332 , 0.30306231]), array([0.02821641, 0.02835197]), None, None, None, 10, array([0.31098087, 0.55823006]), array([0.02821641, 0.02835197]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.31098087 0.55823006] [0.02821641 0.02835197] -0.09073879959265024 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.31098087, 0.55823006]), array([-0.02821641, -0.02835197]), None, None, None, 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.10164814983836501 goals: [('bisect', 0, array([0.31098087, 0.55823006]), array([-0.02821641, -0.02835197]), 5, array([0.16989883, 0.4164702 ]), array([-0.02821641, -0.02835197]), 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2522560575837411 goals: [('bisect', 5, array([0.16989883, 0.4164702 ]), array([-0.02821641, -0.02835197]), 7, array([0.11346601, 0.35976626]), array([-0.02821641, -0.02835197]), 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.3588980473808055 goals: [('bisect', 7, array([0.11346601, 0.35976626]), array([-0.02821641, -0.02835197]), 8, array([0.0852496 , 0.33141428]), array([-0.02821641, -0.02835197]), 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.48643206112745424 goals: [('bisect', 8, array([0.0852496 , 0.33141428]), array([-0.02821641, -0.02835197]), 9, array([0.0570332 , 0.30306231]), array([-0.02821641, -0.02835197]), 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.02881679 0.27471034] [-0.02821641 -0.02835197] new direction: [-0.02893116 0.02762223] reversing there [-0.02821641 -0.02835197] making one step from [0.02881679 0.27471034] [-0.02821641 -0.02835197] --> [1.14374817e-04 3.02332573e-01] [0.02893116 0.02762223] trying new point, [1.14374817e-04 3.02332573e-01] next() call -0.4884051545701362 goals: [('reflect-at', 10, array([1.14374817e-04, 3.02332573e-01]), array([0.02893116, 0.02762223]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [1.14374817e-04 3.02332573e-01] [-0.02893116 -0.02762223] -0.48840515457013567 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [1.14374817e-04 3.02332573e-01] [-0.02893116 -0.02762223] -0.48840515457013567 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 sampling between (-3, 4) ---- seed=2 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.54966248 0.43532239] [0.00022913 0.03999934] -0.2033543310016853 BACKWARD SAMPLING FROM 4 [0.550579 0.59531977] [0.00022913 0.03999934] -0.2651418446056711 BACKWARD SAMPLING FROM -2 [0.54920422 0.35532371] [0.00022913 0.03999934] -0.4124530140569493 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.54966248 0.43532239] [0.00022913 0.03999934] -0.2033543310016853 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.54966248, 0.43532239]), array([0.00022913, 0.03999934]), None, None, None, 10, array([0.55195379, 0.83531583]), array([0.00022913, 0.03999934]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3805855729471914 goals: [('bisect', 0, array([0.54966248, 0.43532239]), array([0.00022913, 0.03999934]), 5, array([0.55080813, 0.63531911]), array([0.00022913, 0.03999934]), 10, array([0.55195379, 0.83531583]), array([0.00022913, 0.03999934]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.55080813, 0.63531911]), array([0.00022913, 0.03999934]), 7, array([0.55126639, 0.7153178 ]), array([0.00022913, 0.03999934]), 10, array([0.55195379, 0.83531583]), array([0.00022913, 0.03999934]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.55080813, 0.63531911]), array([0.00022913, 0.03999934]), 6, array([0.55103726, 0.67531846]), array([0.00022913, 0.03999934]), 7, array([0.55126639, 0.7153178 ]), array([0.00022913, 0.03999934]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.55103726 0.67531846] [0.00022913 0.03999934] new direction: [-0.03532089 0.01877324] reversing there [0.00022913 0.03999934] making one step from [0.55103726 0.67531846] [0.00022913 0.03999934] --> [0.51571637 0.69409169] [-0.03532089 0.01877324] trying new point, [0.51571637 0.69409169] next() call None goals: [('reflect-at', 6, array([0.51571637, 0.69409169]), array([-0.03532089, 0.01877324]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 5... 5 steps to do at 5 -> [from 6, delta=5] targeting 1. goals: [('sample-at', 1)] target is on track, returning interpolation at 1... [0.54989161 0.47532174] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 5 [0.55080813 0.63531911] [0.00022913 0.03999934] -0.3805855729471914 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 5)] not done yet, continue expanding to 5... goals: [('expand-to', 5), ('sample-at', 5)] next() call -0.2033543310016853 goals: [('bisect', 0, array([0.55080813, 0.63531911]), array([-0.00022913, -0.03999934]), None, None, None, 5, array([0.54966248, 0.43532239]), array([-0.00022913, -0.03999934]), 1), ('sample-at', 5)] bisecting ... 0 None 5 successfully went all the way in one jump! goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.54966248 0.43532239] [0.00022913 0.03999934] -0.2033543310016853 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.54966248 0.43532239] [0.00022913 0.03999934] -0.2033543310016853 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-2, 1) ---- seed=3 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.29090474 0.51082761] [-0.01281883 0.03789034] -0.04377824648995989 BACKWARD SAMPLING FROM 4 [0.23962941 0.66238895] [-0.01281883 0.03789034] -0.3583382577658276 BACKWARD SAMPLING FROM -4 [0.34218007 0.35926626] [-0.01281883 0.03789034] -0.306118410872214 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.29090474 0.51082761] [-0.01281883 0.03789034] -0.04377824648995989 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.29090474, 0.51082761]), array([-0.01281883, 0.03789034]), None, None, None, 10, array([0.16271642, 0.88973096]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.29090474, 0.51082761]), array([-0.01281883, 0.03789034]), 5, array([0.22681058, 0.70027928]), array([-0.01281883, 0.03789034]), 10, array([0.16271642, 0.88973096]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.12894573017062852 goals: [('bisect', 0, array([0.29090474, 0.51082761]), array([-0.01281883, 0.03789034]), 2, array([0.26526707, 0.58660828]), array([-0.01281883, 0.03789034]), 5, array([0.22681058, 0.70027928]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.22561386347891177 goals: [('bisect', 2, array([0.26526707, 0.58660828]), array([-0.01281883, 0.03789034]), 3, array([0.25244824, 0.62449861]), array([-0.01281883, 0.03789034]), 5, array([0.22681058, 0.70027928]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.3583382577658276 goals: [('bisect', 3, array([0.25244824, 0.62449861]), array([-0.01281883, 0.03789034]), 4, array([0.23962941, 0.66238895]), array([-0.01281883, 0.03789034]), 5, array([0.22681058, 0.70027928]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.22681058 0.70027928] [-0.01281883 0.03789034] new direction: [-0.03961561 -0.00553205] reversing there [-0.01281883 0.03789034] making one step from [0.22681058 0.70027928] [-0.01281883 0.03789034] --> [0.18719497 0.69474723] [-0.03961561 -0.00553205] trying new point, [0.18719497 0.69474723] next() call -0.4916020278270096 goals: [('reflect-at', 5, array([0.18719497, 0.69474723]), array([-0.03961561, -0.00553205]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3490349009637372 goals: [('bisect', 5, array([0.18719497, 0.69474723]), array([-0.03961561, -0.00553205]), None, None, None, 10, array([0.01088307, 0.66708697]), array([ 0.03961561, -0.00553205]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.01088307 0.66708697] [ 0.03961561 -0.00553205] -0.3490349009637372 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.01088307, 0.66708697]), array([-0.03961561, 0.00553205]), None, None, None, 10, array([0.38527301, 0.7224075 ]), array([0.03961561, 0.00553205]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4916020278270096 goals: [('bisect', 0, array([0.01088307, 0.66708697]), array([-0.03961561, 0.00553205]), 5, array([0.18719497, 0.69474723]), array([0.03961561, 0.00553205]), 10, array([0.38527301, 0.7224075 ]), array([0.03961561, 0.00553205]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.18719497, 0.69474723]), array([0.03961561, 0.00553205]), 7, array([0.26642619, 0.70581134]), array([0.03961561, 0.00553205]), 10, array([0.38527301, 0.7224075 ]), array([0.03961561, 0.00553205]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.18719497, 0.69474723]), array([0.03961561, 0.00553205]), 6, array([0.22681058, 0.70027928]), array([0.03961561, 0.00553205]), 7, array([0.26642619, 0.70581134]), array([0.03961561, 0.00553205]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.22681058 0.70027928] [0.03961561 0.00553205] new direction: [ 0.01281883 -0.03789034] reversing there [0.03961561 0.00553205] making one step from [0.22681058 0.70027928] [0.03961561 0.00553205] --> [0.23962941 0.66238895] [ 0.01281883 -0.03789034] trying new point, [0.23962941 0.66238895] next() call -0.3583382577658272 goals: [('reflect-at', 6, array([0.23962941, 0.66238895]), array([ 0.01281883, -0.03789034]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.04377824648995989 goals: [('bisect', 6, array([0.23962941, 0.66238895]), array([ 0.01281883, -0.03789034]), None, None, None, 10, array([0.29090474, 0.51082761]), array([ 0.01281883, -0.03789034]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.29090474 0.51082761] [-0.01281883 0.03789034] -0.04377824648995989 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.29090474 0.51082761] [-0.01281883 0.03789034] -0.04377824648995989 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-4, 3) ---- seed=4 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 BACKWARD SAMPLING FROM 4 [0.80905758 0.52184001] [-0.03949306 -0.00634806] -0.33324941010291637 BACKWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.16694885584599184 goals: [('bisect', 0, array([0.96702984, 0.54723225]), array([-0.03949306, -0.00634806]), None, None, None, 10, array([0.5720992 , 0.48375165]), array([-0.03949306, -0.00634806]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.5720992 0.48375165] [-0.03949306 -0.00634806] -0.16694885584599184 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.49545942179887775 goals: [('bisect', 0, array([0.5720992 , 0.48375165]), array([0.03949306, 0.00634806]), None, None, None, 10, array([0.96702984, 0.54723225]), array([0.03949306, 0.00634806]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 sampling between (-4, 3) ---- seed=5 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.48841119 0.61174386] [ 0.03653803 -0.01627797] -0.2753563808750551 BACKWARD SAMPLING FROM 4 [0.63456332 0.54663199] [ 0.03653803 -0.01627797] -0.22851708746536278 BACKWARD SAMPLING FROM -4 [0.34225906 0.67685573] [ 0.03653803 -0.01627797] -0.4495450053329357 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.48841119 0.61174386] [ 0.03653803 -0.01627797] -0.2753563808750551 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3970381430661767 goals: [('bisect', 0, array([0.48841119, 0.61174386]), array([ 0.03653803, -0.01627797]), None, None, None, 10, array([0.85379151, 0.44896419]), array([ 0.03653803, -0.01627797]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.85379151 0.44896419] [ 0.03653803 -0.01627797] -0.3970381430661767 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.27535638087505515 goals: [('bisect', 0, array([0.85379151, 0.44896419]), array([-0.03653803, 0.01627797]), None, None, None, 10, array([0.48841119, 0.61174386]), array([-0.03653803, 0.01627797]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.48841119 0.61174386] [ 0.03653803 -0.01627797] -0.2753563808750551 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.48841119 0.61174386] [ 0.03653803 -0.01627797] -0.2753563808750551 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -13..2 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-13, 2) ---- seed=6 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.10765668 0.59505206] [-0.036206 0.01700369] -0.11873116674075794 BACKWARD SAMPLING FROM 4 [0.03716733 0.66306682] [0.036206 0.01700369] -0.3330755453049499 BACKWARD SAMPLING FROM -4 [0.25248069 0.52703731] [-0.036206 0.01700369] -0.041010950598001826 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.10765668 0.59505206] [-0.036206 0.01700369] -0.11873116674075794 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.10765668, 0.59505206]), array([-0.036206 , 0.01700369]), None, None, None, 10, array([0.25440334, 0.76508895]), array([0.036206 , 0.01700369]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4080091653243474 goals: [('bisect', 0, array([0.10765668, 0.59505206]), array([-0.036206 , 0.01700369]), 5, array([0.07337333, 0.68007051]), array([0.036206 , 0.01700369]), 10, array([0.25440334, 0.76508895]), array([0.036206 , 0.01700369]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.07337333, 0.68007051]), array([0.036206 , 0.01700369]), 7, array([0.14578533, 0.71407788]), array([0.036206 , 0.01700369]), 10, array([0.25440334, 0.76508895]), array([0.036206 , 0.01700369]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4914817954950847 goals: [('bisect', 5, array([0.07337333, 0.68007051]), array([0.036206 , 0.01700369]), 6, array([0.10957933, 0.6970742 ]), array([0.036206 , 0.01700369]), 7, array([0.14578533, 0.71407788]), array([0.036206 , 0.01700369]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.14578533 0.71407788] [0.036206 0.01700369] new direction: [ 0.02481099 -0.03137538] reversing there [0.036206 0.01700369] making one step from [0.14578533 0.71407788] [0.036206 0.01700369] --> [0.17059633 0.6827025 ] [ 0.02481099 -0.03137538] trying new point, [0.17059633 0.6827025 ] next() call -0.4318041009131332 goals: [('reflect-at', 7, array([0.17059633, 0.6827025 ]), array([ 0.02481099, -0.03137538]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.12809180647624227 goals: [('bisect', 7, array([0.17059633, 0.6827025 ]), array([ 0.02481099, -0.03137538]), None, None, None, 10, array([0.2450293 , 0.58857635]), array([ 0.02481099, -0.03137538]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.2450293 0.58857635] [ 0.02481099 -0.03137538] -0.12809180647624227 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.2450293 , 0.58857635]), array([-0.02481099, 0.03137538]), None, None, None, 10, array([0.00308062, 0.90233018]), array([0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.2450293 , 0.58857635]), array([-0.02481099, 0.03137538]), 5, array([0.12097434, 0.74545327]), array([-0.02481099, 0.03137538]), 10, array([0.00308062, 0.90233018]), array([0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.30534071772163773 goals: [('bisect', 0, array([0.2450293 , 0.58857635]), array([-0.02481099, 0.03137538]), 2, array([0.19540732, 0.65132712]), array([-0.02481099, 0.03137538]), 5, array([0.12097434, 0.74545327]), array([-0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4318041009131337 goals: [('bisect', 2, array([0.19540732, 0.65132712]), array([-0.02481099, 0.03137538]), 3, array([0.17059633, 0.6827025 ]), array([-0.02481099, 0.03137538]), 5, array([0.12097434, 0.74545327]), array([-0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.17059633, 0.6827025 ]), array([-0.02481099, 0.03137538]), 4, array([0.14578533, 0.71407788]), array([-0.02481099, 0.03137538]), 5, array([0.12097434, 0.74545327]), array([-0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.14578533 0.71407788] [-0.02481099 0.03137538] new direction: [-0.036206 -0.01700369] reversing there [-0.02481099 0.03137538] making one step from [0.14578533 0.71407788] [-0.02481099 0.03137538] --> [0.10957933 0.6970742 ] [-0.036206 -0.01700369] trying new point, [0.10957933 0.6970742 ] next() call -0.4914817954950847 goals: [('reflect-at', 4, array([0.10957933, 0.6970742 ]), array([-0.036206 , -0.01700369]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.1187311667407582 goals: [('bisect', 4, array([0.10957933, 0.6970742 ]), array([-0.036206 , -0.01700369]), None, None, None, 10, array([0.10765668, 0.59505206]), array([ 0.036206 , -0.01700369]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.10765668 0.59505206] [-0.036206 0.01700369] -0.11873116674075794 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.10765668 0.59505206] [-0.036206 0.01700369] -0.11873116674075794 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-6, 1) ---- seed=7 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 BACKWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 BACKWARD SAMPLING FROM -3 [0.91202793 0.42346309] [0.02932044 0.02720867] -0.48912121118231033 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), None, None, None, 10, array([0.75799217, 0.87256348]), array([-0.02199973, 0.03340676]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), 5, array([0.86799084, 0.70552968]), array([-0.02199973, 0.03340676]), 10, array([0.75799217, 0.87256348]), array([-0.02199973, 0.03340676]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), 2, array([0.93399004, 0.60530939]), array([-0.02199973, 0.03340676]), 5, array([0.86799084, 0.70552968]), array([-0.02199973, 0.03340676]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), 1, array([0.95598978, 0.57190263]), array([-0.02199973, 0.03340676]), 2, array([0.93399004, 0.60530939]), array([-0.02199973, 0.03340676]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.95598978 0.57190263] [-0.02199973 0.03340676] new direction: [-0.03029182 0.0261229 ] reversing there [-0.02199973 0.03340676] making one step from [0.95598978 0.57190263] [-0.02199973 0.03340676] --> [0.92569796 0.59802553] [-0.03029182 0.0261229 ] trying new point, [0.92569796 0.59802553] next() call None goals: [('reflect-at', 1, array([0.92569796, 0.59802553]), array([-0.03029182, 0.0261229 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), None, None, None, -9, array([0.82401288, 0.23783502]), array([0.02199973, 0.03340676]), -1), ('sample-at', -9)] bisecting ... 0 None -9 continue bisect at -5 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), -5, array([0.91201182, 0.37146206]), array([0.02199973, 0.03340676]), -9, array([0.82401288, 0.23783502]), array([0.02199973, 0.03340676]), -1), ('sample-at', -9)] bisecting ... 0 -5 -9 continue bisect at -3 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), -3, array([0.95601129, 0.43827559]), array([0.02199973, 0.03340676]), -5, array([0.91201182, 0.37146206]), array([0.02199973, 0.03340676]), -1), ('sample-at', -9)] bisecting ... 0 -3 -5 continue bisect at -2 next() call -0.4882763953959062 goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), -2, array([0.97801102, 0.47168235]), array([0.02199973, 0.03340676]), -3, array([0.95601129, 0.43827559]), array([0.02199973, 0.03340676]), -1), ('sample-at', -9)] bisecting ... 0 -2 -3 bisecting gave reflection point -3 [0.95601129 0.43827559] [0.02199973 0.03340676] new direction: [ 0.01936874 -0.03499789] reversing there [0.02199973 0.03340676] making one step from [0.95601129 0.43827559] [0.02199973 0.03340676] --> [0.97538002 0.4032777 ] [-0.01936874 0.03499789] trying new point, [0.97538002 0.4032777 ] next() call None goals: [('reflect-at', -3, array([0.97538002, 0.4032777 ]), array([-0.01936874, 0.03499789]), -1), ('sample-at', -9)] goals: [('sample-at', -9)] reversing at -2... -7 steps to do at -2 -> [from -3, delta=-7] targeting 4. goals: [('sample-at', 4)] reversing at 0... 4 steps to do at 0 -> [from 1, delta=4] targeting -3. goals: [('sample-at', -3)] reversing at -2... -1 steps to do at -2 -> [from -3, delta=-1] targeting -2. goals: [('sample-at', -2)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -2 [0.97801102 0.47168235] [0.02199973 0.03340676] -0.4882763953959062 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -2)] not done yet, continue expanding to -2... goals: [('expand-to', -2), ('sample-at', -2)] next() call -0.49675589327088776 goals: [('bisect', 0, array([0.97801102, 0.47168235]), array([-0.02199973, -0.03340676]), None, None, None, -2, array([0.97798951, 0.53849587]), array([ 0.02199973, -0.03340676]), -1), ('sample-at', -2)] bisecting ... 0 None -2 successfully went all the way in one jump! goals: [('sample-at', -2)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (-1, 0) ---- seed=8 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.86919454 0.53085569] [ 0.02962799 -0.02687344] -0.38965049563602216 BACKWARD SAMPLING FROM 3 [0.95807852 0.45023536] [ 0.02962799 -0.02687344] -0.48991371862053074 BACKWARD SAMPLING FROM -3 [0.78031056 0.61147602] [ 0.02962799 -0.02687344] -0.45977857566680347 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.86919454 0.53085569] [ 0.02962799 -0.02687344] -0.38965049563602216 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.86919454, 0.53085569]), array([ 0.02962799, -0.02687344]), None, None, None, 10, array([0.83452552, 0.26212126]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.86919454, 0.53085569]), array([ 0.02962799, -0.02687344]), 5, array([0.98266549, 0.39648847]), array([-0.02962799, -0.02687344]), 10, array([0.83452552, 0.26212126]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4375602772906623 goals: [('bisect', 0, array([0.86919454, 0.53085569]), array([ 0.02962799, -0.02687344]), 2, array([0.92845053, 0.4771088 ]), array([ 0.02962799, -0.02687344]), 5, array([0.98266549, 0.39648847]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.48991371862053074 goals: [('bisect', 2, array([0.92845053, 0.4771088 ]), array([ 0.02962799, -0.02687344]), 3, array([0.95807852, 0.45023536]), array([ 0.02962799, -0.02687344]), 5, array([0.98266549, 0.39648847]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.95807852, 0.45023536]), array([ 0.02962799, -0.02687344]), 4, array([0.98770652, 0.42336192]), array([ 0.02962799, -0.02687344]), 5, array([0.98266549, 0.39648847]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.98770652 0.42336192] [ 0.02962799 -0.02687344] new direction: [-0.03704999 -0.01507642] reversing there [ 0.02962799 -0.02687344] making one step from [0.98770652 0.42336192] [ 0.02962799 -0.02687344] --> [0.95065653 0.4082855 ] [-0.03704999 -0.01507642] trying new point, [0.95065653 0.4082855 ] next() call None goals: [('reflect-at', 4, array([0.95065653, 0.4082855 ]), array([-0.03704999, -0.01507642]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.45977857566680347 goals: [('bisect', 0, array([0.86919454, 0.53085569]), array([ 0.02962799, -0.02687344]), None, None, None, -3, array([0.78031056, 0.61147602]), array([ 0.02962799, -0.02687344]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.95807852 0.45023536] [ 0.02962799 -0.02687344] -0.48991371862053074 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.38965049563602216 goals: [('bisect', 0, array([0.95807852, 0.45023536]), array([-0.02962799, 0.02687344]), None, None, None, 3, array([0.86919454, 0.53085569]), array([-0.02962799, 0.02687344]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.78031056 0.61147602] [ 0.02962799 -0.02687344] -0.45977857566680347 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.38965049563602216 goals: [('bisect', 0, array([0.78031056, 0.61147602]), array([-0.02962799, 0.02687344]), None, None, None, -3, array([0.86919454, 0.53085569]), array([-0.02962799, 0.02687344]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.86919454 0.53085569] [ 0.02962799 -0.02687344] -0.38965049563602216 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-1, 2) ---- seed=9 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.01037415 0.50187459] [-0.03024815 -0.02617344] -9.773773097350387e-05 BACKWARD SAMPLING FROM 4 [0.11061846 0.39718082] [ 0.03024815 -0.02617344] -0.13826553062534178 BACKWARD SAMPLING FROM -4 [0.13136677 0.60656837] [-0.03024815 -0.02617344] -0.1505888292401249 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.01037415 0.50187459] [-0.03024815 -0.02617344] -9.773773097350387e-05 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.01037415, 0.50187459]), array([-0.03024815, -0.02617344]), None, None, None, 10, array([0.29210739, 0.24014015]), array([ 0.03024815, -0.02617344]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2179104295369838 goals: [('bisect', 0, array([0.01037415, 0.50187459]), array([-0.03024815, -0.02617344]), 5, array([0.14086662, 0.37100737]), array([ 0.03024815, -0.02617344]), 10, array([0.29210739, 0.24014015]), array([ 0.03024815, -0.02617344]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.43132376818592777 goals: [('bisect', 5, array([0.14086662, 0.37100737]), array([ 0.03024815, -0.02617344]), 7, array([0.20136292, 0.31866048]), array([ 0.03024815, -0.02617344]), 10, array([0.29210739, 0.24014015]), array([ 0.03024815, -0.02617344]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.20136292, 0.31866048]), array([ 0.03024815, -0.02617344]), 8, array([0.23161108, 0.29248704]), array([ 0.03024815, -0.02617344]), 10, array([0.29210739, 0.24014015]), array([ 0.03024815, -0.02617344]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.23161108 0.29248704] [ 0.03024815 -0.02617344] new direction: [0.02396606 0.03202542] reversing there [ 0.03024815 -0.02617344] making one step from [0.23161108 0.29248704] [ 0.03024815 -0.02617344] --> [0.25557714 0.32451246] [0.02396606 0.03202542] trying new point, [0.25557714 0.32451246] next() call -0.4176082798496187 goals: [('reflect-at', 8, array([0.25557714, 0.32451246]), array([0.02396606, 0.03202542]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.201285627296661 goals: [('bisect', 8, array([0.25557714, 0.32451246]), array([0.02396606, 0.03202542]), None, None, None, 10, array([0.30350927, 0.38856331]), array([0.02396606, 0.03202542]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.30350927 0.38856331] [0.02396606 0.03202542] -0.201285627296661 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.30350927, 0.38856331]), array([-0.02396606, -0.03202542]), None, None, None, 10, array([0.06384864, 0.06830907]), array([-0.02396606, -0.03202542]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.30350927, 0.38856331]), array([-0.02396606, -0.03202542]), 5, array([0.18367895, 0.22843619]), array([-0.02396606, -0.03202542]), 10, array([0.06384864, 0.06830907]), array([-0.02396606, -0.03202542]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4176082798496187 goals: [('bisect', 0, array([0.30350927, 0.38856331]), array([-0.02396606, -0.03202542]), 2, array([0.25557714, 0.32451246]), array([-0.02396606, -0.03202542]), 5, array([0.18367895, 0.22843619]), array([-0.02396606, -0.03202542]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.25557714, 0.32451246]), array([-0.02396606, -0.03202542]), 3, array([0.23161108, 0.29248704]), array([-0.02396606, -0.03202542]), 5, array([0.18367895, 0.22843619]), array([-0.02396606, -0.03202542]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.23161108 0.29248704] [-0.02396606 -0.03202542] new direction: [-0.03024815 0.02617344] reversing there [-0.02396606 -0.03202542] making one step from [0.23161108 0.29248704] [-0.02396606 -0.03202542] --> [0.20136292 0.31866048] [-0.03024815 0.02617344] trying new point, [0.20136292 0.31866048] next() call -0.43132376818592777 goals: [('reflect-at', 3, array([0.20136292, 0.31866048]), array([-0.03024815, 0.02617344]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -9.773773097350243e-05 goals: [('bisect', 3, array([0.20136292, 0.31866048]), array([-0.03024815, 0.02617344]), None, None, None, 10, array([0.01037415, 0.50187459]), array([0.03024815, 0.02617344]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.01037415 0.50187459] [-0.03024815 -0.02617344] -9.773773097350387e-05 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.01037415 0.50187459] [-0.03024815 -0.02617344] -9.773773097350387e-05 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 sampling between (0, 3) ---- seed=10 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.00394827 0.51219226] [0.00950643 0.03885393] -0.0018659354843499343 BACKWARD SAMPLING FROM 4 [0.041974 0.66760798] [0.00950643 0.03885393] -0.3520363250591377 BACKWARD SAMPLING FROM -4 [0.03407747 0.35677655] [-0.00950643 0.03885393] -0.25699258899589295 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.00394827 0.51219226] [0.00950643 0.03885393] -0.0018659354843499343 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.00394827, 0.51219226]), array([0.00950643, 0.03885393]), None, None, None, 10, array([0.0990126 , 0.90073154]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.00394827, 0.51219226]), array([0.00950643, 0.03885393]), 5, array([0.05148044, 0.7064619 ]), array([0.00950643, 0.03885393]), 10, array([0.0990126 , 0.90073154]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.10128899988595243 goals: [('bisect', 0, array([0.00394827, 0.51219226]), array([0.00950643, 0.03885393]), 2, array([0.02296113, 0.58990012]), array([0.00950643, 0.03885393]), 5, array([0.05148044, 0.7064619 ]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.2077471298760972 goals: [('bisect', 2, array([0.02296113, 0.58990012]), array([0.00950643, 0.03885393]), 3, array([0.03246757, 0.62875405]), array([0.00950643, 0.03885393]), 5, array([0.05148044, 0.7064619 ]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.3520363250591377 goals: [('bisect', 3, array([0.03246757, 0.62875405]), array([0.00950643, 0.03885393]), 4, array([0.041974 , 0.66760798]), array([0.00950643, 0.03885393]), 5, array([0.05148044, 0.7064619 ]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.05148044 0.7064619 ] [0.00950643 0.03885393] new direction: [0.03538475 0.01865259] reversing there [0.00950643 0.03885393] making one step from [0.05148044 0.7064619 ] [0.00950643 0.03885393] --> [0.08686519 0.7251145 ] [0.03538475 0.01865259] trying new point, [0.08686519 0.7251145 ] next() call None goals: [('reflect-at', 5, array([0.08686519, 0.7251145 ]), array([0.03538475, 0.01865259]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.008901001072892184 goals: [('bisect', 0, array([0.00394827, 0.51219226]), array([0.00950643, 0.03885393]), None, None, None, -1, array([0.00555817, 0.47333834]), array([-0.00950643, 0.03885393]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.041974 0.66760798] [0.00950643 0.03885393] -0.3520363250591377 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.001865935484349968 goals: [('bisect', 0, array([0.041974 , 0.66760798]), array([-0.00950643, -0.03885393]), None, None, None, 4, array([0.00394827, 0.51219226]), array([-0.00950643, -0.03885393]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.00555817 0.47333834] [-0.00950643 0.03885393] -0.008901001072892184 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.0018659354843499343 goals: [('bisect', 0, array([0.00555817, 0.47333834]), array([ 0.00950643, -0.03885393]), None, None, None, -1, array([0.00394827, 0.51219226]), array([-0.00950643, -0.03885393]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.00394827 0.51219226] [0.00950643 0.03885393] -0.0018659354843499343 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=11 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.4202036 0.4854271] [-0.01214282 -0.03811236] -0.09094015300190272 BACKWARD SAMPLING FROM 4 [0.37163231 0.33297767] [-0.01214282 -0.03811236] -0.4177610370777551 BACKWARD SAMPLING FROM -4 [0.4687749 0.63787653] [-0.01214282 -0.03811236] -0.3474991729078387 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.4202036 0.4854271] [-0.01214282 -0.03811236] -0.09094015300190272 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.4202036, 0.4854271]), array([-0.01214282, -0.03811236]), None, None, None, 10, array([0.29877537, 0.10430352]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.4202036, 0.4854271]), array([-0.01214282, -0.03811236]), 5, array([0.35948949, 0.29486531]), array([-0.01214282, -0.03811236]), 10, array([0.29877537, 0.10430352]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.18142810704210527 goals: [('bisect', 0, array([0.4202036, 0.4854271]), array([-0.01214282, -0.03811236]), 2, array([0.39591796, 0.40920238]), array([-0.01214282, -0.03811236]), 5, array([0.35948949, 0.29486531]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.28136395006049925 goals: [('bisect', 2, array([0.39591796, 0.40920238]), array([-0.01214282, -0.03811236]), 3, array([0.38377513, 0.37109002]), array([-0.01214282, -0.03811236]), 5, array([0.35948949, 0.29486531]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.4177610370777551 goals: [('bisect', 3, array([0.38377513, 0.37109002]), array([-0.01214282, -0.03811236]), 4, array([0.37163231, 0.33297767]), array([-0.01214282, -0.03811236]), 5, array([0.35948949, 0.29486531]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.35948949 0.29486531] [-0.01214282 -0.03811236] new direction: [-0.0041129 0.03978799] reversing there [-0.01214282 -0.03811236] making one step from [0.35948949 0.29486531] [-0.01214282 -0.03811236] --> [0.35537659 0.3346533 ] [-0.0041129 0.03978799] trying new point, [0.35537659 0.3346533 ] next() call -0.4048904116037848 goals: [('reflect-at', 5, array([0.35537659, 0.3346533 ]), array([-0.0041129 , 0.03978799]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.07015589586681098 goals: [('bisect', 5, array([0.35537659, 0.3346533 ]), array([-0.0041129 , 0.03978799]), None, None, None, 10, array([0.3348121 , 0.53359324]), array([-0.0041129 , 0.03978799]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.3348121 0.53359324] [-0.0041129 0.03978799] -0.07015589586681098 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.3348121 , 0.53359324]), array([ 0.0041129 , -0.03978799]), None, None, None, 10, array([0.37594108, 0.13571335]), array([ 0.0041129 , -0.03978799]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.40489041160378453 goals: [('bisect', 0, array([0.3348121 , 0.53359324]), array([ 0.0041129 , -0.03978799]), 5, array([0.35537659, 0.3346533 ]), array([ 0.0041129 , -0.03978799]), 10, array([0.37594108, 0.13571335]), array([ 0.0041129 , -0.03978799]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.35537659, 0.3346533 ]), array([ 0.0041129 , -0.03978799]), 7, array([0.36360238, 0.25507732]), array([ 0.0041129 , -0.03978799]), 10, array([0.37594108, 0.13571335]), array([ 0.0041129 , -0.03978799]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.35537659, 0.3346533 ]), array([ 0.0041129 , -0.03978799]), 6, array([0.35948949, 0.29486531]), array([ 0.0041129 , -0.03978799]), 7, array([0.36360238, 0.25507732]), array([ 0.0041129 , -0.03978799]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.35948949 0.29486531] [ 0.0041129 -0.03978799] new direction: [0.01214282 0.03811236] reversing there [ 0.0041129 -0.03978799] making one step from [0.35948949 0.29486531] [ 0.0041129 -0.03978799] --> [0.37163231 0.33297767] [0.01214282 0.03811236] trying new point, [0.37163231 0.33297767] next() call -0.4177610370777547 goals: [('reflect-at', 6, array([0.37163231, 0.33297767]), array([0.01214282, 0.03811236]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.0909401530019027 goals: [('bisect', 6, array([0.37163231, 0.33297767]), array([0.01214282, 0.03811236]), None, None, None, 10, array([0.4202036, 0.4854271]), array([0.01214282, 0.03811236]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.4202036 0.4854271] [-0.01214282 -0.03811236] -0.09094015300190272 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.4202036 0.4854271] [-0.01214282 -0.03811236] -0.09094015300190272 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=12 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.26331502 0.53373939] [-0.03208755 -0.02388282] -0.04889673193185484 BACKWARD SAMPLING FROM 4 [0.13496481 0.43820812] [-0.03208755 -0.02388282] -0.05683571304926094 BACKWARD SAMPLING FROM -4 [0.39166522 0.62927067] [-0.03208755 -0.02388282] -0.2855871537311189 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.26331502 0.53373939] [-0.03208755 -0.02388282] -0.04889673193185484 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.26331502, 0.53373939]), array([-0.03208755, -0.02388282]), None, None, None, 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.09704380253434214 goals: [('bisect', 0, array([0.26331502, 0.53373939]), array([-0.03208755, -0.02388282]), 5, array([0.10287726, 0.4143253 ]), array([-0.03208755, -0.02388282]), 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.22332799455138033 goals: [('bisect', 5, array([0.10287726, 0.4143253 ]), array([-0.03208755, -0.02388282]), 7, array([0.03870216, 0.36655966]), array([-0.03208755, -0.02388282]), 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.3094040970833373 goals: [('bisect', 7, array([0.03870216, 0.36655966]), array([-0.03208755, -0.02388282]), 8, array([0.00661461, 0.34267684]), array([-0.03208755, -0.02388282]), 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.41076953729758614 goals: [('bisect', 8, array([0.00661461, 0.34267684]), array([-0.03208755, -0.02388282]), 9, array([0.02547294, 0.31879402]), array([ 0.03208755, -0.02388282]), 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.05756049 0.2949112 ] [ 0.03208755 -0.02388282] new direction: [ 0.02655384 -0.02991477] reversing there [ 0.03208755 -0.02388282] making one step from [0.05756049 0.2949112 ] [ 0.03208755 -0.02388282] --> [0.08411434 0.26499643] [ 0.02655384 -0.02991477] trying new point, [0.08411434 0.26499643] next() call None goals: [('reflect-at', 10, array([0.08411434, 0.26499643]), array([ 0.02655384, -0.02991477]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 9... 1 steps to do at 9 -> [from 10, delta=1] targeting 9. goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 9 [0.02547294 0.31879402] [ 0.03208755 -0.02388282] -0.41076953729758614 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 9)] not done yet, continue expanding to 9... goals: [('expand-to', 9), ('sample-at', 9)] next() call -0.04889673193185484 goals: [('bisect', 0, array([0.02547294, 0.31879402]), array([-0.03208755, 0.02388282]), None, None, None, 9, array([0.26331502, 0.53373939]), array([0.03208755, 0.02388282]), 1), ('sample-at', 9)] bisecting ... 0 None 9 successfully went all the way in one jump! goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.26331502 0.53373939] [-0.03208755 -0.02388282] -0.04889673193185484 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.26331502 0.53373939] [-0.03208755 -0.02388282] -0.04889673193185484 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=13 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.37285403 0.67984795] [0.03957308 0.00582848] -0.47382613413670277 BACKWARD SAMPLING FROM 4 [0.40042197 0.52612745] [-0.00300128 -0.03988724] -0.08870192535858905 BACKWARD SAMPLING FROM -4 [0.2145617 0.65653403] [0.03957308 0.00582848] -0.32930462797788607 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.37285403 0.67984795] [0.03957308 0.00582848] -0.47382613413670277 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.37285403, 0.67984795]), array([0.03957308, 0.00582848]), None, None, None, 10, array([0.76858485, 0.73813277]), array([0.03957308, 0.00582848]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.37285403, 0.67984795]), array([0.03957308, 0.00582848]), 5, array([0.57071944, 0.70899036]), array([0.03957308, 0.00582848]), 10, array([0.76858485, 0.73813277]), array([0.03957308, 0.00582848]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.37285403, 0.67984795]), array([0.03957308, 0.00582848]), 2, array([0.45200019, 0.69150491]), array([0.03957308, 0.00582848]), 5, array([0.57071944, 0.70899036]), array([0.03957308, 0.00582848]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.37285403, 0.67984795]), array([0.03957308, 0.00582848]), 1, array([0.41242711, 0.68567643]), array([0.03957308, 0.00582848]), 2, array([0.45200019, 0.69150491]), array([0.03957308, 0.00582848]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.41242711 0.68567643] [0.03957308 0.00582848] new direction: [-0.00300128 -0.03988724] reversing there [0.03957308 0.00582848] making one step from [0.41242711 0.68567643] [0.03957308 0.00582848] --> [0.40942582 0.64578919] [-0.00300128 -0.03988724] trying new point, [0.40942582 0.64578919] next() call -0.34949584573297054 goals: [('reflect-at', 1, array([0.40942582, 0.64578919]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 1, array([0.40942582, 0.64578919]), array([-0.00300128, -0.03988724]), None, None, None, 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 1 None 10 continue bisect at 5 next() call -0.08133824843664016 goals: [('bisect', 1, array([0.40942582, 0.64578919]), array([-0.00300128, -0.03988724]), 5, array([0.39742069, 0.48624021]), array([-0.00300128, -0.03988724]), 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 1 5 10 continue bisect at 7 next() call -0.18596233939700962 goals: [('bisect', 5, array([0.39742069, 0.48624021]), array([-0.00300128, -0.03988724]), 7, array([0.39141812, 0.40646572]), array([-0.00300128, -0.03988724]), 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.297950107279328 goals: [('bisect', 7, array([0.39141812, 0.40646572]), array([-0.00300128, -0.03988724]), 8, array([0.38841683, 0.36657848]), array([-0.00300128, -0.03988724]), 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.44972169009640217 goals: [('bisect', 8, array([0.38841683, 0.36657848]), array([-0.00300128, -0.03988724]), 9, array([0.38541555, 0.32669123]), array([-0.00300128, -0.03988724]), 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.38241426 0.28680399] [-0.00300128 -0.03988724] new direction: [0.02675467 0.02973529] reversing there [-0.00300128 -0.03988724] making one step from [0.38241426 0.28680399] [-0.00300128 -0.03988724] --> [0.40916893 0.31653928] [0.02675467 0.02973529] trying new point, [0.40916893 0.31653928] next() call None goals: [('reflect-at', 10, array([0.40916893, 0.31653928]), array([0.02675467, 0.02973529]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 9... 1 steps to do at 9 -> [from 10, delta=1] targeting 9. goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 9 [0.38541555 0.32669123] [-0.00300128 -0.03988724] -0.44972169009640217 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 9)] not done yet, continue expanding to 9... goals: [('expand-to', 9), ('sample-at', 9)] next() call None goals: [('bisect', 0, array([0.38541555, 0.32669123]), array([0.00300128, 0.03988724]), None, None, None, 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 0 None 9 continue bisect at 4 next() call -0.08133824843664016 goals: [('bisect', 0, array([0.38541555, 0.32669123]), array([0.00300128, 0.03988724]), 4, array([0.39742069, 0.48624021]), array([0.00300128, 0.03988724]), 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 0 4 9 continue bisect at 6 next() call -0.1358494172152938 goals: [('bisect', 4, array([0.39742069, 0.48624021]), array([0.00300128, 0.03988724]), 6, array([0.40342325, 0.5660147 ]), array([0.00300128, 0.03988724]), 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 4 6 9 continue bisect at 7 next() call -0.22278072400675428 goals: [('bisect', 6, array([0.40342325, 0.5660147 ]), array([0.00300128, 0.03988724]), 7, array([0.40642454, 0.60590194]), array([0.00300128, 0.03988724]), 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 6 7 9 continue bisect at 8 next() call -0.34949584573297054 goals: [('bisect', 7, array([0.40642454, 0.60590194]), array([0.00300128, 0.03988724]), 8, array([0.40942582, 0.64578919]), array([0.00300128, 0.03988724]), 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 7 8 9 bisecting gave reflection point 9 [0.41242711 0.68567643] [0.00300128 0.03988724] new direction: [-0.03957308 -0.00582848] reversing there [0.00300128 0.03988724] making one step from [0.41242711 0.68567643] [0.00300128 0.03988724] --> [0.37285403 0.67984795] [-0.03957308 -0.00582848] trying new point, [0.37285403 0.67984795] next() call -0.47382613413670327 goals: [('reflect-at', 9, array([0.37285403, 0.67984795]), array([-0.03957308, -0.00582848]), 1), ('sample-at', 9)] goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.37285403 0.67984795] [0.03957308 0.00582848] -0.47382613413670277 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.37285403 0.67984795] [0.03957308 0.00582848] -0.47382613413670277 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: 0..7 sampling between (0, 7) ---- seed=14 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.30009198 0.47490577] [-0.021002 0.03404285] -0.05289910562998988 BACKWARD SAMPLING FROM 4 [0.21608397 0.61107718] [-0.021002 0.03404285] -0.17757288486701345 BACKWARD SAMPLING FROM -4 [0.38409999 0.33873435] [-0.021002 0.03404285] -0.39884901225457176 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.30009198 0.47490577] [-0.021002 0.03404285] -0.05289910562998988 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.30009198, 0.47490577]), array([-0.021002 , 0.03404285]), None, None, None, 10, array([0.09007195, 0.8153343 ]), array([-0.021002 , 0.03404285]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2822762805921456 goals: [('bisect', 0, array([0.30009198, 0.47490577]), array([-0.021002 , 0.03404285]), 5, array([0.19508196, 0.64512003]), array([-0.021002 , 0.03404285]), 10, array([0.09007195, 0.8153343 ]), array([-0.021002 , 0.03404285]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.19508196, 0.64512003]), array([-0.021002 , 0.03404285]), 7, array([0.15307796, 0.71320574]), array([-0.021002 , 0.03404285]), 10, array([0.09007195, 0.8153343 ]), array([-0.021002 , 0.03404285]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.41639365668362777 goals: [('bisect', 5, array([0.19508196, 0.64512003]), array([-0.021002 , 0.03404285]), 6, array([0.17407996, 0.67916288]), array([-0.021002 , 0.03404285]), 7, array([0.15307796, 0.71320574]), array([-0.021002 , 0.03404285]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.15307796 0.71320574] [-0.021002 0.03404285] new direction: [ 0.01597666 -0.03667078] reversing there [-0.021002 0.03404285] making one step from [0.15307796 0.71320574] [-0.021002 0.03404285] --> [0.16905462 0.67653496] [ 0.01597666 -0.03667078] trying new point, [0.16905462 0.67653496] next() call -0.40384711686066294 goals: [('reflect-at', 7, array([0.16905462, 0.67653496]), array([ 0.01597666, -0.03667078]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.07885688368045461 goals: [('bisect', 7, array([0.16905462, 0.67653496]), array([ 0.01597666, -0.03667078]), None, None, None, 10, array([0.21698461, 0.56652261]), array([ 0.01597666, -0.03667078]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.21698461 0.56652261] [ 0.01597666 -0.03667078] -0.07885688368045461 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.21698461, 0.56652261]), array([-0.01597666, 0.03667078]), None, None, None, 10, array([0.05721797, 0.93323043]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.21698461, 0.56652261]), array([-0.01597666, 0.03667078]), 5, array([0.13710129, 0.74987652]), array([-0.01597666, 0.03667078]), 10, array([0.05721797, 0.93323043]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.2616431298568962 goals: [('bisect', 0, array([0.21698461, 0.56652261]), array([-0.01597666, 0.03667078]), 2, array([0.18503128, 0.63986417]), array([-0.01597666, 0.03667078]), 5, array([0.13710129, 0.74987652]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.40384711686066294 goals: [('bisect', 2, array([0.18503128, 0.63986417]), array([-0.01597666, 0.03667078]), 3, array([0.16905462, 0.67653496]), array([-0.01597666, 0.03667078]), 5, array([0.13710129, 0.74987652]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.16905462, 0.67653496]), array([-0.01597666, 0.03667078]), 4, array([0.15307796, 0.71320574]), array([-0.01597666, 0.03667078]), 5, array([0.13710129, 0.74987652]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.15307796 0.71320574] [-0.01597666 0.03667078] new direction: [ 0.021002 -0.03404285] reversing there [-0.01597666 0.03667078] making one step from [0.15307796 0.71320574] [-0.01597666 0.03667078] --> [0.17407996 0.67916288] [ 0.021002 -0.03404285] trying new point, [0.17407996 0.67916288] next() call -0.41639365668362777 goals: [('reflect-at', 4, array([0.17407996, 0.67916288]), array([ 0.021002 , -0.03404285]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05289910562998976 goals: [('bisect', 4, array([0.17407996, 0.67916288]), array([ 0.021002 , -0.03404285]), None, None, None, 10, array([0.30009198, 0.47490577]), array([ 0.021002 , -0.03404285]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.30009198 0.47490577] [-0.021002 0.03404285] -0.05289910562998988 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.30009198 0.47490577] [-0.021002 0.03404285] -0.05289910562998988 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -1..14 NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd sampling between (-1, 14) ---- seed=15 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.05436321 0.36153845] [-0.03996334 -0.00171217] -0.2411227034306628 BACKWARD SAMPLING FROM 4 [0.10549014 0.35468978] [ 0.03996334 -0.00171217] -0.2695023366962361 BACKWARD SAMPLING FROM -4 [0.21421657 0.36838711] [-0.03996334 -0.00171217] -0.23946877171984182 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.05436321 0.36153845] [-0.03996334 -0.00171217] -0.2411227034306628 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.36218247700975736 goals: [('bisect', 0, array([0.05436321, 0.36153845]), array([-0.03996334, -0.00171217]), None, None, None, 10, array([0.34527018, 0.34441678]), array([ 0.03996334, -0.00171217]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.34527018 0.34441678] [ 0.03996334 -0.00171217] -0.36218247700975736 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2411227034306628 goals: [('bisect', 0, array([0.34527018, 0.34441678]), array([-0.03996334, 0.00171217]), None, None, None, 10, array([0.05436321, 0.36153845]), array([0.03996334, 0.00171217]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.05436321 0.36153845] [-0.03996334 -0.00171217] -0.2411227034306628 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.05436321 0.36153845] [-0.03996334 -0.00171217] -0.2411227034306628 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-2, 1) ---- seed=16 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.22329108 0.52316334] [0.03673002 0.01584 ] -0.03163620782532942 BACKWARD SAMPLING FROM 4 [0.37021116 0.58652334] [0.03673002 0.01584 ] -0.16210675630294513 BACKWARD SAMPLING FROM -4 [0.076371 0.45980334] [0.03673002 0.01584 ] -0.0231134050599264 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.22329108 0.52316334] [0.03673002 0.01584 ] -0.03163620782532942 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.22329108, 0.52316334]), array([0.03673002, 0.01584 ]), None, None, None, 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.213778728689882 goals: [('bisect', 0, array([0.22329108, 0.52316334]), array([0.03673002, 0.01584 ]), 5, array([0.40694118, 0.60236334]), array([0.03673002, 0.01584 ]), 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.33998787578479583 goals: [('bisect', 5, array([0.40694118, 0.60236334]), array([0.03673002, 0.01584 ]), 7, array([0.48040122, 0.63404334]), array([0.03673002, 0.01584 ]), 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.41452505049277283 goals: [('bisect', 7, array([0.48040122, 0.63404334]), array([0.03673002, 0.01584 ]), 8, array([0.51713124, 0.64988334]), array([0.03673002, 0.01584 ]), 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.4966839593077631 goals: [('bisect', 8, array([0.51713124, 0.64988334]), array([0.03673002, 0.01584 ]), 9, array([0.55386126, 0.66572334]), array([0.03673002, 0.01584 ]), 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.59059129 0.68156334] [0.03673002 0.01584 ] new direction: [-0.02554864 -0.0307777 ] reversing there [0.03673002 0.01584 ] making one step from [0.59059129 0.68156334] [0.03673002 0.01584 ] --> [0.56504265 0.65078563] [-0.02554864 -0.0307777 ] trying new point, [0.56504265 0.65078563] next() call -0.4438404393465141 goals: [('reflect-at', 10, array([0.56504265, 0.65078563]), array([-0.02554864, -0.0307777 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.56504265 0.65078563] [-0.02554864 -0.0307777 ] -0.4438404393465141 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.56504265, 0.65078563]), array([0.02554864, 0.0307777 ]), None, None, None, 10, array([0.82052904, 0.95856267]), array([0.02554864, 0.0307777 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.56504265, 0.65078563]), array([0.02554864, 0.0307777 ]), 5, array([0.69278584, 0.80467415]), array([0.02554864, 0.0307777 ]), 10, array([0.82052904, 0.95856267]), array([0.02554864, 0.0307777 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.56504265, 0.65078563]), array([0.02554864, 0.0307777 ]), 2, array([0.61613992, 0.71234104]), array([0.02554864, 0.0307777 ]), 5, array([0.69278584, 0.80467415]), array([0.02554864, 0.0307777 ]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.56504265, 0.65078563]), array([0.02554864, 0.0307777 ]), 1, array([0.59059129, 0.68156334]), array([0.02554864, 0.0307777 ]), 2, array([0.61613992, 0.71234104]), array([0.02554864, 0.0307777 ]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.59059129 0.68156334] [0.02554864 0.0307777 ] new direction: [-0.03673002 -0.01584 ] reversing there [0.02554864 0.0307777 ] making one step from [0.59059129 0.68156334] [0.02554864 0.0307777 ] --> [0.55386126 0.66572334] [-0.03673002 -0.01584 ] trying new point, [0.55386126 0.66572334] next() call -0.49668395930776266 goals: [('reflect-at', 1, array([0.55386126, 0.66572334]), array([-0.03673002, -0.01584 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.03163620782532932 goals: [('bisect', 1, array([0.55386126, 0.66572334]), array([-0.03673002, -0.01584 ]), None, None, None, 10, array([0.22329108, 0.52316334]), array([-0.03673002, -0.01584 ]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.22329108 0.52316334] [0.03673002 0.01584 ] -0.03163620782532942 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.22329108 0.52316334] [0.03673002 0.01584 ] -0.03163620782532942 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -13..2 NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd sampling between (-13, 2) ---- seed=17 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.294665 0.53058676] [-0.03402277 0.02103452] -0.055108102135022076 BACKWARD SAMPLING FROM 4 [0.15857392 0.61472483] [-0.03402277 0.02103452] -0.1770951824864543 BACKWARD SAMPLING FROM -4 [0.43075609 0.44644868] [-0.03402277 0.02103452] -0.12862220436569055 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.294665 0.53058676] [-0.03402277 0.02103452] -0.055108102135022076 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.294665 , 0.53058676]), array([-0.03402277, 0.02103452]), None, None, None, 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2381390123527663 goals: [('bisect', 0, array([0.294665 , 0.53058676]), array([-0.03402277, 0.02103452]), 5, array([0.12455114, 0.63575935]), array([-0.03402277, 0.02103452]), 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.3968831438195334 goals: [('bisect', 5, array([0.12455114, 0.63575935]), array([-0.03402277, 0.02103452]), 7, array([0.0565056 , 0.67782839]), array([-0.03402277, 0.02103452]), 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.49458344541998867 goals: [('bisect', 7, array([0.0565056 , 0.67782839]), array([-0.03402277, 0.02103452]), 8, array([0.02248283, 0.69886291]), array([-0.03402277, 0.02103452]), 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.02248283, 0.69886291]), array([-0.03402277, 0.02103452]), 9, array([0.01153994, 0.71989743]), array([0.03402277, 0.02103452]), 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.01153994 0.71989743] [0.03402277 0.02103452] new direction: [0.01297498 0.03783715] reversing there [0.03402277 0.02103452] making one step from [0.01153994 0.71989743] [0.03402277 0.02103452] --> [0.02451492 0.75773458] [0.01297498 0.03783715] trying new point, [0.02451492 0.75773458] next() call None goals: [('reflect-at', 9, array([0.02451492, 0.75773458]), array([0.01297498, 0.03783715]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 8... 2 steps to do at 8 -> [from 9, delta=2] targeting 7. goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 8 [0.02248283 0.69886291] [-0.03402277 0.02103452] -0.49458344541998867 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 8)] not done yet, continue expanding to 8... goals: [('expand-to', 8), ('sample-at', 8)] next() call -0.055108102135022076 goals: [('bisect', 0, array([0.02248283, 0.69886291]), array([ 0.03402277, -0.02103452]), None, None, None, 8, array([0.294665 , 0.53058676]), array([ 0.03402277, -0.02103452]), 1), ('sample-at', 8)] bisecting ... 0 None 8 successfully went all the way in one jump! goals: [('sample-at', 8)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.294665 0.53058676] [-0.03402277 0.02103452] -0.055108102135022076 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.294665 0.53058676] [-0.03402277 0.02103452] -0.055108102135022076 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -7..8 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-7, 8) ---- seed=18 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.65037424 0.50545337] [-0.03976139 0.00436252] -0.21186506822282286 BACKWARD SAMPLING FROM 4 [0.49132867 0.52290346] [-0.03976139 0.00436252] -0.12725903771293967 BACKWARD SAMPLING FROM -4 [0.80941982 0.48800328] [-0.03976139 0.00436252] -0.3293792332040737 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.65037424 0.50545337] [-0.03976139 0.00436252] -0.21186506822282286 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.0620527440819295 goals: [('bisect', 0, array([0.65037424, 0.50545337]), array([-0.03976139, 0.00436252]), None, None, None, 10, array([0.25276031, 0.5490786 ]), array([-0.03976139, 0.00436252]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.25276031 0.5490786 ] [-0.03976139 0.00436252] -0.0620527440819295 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.21186506822282286 goals: [('bisect', 0, array([0.25276031, 0.5490786 ]), array([ 0.03976139, -0.00436252]), None, None, None, 10, array([0.65037424, 0.50545337]), array([ 0.03976139, -0.00436252]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.65037424 0.50545337] [-0.03976139 0.00436252] -0.21186506822282286 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.65037424 0.50545337] [-0.03976139 0.00436252] -0.21186506822282286 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -2..5 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-2, 5) ---- seed=19 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.21592326 0.54902743] [0.03668081 0.01595363] -0.05335753996074123 BACKWARD SAMPLING FROM 4 [0.36264649 0.61284195] [0.03668081 0.01595363] -0.22492257200551513 BACKWARD SAMPLING FROM -4 [0.06920002 0.48521291] [0.03668081 0.01595363] -0.005127547303597255 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.21592326 0.54902743] [0.03668081 0.01595363] -0.05335753996074123 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.21592326, 0.54902743]), array([0.03668081, 0.01595363]), None, None, None, 10, array([0.58273134, 0.70856374]), array([0.03668081, 0.01595363]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.28708492992102647 goals: [('bisect', 0, array([0.21592326, 0.54902743]), array([0.03668081, 0.01595363]), 5, array([0.3993273 , 0.62879559]), array([0.03668081, 0.01595363]), 10, array([0.58273134, 0.70856374]), array([0.03668081, 0.01595363]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.43453496563722904 goals: [('bisect', 5, array([0.3993273 , 0.62879559]), array([0.03668081, 0.01595363]), 7, array([0.47268891, 0.66070285]), array([0.03668081, 0.01595363]), 10, array([0.58273134, 0.70856374]), array([0.03668081, 0.01595363]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.47268891, 0.66070285]), array([0.03668081, 0.01595363]), 8, array([0.50936972, 0.67665648]), array([0.03668081, 0.01595363]), 10, array([0.58273134, 0.70856374]), array([0.03668081, 0.01595363]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.50936972 0.67665648] [0.03668081 0.01595363] new direction: [-0.02514398 -0.03110917] reversing there [0.03668081 0.01595363] making one step from [0.50936972 0.67665648] [0.03668081 0.01595363] --> [0.48422574 0.64554731] [-0.02514398 -0.03110917] trying new point, [0.48422574 0.64554731] next() call -0.38203753202290247 goals: [('reflect-at', 8, array([0.48422574, 0.64554731]), array([-0.02514398, -0.03110917]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.18094748307474262 goals: [('bisect', 8, array([0.48422574, 0.64554731]), array([-0.02514398, -0.03110917]), None, None, None, 10, array([0.43393777, 0.58332898]), array([-0.02514398, -0.03110917]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.43393777 0.58332898] [-0.02514398 -0.03110917] -0.18094748307474262 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.43393777, 0.58332898]), array([0.02514398, 0.03110917]), None, None, None, 10, array([0.68537759, 0.89442064]), array([0.02514398, 0.03110917]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.43393777, 0.58332898]), array([0.02514398, 0.03110917]), 5, array([0.55965768, 0.73887481]), array([0.02514398, 0.03110917]), 10, array([0.68537759, 0.89442064]), array([0.02514398, 0.03110917]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.38203753202290247 goals: [('bisect', 0, array([0.43393777, 0.58332898]), array([0.02514398, 0.03110917]), 2, array([0.48422574, 0.64554731]), array([0.02514398, 0.03110917]), 5, array([0.55965768, 0.73887481]), array([0.02514398, 0.03110917]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.48422574, 0.64554731]), array([0.02514398, 0.03110917]), 3, array([0.50936972, 0.67665648]), array([0.02514398, 0.03110917]), 5, array([0.55965768, 0.73887481]), array([0.02514398, 0.03110917]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.50936972 0.67665648] [0.02514398 0.03110917] new direction: [-0.03668081 -0.01595363] reversing there [0.02514398 0.03110917] making one step from [0.50936972 0.67665648] [0.02514398 0.03110917] --> [0.47268891 0.66070285] [-0.03668081 -0.01595363] trying new point, [0.47268891 0.66070285] next() call -0.43453496563722904 goals: [('reflect-at', 3, array([0.47268891, 0.66070285]), array([-0.03668081, -0.01595363]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.053357539960741406 goals: [('bisect', 3, array([0.47268891, 0.66070285]), array([-0.03668081, -0.01595363]), None, None, None, 10, array([0.21592326, 0.54902743]), array([-0.03668081, -0.01595363]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.21592326 0.54902743] [0.03668081 0.01595363] -0.05335753996074123 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.21592326 0.54902743] [0.03668081 0.01595363] -0.05335753996074123 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-5, 2) ---- seed=20 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.03588959 0.69175758] [ 0.03976161 -0.00436054] -0.4602811582030628 BACKWARD SAMPLING FROM 4 [0.19493603 0.67431541] [ 0.03976161 -0.00436054] -0.3988233188094961 BACKWARD SAMPLING FROM -1 [0.00387202 0.69611812] [-0.03976161 -0.00436054] -0.48078647770574867 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.03588959 0.69175758] [ 0.03976161 -0.00436054] -0.4602811582030628 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.36832687557067506 goals: [('bisect', 0, array([0.03588959, 0.69175758]), array([ 0.03976161, -0.00436054]), None, None, None, 10, array([0.43350569, 0.64815216]), array([ 0.03976161, -0.00436054]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.43350569 0.64815216] [ 0.03976161 -0.00436054] -0.36832687557067506 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4602811582030628 goals: [('bisect', 0, array([0.43350569, 0.64815216]), array([-0.03976161, 0.00436054]), None, None, None, 10, array([0.03588959, 0.69175758]), array([-0.03976161, 0.00436054]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.03588959 0.69175758] [ 0.03976161 -0.00436054] -0.4602811582030628 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.03588959 0.69175758] [ 0.03976161 -0.00436054] -0.4602811582030628 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 sampling between (-1, 0) ---- seed=21 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.30227189 0.66391029] [-0.01518562 -0.03700536] -0.38151645748992763 BACKWARD SAMPLING FROM 4 [0.2415294 0.51588884] [-0.01518562 -0.03700536] -0.032323918419140216 BACKWARD SAMPLING FROM -4 [0.17116112 0.6361286 ] [0.0365741 0.01619676] -0.24628550700226512 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.30227189 0.66391029] [-0.01518562 -0.03700536] -0.38151645748992763 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.30227189, 0.66391029]), array([-0.01518562, -0.03700536]), None, None, None, 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.031189595628649723 goals: [('bisect', 0, array([0.30227189, 0.66391029]), array([-0.01518562, -0.03700536]), 5, array([0.22634378, 0.47888348]), array([-0.01518562, -0.03700536]), 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.132317524420316 goals: [('bisect', 5, array([0.22634378, 0.47888348]), array([-0.01518562, -0.03700536]), 7, array([0.19597254, 0.40487276]), array([-0.01518562, -0.03700536]), 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.2345797760024729 goals: [('bisect', 7, array([0.19597254, 0.40487276]), array([-0.01518562, -0.03700536]), 8, array([0.18078691, 0.36786739]), array([-0.01518562, -0.03700536]), 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.3713075523755122 goals: [('bisect', 8, array([0.18078691, 0.36786739]), array([-0.01518562, -0.03700536]), 9, array([0.16560129, 0.33086203]), array([-0.01518562, -0.03700536]), 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.15041567 0.29385667] [-0.01518562 -0.03700536] new direction: [-0.02472709 0.03144155] reversing there [-0.01518562 -0.03700536] making one step from [0.15041567 0.29385667] [-0.01518562 -0.03700536] --> [0.12568857 0.32529821] [-0.02472709 0.03144155] trying new point, [0.12568857 0.32529821] next() call -0.3894077367200711 goals: [('reflect-at', 10, array([0.12568857, 0.32529821]), array([-0.02472709, 0.03144155]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.12568857 0.32529821] [-0.02472709 0.03144155] -0.3894077367200711 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.12568857, 0.32529821]), array([ 0.02472709, -0.03144155]), None, None, None, 10, array([0.37295952, 0.01088276]), array([ 0.02472709, -0.03144155]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.12568857, 0.32529821]), array([ 0.02472709, -0.03144155]), 5, array([0.24932405, 0.16809049]), array([ 0.02472709, -0.03144155]), 10, array([0.37295952, 0.01088276]), array([ 0.02472709, -0.03144155]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.12568857, 0.32529821]), array([ 0.02472709, -0.03144155]), 2, array([0.17514276, 0.26241512]), array([ 0.02472709, -0.03144155]), 5, array([0.24932405, 0.16809049]), array([ 0.02472709, -0.03144155]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.12568857, 0.32529821]), array([ 0.02472709, -0.03144155]), 1, array([0.15041567, 0.29385667]), array([ 0.02472709, -0.03144155]), 2, array([0.17514276, 0.26241512]), array([ 0.02472709, -0.03144155]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.15041567 0.29385667] [ 0.02472709 -0.03144155] new direction: [0.01518562 0.03700536] reversing there [ 0.02472709 -0.03144155] making one step from [0.15041567 0.29385667] [ 0.02472709 -0.03144155] --> [0.16560129 0.33086203] [0.01518562 0.03700536] trying new point, [0.16560129 0.33086203] next() call -0.3713075523755125 goals: [('reflect-at', 1, array([0.16560129, 0.33086203]), array([0.01518562, 0.03700536]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3815164574899263 goals: [('bisect', 1, array([0.16560129, 0.33086203]), array([0.01518562, 0.03700536]), None, None, None, 10, array([0.30227189, 0.66391029]), array([0.01518562, 0.03700536]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.30227189 0.66391029] [-0.01518562 -0.03700536] -0.38151645748992763 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.30227189 0.66391029] [-0.01518562 -0.03700536] -0.38151645748992763 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 sampling between (-3, 0) ---- seed=22 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.20846054 0.48168106] [-0.03805125 -0.01233299] -0.025922691544438898 BACKWARD SAMPLING FROM 4 [0.05625556 0.43234909] [-0.03805125 -0.01233299] -0.05879042044402399 BACKWARD SAMPLING FROM -4 [0.36066552 0.53101304] [-0.03805125 -0.01233299] -0.07706241401616516 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.20846054 0.48168106] [-0.03805125 -0.01233299] -0.025922691544438898 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.26560598511461014 goals: [('bisect', 0, array([0.20846054, 0.48168106]), array([-0.03805125, -0.01233299]), None, None, None, 10, array([0.17205191, 0.35835112]), array([ 0.03805125, -0.01233299]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.17205191 0.35835112] [ 0.03805125 -0.01233299] -0.26560598511461014 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.025922691544438898 goals: [('bisect', 0, array([0.17205191, 0.35835112]), array([-0.03805125, 0.01233299]), None, None, None, 10, array([0.20846054, 0.48168106]), array([0.03805125, 0.01233299]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.20846054 0.48168106] [-0.03805125 -0.01233299] -0.025922691544438898 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.20846054 0.48168106] [-0.03805125 -0.01233299] -0.025922691544438898 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-1, 2) ---- seed=23 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 BACKWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 BACKWARD SAMPLING FROM -4 [0.3745104 0.64096191] [-0.03836626 0.01131504] -0.3185072622476324 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), None, None, None, 10, array([0.16261722, 0.79937253]), array([0.03836626, 0.01131504]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), 5, array([0.02921407, 0.74279731]), array([-0.03836626, 0.01131504]), 10, array([0.16261722, 0.79937253]), array([0.03836626, 0.01131504]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), 2, array([0.14431285, 0.70885217]), array([-0.03836626, 0.01131504]), 5, array([0.02921407, 0.74279731]), array([-0.03836626, 0.01131504]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), 1, array([0.18267911, 0.69753713]), array([-0.03836626, 0.01131504]), 2, array([0.14431285, 0.70885217]), array([-0.03836626, 0.01131504]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.18267911 0.69753713] [-0.03836626 0.01131504] new direction: [0.00426897 0.03977155] reversing there [-0.03836626 0.01131504] making one step from [0.18267911 0.69753713] [-0.03836626 0.01131504] --> [0.18694807 0.73730868] [0.00426897 0.03977155] trying new point, [0.18694807 0.73730868] next() call None goals: [('reflect-at', 1, array([0.18694807, 0.73730868]), array([0.00426897, 0.03977155]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.24938536408337458 goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), None, None, None, -9, array([0.56634169, 0.58438669]), array([-0.03836626, 0.01131504]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -9 [0.56634169 0.58438669] [-0.03836626 0.01131504] -0.24938536408337458 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.45791383918711764 goals: [('bisect', 0, array([0.56634169, 0.58438669]), array([ 0.03836626, -0.01131504]), None, None, None, -9, array([0.22104536, 0.68622209]), array([ 0.03836626, -0.01131504]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (-1, 0) ---- seed=24 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.13654458 0.38398001] [ 0.01933277 -0.03501777] -0.17758018669487663 BACKWARD SAMPLING FROM 4 [0.16900014 0.35473942] [-0.01277137 0.03790636] -0.27803846550598965 BACKWARD SAMPLING FROM -4 [0.05921351 0.52405108] [ 0.01933277 -0.03501777] -0.008983803050778645 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.13654458 0.38398001] [ 0.01933277 -0.03501777] -0.17758018669487663 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.13654458, 0.38398001]), array([ 0.01933277, -0.03501777]), None, None, None, 10, array([0.32987225, 0.03380233]), array([ 0.01933277, -0.03501777]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.13654458, 0.38398001]), array([ 0.01933277, -0.03501777]), 5, array([0.23320842, 0.20889117]), array([ 0.01933277, -0.03501777]), 10, array([0.32987225, 0.03380233]), array([ 0.01933277, -0.03501777]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4480575304829881 goals: [('bisect', 0, array([0.13654458, 0.38398001]), array([ 0.01933277, -0.03501777]), 2, array([0.17521011, 0.31394447]), array([ 0.01933277, -0.03501777]), 5, array([0.23320842, 0.20889117]), array([ 0.01933277, -0.03501777]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.17521011, 0.31394447]), array([ 0.01933277, -0.03501777]), 3, array([0.19454288, 0.2789267 ]), array([ 0.01933277, -0.03501777]), 5, array([0.23320842, 0.20889117]), array([ 0.01933277, -0.03501777]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.19454288 0.2789267 ] [ 0.01933277 -0.03501777] new direction: [-0.01277137 0.03790636] reversing there [ 0.01933277 -0.03501777] making one step from [0.19454288 0.2789267 ] [ 0.01933277 -0.03501777] --> [0.18177151 0.31683306] [-0.01277137 0.03790636] trying new point, [0.18177151 0.31683306] next() call -0.43589702340057696 goals: [('reflect-at', 3, array([0.18177151, 0.31683306]), array([-0.01277137, 0.03790636]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.08868070867978227 goals: [('bisect', 3, array([0.18177151, 0.31683306]), array([-0.01277137, 0.03790636]), None, None, None, 10, array([0.0923719 , 0.58217758]), array([-0.01277137, 0.03790636]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.0923719 0.58217758] [-0.01277137 0.03790636] -0.08868070867978227 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.0923719 , 0.58217758]), array([ 0.01277137, -0.03790636]), None, None, None, 10, array([0.22008563, 0.20311399]), array([ 0.01277137, -0.03790636]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.15626531668479943 goals: [('bisect', 0, array([0.0923719 , 0.58217758]), array([ 0.01277137, -0.03790636]), 5, array([0.15622876, 0.39264578]), array([ 0.01277137, -0.03790636]), 10, array([0.22008563, 0.20311399]), array([ 0.01277137, -0.03790636]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.4358970234005771 goals: [('bisect', 5, array([0.15622876, 0.39264578]), array([ 0.01277137, -0.03790636]), 7, array([0.18177151, 0.31683306]), array([ 0.01277137, -0.03790636]), 10, array([0.22008563, 0.20311399]), array([ 0.01277137, -0.03790636]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.18177151, 0.31683306]), array([ 0.01277137, -0.03790636]), 8, array([0.19454288, 0.2789267 ]), array([ 0.01277137, -0.03790636]), 10, array([0.22008563, 0.20311399]), array([ 0.01277137, -0.03790636]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.19454288 0.2789267 ] [ 0.01277137 -0.03790636] new direction: [-0.01933277 0.03501777] reversing there [ 0.01277137 -0.03790636] making one step from [0.19454288 0.2789267 ] [ 0.01277137 -0.03790636] --> [0.17521011 0.31394447] [-0.01933277 0.03501777] trying new point, [0.17521011 0.31394447] next() call -0.44805753048298835 goals: [('reflect-at', 8, array([0.17521011, 0.31394447]), array([-0.01933277, 0.03501777]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.17758018669487677 goals: [('bisect', 8, array([0.17521011, 0.31394447]), array([-0.01933277, 0.03501777]), None, None, None, 10, array([0.13654458, 0.38398001]), array([-0.01933277, 0.03501777]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.13654458 0.38398001] [ 0.01933277 -0.03501777] -0.17758018669487663 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.13654458 0.38398001] [ 0.01933277 -0.03501777] -0.17758018669487663 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-2, 1) ---- seed=25 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 BACKWARD SAMPLING FROM 4 [0.78739516 0.44532469] [-0.02068224 -0.03423806] -0.34736293667574614 BACKWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.87012414, 0.58227693]), array([-0.02068224, -0.03423806]), None, None, None, 10, array([0.66330169, 0.23989633]), array([-0.02068224, -0.03423806]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3927441882386654 goals: [('bisect', 0, array([0.87012414, 0.58227693]), array([-0.02068224, -0.03423806]), 5, array([0.76671291, 0.41108663]), array([-0.02068224, -0.03423806]), 10, array([0.66330169, 0.23989633]), array([-0.02068224, -0.03423806]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.76671291, 0.41108663]), array([-0.02068224, -0.03423806]), 7, array([0.72534842, 0.34261051]), array([-0.02068224, -0.03423806]), 10, array([0.66330169, 0.23989633]), array([-0.02068224, -0.03423806]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.46785931365597694 goals: [('bisect', 5, array([0.76671291, 0.41108663]), array([-0.02068224, -0.03423806]), 6, array([0.74603067, 0.37684857]), array([-0.02068224, -0.03423806]), 7, array([0.72534842, 0.34261051]), array([-0.02068224, -0.03423806]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.72534842 0.34261051] [-0.02068224 -0.03423806] new direction: [-0.02832621 -0.02824227] reversing there [-0.02068224 -0.03423806] making one step from [0.72534842 0.34261051] [-0.02068224 -0.03423806] --> [0.69702221 0.31436824] [-0.02832621 -0.02824227] trying new point, [0.69702221 0.31436824] next() call None goals: [('reflect-at', 7, array([0.69702221, 0.31436824]), array([-0.02832621, -0.02824227]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.8080774 0.47956275] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.74603067 0.37684857] [-0.02068224 -0.03423806] -0.46785931365597694 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.4631766689679939 goals: [('bisect', 0, array([0.74603067, 0.37684857]), array([0.02068224, 0.03423806]), None, None, None, 6, array([0.87012414, 0.58227693]), array([0.02068224, 0.03423806]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (0, 3) ---- seed=26 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.30793495 0.51939148] [-0.03974779 0.00448475] -0.05211233589467034 BACKWARD SAMPLING FROM 4 [0.14894378 0.53733047] [-0.03974779 0.00448475] -0.028511673439282487 BACKWARD SAMPLING FROM -4 [0.46692612 0.50145249] [-0.03974779 0.00448475] -0.10903637436373395 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.30793495 0.51939148] [-0.03974779 0.00448475] -0.05211233589467034 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.055592009781843664 goals: [('bisect', 0, array([0.30793495, 0.51939148]), array([-0.03974779, 0.00448475]), None, None, None, 10, array([0.08954298, 0.56423895]), array([0.03974779, 0.00448475]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.08954298 0.56423895] [0.03974779 0.00448475] -0.055592009781843664 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.052112335894670306 goals: [('bisect', 0, array([0.08954298, 0.56423895]), array([-0.03974779, -0.00448475]), None, None, None, 10, array([0.30793495, 0.51939148]), array([ 0.03974779, -0.00448475]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.30793495 0.51939148] [-0.03974779 0.00448475] -0.05211233589467034 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.30793495 0.51939148] [-0.03974779 0.00448475] -0.05211233589467034 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-1, 6) ---- seed=27 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.18675584 0.32556672] [ 0.03615567 -0.01711045] -0.3977760002874148 BACKWARD SAMPLING FROM 1 [0.22291152 0.30845627] [ 0.03615567 -0.01711045] -0.48345727148351275 BACKWARD SAMPLING FROM -4 [0.04213315 0.3940085 ] [ 0.03615567 -0.01711045] -0.14131507902115056 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.18675584 0.32556672] [ 0.03615567 -0.01711045] -0.3977760002874148 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), None, None, None, 10, array([0.54831257, 0.15446226]), array([ 0.03615567, -0.01711045]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), 5, array([0.36753421, 0.24001449]), array([ 0.03615567, -0.01711045]), 10, array([0.54831257, 0.15446226]), array([ 0.03615567, -0.01711045]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), 2, array([0.25906719, 0.29134583]), array([ 0.03615567, -0.01711045]), 5, array([0.36753421, 0.24001449]), array([ 0.03615567, -0.01711045]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.48345727148351275 goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), 1, array([0.22291152, 0.30845627]), array([ 0.03615567, -0.01711045]), 2, array([0.25906719, 0.29134583]), array([ 0.03615567, -0.01711045]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.25906719 0.29134583] [ 0.03615567 -0.01711045] new direction: [0.03637517 0.01663872] reversing there [ 0.03615567 -0.01711045] making one step from [0.25906719 0.29134583] [ 0.03615567 -0.01711045] --> [0.29544236 0.30798455] [0.03637517 0.01663872] trying new point, [0.29544236 0.30798455] next() call None goals: [('reflect-at', 2, array([0.29544236, 0.30798455]), array([0.03637517, 0.01663872]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 1... 9 steps to do at 1 -> [from 2, delta=9] targeting -7. goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.039546759765486834 goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), None, None, None, -7, array([0.06633386, 0.44533984]), array([-0.03615567, -0.01711045]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 1 [0.22291152 0.30845627] [ 0.03615567 -0.01711045] -0.48345727148351275 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 1)] not done yet, continue expanding to 1... goals: [('expand-to', 1), ('sample-at', 1)] next() call -0.3977760002874148 goals: [('bisect', 0, array([0.22291152, 0.30845627]), array([-0.03615567, 0.01711045]), None, None, None, 1, array([0.18675584, 0.32556672]), array([-0.03615567, 0.01711045]), 1), ('sample-at', 1)] bisecting ... 0 None 1 successfully went all the way in one jump! goals: [('sample-at', 1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -7 [0.06633386 0.44533984] [-0.03615567 -0.01711045] -0.039546759765486834 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.39777600028741444 goals: [('bisect', 0, array([0.06633386, 0.44533984]), array([0.03615567, 0.01711045]), None, None, None, -7, array([0.18675584, 0.32556672]), array([-0.03615567, 0.01711045]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.18675584 0.32556672] [ 0.03615567 -0.01711045] -0.3977760002874148 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (-1, 0) ---- seed=28 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.72901374 0.5612396 ] [ 0.03990182 -0.0028009 ] -0.31260912938878843 BACKWARD SAMPLING FROM 4 [0.88862101 0.55003599] [ 0.03990182 -0.0028009 ] -0.4261186566116443 BACKWARD SAMPLING FROM -4 [0.56940648 0.57244321] [ 0.03990182 -0.0028009 ] -0.2277121021981689 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.72901374 0.5612396 ] [ 0.03990182 -0.0028009 ] -0.31260912938878843 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.39396757347735606 goals: [('bisect', 0, array([0.72901374, 0.5612396 ]), array([ 0.03990182, -0.0028009 ]), None, None, None, 10, array([0.87196809, 0.53323058]), array([-0.03990182, -0.0028009 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.87196809 0.53323058] [-0.03990182 -0.0028009 ] -0.39396757347735606 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3126091293887884 goals: [('bisect', 0, array([0.87196809, 0.53323058]), array([0.03990182, 0.0028009 ]), None, None, None, 10, array([0.72901374, 0.5612396 ]), array([-0.03990182, 0.0028009 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.72901374 0.5612396 ] [ 0.03990182 -0.0028009 ] -0.31260912938878843 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.72901374 0.5612396 ] [ 0.03990182 -0.0028009 ] -0.31260912938878843 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-7, 0) ---- seed=29 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.45271906 0.54229687] [-0.01950188 0.03492387] -0.12484009194327632 BACKWARD SAMPLING FROM 4 [0.37471154 0.68199235] [-0.01950188 0.03492387] -0.4842195850803701 BACKWARD SAMPLING FROM -4 [0.53072657 0.40260139] [-0.01950188 0.03492387] -0.25941645597282265 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.45271906 0.54229687] [-0.01950188 0.03492387] -0.12484009194327632 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.45271906, 0.54229687]), array([-0.01950188, 0.03492387]), None, None, None, 10, array([0.25770027, 0.89153558]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.45271906, 0.54229687]), array([-0.01950188, 0.03492387]), 5, array([0.35520966, 0.71691623]), array([-0.01950188, 0.03492387]), 10, array([0.25770027, 0.89153558]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.24278535636599288 goals: [('bisect', 0, array([0.45271906, 0.54229687]), array([-0.01950188, 0.03492387]), 2, array([0.4137153 , 0.61214461]), array([-0.01950188, 0.03492387]), 5, array([0.35520966, 0.71691623]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.3480663501867237 goals: [('bisect', 2, array([0.4137153 , 0.61214461]), array([-0.01950188, 0.03492387]), 3, array([0.39421342, 0.64706848]), array([-0.01950188, 0.03492387]), 5, array([0.35520966, 0.71691623]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.48421958508036966 goals: [('bisect', 3, array([0.39421342, 0.64706848]), array([-0.01950188, 0.03492387]), 4, array([0.37471154, 0.68199235]), array([-0.01950188, 0.03492387]), 5, array([0.35520966, 0.71691623]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.35520966 0.71691623] [-0.01950188 0.03492387] new direction: [-0.01424107 0.03737903] reversing there [-0.01950188 0.03492387] making one step from [0.35520966 0.71691623] [-0.01950188 0.03492387] --> [0.34096859 0.75429526] [-0.01424107 0.03737903] trying new point, [0.34096859 0.75429526] next() call None goals: [('reflect-at', 5, array([0.34096859, 0.75429526]), array([-0.01424107, 0.03737903]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.1121758213412904 goals: [('bisect', 0, array([0.45271906, 0.54229687]), array([-0.01950188, 0.03492387]), None, None, None, -1, array([0.47222094, 0.507373 ]), array([-0.01950188, 0.03492387]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.37471154 0.68199235] [-0.01950188 0.03492387] -0.48421958508036966 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.12484009194327635 goals: [('bisect', 0, array([0.37471154, 0.68199235]), array([ 0.01950188, -0.03492387]), None, None, None, 4, array([0.45271906, 0.54229687]), array([ 0.01950188, -0.03492387]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.47222094 0.507373 ] [-0.01950188 0.03492387] -0.1121758213412904 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.12484009194327632 goals: [('bisect', 0, array([0.47222094, 0.507373 ]), array([ 0.01950188, -0.03492387]), None, None, None, -1, array([0.45271906, 0.54229687]), array([ 0.01950188, -0.03492387]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.45271906 0.54229687] [-0.01950188 0.03492387] -0.12484009194327632 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=30 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 BACKWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 BACKWARD SAMPLING FROM -4 [0.59432576 0.53279516] [ 0.01245444 -0.03801167] -0.19005558113344231 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), None, None, None, 10, array([7.68687984e-01, 6.31822760e-04]), array([ 0.01245444, -0.03801167]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), 5, array([0.70641576, 0.19069016]), array([ 0.01245444, -0.03801167]), 10, array([7.68687984e-01, 6.31822760e-04]), array([ 0.01245444, -0.03801167]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), 2, array([0.66905243, 0.30472516]), array([ 0.01245444, -0.03801167]), 5, array([0.70641576, 0.19069016]), array([ 0.01245444, -0.03801167]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), 1, array([0.65659798, 0.34273682]), array([ 0.01245444, -0.03801167]), 2, array([0.66905243, 0.30472516]), array([ 0.01245444, -0.03801167]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.65659798 0.34273682] [ 0.01245444 -0.03801167] new direction: [-0.03320369 -0.02230504] reversing there [ 0.01245444 -0.03801167] making one step from [0.65659798 0.34273682] [ 0.01245444 -0.03801167] --> [0.62339429 0.32043178] [-0.03320369 -0.02230504] trying new point, [0.62339429 0.32043178] next() call None goals: [('reflect-at', 1, array([0.62339429, 0.32043178]), array([-0.03320369, -0.02230504]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), None, None, None, -9, array([0.53205353, 0.72285349]), array([ 0.01245444, -0.03801167]), -1), ('sample-at', -9)] bisecting ... 0 None -9 continue bisect at -5 next() call -0.2319571892828859 goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), -5, array([0.58187131, 0.57080682]), array([ 0.01245444, -0.03801167]), -9, array([0.53205353, 0.72285349]), array([ 0.01245444, -0.03801167]), -1), ('sample-at', -9)] bisecting ... 0 -5 -9 continue bisect at -7 next() call -0.42459225549601265 goals: [('bisect', -5, array([0.58187131, 0.57080682]), array([ 0.01245444, -0.03801167]), -7, array([0.55696242, 0.64683016]), array([ 0.01245444, -0.03801167]), -9, array([0.53205353, 0.72285349]), array([ 0.01245444, -0.03801167]), -1), ('sample-at', -9)] bisecting ... -5 -7 -9 continue bisect at -8 next() call None goals: [('bisect', -7, array([0.55696242, 0.64683016]), array([ 0.01245444, -0.03801167]), -8, array([0.54450798, 0.68484182]), array([ 0.01245444, -0.03801167]), -9, array([0.53205353, 0.72285349]), array([ 0.01245444, -0.03801167]), -1), ('sample-at', -9)] bisecting ... -7 -8 -9 bisecting gave reflection point -8 [0.54450798 0.68484182] [ 0.01245444 -0.03801167] new direction: [-0.01383172 -0.03753243] reversing there [ 0.01245444 -0.03801167] making one step from [0.54450798 0.68484182] [ 0.01245444 -0.03801167] --> [0.53067626 0.64730939] [0.01383172 0.03753243] trying new point, [0.53067626 0.64730939] next() call -0.4120593466482403 goals: [('reflect-at', -8, array([0.53067626, 0.64730939]), array([0.01383172, 0.03753243]), -1), ('sample-at', -9)] goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.2842013875070083 goals: [('bisect', -8, array([0.53067626, 0.64730939]), array([0.01383172, 0.03753243]), None, None, None, -9, array([0.51684455, 0.60977695]), array([0.01383172, 0.03753243]), -1), ('sample-at', -9)] bisecting ... -8 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -9 [0.51684455 0.60977695] [0.01383172 0.03753243] -0.2842013875070083 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call None goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), None, None, None, -9, array([0.64132998, 0.94756887]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 None -9 continue bisect at -5 next() call None goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), -5, array([0.58600312, 0.79743913]), array([-0.01383172, -0.03753243]), -9, array([0.64132998, 0.94756887]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 -5 -9 continue bisect at -3 next() call None goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), -3, array([0.55833969, 0.72237426]), array([-0.01383172, -0.03753243]), -5, array([0.58600312, 0.79743913]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 -3 -5 continue bisect at -2 next() call None goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), -2, array([0.54450798, 0.68484182]), array([-0.01383172, -0.03753243]), -3, array([0.55833969, 0.72237426]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 -2 -3 continue bisect at -1 next() call -0.4120593466482403 goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), -1, array([0.53067626, 0.64730939]), array([-0.01383172, -0.03753243]), -2, array([0.54450798, 0.68484182]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 -1 -2 bisecting gave reflection point -2 [0.54450798 0.68484182] [-0.01383172 -0.03753243] new direction: [ 0.01245444 -0.03801167] reversing there [-0.01383172 -0.03753243] making one step from [0.54450798 0.68484182] [-0.01383172 -0.03753243] --> [0.55696242 0.64683016] [-0.01245444 0.03801167] trying new point, [0.55696242 0.64683016] next() call -0.42459225549601265 goals: [('reflect-at', -2, array([0.55696242, 0.64683016]), array([-0.01245444, 0.03801167]), -1), ('sample-at', -9)] goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.38522198158313203 goals: [('bisect', -2, array([0.55696242, 0.64683016]), array([-0.01245444, 0.03801167]), None, None, None, -9, array([0.64414354, 0.38074849]), array([-0.01245444, 0.03801167]), -1), ('sample-at', -9)] bisecting ... -2 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -15..0 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-15, 0) ---- seed=31 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.07533272 0.54353469] [0.03312527 0.02242134] -0.026528374387011194 BACKWARD SAMPLING FROM 4 [0.20783379 0.63322006] [0.03312527 0.02242134] -0.24344226375583042 BACKWARD SAMPLING FROM -4 [0.05716835 0.45384931] [-0.03312527 0.02242134] -0.028257682631574084 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.07533272 0.54353469] [0.03312527 0.02242134] -0.026528374387011194 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.07533272, 0.54353469]), array([0.03312527, 0.02242134]), None, None, None, 10, array([0.4065854 , 0.76774813]), array([0.03312527, 0.02242134]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.33183373572512614 goals: [('bisect', 0, array([0.07533272, 0.54353469]), array([0.03312527, 0.02242134]), 5, array([0.24095906, 0.65564141]), array([0.03312527, 0.02242134]), 10, array([0.4065854 , 0.76774813]), array([0.03312527, 0.02242134]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.24095906, 0.65564141]), array([0.03312527, 0.02242134]), 7, array([0.30720959, 0.7004841 ]), array([0.03312527, 0.02242134]), 10, array([0.4065854 , 0.76774813]), array([0.03312527, 0.02242134]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4338904075452583 goals: [('bisect', 5, array([0.24095906, 0.65564141]), array([0.03312527, 0.02242134]), 6, array([0.27408433, 0.67806275]), array([0.03312527, 0.02242134]), 7, array([0.30720959, 0.7004841 ]), array([0.03312527, 0.02242134]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.30720959 0.7004841 ] [0.03312527 0.02242134] new direction: [0.01886481 0.03527207] reversing there [0.03312527 0.02242134] making one step from [0.30720959 0.7004841 ] [0.03312527 0.02242134] --> [0.32607441 0.73575617] [0.01886481 0.03527207] trying new point, [0.32607441 0.73575617] next() call None goals: [('reflect-at', 7, array([0.32607441, 0.73575617]), array([0.01886481, 0.03527207]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.17470852 0.61079872] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.27408433 0.67806275] [0.03312527 0.02242134] -0.4338904075452583 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.026528374387011194 goals: [('bisect', 0, array([0.27408433, 0.67806275]), array([-0.03312527, -0.02242134]), None, None, None, 6, array([0.07533272, 0.54353469]), array([-0.03312527, -0.02242134]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.07533272 0.54353469] [0.03312527 0.02242134] -0.026528374387011194 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.07533272 0.54353469] [0.03312527 0.02242134] -0.026528374387011194 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -2..5 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-2, 5) ---- seed=32 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.60910917 0.59655344] [-0.00874449 -0.03903247] -0.3020390652147834 BACKWARD SAMPLING FROM 4 [0.57413119 0.44042355] [-0.00874449 -0.03903247] -0.20918022823021926 BACKWARD SAMPLING FROM -1 [0.61785366 0.63558591] [-0.00874449 -0.03903247] -0.42066580339605575 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.60910917 0.59655344] [-0.00874449 -0.03903247] -0.3020390652147834 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.60910917, 0.59655344]), array([-0.00874449, -0.03903247]), None, None, None, 10, array([0.52166422, 0.20622872]), array([-0.00874449, -0.03903247]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.28137754791921 goals: [('bisect', 0, array([0.60910917, 0.59655344]), array([-0.00874449, -0.03903247]), 5, array([0.5653867 , 0.40139108]), array([-0.00874449, -0.03903247]), 10, array([0.52166422, 0.20622872]), array([-0.00874449, -0.03903247]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.5653867 , 0.40139108]), array([-0.00874449, -0.03903247]), 7, array([0.54789771, 0.32332614]), array([-0.00874449, -0.03903247]), 10, array([0.52166422, 0.20622872]), array([-0.00874449, -0.03903247]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.39173967918225305 goals: [('bisect', 5, array([0.5653867 , 0.40139108]), array([-0.00874449, -0.03903247]), 6, array([0.5566422 , 0.36235861]), array([-0.00874449, -0.03903247]), 7, array([0.54789771, 0.32332614]), array([-0.00874449, -0.03903247]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.54789771 0.32332614] [-0.00874449 -0.03903247] new direction: [-0.03993719 0.00224073] reversing there [-0.00874449 -0.03903247] making one step from [0.54789771 0.32332614] [-0.00874449 -0.03903247] --> [0.50796052 0.32556687] [-0.03993719 0.00224073] trying new point, [0.50796052 0.32556687] next() call None goals: [('reflect-at', 7, array([0.50796052, 0.32556687]), array([-0.03993719, 0.00224073]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.58287569 0.47945602] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.5566422 0.36235861] [-0.00874449 -0.03903247] -0.39173967918225305 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.3020390652147834 goals: [('bisect', 0, array([0.5566422 , 0.36235861]), array([0.00874449, 0.03903247]), None, None, None, 6, array([0.60910917, 0.59655344]), array([0.00874449, 0.03903247]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.60910917 0.59655344] [-0.00874449 -0.03903247] -0.3020390652147834 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.60910917 0.59655344] [-0.00874449 -0.03903247] -0.3020390652147834 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (-1, 0) ---- seed=33 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.24851013 0.44997542] [-0.03413556 0.02085099] -0.06215937295762336 BACKWARD SAMPLING FROM 4 [0.1119679 0.53337938] [-0.03413556 0.02085099] -0.020195695214487927 BACKWARD SAMPLING FROM -4 [0.38505235 0.36657146] [-0.03413556 0.02085099] -0.2966723492317622 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.24851013 0.44997542] [-0.03413556 0.02085099] -0.06215937295762336 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.31828011334541667 goals: [('bisect', 0, array([0.24851013, 0.44997542]), array([-0.03413556, 0.02085099]), None, None, None, 10, array([0.09284544, 0.65848532]), array([0.03413556, 0.02085099]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.09284544 0.65848532] [0.03413556 0.02085099] -0.31828011334541667 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.062159372957623346 goals: [('bisect', 0, array([0.09284544, 0.65848532]), array([-0.03413556, -0.02085099]), None, None, None, 10, array([0.24851013, 0.44997542]), array([ 0.03413556, -0.02085099]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.24851013 0.44997542] [-0.03413556 0.02085099] -0.06215937295762336 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.24851013 0.44997542] [-0.03413556 0.02085099] -0.06215937295762336 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -2..5 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-2, 5) ---- seed=34 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.09270376 0.63289269] [-0.02461744 -0.03152747] -0.22505281963979504 BACKWARD SAMPLING FROM 4 [0.00576602 0.5067828 ] [ 0.02461744 -0.03152747] -0.0005917034778301611 BACKWARD SAMPLING FROM -2 [0.14193864 0.69594763] [-0.02461744 -0.03152747] -0.49001670522119156 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.09270376 0.63289269] [-0.02461744 -0.03152747] -0.22505281963979504 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.42756666673695237 goals: [('bisect', 0, array([0.09270376, 0.63289269]), array([-0.02461744, -0.03152747]), None, None, None, 10, array([0.15347069, 0.31761797]), array([ 0.02461744, -0.03152747]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.15347069 0.31761797] [ 0.02461744 -0.03152747] -0.42756666673695237 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.22505281963979504 goals: [('bisect', 0, array([0.15347069, 0.31761797]), array([-0.02461744, 0.03152747]), None, None, None, 10, array([0.09270376, 0.63289269]), array([0.02461744, 0.03152747]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.09270376 0.63289269] [-0.02461744 -0.03152747] -0.22505281963979504 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.09270376 0.63289269] [-0.02461744 -0.03152747] -0.22505281963979504 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-1, 6) ---- seed=35 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.14790391 0.51579028] [-0.00640292 0.03948421] -0.01405444290079977 BACKWARD SAMPLING FROM 4 [0.12229223 0.6737271 ] [-0.00640292 0.03948421] -0.3847415272663998 BACKWARD SAMPLING FROM -4 [0.17351559 0.35785345] [-0.00640292 0.03948421] -0.26762436346562096 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.14790391 0.51579028] [-0.00640292 0.03948421] -0.01405444290079977 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.14790391, 0.51579028]), array([-0.00640292, 0.03948421]), None, None, None, 10, array([0.08387471, 0.91063235]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.14790391, 0.51579028]), array([-0.00640292, 0.03948421]), 5, array([0.11588931, 0.71321131]), array([-0.00640292, 0.03948421]), 10, array([0.08387471, 0.91063235]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.12136585946729678 goals: [('bisect', 0, array([0.14790391, 0.51579028]), array([-0.00640292, 0.03948421]), 2, array([0.13509807, 0.59475869]), array([-0.00640292, 0.03948421]), 5, array([0.11588931, 0.71321131]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.23354566196277238 goals: [('bisect', 2, array([0.13509807, 0.59475869]), array([-0.00640292, 0.03948421]), 3, array([0.12869515, 0.6342429 ]), array([-0.00640292, 0.03948421]), 5, array([0.11588931, 0.71321131]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.3847415272663993 goals: [('bisect', 3, array([0.12869515, 0.6342429 ]), array([-0.00640292, 0.03948421]), 4, array([0.12229223, 0.6737271 ]), array([-0.00640292, 0.03948421]), 5, array([0.11588931, 0.71321131]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.11588931 0.71321131] [-0.00640292 0.03948421] new direction: [-0.01879284 -0.03531047] reversing there [-0.00640292 0.03948421] making one step from [0.11588931 0.71321131] [-0.00640292 0.03948421] --> [0.09709647 0.67790084] [-0.01879284 -0.03531047] trying new point, [0.09709647 0.67790084] next() call -0.4003227363764974 goals: [('reflect-at', 5, array([0.09709647, 0.67790084]), array([-0.01879284, -0.03531047]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -2.7636297379912597e-05 goals: [('bisect', 5, array([0.09709647, 0.67790084]), array([-0.01879284, -0.03531047]), None, None, None, 10, array([0.00313227, 0.5013485 ]), array([-0.01879284, -0.03531047]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.00313227 0.5013485 ] [-0.01879284 -0.03531047] -2.7636297379912597e-05 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.00313227, 0.5013485 ]), array([0.01879284, 0.03531047]), None, None, None, 10, array([0.19106067, 0.85445318]), array([0.01879284, 0.03531047]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4003227363764974 goals: [('bisect', 0, array([0.00313227, 0.5013485 ]), array([0.01879284, 0.03531047]), 5, array([0.09709647, 0.67790084]), array([0.01879284, 0.03531047]), 10, array([0.19106067, 0.85445318]), array([0.01879284, 0.03531047]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.09709647, 0.67790084]), array([0.01879284, 0.03531047]), 7, array([0.13468215, 0.74852178]), array([0.01879284, 0.03531047]), 10, array([0.19106067, 0.85445318]), array([0.01879284, 0.03531047]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.09709647, 0.67790084]), array([0.01879284, 0.03531047]), 6, array([0.11588931, 0.71321131]), array([0.01879284, 0.03531047]), 7, array([0.13468215, 0.74852178]), array([0.01879284, 0.03531047]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.11588931 0.71321131] [0.01879284 0.03531047] new direction: [ 0.00640292 -0.03948421] reversing there [0.01879284 0.03531047] making one step from [0.11588931 0.71321131] [0.01879284 0.03531047] --> [0.12229223 0.6737271 ] [ 0.00640292 -0.03948421] trying new point, [0.12229223 0.6737271 ] next() call -0.3847415272663989 goals: [('reflect-at', 6, array([0.12229223, 0.6737271 ]), array([ 0.00640292, -0.03948421]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.014054442900799765 goals: [('bisect', 6, array([0.12229223, 0.6737271 ]), array([ 0.00640292, -0.03948421]), None, None, None, 10, array([0.14790391, 0.51579028]), array([ 0.00640292, -0.03948421]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.14790391 0.51579028] [-0.00640292 0.03948421] -0.01405444290079977 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.14790391 0.51579028] [-0.00640292 0.03948421] -0.01405444290079977 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=36 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.72850719 0.60161421] [0.03837737 0.0112773 ] -0.39442946604858076 BACKWARD SAMPLING FROM 4 [0.7232834 0.53653594] [-0.02732618 -0.02921096] -0.2782553695706379 BACKWARD SAMPLING FROM -4 [0.57499771 0.55650503] [0.03837737 0.0112773 ] -0.20522140882168874 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.72850719 0.60161421] [0.03837737 0.0112773 ] -0.39442946604858076 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.72850719, 0.60161421]), array([0.03837737, 0.0112773 ]), None, None, None, 10, array([0.8877191 , 0.71438717]), array([-0.03837737, 0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.72850719, 0.60161421]), array([0.03837737, 0.0112773 ]), 5, array([0.92039405, 0.65800069]), array([0.03837737, 0.0112773 ]), 10, array([0.8877191 , 0.71438717]), array([-0.03837737, 0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.72850719, 0.60161421]), array([0.03837737, 0.0112773 ]), 2, array([0.80526193, 0.6241688 ]), array([0.03837737, 0.0112773 ]), 5, array([0.92039405, 0.65800069]), array([0.03837737, 0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.4533621249956772 goals: [('bisect', 0, array([0.72850719, 0.60161421]), array([0.03837737, 0.0112773 ]), 1, array([0.76688456, 0.61289151]), array([0.03837737, 0.0112773 ]), 2, array([0.80526193, 0.6241688 ]), array([0.03837737, 0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.80526193 0.6241688 ] [0.03837737 0.0112773 ] new direction: [-0.02732618 -0.02921096] reversing there [0.03837737 0.0112773 ] making one step from [0.80526193 0.6241688 ] [0.03837737 0.0112773 ] --> [0.77793575 0.59495785] [-0.02732618 -0.02921096] trying new point, [0.77793575 0.59495785] next() call -0.41530443247761123 goals: [('reflect-at', 2, array([0.77793575, 0.59495785]), array([-0.02732618, -0.02921096]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.39699742673492033 goals: [('bisect', 2, array([0.77793575, 0.59495785]), array([-0.02732618, -0.02921096]), None, None, None, 10, array([0.55932632, 0.3612702 ]), array([-0.02732618, -0.02921096]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.55932632 0.3612702 ] [-0.02732618 -0.02921096] -0.39699742673492033 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.55932632, 0.3612702 ]), array([0.02732618, 0.02921096]), None, None, None, 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.24284891598497635 goals: [('bisect', 0, array([0.55932632, 0.3612702 ]), array([0.02732618, 0.02921096]), 5, array([0.69595722, 0.50732498]), array([0.02732618, 0.02921096]), 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.3357405417348495 goals: [('bisect', 5, array([0.69595722, 0.50732498]), array([0.02732618, 0.02921096]), 7, array([0.75060958, 0.56574689]), array([0.02732618, 0.02921096]), 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.41530443247761123 goals: [('bisect', 7, array([0.75060958, 0.56574689]), array([0.02732618, 0.02921096]), 8, array([0.77793575, 0.59495785]), array([0.02732618, 0.02921096]), 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.77793575, 0.59495785]), array([0.02732618, 0.02921096]), 9, array([0.80526193, 0.6241688 ]), array([0.02732618, 0.02921096]), 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.80526193 0.6241688 ] [0.02732618 0.02921096] new direction: [-0.03837737 -0.0112773 ] reversing there [0.02732618 0.02921096] making one step from [0.80526193 0.6241688 ] [0.02732618 0.02921096] --> [0.76688456 0.61289151] [-0.03837737 -0.0112773 ] trying new point, [0.76688456 0.61289151] next() call -0.45336212499567735 goals: [('reflect-at', 9, array([0.76688456, 0.61289151]), array([-0.03837737, -0.0112773 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3944294660485809 goals: [('bisect', 9, array([0.76688456, 0.61289151]), array([-0.03837737, -0.0112773 ]), None, None, None, 10, array([0.72850719, 0.60161421]), array([-0.03837737, -0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.72850719 0.60161421] [0.03837737 0.0112773 ] -0.39442946604858076 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.72850719 0.60161421] [0.03837737 0.0112773 ] -0.39442946604858076 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (-1, 0) ---- seed=37 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.9444966 0.46409817] [0.03939692 0.00691971] -0.46214868000795534 BACKWARD SAMPLING FROM 4 [0.8979157 0.491777 ] [-0.03939692 0.00691971] -0.40397152289437405 BACKWARD SAMPLING FROM -4 [0.7869089 0.43641935] [0.03939692 0.00691971] -0.360144051361222 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.9444966 0.46409817] [0.03939692 0.00691971] -0.46214868000795534 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.23267087672305614 goals: [('bisect', 0, array([0.9444966 , 0.46409817]), array([0.03939692, 0.00691971]), None, None, None, 10, array([0.66153415, 0.53329524]), array([-0.03939692, 0.00691971]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.66153415 0.53329524] [-0.03939692 0.00691971] -0.23267087672305614 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4621486800079553 goals: [('bisect', 0, array([0.66153415, 0.53329524]), array([ 0.03939692, -0.00691971]), None, None, None, 10, array([0.9444966 , 0.46409817]), array([-0.03939692, -0.00691971]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.9444966 0.46409817] [0.03939692 0.00691971] -0.46214868000795534 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.9444966 0.46409817] [0.03939692 0.00691971] -0.46214868000795534 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-3, 0) ---- seed=38 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.6336341 0.60596128] [-0.03324607 -0.02224182] -0.34109350056274995 BACKWARD SAMPLING FROM 4 [0.5006498 0.516994 ] [-0.03324607 -0.02224182] -0.12893506266001822 BACKWARD SAMPLING FROM -4 [0.65441475 0.53949241] [0.01523716 0.03698417] -0.2336249678879601 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.6336341 0.60596128] [-0.03324607 -0.02224182] -0.34109350056274995 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.21488037935387833 goals: [('bisect', 0, array([0.6336341 , 0.60596128]), array([-0.03324607, -0.02224182]), None, None, None, 10, array([0.30117336, 0.38354308]), array([-0.03324607, -0.02224182]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.30117336 0.38354308] [-0.03324607 -0.02224182] -0.21488037935387833 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.34109350056274995 goals: [('bisect', 0, array([0.30117336, 0.38354308]), array([0.03324607, 0.02224182]), None, None, None, 10, array([0.6336341 , 0.60596128]), array([0.03324607, 0.02224182]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.6336341 0.60596128] [-0.03324607 -0.02224182] -0.34109350056274995 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.6336341 0.60596128] [-0.03324607 -0.02224182] -0.34109350056274995 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 sampling between (-7, 0) ---- seed=39 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.60200201 0.52551458] [0.03992051 0.00252049] -0.1893406326438129 BACKWARD SAMPLING FROM 4 [0.76168405 0.53559656] [0.03992051 0.00252049] -0.3059202287204628 BACKWARD SAMPLING FROM -4 [0.44231997 0.51543261] [0.03992051 0.00252049] -0.10080054489174596 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.60200201 0.52551458] [0.03992051 0.00252049] -0.1893406326438129 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.60200201, 0.52551458]), array([0.03992051, 0.00252049]), None, None, None, 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.33944630091534117 goals: [('bisect', 0, array([0.60200201, 0.52551458]), array([0.03992051, 0.00252049]), 5, array([0.80160456, 0.53811705]), array([0.03992051, 0.00252049]), 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.41175585311595747 goals: [('bisect', 5, array([0.80160456, 0.53811705]), array([0.03992051, 0.00252049]), 7, array([0.88144558, 0.54315804]), array([0.03992051, 0.00252049]), 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4505393331216953 goals: [('bisect', 7, array([0.88144558, 0.54315804]), array([0.03992051, 0.00252049]), 8, array([0.92136609, 0.54567853]), array([0.03992051, 0.00252049]), 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.4910752823977196 goals: [('bisect', 8, array([0.92136609, 0.54567853]), array([0.03992051, 0.00252049]), 9, array([0.9612866 , 0.54819902]), array([0.03992051, 0.00252049]), 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.99879289 0.55071952] [-0.03992051 0.00252049] new direction: [0.03741642 0.01414255] reversing there [-0.03992051 0.00252049] making one step from [0.99879289 0.55071952] [-0.03992051 0.00252049] --> [0.96379069 0.56486207] [-0.03741642 0.01414255] trying new point, [0.96379069 0.56486207] next() call None goals: [('reflect-at', 10, array([0.96379069, 0.56486207]), array([-0.03741642, 0.01414255]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 9... 1 steps to do at 9 -> [from 10, delta=1] targeting 9. goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 9 [0.9612866 0.54819902] [0.03992051 0.00252049] -0.4910752823977196 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 9)] not done yet, continue expanding to 9... goals: [('expand-to', 9), ('sample-at', 9)] next() call -0.1893406326438129 goals: [('bisect', 0, array([0.9612866 , 0.54819902]), array([-0.03992051, -0.00252049]), None, None, None, 9, array([0.60200201, 0.52551458]), array([-0.03992051, -0.00252049]), 1), ('sample-at', 9)] bisecting ... 0 None 9 successfully went all the way in one jump! goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.60200201 0.52551458] [0.03992051 0.00252049] -0.1893406326438129 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.60200201 0.52551458] [0.03992051 0.00252049] -0.1893406326438129 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -7..8 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-7, 8) ---- seed=40 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.52639952 0.62381221] [-0.02398644 0.03201016] -0.33016653033266774 BACKWARD SAMPLING FROM 4 [0.50385595 0.57055786] [ 0.00847644 -0.03909156] -0.18916555089034312 BACKWARD SAMPLING FROM -4 [0.6223453 0.49577156] [-0.02398644 0.03201016] -0.19388033318836445 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.52639952 0.62381221] [-0.02398644 0.03201016] -0.33016653033266774 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.52639952, 0.62381221]), array([-0.02398644, 0.03201016]), None, None, None, 10, array([0.28653508, 0.94391384]), array([-0.02398644, 0.03201016]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.52639952, 0.62381221]), array([-0.02398644, 0.03201016]), 5, array([0.4064673 , 0.78386302]), array([-0.02398644, 0.03201016]), 10, array([0.28653508, 0.94391384]), array([-0.02398644, 0.03201016]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.52639952, 0.62381221]), array([-0.02398644, 0.03201016]), 2, array([0.47842664, 0.68783254]), array([-0.02398644, 0.03201016]), 5, array([0.4064673 , 0.78386302]), array([-0.02398644, 0.03201016]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.42971710884526637 goals: [('bisect', 0, array([0.52639952, 0.62381221]), array([-0.02398644, 0.03201016]), 1, array([0.50241308, 0.65582238]), array([-0.02398644, 0.03201016]), 2, array([0.47842664, 0.68783254]), array([-0.02398644, 0.03201016]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.47842664 0.68783254] [-0.02398644 0.03201016] new direction: [ 0.00847644 -0.03909156] reversing there [-0.02398644 0.03201016] making one step from [0.47842664 0.68783254] [-0.02398644 0.03201016] --> [0.48690307 0.64874098] [ 0.00847644 -0.03909156] trying new point, [0.48690307 0.64874098] next() call -0.39508578257869414 goals: [('reflect-at', 2, array([0.48690307, 0.64874098]), array([ 0.00847644, -0.03909156]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.49001926583495103 goals: [('bisect', 2, array([0.48690307, 0.64874098]), array([ 0.00847644, -0.03909156]), None, None, None, 10, array([0.55471457, 0.3360085 ]), array([ 0.00847644, -0.03909156]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.55471457 0.3360085 ] [ 0.00847644 -0.03909156] -0.49001926583495103 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.55471457, 0.3360085 ]), array([-0.00847644, 0.03909156]), None, None, None, 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.14361883567177136 goals: [('bisect', 0, array([0.55471457, 0.3360085 ]), array([-0.00847644, 0.03909156]), 5, array([0.51233238, 0.5314663 ]), array([-0.00847644, 0.03909156]), 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2729878665259839 goals: [('bisect', 5, array([0.51233238, 0.5314663 ]), array([-0.00847644, 0.03909156]), 7, array([0.49537951, 0.60964942]), array([-0.00847644, 0.03909156]), 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.39508578257869414 goals: [('bisect', 7, array([0.49537951, 0.60964942]), array([-0.00847644, 0.03909156]), 8, array([0.48690307, 0.64874098]), array([-0.00847644, 0.03909156]), 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.48690307, 0.64874098]), array([-0.00847644, 0.03909156]), 9, array([0.47842664, 0.68783254]), array([-0.00847644, 0.03909156]), 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.47842664 0.68783254] [-0.00847644 0.03909156] new direction: [ 0.02398644 -0.03201016] reversing there [-0.00847644 0.03909156] making one step from [0.47842664 0.68783254] [-0.00847644 0.03909156] --> [0.50241308 0.65582238] [ 0.02398644 -0.03201016] trying new point, [0.50241308 0.65582238] next() call -0.4297171088452659 goals: [('reflect-at', 9, array([0.50241308, 0.65582238]), array([ 0.02398644, -0.03201016]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.33016653033266735 goals: [('bisect', 9, array([0.50241308, 0.65582238]), array([ 0.02398644, -0.03201016]), None, None, None, 10, array([0.52639952, 0.62381221]), array([ 0.02398644, -0.03201016]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.52639952 0.62381221] [-0.02398644 0.03201016] -0.33016653033266774 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.52639952 0.62381221] [-0.02398644 0.03201016] -0.33016653033266774 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-6, 1) ---- seed=41 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.1164237 0.60386569] [-0.02717748 0.02934935] -0.14162825608964924 BACKWARD SAMPLING FROM 3 [0.03489126 0.69191375] [-0.02717748 0.02934935] -0.4609947924113364 BACKWARD SAMPLING FROM -4 [0.22513362 0.48646827] [-0.02717748 0.02934935] -0.027631419475083484 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.1164237 0.60386569] [-0.02717748 0.02934935] -0.14162825608964924 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.1164237 , 0.60386569]), array([-0.02717748, 0.02934935]), None, None, None, 10, array([0.1553511 , 0.89735923]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.1164237 , 0.60386569]), array([-0.02717748, 0.02934935]), 5, array([0.0194637 , 0.75061246]), array([0.02717748, 0.02934935]), 10, array([0.1553511 , 0.89735923]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.33226605088879657 goals: [('bisect', 0, array([0.1164237 , 0.60386569]), array([-0.02717748, 0.02934935]), 2, array([0.06206874, 0.6625644 ]), array([-0.02717748, 0.02934935]), 5, array([0.0194637 , 0.75061246]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4609947924113364 goals: [('bisect', 2, array([0.06206874, 0.6625644 ]), array([-0.02717748, 0.02934935]), 3, array([0.03489126, 0.69191375]), array([-0.02717748, 0.02934935]), 5, array([0.0194637 , 0.75061246]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.03489126, 0.69191375]), array([-0.02717748, 0.02934935]), 4, array([0.00771378, 0.7212631 ]), array([-0.02717748, 0.02934935]), 5, array([0.0194637 , 0.75061246]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.00771378 0.7212631 ] [-0.02717748 0.02934935] new direction: [ 0.03817639 -0.01193998] reversing there [-0.02717748 0.02934935] making one step from [0.00771378 0.7212631 ] [-0.02717748 0.02934935] --> [0.04589017 0.70932312] [ 0.03817639 -0.01193998] trying new point, [0.04589017 0.70932312] next() call None goals: [('reflect-at', 4, array([0.04589017, 0.70932312]), array([ 0.03817639, -0.01193998]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.022720784505758807 goals: [('bisect', 0, array([0.1164237 , 0.60386569]), array([-0.02717748, 0.02934935]), None, None, None, -3, array([0.19795614, 0.51581763]), array([-0.02717748, 0.02934935]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.03489126 0.69191375] [-0.02717748 0.02934935] -0.4609947924113364 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.14162825608964924 goals: [('bisect', 0, array([0.03489126, 0.69191375]), array([ 0.02717748, -0.02934935]), None, None, None, 3, array([0.1164237 , 0.60386569]), array([ 0.02717748, -0.02934935]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.19795614 0.51581763] [-0.02717748 0.02934935] -0.022720784505758807 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.14162825608964924 goals: [('bisect', 0, array([0.19795614, 0.51581763]), array([ 0.02717748, -0.02934935]), None, None, None, -3, array([0.1164237 , 0.60386569]), array([ 0.02717748, -0.02934935]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.1164237 0.60386569] [-0.02717748 0.02934935] -0.14162825608964924 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-2, 1) ---- seed=42 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.73199394 0.59865848] [-0.03066574 -0.02568292] -0.38957627172501086 BACKWARD SAMPLING FROM 4 [0.60933098 0.49592681] [-0.03066574 -0.02568292] -0.18584950597376992 BACKWARD SAMPLING FROM -4 [0.77492096 0.53144407] [0.00613482 0.03952675] -0.31261037020419746 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.73199394 0.59865848] [-0.03066574 -0.02568292] -0.38957627172501086 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4031802276107923 goals: [('bisect', 0, array([0.73199394, 0.59865848]), array([-0.03066574, -0.02568292]), None, None, None, 10, array([0.42533653, 0.3418293 ]), array([-0.03066574, -0.02568292]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.42533653 0.3418293 ] [-0.03066574 -0.02568292] -0.4031802276107923 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.38957627172501086 goals: [('bisect', 0, array([0.42533653, 0.3418293 ]), array([0.03066574, 0.02568292]), None, None, None, 10, array([0.73199394, 0.59865848]), array([0.03066574, 0.02568292]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.73199394 0.59865848] [-0.03066574 -0.02568292] -0.38957627172501086 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.73199394 0.59865848] [-0.03066574 -0.02568292] -0.38957627172501086 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (0, 1) ---- seed=43 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.11505457 0.60906654] [ 0.03403177 -0.02101996] -0.15531265150360327 BACKWARD SAMPLING FROM 4 [0.25118164 0.52498669] [ 0.03403177 -0.02101996] -0.039350293891790226 BACKWARD SAMPLING FROM -4 [0.02107251 0.69314638] [-0.03403177 -0.02101996] -0.4665410967293263 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.11505457 0.60906654] [ 0.03403177 -0.02101996] -0.15531265150360327 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.23153067175015277 goals: [('bisect', 0, array([0.11505457, 0.60906654]), array([ 0.03403177, -0.02101996]), None, None, None, 10, array([0.45537225, 0.39886693]), array([ 0.03403177, -0.02101996]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.45537225 0.39886693] [ 0.03403177 -0.02101996] -0.23153067175015277 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.15531265150360327 goals: [('bisect', 0, array([0.45537225, 0.39886693]), array([-0.03403177, 0.02101996]), None, None, None, 10, array([0.11505457, 0.60906654]), array([-0.03403177, 0.02101996]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.11505457 0.60906654] [ 0.03403177 -0.02101996] -0.15531265150360327 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.11505457 0.60906654] [ 0.03403177 -0.02101996] -0.15531265150360327 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (0, 3) ---- seed=44 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.35931084 0.60923838] [0.03283351 0.02284646] -0.2137149365841216 BACKWARD SAMPLING FROM 4 [0.47062097 0.66599703] [-0.02002389 -0.03462721] -0.4551797092301754 BACKWARD SAMPLING FROM -4 [0.22797682 0.51785252] [0.03283351 0.02284646] -0.02997062159932815 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.35931084 0.60923838] [0.03283351 0.02284646] -0.2137149365841216 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.35931084, 0.60923838]), array([0.03283351, 0.02284646]), None, None, None, 10, array([0.68764589, 0.83770303]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.35931084, 0.60923838]), array([0.03283351, 0.02284646]), 5, array([0.52347836, 0.7234707 ]), array([0.03283351, 0.02284646]), 10, array([0.68764589, 0.83770303]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.39034946973740525 goals: [('bisect', 0, array([0.35931084, 0.60923838]), array([0.03283351, 0.02284646]), 2, array([0.42497785, 0.65493131]), array([0.03283351, 0.02284646]), 5, array([0.52347836, 0.7234707 ]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.49985733022926904 goals: [('bisect', 2, array([0.42497785, 0.65493131]), array([0.03283351, 0.02284646]), 3, array([0.45781135, 0.67777777]), array([0.03283351, 0.02284646]), 5, array([0.52347836, 0.7234707 ]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.45781135, 0.67777777]), array([0.03283351, 0.02284646]), 4, array([0.49064486, 0.70062424]), array([0.03283351, 0.02284646]), 5, array([0.52347836, 0.7234707 ]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.49064486 0.70062424] [0.03283351 0.02284646] new direction: [-0.02002389 -0.03462721] reversing there [0.03283351 0.02284646] making one step from [0.49064486 0.70062424] [0.03283351 0.02284646] --> [0.47062097 0.66599703] [-0.02002389 -0.03462721] trying new point, [0.47062097 0.66599703] next() call -0.455179709230175 goals: [('reflect-at', 4, array([0.47062097, 0.66599703]), array([-0.02002389, -0.03462721]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.08322252232880438 goals: [('bisect', 4, array([0.47062097, 0.66599703]), array([-0.02002389, -0.03462721]), None, None, None, 10, array([0.35047762, 0.45823376]), array([-0.02002389, -0.03462721]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.35047762 0.45823376] [-0.02002389 -0.03462721] -0.08322252232880438 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.35047762, 0.45823376]), array([0.02002389, 0.03462721]), None, None, None, 10, array([0.55071653, 0.80450587]), array([0.02002389, 0.03462721]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3172442164483675 goals: [('bisect', 0, array([0.35047762, 0.45823376]), array([0.02002389, 0.03462721]), 5, array([0.45059708, 0.63136981]), array([0.02002389, 0.03462721]), 10, array([0.55071653, 0.80450587]), array([0.02002389, 0.03462721]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.45059708, 0.63136981]), array([0.02002389, 0.03462721]), 7, array([0.49064486, 0.70062424]), array([0.02002389, 0.03462721]), 10, array([0.55071653, 0.80450587]), array([0.02002389, 0.03462721]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.455179709230175 goals: [('bisect', 5, array([0.45059708, 0.63136981]), array([0.02002389, 0.03462721]), 6, array([0.47062097, 0.66599703]), array([0.02002389, 0.03462721]), 7, array([0.49064486, 0.70062424]), array([0.02002389, 0.03462721]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.49064486 0.70062424] [0.02002389 0.03462721] new direction: [-0.03283351 -0.02284646] reversing there [0.02002389 0.03462721] making one step from [0.49064486 0.70062424] [0.02002389 0.03462721] --> [0.45781135 0.67777777] [-0.03283351 -0.02284646] trying new point, [0.45781135 0.67777777] next() call -0.49985733022926904 goals: [('reflect-at', 7, array([0.45781135, 0.67777777]), array([-0.03283351, -0.02284646]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.21371493658412127 goals: [('bisect', 7, array([0.45781135, 0.67777777]), array([-0.03283351, -0.02284646]), None, None, None, 10, array([0.35931084, 0.60923838]), array([-0.03283351, -0.02284646]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.35931084 0.60923838] [0.03283351 0.02284646] -0.2137149365841216 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.35931084 0.60923838] [0.03283351 0.02284646] -0.2137149365841216 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-6, 1) ---- seed=45 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.4444695 0.47280797] [ 0.02554647 -0.0307795 ] -0.10801914778494684 BACKWARD SAMPLING FROM 4 [0.54665538 0.34968996] [ 0.02554647 -0.0307795 ] -0.4318299192036039 BACKWARD SAMPLING FROM -4 [0.34228361 0.59592598] [ 0.02554647 -0.0307795 ] -0.1736014655895373 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.4444695 0.47280797] [ 0.02554647 -0.0307795 ] -0.10801914778494684 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.4444695 , 0.47280797]), array([ 0.02554647, -0.0307795 ]), None, None, None, 10, array([0.6999342 , 0.16501293]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.4444695 , 0.47280797]), array([ 0.02554647, -0.0307795 ]), 5, array([0.57220185, 0.31891045]), array([ 0.02554647, -0.0307795 ]), 10, array([0.6999342 , 0.16501293]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.22125039734136934 goals: [('bisect', 0, array([0.4444695 , 0.47280797]), array([ 0.02554647, -0.0307795 ]), 2, array([0.49556244, 0.41124896]), array([ 0.02554647, -0.0307795 ]), 5, array([0.57220185, 0.31891045]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.31437162423426 goals: [('bisect', 2, array([0.49556244, 0.41124896]), array([ 0.02554647, -0.0307795 ]), 3, array([0.52110891, 0.38046946]), array([ 0.02554647, -0.0307795 ]), 5, array([0.57220185, 0.31891045]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.4318299192036037 goals: [('bisect', 3, array([0.52110891, 0.38046946]), array([ 0.02554647, -0.0307795 ]), 4, array([0.54665538, 0.34968996]), array([ 0.02554647, -0.0307795 ]), 5, array([0.57220185, 0.31891045]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.57220185 0.31891045] [ 0.02554647 -0.0307795 ] new direction: [-0.03976603 -0.00432004] reversing there [ 0.02554647 -0.0307795 ] making one step from [0.57220185 0.31891045] [ 0.02554647 -0.0307795 ] --> [0.53243582 0.31459041] [-0.03976603 -0.00432004] trying new point, [0.53243582 0.31459041] next() call None goals: [('reflect-at', 5, array([0.53243582, 0.31459041]), array([-0.03976603, -0.00432004]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.087909125121415 goals: [('bisect', 0, array([0.4444695 , 0.47280797]), array([ 0.02554647, -0.0307795 ]), None, None, None, -1, array([0.41892303, 0.50358747]), array([ 0.02554647, -0.0307795 ]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.54665538 0.34968996] [ 0.02554647 -0.0307795 ] -0.4318299192036037 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.10801914778494678 goals: [('bisect', 0, array([0.54665538, 0.34968996]), array([-0.02554647, 0.0307795 ]), None, None, None, 4, array([0.4444695 , 0.47280797]), array([-0.02554647, 0.0307795 ]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.41892303 0.50358747] [ 0.02554647 -0.0307795 ] -0.087909125121415 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.10801914778494684 goals: [('bisect', 0, array([0.41892303, 0.50358747]), array([-0.02554647, 0.0307795 ]), None, None, None, -1, array([0.4444695 , 0.47280797]), array([-0.02554647, 0.0307795 ]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.4444695 0.47280797] [ 0.02554647 -0.0307795 ] -0.10801914778494684 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-5, 2) ---- seed=46 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.04286545 0.4408672 ] [0.0271438 0.02938051] -0.04462731870887193 BACKWARD SAMPLING FROM 4 [0.15144064 0.55838923] [0.0271438 0.02938051] -0.05408341768692817 BACKWARD SAMPLING FROM -4 [0.06570974 0.32334517] [-0.0271438 0.02938051] -0.3922454873386127 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.04286545 0.4408672 ] [0.0271438 0.02938051] -0.04462731870887193 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.04286545, 0.4408672 ]), array([0.0271438 , 0.02938051]), None, None, None, 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.11224029674516076 goals: [('bisect', 0, array([0.04286545, 0.4408672 ]), array([0.0271438 , 0.02938051]), 5, array([0.17858444, 0.58776974]), array([0.0271438 , 0.02938051]), 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2955054800380875 goals: [('bisect', 5, array([0.17858444, 0.58776974]), array([0.0271438 , 0.02938051]), 7, array([0.23287203, 0.64653076]), array([0.0271438 , 0.02938051]), 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4206137842727819 goals: [('bisect', 7, array([0.23287203, 0.64653076]), array([0.0271438 , 0.02938051]), 8, array([0.26001583, 0.67591127]), array([0.0271438 , 0.02938051]), 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.26001583, 0.67591127]), array([0.0271438 , 0.02938051]), 9, array([0.28715963, 0.70529177]), array([0.0271438 , 0.02938051]), 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.28715963 0.70529177] [0.0271438 0.02938051] new direction: [ 0.02281179 -0.03285761] reversing there [0.0271438 0.02938051] making one step from [0.28715963 0.70529177] [0.0271438 0.02938051] --> [0.30997142 0.67243417] [ 0.02281179 -0.03285761] trying new point, [0.30997142 0.67243417] next() call -0.41971042152871735 goals: [('reflect-at', 9, array([0.30997142, 0.67243417]), array([ 0.02281179, -0.03285761]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2988925458881023 goals: [('bisect', 9, array([0.30997142, 0.67243417]), array([ 0.02281179, -0.03285761]), None, None, None, 10, array([0.33278321, 0.63957656]), array([ 0.02281179, -0.03285761]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.33278321 0.63957656] [ 0.02281179 -0.03285761] -0.2988925458881023 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.33278321, 0.63957656]), array([-0.02281179, 0.03285761]), None, None, None, 10, array([0.1046653 , 0.96815261]), array([-0.02281179, 0.03285761]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.33278321, 0.63957656]), array([-0.02281179, 0.03285761]), 5, array([0.21872426, 0.80386459]), array([-0.02281179, 0.03285761]), 10, array([0.1046653 , 0.96815261]), array([-0.02281179, 0.03285761]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.33278321, 0.63957656]), array([-0.02281179, 0.03285761]), 2, array([0.28715963, 0.70529177]), array([-0.02281179, 0.03285761]), 5, array([0.21872426, 0.80386459]), array([-0.02281179, 0.03285761]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.41971042152871735 goals: [('bisect', 0, array([0.33278321, 0.63957656]), array([-0.02281179, 0.03285761]), 1, array([0.30997142, 0.67243417]), array([-0.02281179, 0.03285761]), 2, array([0.28715963, 0.70529177]), array([-0.02281179, 0.03285761]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.28715963 0.70529177] [-0.02281179 0.03285761] new direction: [-0.0271438 -0.02938051] reversing there [-0.02281179 0.03285761] making one step from [0.28715963 0.70529177] [-0.02281179 0.03285761] --> [0.26001583 0.67591127] [-0.0271438 -0.02938051] trying new point, [0.26001583 0.67591127] next() call -0.4206137842727819 goals: [('reflect-at', 2, array([0.26001583, 0.67591127]), array([-0.0271438 , -0.02938051]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.04462731870887185 goals: [('bisect', 2, array([0.26001583, 0.67591127]), array([-0.0271438 , -0.02938051]), None, None, None, 10, array([0.04286545, 0.4408672 ]), array([-0.0271438 , -0.02938051]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.04286545 0.4408672 ] [0.0271438 0.02938051] -0.04462731870887193 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.04286545 0.4408672 ] [0.0271438 0.02938051] -0.04462731870887193 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-3, 4) ---- seed=47 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.64556185 0.41459961] [-0.02119426 0.03392349] -0.2995403926532865 BACKWARD SAMPLING FROM 4 [0.56078481 0.55029357] [-0.02119426 0.03392349] -0.18885784622089788 BACKWARD SAMPLING FROM -1 [0.66675612 0.38067612] [-0.02119426 0.03392349] -0.40025922669221325 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.64556185 0.41459961] [-0.02119426 0.03392349] -0.2995403926532865 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.64556185, 0.41459961]), array([-0.02119426, 0.03392349]), None, None, None, 10, array([0.43361924, 0.75383452]), array([-0.02119426, 0.03392349]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.23423540704363024 goals: [('bisect', 0, array([0.64556185, 0.41459961]), array([-0.02119426, 0.03392349]), 5, array([0.53959055, 0.58421707]), array([-0.02119426, 0.03392349]), 10, array([0.43361924, 0.75383452]), array([-0.02119426, 0.03392349]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.4126483656060907 goals: [('bisect', 5, array([0.53959055, 0.58421707]), array([-0.02119426, 0.03392349]), 7, array([0.49720203, 0.65206405]), array([-0.02119426, 0.03392349]), 10, array([0.43361924, 0.75383452]), array([-0.02119426, 0.03392349]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.49720203, 0.65206405]), array([-0.02119426, 0.03392349]), 8, array([0.47600776, 0.68598754]), array([-0.02119426, 0.03392349]), 10, array([0.43361924, 0.75383452]), array([-0.02119426, 0.03392349]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.47600776 0.68598754] [-0.02119426 0.03392349] new direction: [-0.02911927 -0.02742386] reversing there [-0.02119426 0.03392349] making one step from [0.47600776 0.68598754] [-0.02119426 0.03392349] --> [0.44688849 0.65856368] [-0.02911927 -0.02742386] trying new point, [0.44688849 0.65856368] next() call -0.4141351863645638 goals: [('reflect-at', 8, array([0.44688849, 0.65856368]), array([-0.02911927, -0.02742386]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.20998692233079086 goals: [('bisect', 8, array([0.44688849, 0.65856368]), array([-0.02911927, -0.02742386]), None, None, None, 10, array([0.38864994, 0.60371597]), array([-0.02911927, -0.02742386]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.38864994 0.60371597] [-0.02911927 -0.02742386] -0.20998692233079086 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.38864994, 0.60371597]), array([0.02911927, 0.02742386]), None, None, None, 10, array([0.67984268, 0.87795454]), array([0.02911927, 0.02742386]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.38864994, 0.60371597]), array([0.02911927, 0.02742386]), 5, array([0.53424631, 0.74083525]), array([0.02911927, 0.02742386]), 10, array([0.67984268, 0.87795454]), array([0.02911927, 0.02742386]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4141351863645638 goals: [('bisect', 0, array([0.38864994, 0.60371597]), array([0.02911927, 0.02742386]), 2, array([0.44688849, 0.65856368]), array([0.02911927, 0.02742386]), 5, array([0.53424631, 0.74083525]), array([0.02911927, 0.02742386]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.44688849, 0.65856368]), array([0.02911927, 0.02742386]), 3, array([0.47600776, 0.68598754]), array([0.02911927, 0.02742386]), 5, array([0.53424631, 0.74083525]), array([0.02911927, 0.02742386]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.47600776 0.68598754] [0.02911927 0.02742386] new direction: [ 0.02119426 -0.03392349] reversing there [0.02911927 0.02742386] making one step from [0.47600776 0.68598754] [0.02911927 0.02742386] --> [0.49720203 0.65206405] [ 0.02119426 -0.03392349] trying new point, [0.49720203 0.65206405] next() call -0.4126483656060907 goals: [('reflect-at', 3, array([0.49720203, 0.65206405]), array([ 0.02119426, -0.03392349]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2995403926532867 goals: [('bisect', 3, array([0.49720203, 0.65206405]), array([ 0.02119426, -0.03392349]), None, None, None, 10, array([0.64556185, 0.41459961]), array([ 0.02119426, -0.03392349]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.64556185 0.41459961] [-0.02119426 0.03392349] -0.2995403926532865 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.64556185 0.41459961] [-0.02119426 0.03392349] -0.2995403926532865 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-1, 2) ---- seed=48 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.86471039 0.44751263] [-0.03985609 -0.00338995] -0.40829857363895855 BACKWARD SAMPLING FROM 4 [0.70528601 0.43395284] [-0.03985609 -0.00338995] -0.3032420227989266 BACKWARD SAMPLING FROM -4 [0.90468504 0.44962923] [0.03979681 0.00402662] -0.44094269508821027 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.86471039 0.44751263] [-0.03985609 -0.00338995] -0.40829857363895855 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.20193125737173862 goals: [('bisect', 0, array([0.86471039, 0.44751263]), array([-0.03985609, -0.00338995]), None, None, None, 10, array([0.46614944, 0.41361315]), array([-0.03985609, -0.00338995]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.46614944 0.41361315] [-0.03985609 -0.00338995] -0.20193125737173862 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.40829857363895855 goals: [('bisect', 0, array([0.46614944, 0.41361315]), array([0.03985609, 0.00338995]), None, None, None, 10, array([0.86471039, 0.44751263]), array([0.03985609, 0.00338995]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.86471039 0.44751263] [-0.03985609 -0.00338995] -0.40829857363895855 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.86471039 0.44751263] [-0.03985609 -0.00338995] -0.40829857363895855 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 sampling between (-6, 1) ---- seed=49 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.68327676 0.56688466] [ 0.00178908 -0.03995997] -0.2893530363157967 BACKWARD SAMPLING FROM 4 [0.69043306 0.40704478] [ 0.00178908 -0.03995997] -0.3463573209308397 BACKWARD SAMPLING FROM -4 [0.55985875 0.65300213] [ 0.03994662 -0.00206584] -0.44934157693712723 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.68327676 0.56688466] [ 0.00178908 -0.03995997] -0.2893530363157967 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.68327676, 0.56688466]), array([ 0.00178908, -0.03995997]), None, None, None, 10, array([0.70116752, 0.16728496]), array([ 0.00178908, -0.03995997]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4604163445319175 goals: [('bisect', 0, array([0.68327676, 0.56688466]), array([ 0.00178908, -0.03995997]), 5, array([0.69222214, 0.36708481]), array([ 0.00178908, -0.03995997]), 10, array([0.70116752, 0.16728496]), array([ 0.00178908, -0.03995997]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.69222214, 0.36708481]), array([ 0.00178908, -0.03995997]), 7, array([0.69580029, 0.28716487]), array([ 0.00178908, -0.03995997]), 10, array([0.70116752, 0.16728496]), array([ 0.00178908, -0.03995997]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.69222214, 0.36708481]), array([ 0.00178908, -0.03995997]), 6, array([0.69401122, 0.32712484]), array([ 0.00178908, -0.03995997]), 7, array([0.69580029, 0.28716487]), array([ 0.00178908, -0.03995997]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.69401122 0.32712484] [ 0.00178908 -0.03995997] new direction: [-0.03993708 -0.00224268] reversing there [ 0.00178908 -0.03995997] making one step from [0.69401122 0.32712484] [ 0.00178908 -0.03995997] --> [0.65407414 0.32488216] [-0.03993708 -0.00224268] trying new point, [0.65407414 0.32488216] next() call None goals: [('reflect-at', 6, array([0.65407414, 0.32488216]), array([-0.03993708, -0.00224268]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 5... 5 steps to do at 5 -> [from 6, delta=5] targeting 1. goals: [('sample-at', 1)] target is on track, returning interpolation at 1... [0.68506584 0.52692469] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 5 [0.69222214 0.36708481] [ 0.00178908 -0.03995997] -0.4604163445319175 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 5)] not done yet, continue expanding to 5... goals: [('expand-to', 5), ('sample-at', 5)] next() call -0.2893530363157967 goals: [('bisect', 0, array([0.69222214, 0.36708481]), array([-0.00178908, 0.03995997]), None, None, None, 5, array([0.68327676, 0.56688466]), array([-0.00178908, 0.03995997]), 1), ('sample-at', 5)] bisecting ... 0 None 5 successfully went all the way in one jump! goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.68327676 0.56688466] [ 0.00178908 -0.03995997] -0.2893530363157967 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.68327676 0.56688466] [ 0.00178908 -0.03995997] -0.2893530363157967 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -2..5 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -10..5 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-10, 5) ---- seed=50 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.25547392 0.39632991] [-0.03142766 -0.02474474] -0.1669770580860475 BACKWARD SAMPLING FROM 4 [0.13808816 0.33647507] [0.00832488 0.03912411] -0.34378921130318685 BACKWARD SAMPLING FROM -4 [0.38118457 0.49530887] [-0.03142766 -0.02474474] -0.07292592188692902 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.25547392 0.39632991] [-0.03142766 -0.02474474] -0.1669770580860475 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.25547392, 0.39632991]), array([-0.03142766, -0.02474474]), None, None, None, 10, array([0.05880269, 0.14888252]), array([ 0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.25547392, 0.39632991]), array([-0.03142766, -0.02474474]), 5, array([0.09833562, 0.27260621]), array([-0.03142766, -0.02474474]), 10, array([0.05880269, 0.14888252]), array([ 0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.31177413021896305 goals: [('bisect', 0, array([0.25547392, 0.39632991]), array([-0.03142766, -0.02474474]), 2, array([0.1926186 , 0.34684043]), array([-0.03142766, -0.02474474]), 5, array([0.09833562, 0.27260621]), array([-0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4086155422937598 goals: [('bisect', 2, array([0.1926186 , 0.34684043]), array([-0.03142766, -0.02474474]), 3, array([0.16119094, 0.32209569]), array([-0.03142766, -0.02474474]), 5, array([0.09833562, 0.27260621]), array([-0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.16119094, 0.32209569]), array([-0.03142766, -0.02474474]), 4, array([0.12976328, 0.29735095]), array([-0.03142766, -0.02474474]), 5, array([0.09833562, 0.27260621]), array([-0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.12976328 0.29735095] [-0.03142766 -0.02474474] new direction: [0.00832488 0.03912411] reversing there [-0.03142766 -0.02474474] making one step from [0.12976328 0.29735095] [-0.03142766 -0.02474474] --> [0.13808816 0.33647507] [0.00832488 0.03912411] trying new point, [0.13808816 0.33647507] next() call -0.34378921130318685 goals: [('reflect-at', 4, array([0.13808816, 0.33647507]), array([0.00832488, 0.03912411]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.08108221261482706 goals: [('bisect', 4, array([0.13808816, 0.33647507]), array([0.00832488, 0.03912411]), None, None, None, 10, array([0.18803745, 0.57121976]), array([0.00832488, 0.03912411]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.18803745 0.57121976] [0.00832488 0.03912411] -0.08108221261482706 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.18803745, 0.57121976]), array([-0.00832488, -0.03912411]), None, None, None, 10, array([0.10478864, 0.17997861]), array([-0.00832488, -0.03912411]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.20416293012450562 goals: [('bisect', 0, array([0.18803745, 0.57121976]), array([-0.00832488, -0.03912411]), 5, array([0.14641304, 0.37559918]), array([-0.00832488, -0.03912411]), 10, array([0.10478864, 0.17997861]), array([-0.00832488, -0.03912411]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.14641304, 0.37559918]), array([-0.00832488, -0.03912411]), 7, array([0.12976328, 0.29735095]), array([-0.00832488, -0.03912411]), 10, array([0.10478864, 0.17997861]), array([-0.00832488, -0.03912411]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.3437892113031864 goals: [('bisect', 5, array([0.14641304, 0.37559918]), array([-0.00832488, -0.03912411]), 6, array([0.13808816, 0.33647507]), array([-0.00832488, -0.03912411]), 7, array([0.12976328, 0.29735095]), array([-0.00832488, -0.03912411]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.12976328 0.29735095] [-0.00832488 -0.03912411] new direction: [0.03142766 0.02474474] reversing there [-0.00832488 -0.03912411] making one step from [0.12976328 0.29735095] [-0.00832488 -0.03912411] --> [0.16119094 0.32209569] [0.03142766 0.02474474] trying new point, [0.16119094 0.32209569] next() call -0.40861554229375957 goals: [('reflect-at', 7, array([0.16119094, 0.32209569]), array([0.03142766, 0.02474474]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.1669770580860472 goals: [('bisect', 7, array([0.16119094, 0.32209569]), array([0.03142766, 0.02474474]), None, None, None, 10, array([0.25547392, 0.39632991]), array([0.03142766, 0.02474474]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.25547392 0.39632991] [-0.03142766 -0.02474474] -0.1669770580860475 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.25547392 0.39632991] [-0.03142766 -0.02474474] -0.1669770580860475 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-4, 3) ---- seed=51 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.34330367 0.64401973] [-0.0142563 0.03737322] -0.31819972792644835 BACKWARD SAMPLING FROM 1 [0.32904737 0.68139295] [-0.0142563 0.03737322] -0.4654286221899625 BACKWARD SAMPLING FROM -4 [0.40032887 0.49452683] [-0.0142563 0.03737322] -0.08050604831793806 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.34330367 0.64401973] [-0.0142563 0.03737322] -0.31819972792644835 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), None, None, None, 10, array([0.20074067, 0.98224803]), array([-0.0142563 , -0.03737322]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), 5, array([0.27202217, 0.83088585]), array([-0.0142563 , 0.03737322]), 10, array([0.20074067, 0.98224803]), array([-0.0142563 , -0.03737322]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), 2, array([0.31479107, 0.71876618]), array([-0.0142563 , 0.03737322]), 5, array([0.27202217, 0.83088585]), array([-0.0142563 , 0.03737322]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.4654286221899625 goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), 1, array([0.32904737, 0.68139295]), array([-0.0142563 , 0.03737322]), 2, array([0.31479107, 0.71876618]), array([-0.0142563 , 0.03737322]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.31479107 0.71876618] [-0.0142563 0.03737322] new direction: [-0.039365 -0.00709908] reversing there [-0.0142563 0.03737322] making one step from [0.31479107 0.71876618] [-0.0142563 0.03737322] --> [0.27542607 0.7116671 ] [-0.039365 -0.00709908] trying new point, [0.27542607 0.7116671 ] next() call None goals: [('reflect-at', 2, array([0.27542607, 0.7116671 ]), array([-0.039365 , -0.00709908]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 1... 9 steps to do at 1 -> [from 2, delta=9] targeting -7. goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.27101878092937887 goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), None, None, None, -7, array([0.44309777, 0.38240716]), array([-0.0142563 , 0.03737322]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 1 [0.32904737 0.68139295] [-0.0142563 0.03737322] -0.4654286221899625 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 1)] not done yet, continue expanding to 1... goals: [('expand-to', 1), ('sample-at', 1)] next() call -0.31819972792644835 goals: [('bisect', 0, array([0.32904737, 0.68139295]), array([ 0.0142563 , -0.03737322]), None, None, None, 1, array([0.34330367, 0.64401973]), array([ 0.0142563 , -0.03737322]), 1), ('sample-at', 1)] bisecting ... 0 None 1 successfully went all the way in one jump! goals: [('sample-at', 1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -7 [0.44309777 0.38240716] [-0.0142563 0.03737322] -0.27101878092937887 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.31819972792644835 goals: [('bisect', 0, array([0.44309777, 0.38240716]), array([ 0.0142563 , -0.03737322]), None, None, None, -7, array([0.34330367, 0.64401973]), array([ 0.0142563 , -0.03737322]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.34330367 0.64401973] [-0.0142563 0.03737322] -0.31819972792644835 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-6, 1) ---- seed=52 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.21077064 0.61842177] [ 0.037317 -0.01440282] -0.19750857452717718 BACKWARD SAMPLING FROM 4 [0.36003865 0.56081047] [ 0.037317 -0.01440282] -0.11103783451846358 BACKWARD SAMPLING FROM -4 [0.06150263 0.67603307] [ 0.037317 -0.01440282] -0.3892367900814762 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.21077064 0.61842177] [ 0.037317 -0.01440282] -0.19750857452717718 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.17868949115336583 goals: [('bisect', 0, array([0.21077064, 0.61842177]), array([ 0.037317 , -0.01440282]), None, None, None, 10, array([0.58394066, 0.47439353]), array([ 0.037317 , -0.01440282]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.58394066 0.47439353] [ 0.037317 -0.01440282] -0.17868949115336583 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.19750857452717718 goals: [('bisect', 0, array([0.58394066, 0.47439353]), array([-0.037317 , 0.01440282]), None, None, None, 10, array([0.21077064, 0.61842177]), array([-0.037317 , 0.01440282]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.21077064 0.61842177] [ 0.037317 -0.01440282] -0.19750857452717718 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.21077064 0.61842177] [ 0.037317 -0.01440282] -0.19750857452717718 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-5, 2) ---- seed=53 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.84666241 0.56116554] [-0.0304715 -0.02591308] -0.40518390734034826 BACKWARD SAMPLING FROM 4 [0.72477641 0.45751322] [-0.0304715 -0.02591308] -0.28521449853834674 BACKWARD SAMPLING FROM -1 [0.87713391 0.58707862] [-0.0304715 -0.02591308] -0.4794655207604886 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.84666241 0.56116554] [-0.0304715 -0.02591308] -0.40518390734034826 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.84666241, 0.56116554]), array([-0.0304715 , -0.02591308]), None, None, None, 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2995114075574864 goals: [('bisect', 0, array([0.84666241, 0.56116554]), array([-0.0304715 , -0.02591308]), 5, array([0.69430491, 0.43160014]), array([-0.0304715 , -0.02591308]), 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.38125233905933353 goals: [('bisect', 5, array([0.69430491, 0.43160014]), array([-0.0304715 , -0.02591308]), 7, array([0.63336191, 0.37977398]), array([-0.0304715 , -0.02591308]), 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4486963615420411 goals: [('bisect', 7, array([0.63336191, 0.37977398]), array([-0.0304715 , -0.02591308]), 8, array([0.60289041, 0.3538609 ]), array([-0.0304715 , -0.02591308]), 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.60289041, 0.3538609 ]), array([-0.0304715 , -0.02591308]), 9, array([0.57241891, 0.32794783]), array([-0.0304715 , -0.02591308]), 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.57241891 0.32794783] [-0.0304715 -0.02591308] new direction: [-0.00163041 -0.03996676] reversing there [-0.0304715 -0.02591308] making one step from [0.57241891 0.32794783] [-0.0304715 -0.02591308] --> [0.5707885 0.28798107] [-0.00163041 -0.03996676] trying new point, [0.5707885 0.28798107] next() call None goals: [('reflect-at', 9, array([0.5707885 , 0.28798107]), array([-0.00163041, -0.03996676]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 8... 2 steps to do at 8 -> [from 9, delta=2] targeting 7. goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 8 [0.60289041 0.3538609 ] [-0.0304715 -0.02591308] -0.4486963615420411 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 8)] not done yet, continue expanding to 8... goals: [('expand-to', 8), ('sample-at', 8)] next() call -0.40518390734034826 goals: [('bisect', 0, array([0.60289041, 0.3538609 ]), array([0.0304715 , 0.02591308]), None, None, None, 8, array([0.84666241, 0.56116554]), array([0.0304715 , 0.02591308]), 1), ('sample-at', 8)] bisecting ... 0 None 8 successfully went all the way in one jump! goals: [('sample-at', 8)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.84666241 0.56116554] [-0.0304715 -0.02591308] -0.40518390734034826 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.84666241 0.56116554] [-0.0304715 -0.02591308] -0.40518390734034826 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (-1, 0) ---- seed=54 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.42018297 0.3632395 ] [-0.03203303 0.0239559 ] -0.32206980281714764 BACKWARD SAMPLING FROM 4 [0.29205086 0.4590631 ] [-0.03203303 0.0239559 ] -0.06359472404742703 BACKWARD SAMPLING FROM -1 [0.45221599 0.3392836 ] [-0.03203303 0.0239559 ] -0.4251216837222281 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.42018297 0.3632395 ] [-0.03203303 0.0239559 ] -0.32206980281714764 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.13707944044464876 goals: [('bisect', 0, array([0.42018297, 0.3632395 ]), array([-0.03203303, 0.0239559 ]), None, None, None, 10, array([0.0998527 , 0.60279851]), array([-0.03203303, 0.0239559 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.0998527 0.60279851] [-0.03203303 0.0239559 ] -0.13707944044464876 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.32206980281714764 goals: [('bisect', 0, array([0.0998527 , 0.60279851]), array([ 0.03203303, -0.0239559 ]), None, None, None, 10, array([0.42018297, 0.3632395 ]), array([ 0.03203303, -0.0239559 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.42018297 0.3632395 ] [-0.03203303 0.0239559 ] -0.32206980281714764 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.42018297 0.3632395 ] [-0.03203303 0.0239559 ] -0.32206980281714764 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (-1, 0) ---- seed=55 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.00913894 0.61831211] [-0.01800544 -0.0357184 ] -0.17501371251886214 BACKWARD SAMPLING FROM 4 [0.06288283 0.47543852] [ 0.01800544 -0.0357184 ] -0.00951795620141871 BACKWARD SAMPLING FROM -2 [0.04514983 0.68974891] [-0.01800544 -0.0357184 ] -0.45107737484070604 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.00913894 0.61831211] [-0.01800544 -0.0357184 ] -0.17501371251886214 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.00913894, 0.61831211]), array([-0.01800544, -0.0357184 ]), None, None, None, 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.04869226052335881 goals: [('bisect', 0, array([0.00913894, 0.61831211]), array([-0.01800544, -0.0357184 ]), 5, array([0.08088827, 0.43972012]), array([ 0.01800544, -0.0357184 ]), 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2236987612488 goals: [('bisect', 5, array([0.08088827, 0.43972012]), array([ 0.01800544, -0.0357184 ]), 7, array([0.11689915, 0.36828332]), array([ 0.01800544, -0.0357184 ]), 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.3595309576523012 goals: [('bisect', 7, array([0.11689915, 0.36828332]), array([ 0.01800544, -0.0357184 ]), 8, array([0.13490459, 0.33256492]), array([ 0.01800544, -0.0357184 ]), 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.13490459, 0.33256492]), array([ 0.01800544, -0.0357184 ]), 9, array([0.15291004, 0.29684652]), array([ 0.01800544, -0.0357184 ]), 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.15291004 0.29684652] [ 0.01800544 -0.0357184 ] new direction: [-0.03842475 0.01111479] reversing there [ 0.01800544 -0.0357184 ] making one step from [0.15291004 0.29684652] [ 0.01800544 -0.0357184 ] --> [0.11448528 0.30796131] [-0.03842475 0.01111479] trying new point, [0.11448528 0.30796131] next() call -0.46753918956346013 goals: [('reflect-at', 9, array([0.11448528, 0.30796131]), array([-0.03842475, 0.01111479]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4120608516762894 goals: [('bisect', 9, array([0.11448528, 0.30796131]), array([-0.03842475, 0.01111479]), None, None, None, 10, array([0.07606053, 0.31907609]), array([-0.03842475, 0.01111479]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.07606053 0.31907609] [-0.03842475 0.01111479] -0.4120608516762894 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.07606053, 0.31907609]), array([ 0.03842475, -0.01111479]), None, None, None, 10, array([0.46030805, 0.20792822]), array([ 0.03842475, -0.01111479]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.07606053, 0.31907609]), array([ 0.03842475, -0.01111479]), 5, array([0.26818429, 0.26350216]), array([ 0.03842475, -0.01111479]), 10, array([0.46030805, 0.20792822]), array([ 0.03842475, -0.01111479]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.07606053, 0.31907609]), array([ 0.03842475, -0.01111479]), 2, array([0.15291004, 0.29684652]), array([ 0.03842475, -0.01111479]), 5, array([0.26818429, 0.26350216]), array([ 0.03842475, -0.01111479]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.46753918956346013 goals: [('bisect', 0, array([0.07606053, 0.31907609]), array([ 0.03842475, -0.01111479]), 1, array([0.11448528, 0.30796131]), array([ 0.03842475, -0.01111479]), 2, array([0.15291004, 0.29684652]), array([ 0.03842475, -0.01111479]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.15291004 0.29684652] [ 0.03842475 -0.01111479] new direction: [-0.01800544 0.0357184 ] reversing there [ 0.03842475 -0.01111479] making one step from [0.15291004 0.29684652] [ 0.03842475 -0.01111479] --> [0.13490459 0.33256492] [-0.01800544 0.0357184 ] trying new point, [0.13490459 0.33256492] next() call -0.3595309576523009 goals: [('reflect-at', 2, array([0.13490459, 0.33256492]), array([-0.01800544, 0.0357184 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.17501371251886247 goals: [('bisect', 2, array([0.13490459, 0.33256492]), array([-0.01800544, 0.0357184 ]), None, None, None, 10, array([0.00913894, 0.61831211]), array([0.01800544, 0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.00913894 0.61831211] [-0.01800544 -0.0357184 ] -0.17501371251886214 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.00913894 0.61831211] [-0.01800544 -0.0357184 ] -0.17501371251886214 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-1, 2) ---- seed=56 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.24784955 0.45861133] [0.03582093 0.01780059] -0.05212748066477112 BACKWARD SAMPLING FROM 4 [0.39113326 0.5298137 ] [0.03582093 0.01780059] -0.08760332684710367 BACKWARD SAMPLING FROM -4 [0.10456585 0.38740895] [0.03582093 0.01780059] -0.16392632784250208 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.24784955 0.45861133] [0.03582093 0.01780059] -0.05212748066477112 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.41695714617072094 goals: [('bisect', 0, array([0.24784955, 0.45861133]), array([0.03582093, 0.01780059]), None, None, None, 10, array([0.60605882, 0.63661727]), array([0.03582093, 0.01780059]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.60605882 0.63661727] [0.03582093 0.01780059] -0.41695714617072094 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05212748066477112 goals: [('bisect', 0, array([0.60605882, 0.63661727]), array([-0.03582093, -0.01780059]), None, None, None, 10, array([0.24784955, 0.45861133]), array([-0.03582093, -0.01780059]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.24784955 0.45861133] [0.03582093 0.01780059] -0.05212748066477112 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.24784955 0.45861133] [0.03582093 0.01780059] -0.05212748066477112 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -5..10 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd new NUTS range: -5..26 NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd sampling between (-5, 26) ---- seed=57 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.56595589 0.5450637 ] [-0.00732732 0.03932315] -0.18553725262780735 BACKWARD SAMPLING FROM 3 [0.54397394 0.66303317] [-0.00732732 0.03932315] -0.4802014861520403 BACKWARD SAMPLING FROM -4 [0.59526516 0.38777109] [-0.00732732 0.03932315] -0.3346119116596618 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.56595589 0.5450637 ] [-0.00732732 0.03932315] -0.18553725262780735 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.56595589, 0.5450637 ]), array([-0.00732732, 0.03932315]), None, None, None, 10, array([0.49268272, 0.93829524]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.56595589, 0.5450637 ]), array([-0.00732732, 0.03932315]), 5, array([0.52931931, 0.74167947]), array([-0.00732732, 0.03932315]), 10, array([0.49268272, 0.93829524]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.34326862471080793 goals: [('bisect', 0, array([0.56595589, 0.5450637 ]), array([-0.00732732, 0.03932315]), 2, array([0.55130126, 0.62371001]), array([-0.00732732, 0.03932315]), 5, array([0.52931931, 0.74167947]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4802014861520402 goals: [('bisect', 2, array([0.55130126, 0.62371001]), array([-0.00732732, 0.03932315]), 3, array([0.54397394, 0.66303317]), array([-0.00732732, 0.03932315]), 5, array([0.52931931, 0.74167947]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.54397394, 0.66303317]), array([-0.00732732, 0.03932315]), 4, array([0.53664662, 0.70235632]), array([-0.00732732, 0.03932315]), 5, array([0.52931931, 0.74167947]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.53664662 0.70235632] [-0.00732732 0.03932315] new direction: [-0.03991081 -0.00266972] reversing there [-0.00732732 0.03932315] making one step from [0.53664662 0.70235632] [-0.00732732 0.03932315] --> [0.49673582 0.69968659] [-0.03991081 -0.00266972] trying new point, [0.49673582 0.69968659] next() call None goals: [('reflect-at', 4, array([0.49673582, 0.69968659]), array([-0.03991081, -0.00266972]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.23927607150196617 goals: [('bisect', 0, array([0.56595589, 0.5450637 ]), array([-0.00732732, 0.03932315]), None, None, None, -3, array([0.58793784, 0.42709424]), array([-0.00732732, 0.03932315]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.54397394 0.66303317] [-0.00732732 0.03932315] -0.4802014861520402 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.18553725262780735 goals: [('bisect', 0, array([0.54397394, 0.66303317]), array([ 0.00732732, -0.03932315]), None, None, None, 3, array([0.56595589, 0.5450637 ]), array([ 0.00732732, -0.03932315]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.58793784 0.42709424] [-0.00732732 0.03932315] -0.23927607150196617 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.18553725262780735 goals: [('bisect', 0, array([0.58793784, 0.42709424]), array([ 0.00732732, -0.03932315]), None, None, None, -3, array([0.56595589, 0.5450637 ]), array([ 0.00732732, -0.03932315]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.56595589 0.5450637 ] [-0.00732732 0.03932315] -0.18553725262780735 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-5, 2) ---- seed=58 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.36510558 0.45120592] [ 0.03982568 -0.00373027] -0.09641182642477078 BACKWARD SAMPLING FROM 4 [0.52440832 0.43628484] [ 0.03982568 -0.00373027] -0.18824731253691152 BACKWARD SAMPLING FROM -4 [0.20580285 0.46612699] [ 0.03982568 -0.00373027] -0.03551966453010344 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.36510558 0.45120592] [ 0.03982568 -0.00373027] -0.09641182642477078 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3840192746128853 goals: [('bisect', 0, array([0.36510558, 0.45120592]), array([ 0.03982568, -0.00373027]), None, None, None, 10, array([0.76336242, 0.41390323]), array([ 0.03982568, -0.00373027]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.76336242 0.41390323] [ 0.03982568 -0.00373027] -0.3840192746128853 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.09641182642477081 goals: [('bisect', 0, array([0.76336242, 0.41390323]), array([-0.03982568, 0.00373027]), None, None, None, 10, array([0.36510558, 0.45120592]), array([-0.03982568, 0.00373027]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.36510558 0.45120592] [ 0.03982568 -0.00373027] -0.09641182642477078 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.36510558 0.45120592] [ 0.03982568 -0.00373027] -0.09641182642477078 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-5, 2) ---- seed=59 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.25628056 0.56398041] [ 0.03647074 -0.01642819] -0.08400852608514758 BACKWARD SAMPLING FROM 4 [0.4021635 0.49826765] [ 0.03647074 -0.01642819] -0.08090525343003006 BACKWARD SAMPLING FROM -4 [0.11039762 0.62969317] [ 0.03647074 -0.01642819] -0.2163478092623813 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.25628056 0.56398041] [ 0.03647074 -0.01642819] -0.08400852608514758 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.318567864176321 goals: [('bisect', 0, array([0.25628056, 0.56398041]), array([ 0.03647074, -0.01642819]), None, None, None, 10, array([0.62098791, 0.39969851]), array([ 0.03647074, -0.01642819]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.62098791 0.39969851] [ 0.03647074 -0.01642819] -0.318567864176321 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.08400852608514758 goals: [('bisect', 0, array([0.62098791, 0.39969851]), array([-0.03647074, 0.01642819]), None, None, None, 10, array([0.25628056, 0.56398041]), array([-0.03647074, 0.01642819]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.25628056 0.56398041] [ 0.03647074 -0.01642819] -0.08400852608514758 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.25628056 0.56398041] [ 0.03647074 -0.01642819] -0.08400852608514758 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-5, 2) ---- seed=60 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.32318268 0.66574957] [ 0.03997068 -0.00153133] -0.39563502198066103 BACKWARD SAMPLING FROM 4 [0.48306538 0.65962424] [ 0.03997068 -0.00153133] -0.43517479808588755 BACKWARD SAMPLING FROM -4 [0.16329997 0.6718749 ] [ 0.03997068 -0.00153133] -0.3825957187127649 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.32318268 0.66574957] [ 0.03997068 -0.00153133] -0.39563502198066103 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.32318268, 0.66574957]), array([ 0.03997068, -0.00153133]), None, None, None, 10, array([0.72288945, 0.65043624]), array([ 0.03997068, -0.00153133]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.44920044099302747 goals: [('bisect', 0, array([0.32318268, 0.66574957]), array([ 0.03997068, -0.00153133]), 5, array([0.52303606, 0.6580929 ]), array([ 0.03997068, -0.00153133]), 10, array([0.72288945, 0.65043624]), array([ 0.03997068, -0.00153133]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.482220565464306 goals: [('bisect', 5, array([0.52303606, 0.6580929 ]), array([ 0.03997068, -0.00153133]), 7, array([0.60297742, 0.65503024]), array([ 0.03997068, -0.00153133]), 10, array([0.72288945, 0.65043624]), array([ 0.03997068, -0.00153133]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.60297742, 0.65503024]), array([ 0.03997068, -0.00153133]), 8, array([0.64294809, 0.6534989 ]), array([ 0.03997068, -0.00153133]), 10, array([0.72288945, 0.65043624]), array([ 0.03997068, -0.00153133]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.64294809 0.6534989 ] [ 0.03997068 -0.00153133] new direction: [0.0021526 0.03994204] reversing there [ 0.03997068 -0.00153133] making one step from [0.64294809 0.6534989 ] [ 0.03997068 -0.00153133] --> [0.64510069 0.69344094] [0.0021526 0.03994204] trying new point, [0.64510069 0.69344094] next() call None goals: [('reflect-at', 8, array([0.64510069, 0.69344094]), array([0.0021526 , 0.03994204]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 7... 3 steps to do at 7 -> [from 8, delta=3] targeting 5. goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 7 [0.60297742 0.65503024] [ 0.03997068 -0.00153133] -0.482220565464306 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 7)] not done yet, continue expanding to 7... goals: [('expand-to', 7), ('sample-at', 7)] next() call -0.39563502198066103 goals: [('bisect', 0, array([0.60297742, 0.65503024]), array([-0.03997068, 0.00153133]), None, None, None, 7, array([0.32318268, 0.66574957]), array([-0.03997068, 0.00153133]), 1), ('sample-at', 7)] bisecting ... 0 None 7 successfully went all the way in one jump! goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.32318268 0.66574957] [ 0.03997068 -0.00153133] -0.39563502198066103 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.32318268 0.66574957] [ 0.03997068 -0.00153133] -0.39563502198066103 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-3, 4) ---- seed=61 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.87732677 0.49955131] [-0.03835883 0.01134021] -0.38485364567003044 BACKWARD SAMPLING FROM 4 [0.72389146 0.54491217] [-0.03835883 0.01134021] -0.28722320791367995 BACKWARD SAMPLING FROM -4 [0.91257131 0.47071355] [ 0.03991597 -0.00259145] -0.4271143991277927 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.87732677 0.49955131] [-0.03835883 0.01134021] -0.38485364567003044 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2813698847877405 goals: [('bisect', 0, array([0.87732677, 0.49955131]), array([-0.03835883, 0.01134021]), None, None, None, 10, array([0.49373851, 0.61295345]), array([-0.03835883, 0.01134021]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.49373851 0.61295345] [-0.03835883 0.01134021] -0.2813698847877405 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.38485364567003044 goals: [('bisect', 0, array([0.49373851, 0.61295345]), array([ 0.03835883, -0.01134021]), None, None, None, 10, array([0.87732677, 0.49955131]), array([ 0.03835883, -0.01134021]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.87732677 0.49955131] [-0.03835883 0.01134021] -0.38485364567003044 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.87732677 0.49955131] [-0.03835883 0.01134021] -0.38485364567003044 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -1..14 NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd sampling between (-1, 14) ---- seed=62 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.03375471 0.48910751] [-0.00435504 -0.03976221] -0.0020527700218748433 BACKWARD SAMPLING FROM 4 [0.01633454 0.33005865] [-0.00435504 -0.03976221] -0.3611341698842485 BACKWARD SAMPLING FROM -4 [0.05117488 0.64815636] [-0.00435504 -0.03976221] -0.2756882768233669 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.03375471 0.48910751] [-0.00435504 -0.03976221] -0.0020527700218748433 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.03375471, 0.48910751]), array([-0.00435504, -0.03976221]), None, None, None, 10, array([0.00979571, 0.09148537]), array([ 0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.03375471, 0.48910751]), array([-0.00435504, -0.03976221]), 5, array([0.0119795 , 0.29029644]), array([-0.00435504, -0.03976221]), 10, array([0.00979571, 0.09148537]), array([ 0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.10250385662007835 goals: [('bisect', 0, array([0.03375471, 0.48910751]), array([-0.00435504, -0.03976221]), 2, array([0.02504463, 0.40958308]), array([-0.00435504, -0.03976221]), 5, array([0.0119795 , 0.29029644]), array([-0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.21204660991891755 goals: [('bisect', 2, array([0.02504463, 0.40958308]), array([-0.00435504, -0.03976221]), 3, array([0.02068959, 0.36982087]), array([-0.00435504, -0.03976221]), 5, array([0.0119795 , 0.29029644]), array([-0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.3611341698842485 goals: [('bisect', 3, array([0.02068959, 0.36982087]), array([-0.00435504, -0.03976221]), 4, array([0.01633454, 0.33005865]), array([-0.00435504, -0.03976221]), 5, array([0.0119795 , 0.29029644]), array([-0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.0119795 0.29029644] [-0.00435504 -0.03976221] new direction: [ 0.03630756 -0.01678574] reversing there [-0.00435504 -0.03976221] making one step from [0.0119795 0.29029644] [-0.00435504 -0.03976221] --> [0.04828706 0.2735107 ] [ 0.03630756 -0.01678574] trying new point, [0.04828706 0.2735107 ] next() call None goals: [('reflect-at', 5, array([0.04828706, 0.2735107 ]), array([ 0.03630756, -0.01678574]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.011144436722510533 goals: [('bisect', 0, array([0.03375471, 0.48910751]), array([-0.00435504, -0.03976221]), None, None, None, -1, array([0.03810975, 0.52886972]), array([-0.00435504, -0.03976221]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.01633454 0.33005865] [-0.00435504 -0.03976221] -0.3611341698842485 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.0020527700218748433 goals: [('bisect', 0, array([0.01633454, 0.33005865]), array([0.00435504, 0.03976221]), None, None, None, 4, array([0.03375471, 0.48910751]), array([0.00435504, 0.03976221]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.03810975 0.52886972] [-0.00435504 -0.03976221] -0.011144436722510533 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.0020527700218748585 goals: [('bisect', 0, array([0.03810975, 0.52886972]), array([0.00435504, 0.03976221]), None, None, None, -1, array([0.03375471, 0.48910751]), array([0.00435504, 0.03976221]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.03375471 0.48910751] [-0.00435504 -0.03976221] -0.0020527700218748433 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-4, 3) ---- seed=63 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.55394102 0.39624789] [-0.03667961 0.0159564 ] -0.2879815727116586 BACKWARD SAMPLING FROM 4 [0.4072226 0.46007348] [-0.03667961 0.0159564 ] -0.10284171548913772 BACKWARD SAMPLING FROM -4 [0.586297 0.36749354] [ 0.03884142 -0.00955742] -0.3913466099390096 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.55394102 0.39624789] [-0.03667961 0.0159564 ] -0.2879815727116586 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05644864986759578 goals: [('bisect', 0, array([0.55394102, 0.39624789]), array([-0.03667961, 0.0159564 ]), None, None, None, 10, array([0.18714497, 0.55581185]), array([-0.03667961, 0.0159564 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.18714497 0.55581185] [-0.03667961 0.0159564 ] -0.05644864986759578 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2879815727116586 goals: [('bisect', 0, array([0.18714497, 0.55581185]), array([ 0.03667961, -0.0159564 ]), None, None, None, 10, array([0.55394102, 0.39624789]), array([ 0.03667961, -0.0159564 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.55394102 0.39624789] [-0.03667961 0.0159564 ] -0.2879815727116586 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.55394102 0.39624789] [-0.03667961 0.0159564 ] -0.2879815727116586 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (0, 3) ---- seed=64 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.37909853 0.56709817] [0.00649753 0.03946875] -0.12813489647882234 BACKWARD SAMPLING FROM 4 [0.39993594 0.60551572] [ 0.00067241 -0.03999435] -0.21914395901276984 BACKWARD SAMPLING FROM -4 [0.35310841 0.40922317] [0.00649753 0.03946875] -0.16534817926836115 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.37909853 0.56709817] [0.00649753 0.03946875] -0.12813489647882234 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.37909853, 0.56709817]), array([0.00649753, 0.03946875]), None, None, None, 10, array([0.44407381, 0.96178565]), array([0.00649753, 0.03946875]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.37909853, 0.56709817]), array([0.00649753, 0.03946875]), 5, array([0.41158617, 0.76444191]), array([0.00649753, 0.03946875]), 10, array([0.44407381, 0.96178565]), array([0.00649753, 0.03946875]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.343448880085709 goals: [('bisect', 0, array([0.37909853, 0.56709817]), array([0.00649753, 0.03946875]), 2, array([0.39209358, 0.64603566]), array([0.00649753, 0.03946875]), 5, array([0.41158617, 0.76444191]), array([0.00649753, 0.03946875]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.39209358, 0.64603566]), array([0.00649753, 0.03946875]), 3, array([0.39859111, 0.68550441]), array([0.00649753, 0.03946875]), 5, array([0.41158617, 0.76444191]), array([0.00649753, 0.03946875]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.39859111 0.68550441] [0.00649753 0.03946875] new direction: [ 0.00067241 -0.03999435] reversing there [0.00649753 0.03946875] making one step from [0.39859111 0.68550441] [0.00649753 0.03946875] --> [0.39926352 0.64551007] [ 0.00067241 -0.03999435] trying new point, [0.39926352 0.64551007] next() call -0.3443704192313505 goals: [('reflect-at', 3, array([0.39926352, 0.64551007]), array([ 0.00067241, -0.03999435]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.30755732018362913 goals: [('bisect', 3, array([0.39926352, 0.64551007]), array([ 0.00067241, -0.03999435]), None, None, None, 10, array([0.40397041, 0.36554963]), array([ 0.00067241, -0.03999435]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.40397041 0.36554963] [ 0.00067241 -0.03999435] -0.30755732018362913 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.40397041, 0.36554963]), array([-0.00067241, 0.03999435]), None, None, None, 10, array([0.39724629, 0.76549311]), array([-0.00067241, 0.03999435]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.13390664748382503 goals: [('bisect', 0, array([0.40397041, 0.36554963]), array([-0.00067241, 0.03999435]), 5, array([0.40060835, 0.56552137]), array([-0.00067241, 0.03999435]), 10, array([0.39724629, 0.76549311]), array([-0.00067241, 0.03999435]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.3443704192313509 goals: [('bisect', 5, array([0.40060835, 0.56552137]), array([-0.00067241, 0.03999435]), 7, array([0.39926352, 0.64551007]), array([-0.00067241, 0.03999435]), 10, array([0.39724629, 0.76549311]), array([-0.00067241, 0.03999435]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.39926352, 0.64551007]), array([-0.00067241, 0.03999435]), 8, array([0.39859111, 0.68550441]), array([-0.00067241, 0.03999435]), 10, array([0.39724629, 0.76549311]), array([-0.00067241, 0.03999435]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.39859111 0.68550441] [-0.00067241 0.03999435] new direction: [-0.00649753 -0.03946875] reversing there [-0.00067241 0.03999435] making one step from [0.39859111 0.68550441] [-0.00067241 0.03999435] --> [0.39209358 0.64603566] [-0.00649753 -0.03946875] trying new point, [0.39209358 0.64603566] next() call -0.3434488800857094 goals: [('reflect-at', 8, array([0.39209358, 0.64603566]), array([-0.00649753, -0.03946875]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.12813489647882276 goals: [('bisect', 8, array([0.39209358, 0.64603566]), array([-0.00649753, -0.03946875]), None, None, None, 10, array([0.37909853, 0.56709817]), array([-0.00649753, -0.03946875]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.37909853 0.56709817] [0.00649753 0.03946875] -0.12813489647882234 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.37909853 0.56709817] [0.00649753 0.03946875] -0.12813489647882234 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (0, 1) ---- seed=65 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.23003963 0.50571517] [-0.03020213 0.02622654] -0.02686740398467679 BACKWARD SAMPLING FROM 4 [0.1092311 0.61062131] [-0.03020213 0.02622654] -0.1589291517496356 BACKWARD SAMPLING FROM -4 [0.35084815 0.40080902] [-0.03020213 0.02622654] -0.18453284519551352 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.23003963 0.50571517] [-0.03020213 0.02622654] -0.02686740398467679 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.23003963, 0.50571517]), array([-0.03020213, 0.02622654]), None, None, None, 10, array([0.07198169, 0.76798053]), array([0.03020213, 0.02622654]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.23721446196834403 goals: [('bisect', 0, array([0.23003963, 0.50571517]), array([-0.03020213, 0.02622654]), 5, array([0.07902897, 0.63684785]), array([-0.03020213, 0.02622654]), 10, array([0.07198169, 0.76798053]), array([0.03020213, 0.02622654]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.44810893033872173 goals: [('bisect', 5, array([0.07902897, 0.63684785]), array([-0.03020213, 0.02622654]), 7, array([0.0186247 , 0.68930092]), array([-0.03020213, 0.02622654]), 10, array([0.07198169, 0.76798053]), array([0.03020213, 0.02622654]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.0186247 , 0.68930092]), array([-0.03020213, 0.02622654]), 8, array([0.01157743, 0.71552746]), array([0.03020213, 0.02622654]), 10, array([0.07198169, 0.76798053]), array([0.03020213, 0.02622654]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.01157743 0.71552746] [0.03020213 0.02622654] new direction: [0.03498847 0.01938573] reversing there [0.03020213 0.02622654] making one step from [0.01157743 0.71552746] [0.03020213 0.02622654] --> [0.0465659 0.73491319] [0.03498847 0.01938573] trying new point, [0.0465659 0.73491319] next() call None goals: [('reflect-at', 8, array([0.0465659 , 0.73491319]), array([0.03498847, 0.01938573]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 7... 3 steps to do at 7 -> [from 8, delta=3] targeting 5. goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 7 [0.0186247 0.68930092] [-0.03020213 0.02622654] -0.44810893033872173 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 7)] not done yet, continue expanding to 7... goals: [('expand-to', 7), ('sample-at', 7)] next() call -0.026867403984676807 goals: [('bisect', 0, array([0.0186247 , 0.68930092]), array([ 0.03020213, -0.02622654]), None, None, None, 7, array([0.23003963, 0.50571517]), array([ 0.03020213, -0.02622654]), 1), ('sample-at', 7)] bisecting ... 0 None 7 successfully went all the way in one jump! goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.23003963 0.50571517] [-0.03020213 0.02622654] -0.02686740398467679 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.23003963 0.50571517] [-0.03020213 0.02622654] -0.02686740398467679 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-6, 1) ---- seed=66 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 BACKWARD SAMPLING FROM 4 [0.43880939 0.53837811] [ 0.01903098 -0.03518269] -0.1146878297183696 BACKWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.36268547, 0.67910888]), array([ 0.01903098, -0.03518269]), None, None, None, 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.10493653469527497 goals: [('bisect', 0, array([0.36268547, 0.67910888]), array([ 0.01903098, -0.03518269]), 5, array([0.45784037, 0.50319542]), array([ 0.01903098, -0.03518269]), 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.17935711354999778 goals: [('bisect', 5, array([0.45784037, 0.50319542]), array([ 0.01903098, -0.03518269]), 7, array([0.49590233, 0.43283003]), array([ 0.01903098, -0.03518269]), 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.2635289874278154 goals: [('bisect', 7, array([0.49590233, 0.43283003]), array([ 0.01903098, -0.03518269]), 8, array([0.51493331, 0.39764734]), array([ 0.01903098, -0.03518269]), 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.37900858427260387 goals: [('bisect', 8, array([0.51493331, 0.39764734]), array([ 0.01903098, -0.03518269]), 9, array([0.53396429, 0.36246465]), array([ 0.01903098, -0.03518269]), 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.55299527 0.32728196] [ 0.01903098 -0.03518269] new direction: [-0.03590325 0.01763396] reversing there [ 0.01903098 -0.03518269] making one step from [0.55299527 0.32728196] [ 0.01903098 -0.03518269] --> [0.51709202 0.34491592] [-0.03590325 0.01763396] trying new point, [0.51709202 0.34491592] next() call -0.4343304840564407 goals: [('reflect-at', 10, array([0.51709202, 0.34491592]), array([-0.03590325, 0.01763396]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.51709202 0.34491592] [-0.03590325 0.01763396] -0.4343304840564407 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.51709202, 0.34491592]), array([ 0.03590325, -0.01763396]), None, None, None, 10, array([0.87612454, 0.16857633]), array([ 0.03590325, -0.01763396]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.51709202, 0.34491592]), array([ 0.03590325, -0.01763396]), 5, array([0.69660828, 0.25674612]), array([ 0.03590325, -0.01763396]), 10, array([0.87612454, 0.16857633]), array([ 0.03590325, -0.01763396]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.51709202, 0.34491592]), array([ 0.03590325, -0.01763396]), 2, array([0.58889852, 0.309648 ]), array([ 0.03590325, -0.01763396]), 5, array([0.69660828, 0.25674612]), array([ 0.03590325, -0.01763396]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.51709202, 0.34491592]), array([ 0.03590325, -0.01763396]), 1, array([0.55299527, 0.32728196]), array([ 0.03590325, -0.01763396]), 2, array([0.58889852, 0.309648 ]), array([ 0.03590325, -0.01763396]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.55299527 0.32728196] [ 0.03590325 -0.01763396] new direction: [-0.01903098 0.03518269] reversing there [ 0.03590325 -0.01763396] making one step from [0.55299527 0.32728196] [ 0.03590325 -0.01763396] --> [0.53396429 0.36246465] [-0.01903098 0.03518269] trying new point, [0.53396429 0.36246465] next() call -0.379008584272604 goals: [('reflect-at', 1, array([0.53396429, 0.36246465]), array([-0.01903098, 0.03518269]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.46677023948045687 goals: [('bisect', 1, array([0.53396429, 0.36246465]), array([-0.01903098, 0.03518269]), None, None, None, 10, array([0.36268547, 0.67910888]), array([-0.01903098, 0.03518269]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (0, 3) ---- seed=67 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.05999793 0.38627778] [-0.03313667 -0.02240449] -0.16345916433290608 BACKWARD SAMPLING FROM 4 [0.08924898 0.33300678] [0.01670024 0.03634697] -0.3525668892828738 BACKWARD SAMPLING FROM -4 [0.1925446 0.47589575] [-0.03313667 -0.02240449] -0.025799396299807646 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.05999793 0.38627778] [-0.03313667 -0.02240449] -0.16345916433290608 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.05999793, 0.38627778]), array([-0.03313667, -0.02240449]), None, None, None, 10, array([0.27136874, 0.16223286]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.05999793, 0.38627778]), array([-0.03313667, -0.02240449]), 5, array([0.10568541, 0.27425532]), array([ 0.03313667, -0.02240449]), 10, array([0.27136874, 0.16223286]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.31417147356422026 goals: [('bisect', 0, array([0.05999793, 0.38627778]), array([-0.03313667, -0.02240449]), 2, array([0.0062754, 0.3414688]), array([ 0.03313667, -0.02240449]), 5, array([0.10568541, 0.27425532]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4099982344835686 goals: [('bisect', 2, array([0.0062754, 0.3414688]), array([ 0.03313667, -0.02240449]), 3, array([0.03941207, 0.3190643 ]), array([ 0.03313667, -0.02240449]), 5, array([0.10568541, 0.27425532]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.03941207, 0.3190643 ]), array([ 0.03313667, -0.02240449]), 4, array([0.07254874, 0.29665981]), array([ 0.03313667, -0.02240449]), 5, array([0.10568541, 0.27425532]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.07254874 0.29665981] [ 0.03313667 -0.02240449] new direction: [0.01670024 0.03634697] reversing there [ 0.03313667 -0.02240449] making one step from [0.07254874 0.29665981] [ 0.03313667 -0.02240449] --> [0.08924898 0.33300678] [0.01670024 0.03634697] trying new point, [0.08924898 0.33300678] next() call -0.3525668892828738 goals: [('reflect-at', 4, array([0.08924898, 0.33300678]), array([0.01670024, 0.03634697]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05057127231472292 goals: [('bisect', 4, array([0.08924898, 0.33300678]), array([0.01670024, 0.03634697]), None, None, None, 10, array([0.1894504 , 0.55108859]), array([0.01670024, 0.03634697]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.1894504 0.55108859] [0.01670024 0.03634697] -0.05057127231472292 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.1894504 , 0.55108859]), array([-0.01670024, -0.03634697]), None, None, None, 10, array([0.02244803, 0.18761891]), array([-0.01670024, -0.03634697]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.21896816205403016 goals: [('bisect', 0, array([0.1894504 , 0.55108859]), array([-0.01670024, -0.03634697]), 5, array([0.10594921, 0.36935375]), array([-0.01670024, -0.03634697]), 10, array([0.02244803, 0.18761891]), array([-0.01670024, -0.03634697]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.10594921, 0.36935375]), array([-0.01670024, -0.03634697]), 7, array([0.07254874, 0.29665981]), array([-0.01670024, -0.03634697]), 10, array([0.02244803, 0.18761891]), array([-0.01670024, -0.03634697]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.3525668892828735 goals: [('bisect', 5, array([0.10594921, 0.36935375]), array([-0.01670024, -0.03634697]), 6, array([0.08924898, 0.33300678]), array([-0.01670024, -0.03634697]), 7, array([0.07254874, 0.29665981]), array([-0.01670024, -0.03634697]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.07254874 0.29665981] [-0.01670024 -0.03634697] new direction: [-0.03313667 0.02240449] reversing there [-0.01670024 -0.03634697] making one step from [0.07254874 0.29665981] [-0.01670024 -0.03634697] --> [0.03941207 0.3190643 ] [-0.03313667 0.02240449] trying new point, [0.03941207 0.3190643 ] next() call -0.4099982344835686 goals: [('reflect-at', 7, array([0.03941207, 0.3190643 ]), array([-0.03313667, 0.02240449]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.16345916433290641 goals: [('bisect', 7, array([0.03941207, 0.3190643 ]), array([-0.03313667, 0.02240449]), None, None, None, 10, array([0.05999793, 0.38627778]), array([0.03313667, 0.02240449]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.05999793 0.38627778] [-0.03313667 -0.02240449] -0.16345916433290608 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.05999793 0.38627778] [-0.03313667 -0.02240449] -0.16345916433290608 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-3, 0) ---- seed=68 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 BACKWARD SAMPLING FROM 3 [0.91992279 0.42837599] [-0.0176335 -0.03590348] -0.48725395469592275 BACKWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), None, None, None, 10, array([0.79648829, 0.17705165]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), 5, array([0.88465579, 0.35656904]), array([-0.0176335 , -0.03590348]), 10, array([0.79648829, 0.17705165]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4554553560620388 goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), 2, array([0.93755629, 0.46427947]), array([-0.0176335 , -0.03590348]), 5, array([0.88465579, 0.35656904]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.48725395469592286 goals: [('bisect', 2, array([0.93755629, 0.46427947]), array([-0.0176335 , -0.03590348]), 3, array([0.91992279, 0.42837599]), array([-0.0176335 , -0.03590348]), 5, array([0.88465579, 0.35656904]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.91992279, 0.42837599]), array([-0.0176335 , -0.03590348]), 4, array([0.90228929, 0.39247251]), array([-0.0176335 , -0.03590348]), 5, array([0.88465579, 0.35656904]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.90228929 0.39247251] [-0.0176335 -0.03590348] new direction: [-0.0084219 -0.03910335] reversing there [-0.0176335 -0.03590348] making one step from [0.90228929 0.39247251] [-0.0176335 -0.03590348] --> [0.8938674 0.35336917] [-0.0084219 -0.03910335] trying new point, [0.8938674 0.35336917] next() call None goals: [('reflect-at', 4, array([0.8938674 , 0.35336917]), array([-0.0084219 , -0.03910335]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), None, None, None, -3, array([0.97427621, 0.64379685]), array([ 0.0176335 , -0.03590348]), -1), ('sample-at', -3)] bisecting ... 0 None -3 continue bisect at -2 next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), -2, array([0.99190971, 0.60789338]), array([ 0.0176335 , -0.03590348]), -3, array([0.97427621, 0.64379685]), array([ 0.0176335 , -0.03590348]), -1), ('sample-at', -3)] bisecting ... 0 -2 -3 continue bisect at -1 next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), -1, array([0.99045679, 0.5719899 ]), array([-0.0176335 , -0.03590348]), -2, array([0.99190971, 0.60789338]), array([ 0.0176335 , -0.03590348]), -1), ('sample-at', -3)] bisecting ... 0 -1 -2 bisecting gave reflection point -1 [0.99045679 0.5719899 ] [-0.0176335 -0.03590348] new direction: [-0.03469108 0.01991304] reversing there [-0.0176335 -0.03590348] making one step from [0.99045679 0.5719899 ] [-0.0176335 -0.03590348] --> [0.95576572 0.59190294] [ 0.03469108 -0.01991304] trying new point, [0.95576572 0.59190294] next() call None goals: [('reflect-at', -1, array([0.95576572, 0.59190294]), array([ 0.03469108, -0.01991304]), -1), ('sample-at', -3)] goals: [('sample-at', -3)] reversing at 0... -3 steps to do at 0 -> [from -1, delta=-3] targeting 2. goals: [('sample-at', 2)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.91992279 0.42837599] [-0.0176335 -0.03590348] -0.48725395469592286 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.4894704551842364 goals: [('bisect', 0, array([0.91992279, 0.42837599]), array([0.0176335 , 0.03590348]), None, None, None, 3, array([0.97282329, 0.53608642]), array([0.0176335 , 0.03590348]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 sampling between (-1, 0) ---- seed=69 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.07637632 0.3176806 ] [-0.0398791 0.00310763] -0.4184212317690846 BACKWARD SAMPLING FROM 4 [0.08314008 0.33011112] [0.0398791 0.00310763] -0.3642340475299841 BACKWARD SAMPLING FROM -4 [0.23379485 0.34519503] [ 0.00209787 -0.03994495] -0.32688726566612913 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.07637632 0.3176806 ] [-0.0398791 0.00310763] -0.4184212317690846 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3379065727944484 goals: [('bisect', 0, array([0.07637632, 0.3176806 ]), array([-0.0398791 , 0.00310763]), None, None, None, 10, array([0.32241468, 0.3487569 ]), array([0.0398791 , 0.00310763]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.32241468 0.3487569 ] [0.0398791 0.00310763] -0.3379065727944484 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4184212317690846 goals: [('bisect', 0, array([0.32241468, 0.3487569 ]), array([-0.0398791 , -0.00310763]), None, None, None, 10, array([0.07637632, 0.3176806 ]), array([ 0.0398791 , -0.00310763]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.07637632 0.3176806 ] [-0.0398791 0.00310763] -0.4184212317690846 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.07637632 0.3176806 ] [-0.0398791 0.00310763] -0.4184212317690846 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-2, 1) ---- seed=70 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.8595341 0.43370097] [ 0.03378467 -0.02141486] -0.42434395908116324 BACKWARD SAMPLING FROM 1 [0.89331877 0.41228611] [ 0.03378467 -0.02141486] -0.49518079847518337 BACKWARD SAMPLING FROM -4 [0.72439543 0.5193604 ] [ 0.03378467 -0.02141486] -0.2670596822248383 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.8595341 0.43370097] [ 0.03378467 -0.02141486] -0.42434395908116324 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), None, None, None, 10, array([0.80261921, 0.21955238]), array([-0.03378467, -0.02141486]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), 5, array([0.97154255, 0.32662667]), array([-0.03378467, -0.02141486]), 10, array([0.80261921, 0.21955238]), array([-0.03378467, -0.02141486]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), 2, array([0.92710344, 0.39087125]), array([ 0.03378467, -0.02141486]), 5, array([0.97154255, 0.32662667]), array([-0.03378467, -0.02141486]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.49518079847518337 goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), 1, array([0.89331877, 0.41228611]), array([ 0.03378467, -0.02141486]), 2, array([0.92710344, 0.39087125]), array([ 0.03378467, -0.02141486]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.92710344 0.39087125] [ 0.03378467 -0.02141486] new direction: [-0.03988025 -0.00309289] reversing there [ 0.03378467 -0.02141486] making one step from [0.92710344 0.39087125] [ 0.03378467 -0.02141486] --> [0.88722319 0.38777836] [-0.03988025 -0.00309289] trying new point, [0.88722319 0.38777836] next() call None goals: [('reflect-at', 2, array([0.88722319, 0.38777836]), array([-0.03988025, -0.00309289]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 1... 9 steps to do at 1 -> [from 2, delta=9] targeting -7. goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.28146270933833795 goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), None, None, None, -7, array([0.62304142, 0.58360498]), array([ 0.03378467, -0.02141486]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 1 [0.89331877 0.41228611] [ 0.03378467 -0.02141486] -0.49518079847518337 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 1)] not done yet, continue expanding to 1... goals: [('expand-to', 1), ('sample-at', 1)] next() call -0.42434395908116324 goals: [('bisect', 0, array([0.89331877, 0.41228611]), array([-0.03378467, 0.02141486]), None, None, None, 1, array([0.8595341 , 0.43370097]), array([-0.03378467, 0.02141486]), 1), ('sample-at', 1)] bisecting ... 0 None 1 successfully went all the way in one jump! goals: [('sample-at', 1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -7 [0.62304142 0.58360498] [ 0.03378467 -0.02141486] -0.28146270933833795 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.42434395908116324 goals: [('bisect', 0, array([0.62304142, 0.58360498]), array([-0.03378467, 0.02141486]), None, None, None, -7, array([0.8595341 , 0.43370097]), array([-0.03378467, 0.02141486]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.8595341 0.43370097] [ 0.03378467 -0.02141486] -0.42434395908116324 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (0, 1) ---- seed=71 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.18557527 0.3865993 ] [ 0.01746073 -0.03598781] -0.17796556719379159 BACKWARD SAMPLING FROM 4 [0.25971764 0.3556196 ] [0.01088008 0.03849187] -0.29429788638025106 BACKWARD SAMPLING FROM -4 [0.11573234 0.53055056] [ 0.01746073 -0.03598781] -0.018363694539417472 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.18557527 0.3865993 ] [ 0.01746073 -0.03598781] -0.17796556719379159 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.18557527, 0.3865993 ]), array([ 0.01746073, -0.03598781]), None, None, None, 10, array([0.36018262, 0.02672116]), array([ 0.01746073, -0.03598781]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.18557527, 0.3865993 ]), array([ 0.01746073, -0.03598781]), 5, array([0.27287895, 0.20666023]), array([ 0.01746073, -0.03598781]), 10, array([0.36018262, 0.02672116]), array([ 0.01746073, -0.03598781]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4538641787707029 goals: [('bisect', 0, array([0.18557527, 0.3865993 ]), array([ 0.01746073, -0.03598781]), 2, array([0.22049674, 0.31462368]), array([ 0.01746073, -0.03598781]), 5, array([0.27287895, 0.20666023]), array([ 0.01746073, -0.03598781]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.22049674, 0.31462368]), array([ 0.01746073, -0.03598781]), 3, array([0.23795748, 0.27863586]), array([ 0.01746073, -0.03598781]), 5, array([0.27287895, 0.20666023]), array([ 0.01746073, -0.03598781]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.23795748 0.27863586] [ 0.01746073 -0.03598781] new direction: [0.01088008 0.03849187] reversing there [ 0.01746073 -0.03598781] making one step from [0.23795748 0.27863586] [ 0.01746073 -0.03598781] --> [0.24883756 0.31712773] [0.01088008 0.03849187] trying new point, [0.24883756 0.31712773] next() call -0.448988408430719 goals: [('reflect-at', 3, array([0.24883756, 0.31712773]), array([0.01088008, 0.03849187]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.1464931847759006 goals: [('bisect', 3, array([0.24883756, 0.31712773]), array([0.01088008, 0.03849187]), None, None, None, 10, array([0.32499811, 0.5865708 ]), array([0.01088008, 0.03849187]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.32499811 0.5865708 ] [0.01088008 0.03849187] -0.1464931847759006 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.32499811, 0.5865708 ]), array([-0.01088008, -0.03849187]), None, None, None, 10, array([0.21619732, 0.20165213]), array([-0.01088008, -0.03849187]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.17676633722018595 goals: [('bisect', 0, array([0.32499811, 0.5865708 ]), array([-0.01088008, -0.03849187]), 5, array([0.27059772, 0.39411146]), array([-0.01088008, -0.03849187]), 10, array([0.21619732, 0.20165213]), array([-0.01088008, -0.03849187]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.44898840843071885 goals: [('bisect', 5, array([0.27059772, 0.39411146]), array([-0.01088008, -0.03849187]), 7, array([0.24883756, 0.31712773]), array([-0.01088008, -0.03849187]), 10, array([0.21619732, 0.20165213]), array([-0.01088008, -0.03849187]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.24883756, 0.31712773]), array([-0.01088008, -0.03849187]), 8, array([0.23795748, 0.27863586]), array([-0.01088008, -0.03849187]), 10, array([0.21619732, 0.20165213]), array([-0.01088008, -0.03849187]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.23795748 0.27863586] [-0.01088008 -0.03849187] new direction: [-0.01746073 0.03598781] reversing there [-0.01088008 -0.03849187] making one step from [0.23795748 0.27863586] [-0.01088008 -0.03849187] --> [0.22049674 0.31462368] [-0.01746073 0.03598781] trying new point, [0.22049674 0.31462368] next() call -0.4538641787707024 goals: [('reflect-at', 8, array([0.22049674, 0.31462368]), array([-0.01746073, 0.03598781]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.17796556719379125 goals: [('bisect', 8, array([0.22049674, 0.31462368]), array([-0.01746073, 0.03598781]), None, None, None, 10, array([0.18557527, 0.3865993 ]), array([-0.01746073, 0.03598781]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.18557527 0.3865993 ] [ 0.01746073 -0.03598781] -0.17796556719379159 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.18557527 0.3865993 ] [ 0.01746073 -0.03598781] -0.17796556719379159 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-7, 0) ---- seed=72 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 BACKWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 BACKWARD SAMPLING FROM -4 [0.20355555 0.55695974] [-0.02420434 0.03184572] -0.06127258297454431 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), None, None, None, 10, array([0.13530517, 0.99720014]), array([ 0.02420434, -0.03184572]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), 5, array([0.01428348, 0.84357125]), array([0.02420434, 0.03184572]), 10, array([0.13530517, 0.99720014]), array([ 0.02420434, -0.03184572]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), 2, array([0.05832953, 0.74803408]), array([-0.02420434, 0.03184572]), 5, array([0.01428348, 0.84357125]), array([0.02420434, 0.03184572]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), 1, array([0.08253387, 0.71618836]), array([-0.02420434, 0.03184572]), 2, array([0.05832953, 0.74803408]), array([-0.02420434, 0.03184572]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.08253387 0.71618836] [-0.02420434 0.03184572] new direction: [-0.03993916 0.0022054 ] reversing there [-0.02420434 0.03184572] making one step from [0.08253387 0.71618836] [-0.02420434 0.03184572] --> [0.04259471 0.71839376] [-0.03993916 0.0022054 ] trying new point, [0.04259471 0.71839376] next() call None goals: [('reflect-at', 1, array([0.04259471, 0.71839376]), array([-0.03993916, 0.0022054 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.1834117210951967 goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), None, None, None, -9, array([0.32457724, 0.39773113]), array([-0.02420434, 0.03184572]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -9 [0.32457724 0.39773113] [-0.02420434 0.03184572] -0.1834117210951967 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.4304741024618556 goals: [('bisect', 0, array([0.32457724, 0.39773113]), array([ 0.02420434, -0.03184572]), None, None, None, -9, array([0.1067382 , 0.68434263]), array([ 0.02420434, -0.03184572]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 sampling between (0, 1) ---- seed=73 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.64268992 0.53862093] [0.02818502 0.02838318] -0.2251698677879107 BACKWARD SAMPLING FROM 4 [0.72214504 0.62997003] [-0.03328493 -0.02218362] -0.4718993295718914 BACKWARD SAMPLING FROM -4 [0.52994985 0.42508821] [0.02818502 0.02838318] -0.21057062182068897 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.64268992 0.53862093] [0.02818502 0.02838318] -0.2251698677879107 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.64268992, 0.53862093]), array([0.02818502, 0.02838318]), None, None, None, 10, array([0.92454007, 0.82245273]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.64268992, 0.53862093]), array([0.02818502, 0.02838318]), 5, array([0.78361499, 0.68053683]), array([0.02818502, 0.02838318]), 10, array([0.92454007, 0.82245273]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.3580765940944526 goals: [('bisect', 0, array([0.64268992, 0.53862093]), array([0.02818502, 0.02838318]), 2, array([0.69905995, 0.59538729]), array([0.02818502, 0.02838318]), 5, array([0.78361499, 0.68053683]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.45593173307845614 goals: [('bisect', 2, array([0.69905995, 0.59538729]), array([0.02818502, 0.02838318]), 3, array([0.72724496, 0.62377047]), array([0.02818502, 0.02838318]), 5, array([0.78361499, 0.68053683]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.72724496, 0.62377047]), array([0.02818502, 0.02838318]), 4, array([0.75542998, 0.65215365]), array([0.02818502, 0.02838318]), 5, array([0.78361499, 0.68053683]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.75542998 0.65215365] [0.02818502 0.02838318] new direction: [-0.03328493 -0.02218362] reversing there [0.02818502 0.02838318] making one step from [0.75542998 0.65215365] [0.02818502 0.02838318] --> [0.72214504 0.62997003] [-0.03328493 -0.02218362] trying new point, [0.72214504 0.62997003] next() call -0.4718993295718915 goals: [('reflect-at', 4, array([0.72214504, 0.62997003]), array([-0.03328493, -0.02218362]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.13659198800339803 goals: [('bisect', 4, array([0.72214504, 0.62997003]), array([-0.03328493, -0.02218362]), None, None, None, 10, array([0.52243544, 0.49686829]), array([-0.03328493, -0.02218362]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.52243544 0.49686829] [-0.03328493 -0.02218362] -0.13659198800339803 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.52243544, 0.49686829]), array([0.03328493, 0.02218362]), None, None, None, 10, array([0.85528478, 0.71870452]), array([0.03328493, 0.02218362]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.38248798494168457 goals: [('bisect', 0, array([0.52243544, 0.49686829]), array([0.03328493, 0.02218362]), 5, array([0.68886011, 0.6077864 ]), array([0.03328493, 0.02218362]), 10, array([0.85528478, 0.71870452]), array([0.03328493, 0.02218362]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.68886011, 0.6077864 ]), array([0.03328493, 0.02218362]), 7, array([0.75542998, 0.65215365]), array([0.03328493, 0.02218362]), 10, array([0.85528478, 0.71870452]), array([0.03328493, 0.02218362]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4718993295718915 goals: [('bisect', 5, array([0.68886011, 0.6077864 ]), array([0.03328493, 0.02218362]), 6, array([0.72214504, 0.62997003]), array([0.03328493, 0.02218362]), 7, array([0.75542998, 0.65215365]), array([0.03328493, 0.02218362]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.75542998 0.65215365] [0.03328493 0.02218362] new direction: [-0.02818502 -0.02838318] reversing there [0.03328493 0.02218362] making one step from [0.75542998 0.65215365] [0.03328493 0.02218362] --> [0.72724496 0.62377047] [-0.02818502 -0.02838318] trying new point, [0.72724496 0.62377047] next() call -0.4559317330784566 goals: [('reflect-at', 7, array([0.72724496, 0.62377047]), array([-0.02818502, -0.02838318]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2251698677879109 goals: [('bisect', 7, array([0.72724496, 0.62377047]), array([-0.02818502, -0.02838318]), None, None, None, 10, array([0.64268992, 0.53862093]), array([-0.02818502, -0.02838318]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.64268992 0.53862093] [0.02818502 0.02838318] -0.2251698677879107 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.64268992 0.53862093] [0.02818502 0.02838318] -0.2251698677879107 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: 0..7 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: 0..15 sampling between (0, 15) ---- seed=74 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.869972 0.47642782] [ 0.03934543 -0.00720676] -0.38537124082534857 BACKWARD SAMPLING FROM 4 [0.908303 0.46166811] [-0.03985264 0.00343029] -0.4308738435817587 BACKWARD SAMPLING FROM -4 [0.7125903 0.50525487] [ 0.03934543 -0.00720676] -0.2542376365289063 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.869972 0.47642782] [ 0.03934543 -0.00720676] -0.38537124082534857 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.38560758459709216 goals: [('bisect', 0, array([0.869972 , 0.47642782]), array([ 0.03934543, -0.00720676]), None, None, None, 10, array([0.73657373, 0.4043602 ]), array([-0.03934543, -0.00720676]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.73657373 0.4043602 ] [-0.03934543 -0.00720676] -0.38560758459709216 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3853712408253484 goals: [('bisect', 0, array([0.73657373, 0.4043602 ]), array([0.03934543, 0.00720676]), None, None, None, 10, array([0.869972 , 0.47642782]), array([-0.03934543, 0.00720676]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.869972 0.47642782] [ 0.03934543 -0.00720676] -0.38537124082534857 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.869972 0.47642782] [ 0.03934543 -0.00720676] -0.38537124082534857 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -14..1 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-14, 1) ---- seed=75 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.67969204 0.54427582] [0.03617356 0.01707259] -0.25549498455609526 BACKWARD SAMPLING FROM 4 [0.8243863 0.61256616] [0.03617356 0.01707259] -0.49819564920674286 BACKWARD SAMPLING FROM -4 [0.53499778 0.47598547] [0.03617356 0.01707259] -0.15032003434226449 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.67969204 0.54427582] [0.03617356 0.01707259] -0.25549498455609526 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.67969204, 0.54427582]), array([0.03617356, 0.01707259]), None, None, None, 10, array([0.95857231, 0.71500168]), array([-0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.67969204, 0.54427582]), array([0.03617356, 0.01707259]), 5, array([0.86055987, 0.62963875]), array([0.03617356, 0.01707259]), 10, array([0.95857231, 0.71500168]), array([-0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.3596546025768169 goals: [('bisect', 0, array([0.67969204, 0.54427582]), array([0.03617356, 0.01707259]), 2, array([0.75203917, 0.57842099]), array([0.03617356, 0.01707259]), 5, array([0.86055987, 0.62963875]), array([0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.42462744731562935 goals: [('bisect', 2, array([0.75203917, 0.57842099]), array([0.03617356, 0.01707259]), 3, array([0.78821274, 0.59549358]), array([0.03617356, 0.01707259]), 5, array([0.86055987, 0.62963875]), array([0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.49819564920674275 goals: [('bisect', 3, array([0.78821274, 0.59549358]), array([0.03617356, 0.01707259]), 4, array([0.8243863 , 0.61256616]), array([0.03617356, 0.01707259]), 5, array([0.86055987, 0.62963875]), array([0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.86055987 0.62963875] [0.03617356 0.01707259] new direction: [-0.01645837 -0.03645713] reversing there [0.03617356 0.01707259] making one step from [0.86055987 0.62963875] [0.03617356 0.01707259] --> [0.84410149 0.59318162] [-0.01645837 -0.03645713] trying new point, [0.84410149 0.59318162] next() call -0.4647888537624278 goals: [('reflect-at', 5, array([0.84410149, 0.59318162]), array([-0.01645837, -0.03645713]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3894210121325705 goals: [('bisect', 5, array([0.84410149, 0.59318162]), array([-0.01645837, -0.03645713]), None, None, None, 10, array([0.76180964, 0.41089599]), array([-0.01645837, -0.03645713]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.76180964 0.41089599] [-0.01645837 -0.03645713] -0.3894210121325705 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.76180964, 0.41089599]), array([0.01645837, 0.03645713]), None, None, None, 10, array([0.92639335, 0.77546725]), array([0.01645837, 0.03645713]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4647888537624278 goals: [('bisect', 0, array([0.76180964, 0.41089599]), array([0.01645837, 0.03645713]), 5, array([0.84410149, 0.59318162]), array([0.01645837, 0.03645713]), 10, array([0.92639335, 0.77546725]), array([0.01645837, 0.03645713]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.84410149, 0.59318162]), array([0.01645837, 0.03645713]), 7, array([0.87701824, 0.66609588]), array([0.01645837, 0.03645713]), 10, array([0.92639335, 0.77546725]), array([0.01645837, 0.03645713]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.84410149, 0.59318162]), array([0.01645837, 0.03645713]), 6, array([0.86055987, 0.62963875]), array([0.01645837, 0.03645713]), 7, array([0.87701824, 0.66609588]), array([0.01645837, 0.03645713]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.86055987 0.62963875] [0.01645837 0.03645713] new direction: [-0.03617356 -0.01707259] reversing there [0.01645837 0.03645713] making one step from [0.86055987 0.62963875] [0.01645837 0.03645713] --> [0.8243863 0.61256616] [-0.03617356 -0.01707259] trying new point, [0.8243863 0.61256616] next() call -0.49819564920674275 goals: [('reflect-at', 6, array([0.8243863 , 0.61256616]), array([-0.03617356, -0.01707259]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2554949845560954 goals: [('bisect', 6, array([0.8243863 , 0.61256616]), array([-0.03617356, -0.01707259]), None, None, None, 10, array([0.67969204, 0.54427582]), array([-0.03617356, -0.01707259]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.67969204 0.54427582] [0.03617356 0.01707259] -0.25549498455609526 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.67969204 0.54427582] [0.03617356 0.01707259] -0.25549498455609526 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -12..3 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-12, 3) ---- seed=76 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 BACKWARD SAMPLING FROM 4 [0.68160346 0.52744316] [0.0063244 0.03949686] -0.24170572618743733 BACKWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.65630586, 0.36945572]), array([0.0063244 , 0.03949686]), None, None, None, 10, array([0.71954987, 0.76442432]), array([0.0063244 , 0.03949686]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2926344475809864 goals: [('bisect', 0, array([0.65630586, 0.36945572]), array([0.0063244 , 0.03949686]), 5, array([0.68792786, 0.56694002]), array([0.0063244 , 0.03949686]), 10, array([0.71954987, 0.76442432]), array([0.0063244 , 0.03949686]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.68792786, 0.56694002]), array([0.0063244 , 0.03949686]), 7, array([0.70057666, 0.64593374]), array([0.0063244 , 0.03949686]), 10, array([0.71954987, 0.76442432]), array([0.0063244 , 0.03949686]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.3826032159139785 goals: [('bisect', 5, array([0.68792786, 0.56694002]), array([0.0063244 , 0.03949686]), 6, array([0.69425226, 0.60643688]), array([0.0063244 , 0.03949686]), 7, array([0.70057666, 0.64593374]), array([0.0063244 , 0.03949686]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.70057666 0.64593374] [0.0063244 0.03949686] new direction: [-0.03371121 0.02153031] reversing there [0.0063244 0.03949686] making one step from [0.70057666 0.64593374] [0.0063244 0.03949686] --> [0.66686545 0.66746405] [-0.03371121 0.02153031] trying new point, [0.66686545 0.66746405] next() call None goals: [('reflect-at', 7, array([0.66686545, 0.66746405]), array([-0.03371121, 0.02153031]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.67527906 0.4879463 ] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.69425226 0.60643688] [0.0063244 0.03949686] -0.3826032159139785 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.4283913100076723 goals: [('bisect', 0, array([0.69425226, 0.60643688]), array([-0.0063244 , -0.03949686]), None, None, None, 6, array([0.65630586, 0.36945572]), array([-0.0063244 , -0.03949686]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 sampling between (-1, 0) ---- seed=77 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.32615094 0.54106782] [-0.03291268 0.02273226] -0.07426929137401193 BACKWARD SAMPLING FROM 4 [0.19450023 0.63199687] [-0.03291268 0.02273226] -0.23670484165889305 BACKWARD SAMPLING FROM -4 [0.45780164 0.45013877] [-0.03291268 0.02273226] -0.1358679463834473 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.32615094 0.54106782] [-0.03291268 0.02273226] -0.07426929137401193 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.32615094, 0.54106782]), array([-0.03291268, 0.02273226]), None, None, None, 10, array([0.00297583, 0.76839044]), array([0.03291268, 0.02273226]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3123190738073511 goals: [('bisect', 0, array([0.32615094, 0.54106782]), array([-0.03291268, 0.02273226]), 5, array([0.16158756, 0.65472913]), array([-0.03291268, 0.02273226]), 10, array([0.00297583, 0.76839044]), array([0.03291268, 0.02273226]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.16158756, 0.65472913]), array([-0.03291268, 0.02273226]), 7, array([0.0957622 , 0.70019366]), array([-0.03291268, 0.02273226]), 10, array([0.00297583, 0.76839044]), array([0.03291268, 0.02273226]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4019354437867032 goals: [('bisect', 5, array([0.16158756, 0.65472913]), array([-0.03291268, 0.02273226]), 6, array([0.12867488, 0.67746139]), array([-0.03291268, 0.02273226]), 7, array([0.0957622 , 0.70019366]), array([-0.03291268, 0.02273226]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.0957622 0.70019366] [-0.03291268 0.02273226] new direction: [-0.01742501 -0.03600513] reversing there [-0.03291268 0.02273226] making one step from [0.0957622 0.70019366] [-0.03291268 0.02273226] --> [0.07833719 0.66418853] [-0.01742501 -0.03600513] trying new point, [0.07833719 0.66418853] next() call -0.34004177980721045 goals: [('reflect-at', 7, array([0.07833719, 0.66418853]), array([-0.01742501, -0.03600513]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.03978240947539746 goals: [('bisect', 7, array([0.07833719, 0.66418853]), array([-0.01742501, -0.03600513]), None, None, None, 10, array([0.02606217, 0.55617315]), array([-0.01742501, -0.03600513]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.02606217 0.55617315] [-0.01742501 -0.03600513] -0.03978240947539746 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.02606217, 0.55617315]), array([0.01742501, 0.03600513]), None, None, None, 10, array([0.20031226, 0.91622441]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.02606217, 0.55617315]), array([0.01742501, 0.03600513]), 5, array([0.11318721, 0.73619878]), array([0.01742501, 0.03600513]), 10, array([0.20031226, 0.91622441]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.20724246552370484 goals: [('bisect', 0, array([0.02606217, 0.55617315]), array([0.01742501, 0.03600513]), 2, array([0.06091219, 0.62818341]), array([0.01742501, 0.03600513]), 5, array([0.11318721, 0.73619878]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.34004177980721045 goals: [('bisect', 2, array([0.06091219, 0.62818341]), array([0.01742501, 0.03600513]), 3, array([0.07833719, 0.66418853]), array([0.01742501, 0.03600513]), 5, array([0.11318721, 0.73619878]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.07833719, 0.66418853]), array([0.01742501, 0.03600513]), 4, array([0.0957622 , 0.70019366]), array([0.01742501, 0.03600513]), 5, array([0.11318721, 0.73619878]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.0957622 0.70019366] [0.01742501 0.03600513] new direction: [ 0.03291268 -0.02273226] reversing there [0.01742501 0.03600513] making one step from [0.0957622 0.70019366] [0.01742501 0.03600513] --> [0.12867488 0.67746139] [ 0.03291268 -0.02273226] trying new point, [0.12867488 0.67746139] next() call -0.4019354437867037 goals: [('reflect-at', 4, array([0.12867488, 0.67746139]), array([ 0.03291268, -0.02273226]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.07426929137401214 goals: [('bisect', 4, array([0.12867488, 0.67746139]), array([ 0.03291268, -0.02273226]), None, None, None, 10, array([0.32615094, 0.54106782]), array([ 0.03291268, -0.02273226]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.32615094 0.54106782] [-0.03291268 0.02273226] -0.07426929137401193 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.32615094 0.54106782] [-0.03291268 0.02273226] -0.07426929137401193 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-3, 4) ---- seed=78 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 BACKWARD SAMPLING FROM 4 [0.05987511 0.56296374] [ 0.02701408 -0.02949982] -0.05134792603041273 BACKWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.18718326659217294 goals: [('bisect', 0, array([0.04818123, 0.68096301]), array([-0.02701408, -0.02949982]), None, None, None, 10, array([0.22195962, 0.38596484]), array([ 0.02701408, -0.02949982]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.22195962 0.38596484] [ 0.02701408 -0.02949982] -0.18718326659217294 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.41050587019281287 goals: [('bisect', 0, array([0.22195962, 0.38596484]), array([-0.02701408, 0.02949982]), None, None, None, 10, array([0.04818123, 0.68096301]), array([0.02701408, 0.02949982]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 sampling between (-1, 0) ---- seed=79 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.50066813 0.46806743] [0.01781275 0.03581488] -0.13808040243633282 BACKWARD SAMPLING FROM 4 [0.57191913 0.61132696] [0.01781275 0.03581488] -0.3184669014578434 BACKWARD SAMPLING FROM -4 [0.42941712 0.32480789] [0.01781275 0.03581488] -0.4758529786384704 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.50066813 0.46806743] [0.01781275 0.03581488] -0.13808040243633282 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.50066813, 0.46806743]), array([0.01781275, 0.03581488]), None, None, None, 10, array([0.67879563, 0.82621627]), array([0.01781275, 0.03581488]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4445258817169163 goals: [('bisect', 0, array([0.50066813, 0.46806743]), array([0.01781275, 0.03581488]), 5, array([0.58973188, 0.64714185]), array([0.01781275, 0.03581488]), 10, array([0.67879563, 0.82621627]), array([0.01781275, 0.03581488]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.58973188, 0.64714185]), array([0.01781275, 0.03581488]), 7, array([0.62535738, 0.71877161]), array([0.01781275, 0.03581488]), 10, array([0.67879563, 0.82621627]), array([0.01781275, 0.03581488]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.58973188, 0.64714185]), array([0.01781275, 0.03581488]), 6, array([0.60754463, 0.68295673]), array([0.01781275, 0.03581488]), 7, array([0.62535738, 0.71877161]), array([0.01781275, 0.03581488]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.60754463 0.68295673] [0.01781275 0.03581488] new direction: [-0.03971424 -0.00477279] reversing there [0.01781275 0.03581488] making one step from [0.60754463 0.68295673] [0.01781275 0.03581488] --> [0.56783039 0.67818395] [-0.03971424 -0.00477279] trying new point, [0.56783039 0.67818395] next() call None goals: [('reflect-at', 6, array([0.56783039, 0.67818395]), array([-0.03971424, -0.00477279]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 5... 5 steps to do at 5 -> [from 6, delta=5] targeting 1. goals: [('sample-at', 1)] target is on track, returning interpolation at 1... [0.51848088 0.50388231] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 5 [0.58973188 0.64714185] [0.01781275 0.03581488] -0.4445258817169163 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 5)] not done yet, continue expanding to 5... goals: [('expand-to', 5), ('sample-at', 5)] next() call -0.13808040243633282 goals: [('bisect', 0, array([0.58973188, 0.64714185]), array([-0.01781275, -0.03581488]), None, None, None, 5, array([0.50066813, 0.46806743]), array([-0.01781275, -0.03581488]), 1), ('sample-at', 5)] bisecting ... 0 None 5 successfully went all the way in one jump! goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.50066813 0.46806743] [0.01781275 0.03581488] -0.13808040243633282 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.50066813 0.46806743] [0.01781275 0.03581488] -0.13808040243633282 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=80 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.26986897 0.67448187] [-0.03941662 0.0068066 ] -0.41696368821130175 BACKWARD SAMPLING FROM 3 [0.1516191 0.69490167] [-0.03941662 0.0068066 ] -0.4863274153461391 BACKWARD SAMPLING FROM -4 [0.42753547 0.64725549] [-0.03941662 0.0068066 ] -0.36244551853049845 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.26986897 0.67448187] [-0.03941662 0.0068066 ] -0.41696368821130175 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.26986897, 0.67448187]), array([-0.03941662, 0.0068066 ]), None, None, None, 10, array([0.12429727, 0.74254784]), array([0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.26986897, 0.67448187]), array([-0.03941662, 0.0068066 ]), 5, array([0.07278585, 0.70851486]), array([-0.03941662, 0.0068066 ]), 10, array([0.12429727, 0.74254784]), array([0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.46049425869412336 goals: [('bisect', 0, array([0.26986897, 0.67448187]), array([-0.03941662, 0.0068066 ]), 2, array([0.19103572, 0.68809507]), array([-0.03941662, 0.0068066 ]), 5, array([0.07278585, 0.70851486]), array([-0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4863274153461391 goals: [('bisect', 2, array([0.19103572, 0.68809507]), array([-0.03941662, 0.0068066 ]), 3, array([0.1516191 , 0.69490167]), array([-0.03941662, 0.0068066 ]), 5, array([0.07278585, 0.70851486]), array([-0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.1516191 , 0.69490167]), array([-0.03941662, 0.0068066 ]), 4, array([0.11220248, 0.70170826]), array([-0.03941662, 0.0068066 ]), 5, array([0.07278585, 0.70851486]), array([-0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.11220248 0.70170826] [-0.03941662 0.0068066 ] new direction: [-0.03348855 0.02187504] reversing there [-0.03941662 0.0068066 ] making one step from [0.11220248 0.70170826] [-0.03941662 0.0068066 ] --> [0.07871393 0.7235833 ] [-0.03348855 0.02187504] trying new point, [0.07871393 0.7235833 ] next() call None goals: [('reflect-at', 4, array([0.07871393, 0.7235833 ]), array([-0.03348855, 0.02187504]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.37200718954009426 goals: [('bisect', 0, array([0.26986897, 0.67448187]), array([-0.03941662, 0.0068066 ]), None, None, None, -3, array([0.38811884, 0.65406208]), array([-0.03941662, 0.0068066 ]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.1516191 0.69490167] [-0.03941662 0.0068066 ] -0.4863274153461391 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.41696368821130175 goals: [('bisect', 0, array([0.1516191 , 0.69490167]), array([ 0.03941662, -0.0068066 ]), None, None, None, 3, array([0.26986897, 0.67448187]), array([ 0.03941662, -0.0068066 ]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.38811884 0.65406208] [-0.03941662 0.0068066 ] -0.37200718954009426 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.41696368821130175 goals: [('bisect', 0, array([0.38811884, 0.65406208]), array([ 0.03941662, -0.0068066 ]), None, None, None, -3, array([0.26986897, 0.67448187]), array([ 0.03941662, -0.0068066 ]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.26986897 0.67448187] [-0.03941662 0.0068066 ] -0.41696368821130175 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-1, 2) ---- seed=81 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.35541912 0.34084888] [-0.00924508 -0.03891694] -0.3797748752889402 BACKWARD SAMPLING FROM 4 [0.45306473 0.42098814] [0.02672267 0.02976405] -0.1806697529477702 BACKWARD SAMPLING FROM -4 [0.39239943 0.49651665] [-0.00924508 -0.03891694] -0.07714032966931968 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.35541912 0.34084888] [-0.00924508 -0.03891694] -0.3797748752889402 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.35541912, 0.34084888]), array([-0.00924508, -0.03891694]), None, None, None, 10, array([0.26296833, 0.04832056]), array([-0.00924508, 0.03891694]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.35541912, 0.34084888]), array([-0.00924508, -0.03891694]), 5, array([0.30919372, 0.14626416]), array([-0.00924508, -0.03891694]), 10, array([0.26296833, 0.04832056]), array([-0.00924508, 0.03891694]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.35541912, 0.34084888]), array([-0.00924508, -0.03891694]), 2, array([0.33692896, 0.26301499]), array([-0.00924508, -0.03891694]), 5, array([0.30919372, 0.14626416]), array([-0.00924508, -0.03891694]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.35541912, 0.34084888]), array([-0.00924508, -0.03891694]), 1, array([0.34617404, 0.30193193]), array([-0.00924508, -0.03891694]), 2, array([0.33692896, 0.26301499]), array([-0.00924508, -0.03891694]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.34617404 0.30193193] [-0.00924508 -0.03891694] new direction: [0.02672267 0.02976405] reversing there [-0.00924508 -0.03891694] making one step from [0.34617404 0.30193193] [-0.00924508 -0.03891694] --> [0.37289671 0.33169598] [0.02672267 0.02976405] trying new point, [0.37289671 0.33169598] next() call -0.42360399974910196 goals: [('reflect-at', 1, array([0.37289671, 0.33169598]), array([0.02672267, 0.02976405]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.31206365279030984 goals: [('bisect', 1, array([0.37289671, 0.33169598]), array([0.02672267, 0.02976405]), None, None, None, 10, array([0.61340077, 0.59957245]), array([0.02672267, 0.02976405]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.61340077 0.59957245] [0.02672267 0.02976405] -0.31206365279030984 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.61340077, 0.59957245]), array([-0.02672267, -0.02976405]), None, None, None, 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.1454148109358598 goals: [('bisect', 0, array([0.61340077, 0.59957245]), array([-0.02672267, -0.02976405]), 5, array([0.4797874 , 0.45075219]), array([-0.02672267, -0.02976405]), 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.23878626508728057 goals: [('bisect', 5, array([0.4797874 , 0.45075219]), array([-0.02672267, -0.02976405]), 7, array([0.42634206, 0.39122409]), array([-0.02672267, -0.02976405]), 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.31976434735439113 goals: [('bisect', 7, array([0.42634206, 0.39122409]), array([-0.02672267, -0.02976405]), 8, array([0.39961938, 0.36146004]), array([-0.02672267, -0.02976405]), 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.4236039997491018 goals: [('bisect', 8, array([0.39961938, 0.36146004]), array([-0.02672267, -0.02976405]), 9, array([0.37289671, 0.33169598]), array([-0.02672267, -0.02976405]), 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.34617404 0.30193193] [-0.02672267 -0.02976405] new direction: [0.00924508 0.03891694] reversing there [-0.02672267 -0.02976405] making one step from [0.34617404 0.30193193] [-0.02672267 -0.02976405] --> [0.35541912 0.34084888] [0.00924508 0.03891694] trying new point, [0.35541912 0.34084888] next() call -0.37977487528894 goals: [('reflect-at', 10, array([0.35541912, 0.34084888]), array([0.00924508, 0.03891694]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.35541912 0.34084888] [-0.00924508 -0.03891694] -0.3797748752889402 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.35541912 0.34084888] [-0.00924508 -0.03891694] -0.3797748752889402 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-3, 4) ---- seed=82 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.27522567 0.63923076] [ 0.00848742 -0.03908918] -0.2801896445066674 BACKWARD SAMPLING FROM 4 [0.30917537 0.48287406] [ 0.00848742 -0.03908918] -0.051460926903102756 BACKWARD SAMPLING FROM -1 [0.26673825 0.67831994] [ 0.00848742 -0.03908918] -0.433049641425479 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.27522567 0.63923076] [ 0.00848742 -0.03908918] -0.2801896445066674 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.27522567, 0.63923076]), array([ 0.00848742, -0.03908918]), None, None, None, 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.08995656502013205 goals: [('bisect', 0, array([0.27522567, 0.63923076]), array([ 0.00848742, -0.03908918]), 5, array([0.31766279, 0.44378488]), array([ 0.00848742, -0.03908918]), 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2817612222756952 goals: [('bisect', 5, array([0.31766279, 0.44378488]), array([ 0.00848742, -0.03908918]), 7, array([0.33463764, 0.36560653]), array([ 0.00848742, -0.03908918]), 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4350702414142291 goals: [('bisect', 7, array([0.33463764, 0.36560653]), array([ 0.00848742, -0.03908918]), 8, array([0.34312507, 0.32651736]), array([ 0.00848742, -0.03908918]), 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.34312507, 0.32651736]), array([ 0.00848742, -0.03908918]), 9, array([0.35161249, 0.28742818]), array([ 0.00848742, -0.03908918]), 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.35161249 0.28742818] [ 0.00848742 -0.03908918] new direction: [-0.01853685 0.03544552] reversing there [ 0.00848742 -0.03908918] making one step from [0.35161249 0.28742818] [ 0.00848742 -0.03908918] --> [0.33307564 0.32287371] [-0.01853685 0.03544552] trying new point, [0.33307564 0.32287371] next() call -0.44764123622973157 goals: [('reflect-at', 9, array([0.33307564, 0.32287371]), array([-0.01853685, 0.03544552]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3003853287532862 goals: [('bisect', 9, array([0.33307564, 0.32287371]), array([-0.01853685, 0.03544552]), None, None, None, 10, array([0.31453879, 0.35831923]), array([-0.01853685, 0.03544552]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.31453879 0.35831923] [-0.01853685 0.03544552] -0.3003853287532862 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.31453879, 0.35831923]), array([ 0.01853685, -0.03544552]), None, None, None, 10, array([0.4999073 , 0.00386399]), array([ 0.01853685, -0.03544552]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.31453879, 0.35831923]), array([ 0.01853685, -0.03544552]), 5, array([0.40722304, 0.18109161]), array([ 0.01853685, -0.03544552]), 10, array([0.4999073 , 0.00386399]), array([ 0.01853685, -0.03544552]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.31453879, 0.35831923]), array([ 0.01853685, -0.03544552]), 2, array([0.35161249, 0.28742818]), array([ 0.01853685, -0.03544552]), 5, array([0.40722304, 0.18109161]), array([ 0.01853685, -0.03544552]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.44764123622973157 goals: [('bisect', 0, array([0.31453879, 0.35831923]), array([ 0.01853685, -0.03544552]), 1, array([0.33307564, 0.32287371]), array([ 0.01853685, -0.03544552]), 2, array([0.35161249, 0.28742818]), array([ 0.01853685, -0.03544552]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.35161249 0.28742818] [ 0.01853685 -0.03544552] new direction: [-0.00848742 0.03908918] reversing there [ 0.01853685 -0.03544552] making one step from [0.35161249 0.28742818] [ 0.01853685 -0.03544552] --> [0.34312507 0.32651736] [-0.00848742 0.03908918] trying new point, [0.34312507 0.32651736] next() call -0.43507024141422934 goals: [('reflect-at', 2, array([0.34312507, 0.32651736]), array([-0.00848742, 0.03908918]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.280189644506667 goals: [('bisect', 2, array([0.34312507, 0.32651736]), array([-0.00848742, 0.03908918]), None, None, None, 10, array([0.27522567, 0.63923076]), array([-0.00848742, 0.03908918]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.27522567 0.63923076] [ 0.00848742 -0.03908918] -0.2801896445066674 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.27522567 0.63923076] [ 0.00848742 -0.03908918] -0.2801896445066674 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-1, 2) ---- seed=83 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 BACKWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 BACKWARD SAMPLING FROM -4 [0.38697777 0.59042374] [-0.03248384 0.02334096] -0.1770815538786539 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), None, None, None, 10, array([0.06779592, 0.91719719]), array([0.03248384, 0.02334096]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), 5, array([0.09462325, 0.80049239]), array([-0.03248384, 0.02334096]), 10, array([0.06779592, 0.91719719]), array([0.03248384, 0.02334096]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), 2, array([0.19207476, 0.73046951]), array([-0.03248384, 0.02334096]), 5, array([0.09462325, 0.80049239]), array([-0.03248384, 0.02334096]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), 1, array([0.22455859, 0.70712854]), array([-0.03248384, 0.02334096]), 2, array([0.19207476, 0.73046951]), array([-0.03248384, 0.02334096]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.22455859 0.70712854] [-0.03248384 0.02334096] new direction: [-0.03398668 0.02109279] reversing there [-0.03248384 0.02334096] making one step from [0.22455859 0.70712854] [-0.03248384 0.02334096] --> [0.19057191 0.72822133] [-0.03398668 0.02109279] trying new point, [0.19057191 0.72822133] next() call None goals: [('reflect-at', 1, array([0.19057191, 0.72822133]), array([-0.03398668, 0.02109279]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.15955218049839826 goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), None, None, None, -9, array([0.54939694, 0.47371893]), array([-0.03248384, 0.02334096]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -9 [0.54939694 0.47371893] [-0.03248384 0.02334096] -0.15955218049839826 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.4552588508048801 goals: [('bisect', 0, array([0.54939694, 0.47371893]), array([ 0.03248384, -0.02334096]), None, None, None, -9, array([0.25704243, 0.68378758]), array([ 0.03248384, -0.02334096]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 sampling between (0, 1) ---- seed=84 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.04604099 0.37024232] [-0.03477044 -0.01977415] -0.2115230931353383 BACKWARD SAMPLING FROM 4 [0.0588575 0.31191846] [-0.03418324 0.02077272] -0.44391544728722315 BACKWARD SAMPLING FROM -4 [0.18512274 0.4493389 ] [-0.03477044 -0.01977415] -0.049217056098525905 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.04604099 0.37024232] [-0.03477044 -0.01977415] -0.2115230931353383 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.04604099, 0.37024232]), array([-0.03477044, -0.01977415]), None, None, None, 10, array([0.30166336, 0.17250086]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.04604099, 0.37024232]), array([-0.03477044, -0.01977415]), 5, array([0.12781118, 0.27137159]), array([ 0.03477044, -0.01977415]), 10, array([0.30166336, 0.17250086]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.35858253304774335 goals: [('bisect', 0, array([0.04604099, 0.37024232]), array([-0.03477044, -0.01977415]), 2, array([0.02349988, 0.33069403]), array([ 0.03477044, -0.01977415]), 5, array([0.12781118, 0.27137159]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4485888583524455 goals: [('bisect', 2, array([0.02349988, 0.33069403]), array([ 0.03477044, -0.01977415]), 3, array([0.05827031, 0.31091988]), array([ 0.03477044, -0.01977415]), 5, array([0.12781118, 0.27137159]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.05827031, 0.31091988]), array([ 0.03477044, -0.01977415]), 4, array([0.09304075, 0.29114574]), array([ 0.03477044, -0.01977415]), 5, array([0.12781118, 0.27137159]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.09304075 0.29114574] [ 0.03477044 -0.01977415] new direction: [-0.03418324 0.02077272] reversing there [ 0.03477044 -0.01977415] making one step from [0.09304075 0.29114574] [ 0.03477044 -0.01977415] --> [0.0588575 0.31191846] [-0.03418324 0.02077272] trying new point, [0.0588575 0.31191846] next() call -0.44391544728722315 goals: [('reflect-at', 4, array([0.0588575 , 0.31191846]), array([-0.03418324, 0.02077272]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.061009567312184945 goals: [('bisect', 4, array([0.0588575 , 0.31191846]), array([-0.03418324, 0.02077272]), None, None, None, 10, array([0.14624196, 0.43655477]), array([0.03418324, 0.02077272]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.14624196 0.43655477] [0.03418324 0.02077272] -0.061009567312184945 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.14624196, 0.43655477]), array([-0.03418324, -0.02077272]), None, None, None, 10, array([0.19559048, 0.22882758]), array([ 0.03418324, -0.02077272]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3502074482867989 goals: [('bisect', 0, array([0.14624196, 0.43655477]), array([-0.03418324, -0.02077272]), 5, array([0.02467426, 0.33269117]), array([ 0.03418324, -0.02077272]), 10, array([0.19559048, 0.22882758]), array([ 0.03418324, -0.02077272]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.02467426, 0.33269117]), array([ 0.03418324, -0.02077272]), 7, array([0.09304075, 0.29114574]), array([ 0.03418324, -0.02077272]), 10, array([0.19559048, 0.22882758]), array([ 0.03418324, -0.02077272]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.44391544728722293 goals: [('bisect', 5, array([0.02467426, 0.33269117]), array([ 0.03418324, -0.02077272]), 6, array([0.0588575 , 0.31191846]), array([ 0.03418324, -0.02077272]), 7, array([0.09304075, 0.29114574]), array([ 0.03418324, -0.02077272]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.09304075 0.29114574] [ 0.03418324 -0.02077272] new direction: [-0.03477044 0.01977415] reversing there [ 0.03418324 -0.02077272] making one step from [0.09304075 0.29114574] [ 0.03418324 -0.02077272] --> [0.05827031 0.31091988] [-0.03477044 0.01977415] trying new point, [0.05827031 0.31091988] next() call -0.4485888583524455 goals: [('reflect-at', 7, array([0.05827031, 0.31091988]), array([-0.03477044, 0.01977415]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2115230931353383 goals: [('bisect', 7, array([0.05827031, 0.31091988]), array([-0.03477044, 0.01977415]), None, None, None, 10, array([0.04604099, 0.37024232]), array([0.03477044, 0.01977415]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.04604099 0.37024232] [-0.03477044 -0.01977415] -0.2115230931353383 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.04604099 0.37024232] [-0.03477044 -0.01977415] -0.2115230931353383 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-6, 1) ---- seed=85 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.62037381 0.50895307] [0.03756862 0.01373314] -0.19343380286879597 BACKWARD SAMPLING FROM 4 [0.77064828 0.56388562] [0.03756862 0.01373314] -0.3479665415854334 BACKWARD SAMPLING FROM -4 [0.47009935 0.45402052] [0.03756862 0.01373314] -0.13692311038869834 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.62037381 0.50895307] [0.03756862 0.01373314] -0.19343380286879597 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.62037381, 0.50895307]), array([0.03756862, 0.01373314]), None, None, None, 10, array([0.99605998, 0.64628445]), array([0.03756862, 0.01373314]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4019156709890521 goals: [('bisect', 0, array([0.62037381, 0.50895307]), array([0.03756862, 0.01373314]), 5, array([0.8082169 , 0.57761876]), array([0.03756862, 0.01373314]), 10, array([0.99605998, 0.64628445]), array([0.03756862, 0.01373314]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.8082169 , 0.57761876]), array([0.03756862, 0.01373314]), 7, array([0.88335413, 0.60508503]), array([0.03756862, 0.01373314]), 10, array([0.99605998, 0.64628445]), array([0.03756862, 0.01373314]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4619911782824545 goals: [('bisect', 5, array([0.8082169 , 0.57761876]), array([0.03756862, 0.01373314]), 6, array([0.84578551, 0.5913519 ]), array([0.03756862, 0.01373314]), 7, array([0.88335413, 0.60508503]), array([0.03756862, 0.01373314]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.88335413 0.60508503] [0.03756862 0.01373314] new direction: [-0.01499532 -0.03708288] reversing there [0.03756862 0.01373314] making one step from [0.88335413 0.60508503] [0.03756862 0.01373314] --> [0.86835881 0.56800215] [-0.01499532 -0.03708288] trying new point, [0.86835881 0.56800215] next() call -0.43482716294154355 goals: [('reflect-at', 7, array([0.86835881, 0.56800215]), array([-0.01499532, -0.03708288]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3623496671674091 goals: [('bisect', 7, array([0.86835881, 0.56800215]), array([-0.01499532, -0.03708288]), None, None, None, 10, array([0.82337284, 0.4567535 ]), array([-0.01499532, -0.03708288]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.82337284 0.4567535 ] [-0.01499532 -0.03708288] -0.3623496671674091 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.82337284, 0.4567535 ]), array([0.01499532, 0.03708288]), None, None, None, 10, array([0.97332606, 0.82758234]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.82337284, 0.4567535 ]), array([0.01499532, 0.03708288]), 5, array([0.89834945, 0.64216792]), array([0.01499532, 0.03708288]), 10, array([0.97332606, 0.82758234]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.37606463005047236 goals: [('bisect', 0, array([0.82337284, 0.4567535 ]), array([0.01499532, 0.03708288]), 2, array([0.85336348, 0.53091927]), array([0.01499532, 0.03708288]), 5, array([0.89834945, 0.64216792]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.43482716294154355 goals: [('bisect', 2, array([0.85336348, 0.53091927]), array([0.01499532, 0.03708288]), 3, array([0.86835881, 0.56800215]), array([0.01499532, 0.03708288]), 5, array([0.89834945, 0.64216792]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.86835881, 0.56800215]), array([0.01499532, 0.03708288]), 4, array([0.88335413, 0.60508503]), array([0.01499532, 0.03708288]), 5, array([0.89834945, 0.64216792]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.88335413 0.60508503] [0.01499532 0.03708288] new direction: [-0.03756862 -0.01373314] reversing there [0.01499532 0.03708288] making one step from [0.88335413 0.60508503] [0.01499532 0.03708288] --> [0.84578551 0.5913519 ] [-0.03756862 -0.01373314] trying new point, [0.84578551 0.5913519 ] next() call -0.4619911782824549 goals: [('reflect-at', 4, array([0.84578551, 0.5913519 ]), array([-0.03756862, -0.01373314]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.19343380286879602 goals: [('bisect', 4, array([0.84578551, 0.5913519 ]), array([-0.03756862, -0.01373314]), None, None, None, 10, array([0.62037381, 0.50895307]), array([-0.03756862, -0.01373314]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.62037381 0.50895307] [0.03756862 0.01373314] -0.19343380286879597 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.62037381 0.50895307] [0.03756862 0.01373314] -0.19343380286879597 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-4, 3) ---- seed=86 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.22742677 0.66408196] [-0.00019397 0.03999953] -0.36239760340403976 BACKWARD SAMPLING FROM 4 [0.22997871 0.54410506] [ 0.00068648 -0.03999411] -0.05076080590070252 BACKWARD SAMPLING FROM -4 [0.22820267 0.50408385] [-0.00019397 0.03999953] -0.026246700683537846 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.22742677 0.66408196] [-0.00019397 0.03999953] -0.36239760340403976 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.22742677, 0.66408196]), array([-0.00019397, 0.03999953]), None, None, None, 10, array([0.22548702, 0.93592274]), array([-0.00019397, -0.03999953]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.22742677, 0.66408196]), array([-0.00019397, 0.03999953]), 5, array([0.22645689, 0.86407961]), array([-0.00019397, 0.03999953]), 10, array([0.22548702, 0.93592274]), array([-0.00019397, -0.03999953]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.22742677, 0.66408196]), array([-0.00019397, 0.03999953]), 2, array([0.22703882, 0.74408102]), array([-0.00019397, 0.03999953]), 5, array([0.22645689, 0.86407961]), array([-0.00019397, 0.03999953]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.22742677, 0.66408196]), array([-0.00019397, 0.03999953]), 1, array([0.22723279, 0.70408149]), array([-0.00019397, 0.03999953]), 2, array([0.22703882, 0.74408102]), array([-0.00019397, 0.03999953]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.22723279 0.70408149] [-0.00019397 0.03999953] new direction: [ 0.00068648 -0.03999411] reversing there [-0.00019397 0.03999953] making one step from [0.22723279 0.70408149] [-0.00019397 0.03999953] --> [0.22791927 0.66408738] [ 0.00068648 -0.03999411] trying new point, [0.22791927 0.66408738] next() call -0.362531970289674 goals: [('reflect-at', 1, array([0.22791927, 0.66408738]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 1, array([0.22791927, 0.66408738]), array([ 0.00068648, -0.03999411]), None, None, None, 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 1 None 10 continue bisect at 5 next() call -0.026814464192513657 goals: [('bisect', 1, array([0.22791927, 0.66408738]), array([ 0.00068648, -0.03999411]), 5, array([0.23066519, 0.50411095]), array([ 0.00068648, -0.03999411]), 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 1 5 10 continue bisect at 7 next() call -0.09888785040833842 goals: [('bisect', 5, array([0.23066519, 0.50411095]), array([ 0.00068648, -0.03999411]), 7, array([0.23203815, 0.42412273]), array([ 0.00068648, -0.03999411]), 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.19490757833235206 goals: [('bisect', 7, array([0.23203815, 0.42412273]), array([ 0.00068648, -0.03999411]), 8, array([0.23272463, 0.38412862]), array([ 0.00068648, -0.03999411]), 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.33091599613376643 goals: [('bisect', 8, array([0.23272463, 0.38412862]), array([ 0.00068648, -0.03999411]), 9, array([0.23341111, 0.34413451]), array([ 0.00068648, -0.03999411]), 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.23409759 0.3041404 ] [ 0.00068648 -0.03999411] new direction: [0.03260973 0.02316475] reversing there [ 0.00068648 -0.03999411] making one step from [0.23409759 0.3041404 ] [ 0.00068648 -0.03999411] --> [0.26670732 0.32730515] [0.03260973 0.02316475] trying new point, [0.26670732 0.32730515] next() call -0.4083602779624293 goals: [('reflect-at', 10, array([0.26670732, 0.32730515]), array([0.03260973, 0.02316475]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.26670732 0.32730515] [0.03260973 0.02316475] -0.4083602779624293 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.26670732, 0.32730515]), array([-0.03260973, -0.02316475]), None, None, None, 10, array([0.05938997, 0.09565768]), array([ 0.03260973, -0.02316475]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.26670732, 0.32730515]), array([-0.03260973, -0.02316475]), 5, array([0.10365867, 0.21148142]), array([-0.03260973, -0.02316475]), 10, array([0.05938997, 0.09565768]), array([ 0.03260973, -0.02316475]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.26670732, 0.32730515]), array([-0.03260973, -0.02316475]), 2, array([0.20148786, 0.28097566]), array([-0.03260973, -0.02316475]), 5, array([0.10365867, 0.21148142]), array([-0.03260973, -0.02316475]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.26670732, 0.32730515]), array([-0.03260973, -0.02316475]), 1, array([0.23409759, 0.3041404 ]), array([-0.03260973, -0.02316475]), 2, array([0.20148786, 0.28097566]), array([-0.03260973, -0.02316475]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.23409759 0.3041404 ] [-0.03260973 -0.02316475] new direction: [-0.00068648 0.03999411] reversing there [-0.03260973 -0.02316475] making one step from [0.23409759 0.3041404 ] [-0.03260973 -0.02316475] --> [0.23341111 0.34413451] [-0.00068648 0.03999411] trying new point, [0.23341111 0.34413451] next() call -0.33091599613376643 goals: [('reflect-at', 1, array([0.23341111, 0.34413451]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 1, array([0.23341111, 0.34413451]), array([-0.00068648, 0.03999411]), None, None, None, 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 1 None 10 continue bisect at 5 next() call -0.026814464192513682 goals: [('bisect', 1, array([0.23341111, 0.34413451]), array([-0.00068648, 0.03999411]), 5, array([0.23066519, 0.50411095]), array([-0.00068648, 0.03999411]), 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 1 5 10 continue bisect at 7 next() call -0.11469583748629265 goals: [('bisect', 5, array([0.23066519, 0.50411095]), array([-0.00068648, 0.03999411]), 7, array([0.22929223, 0.58409917]), array([-0.00068648, 0.03999411]), 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.21861955894928337 goals: [('bisect', 7, array([0.22929223, 0.58409917]), array([-0.00068648, 0.03999411]), 8, array([0.22860575, 0.62409328]), array([-0.00068648, 0.03999411]), 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.3625319702896749 goals: [('bisect', 8, array([0.22860575, 0.62409328]), array([-0.00068648, 0.03999411]), 9, array([0.22791927, 0.66408738]), array([-0.00068648, 0.03999411]), 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.22723279 0.70408149] [-0.00068648 0.03999411] new direction: [ 0.00019397 -0.03999953] reversing there [-0.00068648 0.03999411] making one step from [0.22723279 0.70408149] [-0.00068648 0.03999411] --> [0.22742677 0.66408196] [ 0.00019397 -0.03999953] trying new point, [0.22742677 0.66408196] next() call -0.36239760340404076 goals: [('reflect-at', 10, array([0.22742677, 0.66408196]), array([ 0.00019397, -0.03999953]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.22742677 0.66408196] [-0.00019397 0.03999953] -0.36239760340403976 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.22742677 0.66408196] [-0.00019397 0.03999953] -0.36239760340403976 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 sampling between (0, 3) ---- seed=87 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.18291099 0.36246153] [ 0.03905665 -0.00863586] -0.25318859507313624 BACKWARD SAMPLING FROM 4 [0.3391376 0.32791809] [ 0.03905665 -0.00863586] -0.42765944711127135 BACKWARD SAMPLING FROM -4 [0.02668439 0.39700497] [ 0.03905665 -0.00863586] -0.13295572584667534 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.18291099 0.36246153] [ 0.03905665 -0.00863586] -0.25318859507313624 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.18291099, 0.36246153]), array([ 0.03905665, -0.00863586]), None, None, None, 10, array([0.5734775 , 0.27610293]), array([ 0.03905665, -0.00863586]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4797518449351289 goals: [('bisect', 0, array([0.18291099, 0.36246153]), array([ 0.03905665, -0.00863586]), 5, array([0.37819425, 0.31928223]), array([ 0.03905665, -0.00863586]), 10, array([0.5734775 , 0.27610293]), array([ 0.03905665, -0.00863586]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.37819425, 0.31928223]), array([ 0.03905665, -0.00863586]), 7, array([0.45630755, 0.30201051]), array([ 0.03905665, -0.00863586]), 10, array([0.5734775 , 0.27610293]), array([ 0.03905665, -0.00863586]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.37819425, 0.31928223]), array([ 0.03905665, -0.00863586]), 6, array([0.4172509 , 0.31064637]), array([ 0.03905665, -0.00863586]), 7, array([0.45630755, 0.30201051]), array([ 0.03905665, -0.00863586]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.4172509 0.31064637] [ 0.03905665 -0.00863586] new direction: [-0.03724409 0.01459033] reversing there [ 0.03905665 -0.00863586] making one step from [0.4172509 0.31064637] [ 0.03905665 -0.00863586] --> [0.3800068 0.3252367] [-0.03724409 0.01459033] trying new point, [0.3800068 0.3252367] next() call -0.45398023973187507 goals: [('reflect-at', 6, array([0.3800068, 0.3252367]), array([-0.03724409, 0.01459033]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.19605535574242375 goals: [('bisect', 6, array([0.3800068, 0.3252367]), array([-0.03724409, 0.01459033]), None, None, None, 10, array([0.23103043, 0.383598 ]), array([-0.03724409, 0.01459033]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.23103043 0.383598 ] [-0.03724409 0.01459033] -0.19605535574242375 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.23103043, 0.383598 ]), array([ 0.03724409, -0.01459033]), None, None, None, 10, array([0.60347136, 0.23769474]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.23103043, 0.383598 ]), array([ 0.03724409, -0.01459033]), 5, array([0.4172509 , 0.31064637]), array([ 0.03724409, -0.01459033]), 10, array([0.60347136, 0.23769474]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.3115996729727667 goals: [('bisect', 0, array([0.23103043, 0.383598 ]), array([ 0.03724409, -0.01459033]), 2, array([0.30551862, 0.35441735]), array([ 0.03724409, -0.01459033]), 5, array([0.4172509 , 0.31064637]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.37943542516122514 goals: [('bisect', 2, array([0.30551862, 0.35441735]), array([ 0.03724409, -0.01459033]), 3, array([0.34276271, 0.33982702]), array([ 0.03724409, -0.01459033]), 5, array([0.4172509 , 0.31064637]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.45398023973187507 goals: [('bisect', 3, array([0.34276271, 0.33982702]), array([ 0.03724409, -0.01459033]), 4, array([0.3800068, 0.3252367]), array([ 0.03724409, -0.01459033]), 5, array([0.4172509 , 0.31064637]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.4172509 0.31064637] [ 0.03724409 -0.01459033] new direction: [-0.03905665 0.00863586] reversing there [ 0.03724409 -0.01459033] making one step from [0.4172509 0.31064637] [ 0.03724409 -0.01459033] --> [0.37819425 0.31928223] [-0.03905665 0.00863586] trying new point, [0.37819425 0.31928223] next() call -0.4797518449351292 goals: [('reflect-at', 5, array([0.37819425, 0.31928223]), array([-0.03905665, 0.00863586]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.25318859507313635 goals: [('bisect', 5, array([0.37819425, 0.31928223]), array([-0.03905665, 0.00863586]), None, None, None, 10, array([0.18291099, 0.36246153]), array([-0.03905665, 0.00863586]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.18291099 0.36246153] [ 0.03905665 -0.00863586] -0.25318859507313624 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.18291099 0.36246153] [ 0.03905665 -0.00863586] -0.25318859507313624 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-2, 1) ---- seed=88 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.64755105 0.50714969] [ 0.00604104 -0.03954119] -0.21030015627840412 BACKWARD SAMPLING FROM 3 [0.66567418 0.38852612] [ 0.00604104 -0.03954119] -0.3768913954170837 BACKWARD SAMPLING FROM -3 [0.62942792 0.62577326] [ 0.00604104 -0.03954119] -0.39582616718099384 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.64755105 0.50714969] [ 0.00604104 -0.03954119] -0.21030015627840412 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.64755105, 0.50714969]), array([ 0.00604104, -0.03954119]), None, None, None, 10, array([0.70796149, 0.11173778]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.64755105, 0.50714969]), array([ 0.00604104, -0.03954119]), 5, array([0.67775627, 0.30944373]), array([ 0.00604104, -0.03954119]), 10, array([0.70796149, 0.11173778]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.28223684347738265 goals: [('bisect', 0, array([0.64755105, 0.50714969]), array([ 0.00604104, -0.03954119]), 2, array([0.65963314, 0.42806731]), array([ 0.00604104, -0.03954119]), 5, array([0.67775627, 0.30944373]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.3768913954170836 goals: [('bisect', 2, array([0.65963314, 0.42806731]), array([ 0.00604104, -0.03954119]), 3, array([0.66567418, 0.38852612]), array([ 0.00604104, -0.03954119]), 5, array([0.67775627, 0.30944373]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.66567418, 0.38852612]), array([ 0.00604104, -0.03954119]), 4, array([0.67171523, 0.34898492]), array([ 0.00604104, -0.03954119]), 5, array([0.67775627, 0.30944373]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.67171523 0.34898492] [ 0.00604104 -0.03954119] new direction: [-0.03138488 -0.02479897] reversing there [ 0.00604104 -0.03954119] making one step from [0.67171523 0.34898492] [ 0.00604104 -0.03954119] --> [0.64033034 0.32418595] [-0.03138488 -0.02479897] trying new point, [0.64033034 0.32418595] next() call None goals: [('reflect-at', 4, array([0.64033034, 0.32418595]), array([-0.03138488, -0.02479897]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.3958261671809942 goals: [('bisect', 0, array([0.64755105, 0.50714969]), array([ 0.00604104, -0.03954119]), None, None, None, -3, array([0.62942792, 0.62577326]), array([ 0.00604104, -0.03954119]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.66567418 0.38852612] [ 0.00604104 -0.03954119] -0.3768913954170836 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.21030015627840412 goals: [('bisect', 0, array([0.66567418, 0.38852612]), array([-0.00604104, 0.03954119]), None, None, None, 3, array([0.64755105, 0.50714969]), array([-0.00604104, 0.03954119]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.62942792 0.62577326] [ 0.00604104 -0.03954119] -0.3958261671809942 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.21030015627840412 goals: [('bisect', 0, array([0.62942792, 0.62577326]), array([-0.00604104, 0.03954119]), None, None, None, -3, array([0.64755105, 0.50714969]), array([-0.00604104, 0.03954119]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.64755105 0.50714969] [ 0.00604104 -0.03954119] -0.21030015627840412 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (0, 3) ---- seed=89 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.15259523 0.48024773] [ 0.01413523 -0.03741918] -0.016519553788509094 BACKWARD SAMPLING FROM 4 [0.20913614 0.33057099] [ 0.01413523 -0.03741918] -0.38069631886308075 BACKWARD SAMPLING FROM -4 [0.09605432 0.62992447] [ 0.01413523 -0.03741918] -0.21561781084839587 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.15259523 0.48024773] [ 0.01413523 -0.03741918] -0.016519553788509094 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.15259523, 0.48024773]), array([ 0.01413523, -0.03741918]), None, None, None, 10, array([0.29394749, 0.10605589]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.15259523, 0.48024773]), array([ 0.01413523, -0.03741918]), 5, array([0.22327136, 0.29315181]), array([ 0.01413523, -0.03741918]), 10, array([0.29394749, 0.10605589]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.12819855855898762 goals: [('bisect', 0, array([0.15259523, 0.48024773]), array([ 0.01413523, -0.03741918]), 2, array([0.18086568, 0.40540936]), array([ 0.01413523, -0.03741918]), 5, array([0.22327136, 0.29315181]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.23684509426933237 goals: [('bisect', 2, array([0.18086568, 0.40540936]), array([ 0.01413523, -0.03741918]), 3, array([0.19500091, 0.36799018]), array([ 0.01413523, -0.03741918]), 5, array([0.22327136, 0.29315181]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.38069631886308075 goals: [('bisect', 3, array([0.19500091, 0.36799018]), array([ 0.01413523, -0.03741918]), 4, array([0.20913614, 0.33057099]), array([ 0.01413523, -0.03741918]), 5, array([0.22327136, 0.29315181]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.22327136 0.29315181] [ 0.01413523 -0.03741918] new direction: [-0.03612676 0.0171714 ] reversing there [ 0.01413523 -0.03741918] making one step from [0.22327136 0.29315181] [ 0.01413523 -0.03741918] --> [0.1871446 0.31032321] [-0.03612676 0.0171714 ] trying new point, [0.1871446 0.31032321] next() call -0.4672276162885456 goals: [('reflect-at', 5, array([0.1871446 , 0.31032321]), array([-0.03612676, 0.0171714 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.1347530535350057 goals: [('bisect', 5, array([0.1871446 , 0.31032321]), array([-0.03612676, 0.0171714 ]), None, None, None, 10, array([0.00651078, 0.39618021]), array([-0.03612676, 0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.00651078 0.39618021] [-0.03612676 0.0171714 ] -0.1347530535350057 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.00651078, 0.39618021]), array([ 0.03612676, -0.0171714 ]), None, None, None, 10, array([0.36777841, 0.22446621]), array([ 0.03612676, -0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4672276162885456 goals: [('bisect', 0, array([0.00651078, 0.39618021]), array([ 0.03612676, -0.0171714 ]), 5, array([0.1871446 , 0.31032321]), array([ 0.03612676, -0.0171714 ]), 10, array([0.36777841, 0.22446621]), array([ 0.03612676, -0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.1871446 , 0.31032321]), array([ 0.03612676, -0.0171714 ]), 7, array([0.25939812, 0.27598041]), array([ 0.03612676, -0.0171714 ]), 10, array([0.36777841, 0.22446621]), array([ 0.03612676, -0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.1871446 , 0.31032321]), array([ 0.03612676, -0.0171714 ]), 6, array([0.22327136, 0.29315181]), array([ 0.03612676, -0.0171714 ]), 7, array([0.25939812, 0.27598041]), array([ 0.03612676, -0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.22327136 0.29315181] [ 0.03612676 -0.0171714 ] new direction: [-0.01413523 0.03741918] reversing there [ 0.03612676 -0.0171714 ] making one step from [0.22327136 0.29315181] [ 0.03612676 -0.0171714 ] --> [0.20913614 0.33057099] [-0.01413523 0.03741918] trying new point, [0.20913614 0.33057099] next() call -0.3806963188630805 goals: [('reflect-at', 6, array([0.20913614, 0.33057099]), array([-0.01413523, 0.03741918]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.016519553788509094 goals: [('bisect', 6, array([0.20913614, 0.33057099]), array([-0.01413523, 0.03741918]), None, None, None, 10, array([0.15259523, 0.48024773]), array([-0.01413523, 0.03741918]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.15259523 0.48024773] [ 0.01413523 -0.03741918] -0.016519553788509094 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.15259523 0.48024773] [ 0.01413523 -0.03741918] -0.016519553788509094 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-1, 2) ---- seed=90 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.33405116 0.64459187] [-0.03949695 0.00632385] -0.31713020215676097 BACKWARD SAMPLING FROM 4 [0.17606336 0.66988726] [-0.03949695 0.00632385] -0.37627016306758043 BACKWARD SAMPLING FROM -4 [0.49203895 0.61929648] [-0.03949695 0.00632385] -0.2989468009164582 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.33405116 0.64459187] [-0.03949695 0.00632385] -0.31713020215676097 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.33405116, 0.64459187]), array([-0.03949695, 0.00632385]), None, None, None, 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3974546157438025 goals: [('bisect', 0, array([0.33405116, 0.64459187]), array([-0.03949695, 0.00632385]), 5, array([0.13656641, 0.67621111]), array([-0.03949695, 0.00632385]), 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.4475028760344699 goals: [('bisect', 5, array([0.13656641, 0.67621111]), array([-0.03949695, 0.00632385]), 7, array([0.05757252, 0.6888588 ]), array([-0.03949695, 0.00632385]), 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4763666836489148 goals: [('bisect', 7, array([0.05757252, 0.6888588 ]), array([-0.03949695, 0.00632385]), 8, array([0.01807557, 0.69518265]), array([-0.03949695, 0.00632385]), 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.01807557, 0.69518265]), array([-0.03949695, 0.00632385]), 9, array([0.02142138, 0.70150649]), array([0.03949695, 0.00632385]), 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.02142138 0.70150649] [0.03949695 0.00632385] new direction: [-0.02643714 0.03001795] reversing there [0.03949695 0.00632385] making one step from [0.02142138 0.70150649] [0.03949695 0.00632385] --> [0.00501576 0.73152444] [0.02643714 0.03001795] trying new point, [0.00501576 0.73152444] next() call None goals: [('reflect-at', 9, array([0.00501576, 0.73152444]), array([0.02643714, 0.03001795]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 8... 2 steps to do at 8 -> [from 9, delta=2] targeting 7. goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 8 [0.01807557 0.69518265] [-0.03949695 0.00632385] -0.4763666836489148 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 8)] not done yet, continue expanding to 8... goals: [('expand-to', 8), ('sample-at', 8)] next() call -0.31713020215676097 goals: [('bisect', 0, array([0.01807557, 0.69518265]), array([ 0.03949695, -0.00632385]), None, None, None, 8, array([0.33405116, 0.64459187]), array([ 0.03949695, -0.00632385]), 1), ('sample-at', 8)] bisecting ... 0 None 8 successfully went all the way in one jump! goals: [('sample-at', 8)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.33405116 0.64459187] [-0.03949695 0.00632385] -0.31713020215676097 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.33405116 0.64459187] [-0.03949695 0.00632385] -0.31713020215676097 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -11..4 NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd sampling between (-11, 4) ---- seed=91 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.2010036 0.32902047] [-0.03987224 -0.00319445] -0.38562623380806715 BACKWARD SAMPLING FROM 4 [0.04151464 0.31624266] [-0.03987224 -0.00319445] -0.42294623725634856 BACKWARD SAMPLING FROM -4 [0.36049255 0.34179827] [-0.03987224 -0.00319445] -0.37782476710495483 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.2010036 0.32902047] [-0.03987224 -0.00319445] -0.38562623380806715 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.2010036 , 0.32902047]), array([-0.03987224, -0.00319445]), None, None, None, 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.43688850948485125 goals: [('bisect', 0, array([0.2010036 , 0.32902047]), array([-0.03987224, -0.00319445]), 5, array([0.0016424 , 0.31304821]), array([-0.03987224, -0.00319445]), 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.47030777958157655 goals: [('bisect', 5, array([0.0016424 , 0.31304821]), array([-0.03987224, -0.00319445]), 7, array([0.07810208, 0.3066593 ]), array([ 0.03987224, -0.00319445]), 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.48978477744979876 goals: [('bisect', 7, array([0.07810208, 0.3066593 ]), array([ 0.03987224, -0.00319445]), 8, array([0.11797432, 0.30346485]), array([ 0.03987224, -0.00319445]), 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.11797432, 0.30346485]), array([ 0.03987224, -0.00319445]), 9, array([0.15784656, 0.3002704 ]), array([ 0.03987224, -0.00319445]), 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.15784656 0.3002704 ] [ 0.03987224 -0.00319445] new direction: [0.02906527 0.02748108] reversing there [ 0.03987224 -0.00319445] making one step from [0.15784656 0.3002704 ] [ 0.03987224 -0.00319445] --> [0.18691183 0.32775148] [0.02906527 0.02748108] trying new point, [0.18691183 0.32775148] next() call -0.38833742025683327 goals: [('reflect-at', 9, array([0.18691183, 0.32775148]), array([0.02906527, 0.02748108]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.28529319268566455 goals: [('bisect', 9, array([0.18691183, 0.32775148]), array([0.02906527, 0.02748108]), None, None, None, 10, array([0.21597711, 0.35523256]), array([0.02906527, 0.02748108]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.21597711 0.35523256] [0.02906527 0.02748108] -0.28529319268566455 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.21597711, 0.35523256]), array([-0.02906527, -0.02748108]), None, None, None, 10, array([0.07467563, 0.08042175]), array([ 0.02906527, -0.02748108]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.21597711, 0.35523256]), array([-0.02906527, -0.02748108]), 5, array([0.07065074, 0.21782716]), array([-0.02906527, -0.02748108]), 10, array([0.07467563, 0.08042175]), array([ 0.02906527, -0.02748108]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.21597711, 0.35523256]), array([-0.02906527, -0.02748108]), 2, array([0.15784656, 0.3002704 ]), array([-0.02906527, -0.02748108]), 5, array([0.07065074, 0.21782716]), array([-0.02906527, -0.02748108]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.38833742025683327 goals: [('bisect', 0, array([0.21597711, 0.35523256]), array([-0.02906527, -0.02748108]), 1, array([0.18691183, 0.32775148]), array([-0.02906527, -0.02748108]), 2, array([0.15784656, 0.3002704 ]), array([-0.02906527, -0.02748108]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.15784656 0.3002704 ] [-0.02906527 -0.02748108] new direction: [-0.03987224 0.00319445] reversing there [-0.02906527 -0.02748108] making one step from [0.15784656 0.3002704 ] [-0.02906527 -0.02748108] --> [0.11797432 0.30346485] [-0.03987224 0.00319445] trying new point, [0.11797432 0.30346485] next() call -0.4897847774497991 goals: [('reflect-at', 2, array([0.11797432, 0.30346485]), array([-0.03987224, 0.00319445]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3856262338080673 goals: [('bisect', 2, array([0.11797432, 0.30346485]), array([-0.03987224, 0.00319445]), None, None, None, 10, array([0.2010036 , 0.32902047]), array([0.03987224, 0.00319445]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.2010036 0.32902047] [-0.03987224 -0.00319445] -0.38562623380806715 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.2010036 0.32902047] [-0.03987224 -0.00319445] -0.38562623380806715 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (0, 3) ---- seed=92 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.42472813 0.47886965] [-0.0004355 -0.03999763] -0.09577814063769932 BACKWARD SAMPLING FROM 4 [0.42298615 0.31887913] [-0.0004355 -0.03999763] -0.49951826010720873 BACKWARD SAMPLING FROM -4 [0.42647012 0.63886016] [-0.0004355 -0.03999763] -0.3319651929892012 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.42472813 0.47886965] [-0.0004355 -0.03999763] -0.09577814063769932 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.42472813, 0.47886965]), array([-0.0004355 , -0.03999763]), None, None, None, 10, array([0.42037317, 0.07889335]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.42472813, 0.47886965]), array([-0.0004355 , -0.03999763]), 5, array([0.42255065, 0.2788815 ]), array([-0.0004355 , -0.03999763]), 10, array([0.42037317, 0.07889335]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.21765730389482751 goals: [('bisect', 0, array([0.42472813, 0.47886965]), array([-0.0004355 , -0.03999763]), 2, array([0.42385714, 0.39887439]), array([-0.0004355 , -0.03999763]), 5, array([0.42255065, 0.2788815 ]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.33859005788161145 goals: [('bisect', 2, array([0.42385714, 0.39887439]), array([-0.0004355 , -0.03999763]), 3, array([0.42342164, 0.35887676]), array([-0.0004355 , -0.03999763]), 5, array([0.42255065, 0.2788815 ]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.49951826010720873 goals: [('bisect', 3, array([0.42342164, 0.35887676]), array([-0.0004355 , -0.03999763]), 4, array([0.42298615, 0.31887913]), array([-0.0004355 , -0.03999763]), 5, array([0.42255065, 0.2788815 ]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.42255065 0.2788815 ] [-0.0004355 -0.03999763] new direction: [-0.03548521 0.01846077] reversing there [-0.0004355 -0.03999763] making one step from [0.42255065 0.2788815 ] [-0.0004355 -0.03999763] --> [0.38706544 0.29734227] [-0.03548521 0.01846077] trying new point, [0.38706544 0.29734227] next() call None goals: [('reflect-at', 5, array([0.38706544, 0.29734227]), array([-0.03548521, 0.01846077]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.09483173136735507 goals: [('bisect', 0, array([0.42472813, 0.47886965]), array([-0.0004355 , -0.03999763]), None, None, None, -1, array([0.42516363, 0.51886728]), array([-0.0004355 , -0.03999763]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.42298615 0.31887913] [-0.0004355 -0.03999763] -0.49951826010720873 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.09577814063769934 goals: [('bisect', 0, array([0.42298615, 0.31887913]), array([0.0004355 , 0.03999763]), None, None, None, 4, array([0.42472813, 0.47886965]), array([0.0004355 , 0.03999763]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.42516363 0.51886728] [-0.0004355 -0.03999763] -0.09483173136735507 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.09577814063769935 goals: [('bisect', 0, array([0.42516363, 0.51886728]), array([0.0004355 , 0.03999763]), None, None, None, -1, array([0.42472813, 0.47886965]), array([0.0004355 , 0.03999763]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.42472813 0.47886965] [-0.0004355 -0.03999763] -0.09577814063769932 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-4, 3) ---- seed=93 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.60635434 0.65751157] [ 0.03990013 -0.00282481] -0.4939564695757347 BACKWARD SAMPLING FROM 4 [0.515227 0.56286192] [-0.03275687 -0.02295621] -0.18212468401683823 BACKWARD SAMPLING FROM -4 [0.44675381 0.66881082] [ 0.03990013 -0.00282481] -0.4560081322130549 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.60635434 0.65751157] [ 0.03990013 -0.00282481] -0.4939564695757347 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.60635434, 0.65751157]), array([ 0.03990013, -0.00282481]), None, None, None, 10, array([0.99464435, 0.62926345]), array([-0.03990013, -0.00282481]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.60635434, 0.65751157]), array([ 0.03990013, -0.00282481]), 5, array([0.80585499, 0.64338751]), array([ 0.03990013, -0.00282481]), 10, array([0.99464435, 0.62926345]), array([-0.03990013, -0.00282481]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.60635434, 0.65751157]), array([ 0.03990013, -0.00282481]), 2, array([0.6861546 , 0.65186194]), array([ 0.03990013, -0.00282481]), 5, array([0.80585499, 0.64338751]), array([ 0.03990013, -0.00282481]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.60635434, 0.65751157]), array([ 0.03990013, -0.00282481]), 1, array([0.64625447, 0.65468676]), array([ 0.03990013, -0.00282481]), 2, array([0.6861546 , 0.65186194]), array([ 0.03990013, -0.00282481]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.64625447 0.65468676] [ 0.03990013 -0.00282481] new direction: [-0.03275687 -0.02295621] reversing there [ 0.03990013 -0.00282481] making one step from [0.64625447 0.65468676] [ 0.03990013 -0.00282481] --> [0.6134976 0.63173055] [-0.03275687 -0.02295621] trying new point, [0.6134976 0.63173055] next() call -0.4051013634874946 goals: [('reflect-at', 1, array([0.6134976 , 0.63173055]), array([-0.03275687, -0.02295621]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.12085928392615417 goals: [('bisect', 1, array([0.6134976 , 0.63173055]), array([-0.03275687, -0.02295621]), None, None, None, 10, array([0.31868579, 0.42512465]), array([-0.03275687, -0.02295621]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.31868579 0.42512465] [-0.03275687 -0.02295621] -0.12085928392615417 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.31868579, 0.42512465]), array([0.03275687, 0.02295621]), None, None, None, 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.1362945285525923 goals: [('bisect', 0, array([0.31868579, 0.42512465]), array([0.03275687, 0.02295621]), 5, array([0.48247013, 0.53990571]), array([0.03275687, 0.02295621]), 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.24220254166073774 goals: [('bisect', 5, array([0.48247013, 0.53990571]), array([0.03275687, 0.02295621]), 7, array([0.54798386, 0.58581813]), array([0.03275687, 0.02295621]), 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.31652810148428956 goals: [('bisect', 7, array([0.54798386, 0.58581813]), array([0.03275687, 0.02295621]), 8, array([0.58074073, 0.60877434]), array([0.03275687, 0.02295621]), 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.40510136348749465 goals: [('bisect', 8, array([0.58074073, 0.60877434]), array([0.03275687, 0.02295621]), 9, array([0.6134976 , 0.63173055]), array([0.03275687, 0.02295621]), 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.64625447 0.65468676] [0.03275687 0.02295621] new direction: [-0.03990013 0.00282481] reversing there [0.03275687 0.02295621] making one step from [0.64625447 0.65468676] [0.03275687 0.02295621] --> [0.60635434 0.65751157] [-0.03990013 0.00282481] trying new point, [0.60635434 0.65751157] next() call -0.49395646957573464 goals: [('reflect-at', 10, array([0.60635434, 0.65751157]), array([-0.03990013, 0.00282481]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.60635434 0.65751157] [ 0.03990013 -0.00282481] -0.4939564695757347 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.60635434 0.65751157] [ 0.03990013 -0.00282481] -0.4939564695757347 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -3..12 sampling between (-3, 12) ---- seed=94 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.71938579 0.60722118] [ 0.03572141 -0.01799947] -0.4024627109969381 BACKWARD SAMPLING FROM 4 [0.86227142 0.53522328] [ 0.03572141 -0.01799947] -0.38726449528400564 BACKWARD SAMPLING FROM -2 [0.64794297 0.64322012] [ 0.03572141 -0.01799947] -0.46631508651324616 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.71938579 0.60722118] [ 0.03572141 -0.01799947] -0.4024627109969381 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4925337817021134 goals: [('bisect', 0, array([0.71938579, 0.60722118]), array([ 0.03572141, -0.01799947]), None, None, None, 10, array([0.92340014, 0.42722645]), array([-0.03572141, -0.01799947]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.92340014 0.42722645] [-0.03572141 -0.01799947] -0.4925337817021134 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4024627109969381 goals: [('bisect', 0, array([0.92340014, 0.42722645]), array([0.03572141, 0.01799947]), None, None, None, 10, array([0.71938579, 0.60722118]), array([-0.03572141, 0.01799947]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.71938579 0.60722118] [ 0.03572141 -0.01799947] -0.4024627109969381 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.71938579 0.60722118] [ 0.03572141 -0.01799947] -0.4024627109969381 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-1, 6) ---- seed=95 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.72423768 0.48208699] [-0.02922414 0.02731208] -0.26627105453876776 BACKWARD SAMPLING FROM 4 [0.60734111 0.59133529] [-0.02922414 0.02731208] -0.2887083100641112 BACKWARD SAMPLING FROM -4 [0.82122514 0.40753202] [ 0.01990911 -0.03469333] -0.4440844529643123 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.72423768 0.48208699] [-0.02922414 0.02731208] -0.26627105453876776 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.72423768, 0.48208699]), array([-0.02922414, 0.02731208]), None, None, None, 10, array([0.43199625, 0.75520775]), array([-0.02922414, 0.02731208]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.34307459325849876 goals: [('bisect', 0, array([0.72423768, 0.48208699]), array([-0.02922414, 0.02731208]), 5, array([0.57811696, 0.61864737]), array([-0.02922414, 0.02731208]), 10, array([0.43199625, 0.75520775]), array([-0.02922414, 0.02731208]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.57811696, 0.61864737]), array([-0.02922414, 0.02731208]), 7, array([0.51966868, 0.67327152]), array([-0.02922414, 0.02731208]), 10, array([0.43199625, 0.75520775]), array([-0.02922414, 0.02731208]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.41694366417810785 goals: [('bisect', 5, array([0.57811696, 0.61864737]), array([-0.02922414, 0.02731208]), 6, array([0.54889282, 0.64595945]), array([-0.02922414, 0.02731208]), 7, array([0.51966868, 0.67327152]), array([-0.02922414, 0.02731208]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.51966868 0.67327152] [-0.02922414 0.02731208] new direction: [-0.03257512 0.02321339] reversing there [-0.02922414 0.02731208] making one step from [0.51966868 0.67327152] [-0.02922414 0.02731208] --> [0.48709356 0.69648491] [-0.03257512 0.02321339] trying new point, [0.48709356 0.69648491] next() call None goals: [('reflect-at', 7, array([0.48709356, 0.69648491]), array([-0.03257512, 0.02321339]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.63656525 0.56402322] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.54889282 0.64595945] [-0.02922414 0.02731208] -0.41694366417810785 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.2662710545387677 goals: [('bisect', 0, array([0.54889282, 0.64595945]), array([ 0.02922414, -0.02731208]), None, None, None, 6, array([0.72423768, 0.48208699]), array([ 0.02922414, -0.02731208]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.72423768 0.48208699] [-0.02922414 0.02731208] -0.26627105453876776 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.72423768 0.48208699] [-0.02922414 0.02731208] -0.26627105453876776 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-2, 1) ---- seed=96 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.09240082 0.561974 ] [-0.03300675 -0.02259545] -0.05227866114907259 BACKWARD SAMPLING FROM 4 [0.0396262 0.47159221] [ 0.03300675 -0.02259545] -0.010872647013765053 BACKWARD SAMPLING FROM -4 [0.22442783 0.65235578] [-0.03300675 -0.02259545] -0.3153374835129045 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.09240082 0.561974 ] [-0.03300675 -0.02259545] -0.05227866114907259 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.36436264123928686 goals: [('bisect', 0, array([0.09240082, 0.561974 ]), array([-0.03300675, -0.02259545]), None, None, None, 10, array([0.23766673, 0.33601954]), array([ 0.03300675, -0.02259545]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.23766673 0.33601954] [ 0.03300675 -0.02259545] -0.36436264123928686 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05227866114907242 goals: [('bisect', 0, array([0.23766673, 0.33601954]), array([-0.03300675, 0.02259545]), None, None, None, 10, array([0.09240082, 0.561974 ]), array([0.03300675, 0.02259545]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.09240082 0.561974 ] [-0.03300675 -0.02259545] -0.05227866114907259 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.09240082 0.561974 ] [-0.03300675 -0.02259545] -0.05227866114907259 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (0, 1) ---- seed=97 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.20467407 0.34514352] [-0.01012837 0.03869646] -0.3207023648241864 BACKWARD SAMPLING FROM 4 [0.1641606 0.49992937] [-0.01012837 0.03869646] -0.013474413804503925 BACKWARD SAMPLING FROM -1 [0.21480243 0.30644705] [-0.01012837 0.03869646] -0.4913543244490346 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.20467407 0.34514352] [-0.01012837 0.03869646] -0.3207023648241864 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.20467407, 0.34514352]), array([-0.01012837, 0.03869646]), None, None, None, 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.030512397919510853 goals: [('bisect', 0, array([0.20467407, 0.34514352]), array([-0.01012837, 0.03869646]), 5, array([0.15403223, 0.53862583]), array([-0.01012837, 0.03869646]), 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.1772023323934378 goals: [('bisect', 5, array([0.15403223, 0.53862583]), array([-0.01012837, 0.03869646]), 7, array([0.1337755 , 0.61601875]), array([-0.01012837, 0.03869646]), 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.3068542827523578 goals: [('bisect', 7, array([0.1337755 , 0.61601875]), array([-0.01012837, 0.03869646]), 8, array([0.12364714, 0.65471522]), array([-0.01012837, 0.03869646]), 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.4740442218592488 goals: [('bisect', 8, array([0.12364714, 0.65471522]), array([-0.01012837, 0.03869646]), 9, array([0.11351877, 0.69341168]), array([-0.01012837, 0.03869646]), 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.1033904 0.73210814] [-0.01012837 0.03869646] new direction: [-0.03691991 0.01539222] reversing there [-0.01012837 0.03869646] making one step from [0.1033904 0.73210814] [-0.01012837 0.03869646] --> [0.0664705 0.74750036] [-0.03691991 0.01539222] trying new point, [0.0664705 0.74750036] next() call None goals: [('reflect-at', 10, array([0.0664705 , 0.74750036]), array([-0.03691991, 0.01539222]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 9... 1 steps to do at 9 -> [from 10, delta=1] targeting 9. goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 9 [0.11351877 0.69341168] [-0.01012837 0.03869646] -0.4740442218592488 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 9)] not done yet, continue expanding to 9... goals: [('expand-to', 9), ('sample-at', 9)] next() call -0.3207023648241862 goals: [('bisect', 0, array([0.11351877, 0.69341168]), array([ 0.01012837, -0.03869646]), None, None, None, 9, array([0.20467407, 0.34514352]), array([ 0.01012837, -0.03869646]), 1), ('sample-at', 9)] bisecting ... 0 None 9 successfully went all the way in one jump! goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.20467407 0.34514352] [-0.01012837 0.03869646] -0.3207023648241864 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.20467407 0.34514352] [-0.01012837 0.03869646] -0.3207023648241864 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (0, 1) ---- seed=98 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.73226725 0.56718902] [ 0.01554863 -0.03685431] -0.3245372087629051 BACKWARD SAMPLING FROM 4 [0.79446178 0.41977178] [ 0.01554863 -0.03685431] -0.39604184352994004 BACKWARD SAMPLING FROM -2 [0.70116998 0.64089763] [ 0.01554863 -0.03685431] -0.4939714550399919 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.73226725 0.56718902] [ 0.01554863 -0.03685431] -0.3245372087629051 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.73226725, 0.56718902]), array([ 0.01554863, -0.03685431]), None, None, None, 10, array([0.88775357, 0.19864593]), array([ 0.01554863, -0.03685431]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.49941240374695045 goals: [('bisect', 0, array([0.73226725, 0.56718902]), array([ 0.01554863, -0.03685431]), 5, array([0.81001041, 0.38291747]), array([ 0.01554863, -0.03685431]), 10, array([0.88775357, 0.19864593]), array([ 0.01554863, -0.03685431]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.81001041, 0.38291747]), array([ 0.01554863, -0.03685431]), 7, array([0.84110768, 0.30920886]), array([ 0.01554863, -0.03685431]), 10, array([0.88775357, 0.19864593]), array([ 0.01554863, -0.03685431]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.81001041, 0.38291747]), array([ 0.01554863, -0.03685431]), 6, array([0.82555904, 0.34606317]), array([ 0.01554863, -0.03685431]), 7, array([0.84110768, 0.30920886]), array([ 0.01554863, -0.03685431]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.82555904 0.34606317] [ 0.01554863 -0.03685431] new direction: [-0.03412149 -0.02087401] reversing there [ 0.01554863 -0.03685431] making one step from [0.82555904 0.34606317] [ 0.01554863 -0.03685431] --> [0.79143756 0.32518916] [-0.03412149 -0.02087401] trying new point, [0.79143756 0.32518916] next() call None goals: [('reflect-at', 6, array([0.79143756, 0.32518916]), array([-0.03412149, -0.02087401]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 5... 5 steps to do at 5 -> [from 6, delta=5] targeting 1. goals: [('sample-at', 1)] target is on track, returning interpolation at 1... [0.74781588 0.53033471] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 5 [0.81001041 0.38291747] [ 0.01554863 -0.03685431] -0.49941240374695045 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 5)] not done yet, continue expanding to 5... goals: [('expand-to', 5), ('sample-at', 5)] next() call -0.3245372087629051 goals: [('bisect', 0, array([0.81001041, 0.38291747]), array([-0.01554863, 0.03685431]), None, None, None, 5, array([0.73226725, 0.56718902]), array([-0.01554863, 0.03685431]), 1), ('sample-at', 5)] bisecting ... 0 None 5 successfully went all the way in one jump! goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.73226725 0.56718902] [ 0.01554863 -0.03685431] -0.3245372087629051 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.73226725 0.56718902] [ 0.01554863 -0.03685431] -0.3245372087629051 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (0, 3) ---- seed=99 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.67227856 0.4880784 ] [0.00390489 0.03980894] -0.2277557872556839 BACKWARD SAMPLING FROM 3 [0.68399324 0.60750522] [0.00390489 0.03980894] -0.3783905365498532 BACKWARD SAMPLING FROM -3 [0.66056388 0.36865158] [0.00390489 0.03980894] -0.4338274302289816 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.67227856 0.4880784 ] [0.00390489 0.03980894] -0.2277557872556839 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.67227856, 0.4880784 ]), array([0.00390489, 0.03980894]), None, None, None, 10, array([0.71132748, 0.88616781]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.67227856, 0.4880784 ]), array([0.00390489, 0.03980894]), 5, array([0.69180302, 0.68712311]), array([0.00390489, 0.03980894]), 10, array([0.71132748, 0.88616781]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.28854490986652237 goals: [('bisect', 0, array([0.67227856, 0.4880784 ]), array([0.00390489, 0.03980894]), 2, array([0.68008834, 0.56769628]), array([0.00390489, 0.03980894]), 5, array([0.69180302, 0.68712311]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.37839053654985255 goals: [('bisect', 2, array([0.68008834, 0.56769628]), array([0.00390489, 0.03980894]), 3, array([0.68399324, 0.60750522]), array([0.00390489, 0.03980894]), 5, array([0.69180302, 0.68712311]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.68399324, 0.60750522]), array([0.00390489, 0.03980894]), 4, array([0.68789813, 0.64731416]), array([0.00390489, 0.03980894]), 5, array([0.69180302, 0.68712311]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.68789813 0.64731416] [0.00390489 0.03980894] new direction: [-0.01907752 0.03515748] reversing there [0.00390489 0.03980894] making one step from [0.68789813 0.64731416] [0.00390489 0.03980894] --> [0.66882061 0.68247164] [-0.01907752 0.03515748] trying new point, [0.66882061 0.68247164] next() call None goals: [('reflect-at', 4, array([0.66882061, 0.68247164]), array([-0.01907752, 0.03515748]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.4338274302289816 goals: [('bisect', 0, array([0.67227856, 0.4880784 ]), array([0.00390489, 0.03980894]), None, None, None, -3, array([0.66056388, 0.36865158]), array([0.00390489, 0.03980894]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.68399324 0.60750522] [0.00390489 0.03980894] -0.37839053654985255 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.22775578725568393 goals: [('bisect', 0, array([0.68399324, 0.60750522]), array([-0.00390489, -0.03980894]), None, None, None, 3, array([0.67227856, 0.4880784 ]), array([-0.00390489, -0.03980894]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.66056388 0.36865158] [0.00390489 0.03980894] -0.4338274302289816 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.2277557872556839 goals: [('bisect', 0, array([0.66056388, 0.36865158]), array([-0.00390489, -0.03980894]), None, None, None, -3, array([0.67227856, 0.4880784 ]), array([-0.00390489, -0.03980894]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.67227856 0.4880784 ] [0.00390489 0.03980894] -0.2277557872556839 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-3, 0)
Passed	tests/test_flatnuts.py::test_singlejumper	0.14
------------------------------Captured stdout call------------------------------ make reflect make stuck
Passed	tests/test_flatnuts.py::test_directjumper	0.13
------------------------------Captured stdout call------------------------------ make reflect make stuck
Passed	tests/test_netiterintegrate.py::test_singleblock[100]	6.13
------------------------------Captured stdout call------------------------------ ================================================================================ NLIVE=100 Standard integrator 236.1726767661852 +- 0.24248239499937066 1.15s Graph integrator 236.1732 +- 0.2430 (main) 236.2408 +- 0.3325 (bs) 236.17318716016047 +- 0.24304949008526694 2.26s Vectorized graph integrator tree size: (822, 100) 236.1728 +- 0.2432 (main) 236.1499 +- 0.3864 (bs) 236.1728009251425 +- 0.2431694586385547 1.40s
Passed	tests/test_netiterintegrate.py::test_singleblock[400]	29.03
------------------------------Captured stdout call------------------------------ ================================================================================ NLIVE=400 Standard integrator 235.90384067075422 +- 0.12353023648988769 6.64s Graph integrator 235.9038 +- 0.1234 (main) 235.8853 +- 0.1403 (bs) 235.90384067075402 +- 0.12337738017199443 12.29s Vectorized graph integrator tree size: (3399, 400) 235.9049 +- 0.1233 (main) 235.9990 +- 0.1520 (bs) 235.9049130721852 +- 0.12332590760683954 8.74s
Passed	tests/test_netiterintegrate.py::test_singleblock[2000]	62.02
------------------------------Captured stdout call------------------------------ ================================================================================ NLIVE=2000 Standard integrator 235.88269224523566 +- 0.05530579314586262 10.41s Graph integrator 235.8827 +- 0.0553 (main) 235.8979 +- 0.0647 (bs) 235.8826922452362 +- 0.055282438819923896 34.15s Vectorized graph integrator tree size: (16988, 2000) 235.8827 +- 0.0553 (main) 235.9355 +- 0.0719 (bs) 235.88265064698973 +- 0.05526910868342082 16.09s
Passed	tests/test_netiterintegrate.py::test_visualisation	0.00
------------------------------Captured stdout call------------------------------ testing tree visualisation... - Node: None - Node: 33 - Node: 704 - Node: 744 - Node: 11 - Node: 69 - Node: 996 - Node: 185 - Node: 987 - Node: 353 - Node: 124 - Node: 303 - Node: 658 - Node: 609 - Node: 767 - Node: 111 Empty Tree ║║║\\ ║║║ \\ ║║╠╗║║ 11 O║║║║║ 33 ║║O║║ 69 ║║ ║\ ║║ ║ \ ║║ ║ \ ║║ ╠╦╗║ 185 ║║ ║║║║ ║║ O║║║ 124 ║║ ║║╠╦╦╗ 303 ║║ ║║║║║║ ║║ ║║O║║║ 111 ║║ O║ ║║║ 353 ║║ ║ ║O║ 609 ║║ ║ ║ O 658 +║ ║ ║ 704 ║║ ║ ║ O║ ║ ║ 744 ║ ║ O 767 ║ O 987 O 996
Passed	tests/test_netiterintegrate.py::test_treedump	0.15
------------------------------Captured stdout call------------------------------ testing tree dumping...
Passed	tests/test_regionsampling.py::test_region_sampling_scaling	0.15
------------------------------Captured stdout call------------------------------ enlargement factor: 1.641305045847668 0.6092712640650784 sampling_method: <bound method MLFriends.sample_from_transformed_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7fddb75ce910>> sampling_method: <bound method MLFriends.sample_from_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7fddb75ce910>> sampling_method: <bound method MLFriends.sample_from_points of <ultranest.mlfriends.MLFriends object at 0x7fddb75ce910>> sampling_method: <bound method MLFriends.sample_from_wrapping_ellipsoid of <ultranest.mlfriends.MLFriends object at 0x7fddb75ce910>>
Passed	tests/test_regionsampling.py::test_region_sampling_affine	0.13
------------------------------Captured stdout call------------------------------ enlargement factor: 1.641305045847668 0.6092712640650784 sampling_method: <bound method MLFriends.sample_from_transformed_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7fddb75cef10>> sampling_method: <bound method MLFriends.sample_from_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7fddb75cef10>> sampling_method: <bound method MLFriends.sample_from_points of <ultranest.mlfriends.MLFriends object at 0x7fddb75cef10>> sampling_method: <bound method MLFriends.sample_from_wrapping_ellipsoid of <ultranest.mlfriends.MLFriends object at 0x7fddb75cef10>>
Passed	tests/test_regionsampling.py::test_region_ellipsoid	0.08
------------------------------Captured stdout call------------------------------ enlargement factor: 1.6413050458476643 0.6092712640650797
Passed	tests/test_regionsampling.py::test_region_mean_distances	0.84
------------------------------Captured stdout call------------------------------ circle: 604 half-circle: 317 enlargement factor: 2.023767594107247 0.4941278845020415 (0.872214351919518, 43685.72803024098, 50086, array([[ 5.90424248e-01, -1.28168190e-01], [ 5.68326216e-01, -7.99190323e-02], [ 5.73713827e-01, -1.40974066e-01], [-1.19565575e-01, 5.61077247e-01], [-3.96422558e-01, 6.82850299e-01], [-2.59345436e-01, -6.34084337e-01], [-9.34539440e-01, -6.90742582e-01], [-4.54118206e-02, -5.78179518e-01], [-4.02749950e-01, 6.58573234e-01], [ 8.13997364e-02, 4.94366661e-01], [-3.09850782e-01, 6.14532501e-01], [-9.99417973e-02, 5.57440104e-01], [-4.37625549e-01, -6.32032570e-01], [-7.81158726e-01, -7.00564790e-01], [ 1.75458891e-01, 4.95689547e-01], [ 1.72389906e-01, 4.68867481e-01], [-8.01773651e-01, -7.15223858e-01], [ 5.21338908e-01, -2.14590400e-01], [-1.07235208e+00, -7.36808791e-01], [ 4.73338580e-01, 2.56518765e-01], [ 5.63695919e-01, -1.86477123e-01], [-8.70841117e-01, 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1.05684070e-01], [ 5.44123310e-01, 1.20172110e-01], [ 5.26526195e-01, 2.06299651e-01], [-2.90002911e-01, 6.16411381e-01], [-1.27839148e-01, -5.58561629e-01], [ 3.77309343e-01, 3.88445326e-01], [-6.76423775e-01, 7.04823962e-01], [ 5.12102318e-01, 1.48736261e-01], [-5.02015320e-01, -6.58331246e-01], [ 3.27664480e-01, 4.11424738e-01], [ 1.27090010e-01, -4.72192408e-01], [ 2.01735278e-02, -5.45992810e-01], [ 4.33323589e-01, -2.75800974e-01], [-2.24522422e-01, -5.94273343e-01], [-1.12824059e+00, 7.13459556e-01], [ 1.50616445e-01, -4.67437074e-01], [ 4.74098962e-01, -1.97705703e-01], [-1.38830266e-02, -5.17257962e-01], [ 6.15599276e-01, -2.81078599e-02], [-8.49426337e-01, -6.95820872e-01], [ 9.91674042e-02, 5.28045181e-01], [-7.02400738e-01, 7.13589361e-01], [ 5.30543730e-01, 8.13631383e-02], [ 5.03460184e-01, -2.13761124e-01], [-9.50434114e-01, -7.13216797e-01], [ 2.15097760e-01, -4.14738256e-01], [-6.09043167e-01, 6.74068269e-01], [ 4.26416839e-01, 3.19455107e-01], [ 1.42980694e-01, 5.07039208e-01], [ 2.53103622e-01, 4.31004531e-01], [-7.51466786e-01, -6.98367551e-01], [ 6.06775012e-01, -5.69107304e-02], [-3.31556017e-01, 6.48084055e-01], [-7.20021723e-01, -7.05147717e-01], [ 3.42373787e-01, -3.13355433e-01], [ 5.41800018e-01, -1.43625112e-01], [ 5.92055711e-01, -1.06163740e-02], [ 5.41007418e-01, -1.62003709e-01], [ 6.11496879e-01, -9.55651797e-02], [-8.98704729e-02, -5.93749811e-01], [-5.27060656e-01, -6.66801199e-01], [-1.12398671e-01, -5.82338575e-01], [ 2.39603269e-01, 4.03478432e-01], [ 3.36486746e-01, 4.12896778e-01]]))
Passed	tests/test_run.py::test_run	8.38
------------------------------Captured stdout call------------------------------ Creating directory for new run logs/test/run4 [ultranest.integrator.NestedSampler] Num live points [400] [ultranest.integrator.NestedSampler] Resuming... [ultranest.integrator.NestedSampler] Starting sampling ... Mono-modal Volume: ~exp(-4.03) Expected Volume: exp(-5.99) Hinz: -10.0\| -4.9 ************************* +5.0 \| +10.0 Kunz: -10.0\| -5.0 *********************** +5.0 \| +10.0 Z=-1e+02+0.6 \| Like=-1e+02..0.6 \| it/evals=0/500 eff=0.0000% Z=-7e+01+0.4 \| Like=-6e+01..0.6 \| it/evals=50/500 eff=10.0000% Z=-5e+01+0.3 \| Like=-5e+01..0.6 \| it/evals=100/625 eff=16.0000% Z=-4e+01+0.2 \| Like=-4e+01..0.6 \| it/evals=150/625 eff=24.0000% Z=-4e+01+0.06 \| Like=-3e+01..0.6 \| it/evals=200/742 eff=26.9542% Z=-3e+01+-0.07 \| Like=-3e+01..0.6 \| it/evals=250/742 eff=33.6927% Mono-modal Volume: ~exp(-5.27) Expected Volume: exp(-6.66) Hinz: -10.0\| -3.3 ****************** +4.5 \| +10.0 Kunz: -10.0\| -3.2 ***************** +4.4 \| +10.0 Z=-3e+01+-0.2 \| Like=-3e+01..0.6 \| it/evals=300/842 eff=35.6295% Z=-3e+01+-0.3 \| Like=-2e+01..0.6 \| it/evals=350/913 eff=38.3352% Z=-2e+01+-0.4 \| Like=-2e+01..0.6 \| it/evals=400/971 eff=41.1946% Z=-2e+01+-0.6 \| Like=-2e+01..0.6 \| it/evals=450/1025 eff=43.9024% Z=-2e+01+-0.7 \| Like=-1e+01..0.6 \| it/evals=500/1123 eff=44.5236% Z=-2e+01+-0.8 \| Like=-1e+01..0.6 \| it/evals=550/1167 eff=47.1294% Mono-modal Volume: ~exp(-5.27) Expected Volume: exp(-7.47) Hinz: -10.0\| -1.9 ********** +3.2 \| +10.0 Kunz: -10.0\| -1.9 ********** +3.1 \| +10.0 Z=-2e+01+-0.9 \| Like=-1e+01..0.6 \| it/evals=600/1263 eff=47.5059% Z=-1e+01+-1 \| Like=-1e+01..0.6 \| it/evals=650/1311 eff=49.5805% Z=-1e+01+-1 \| Like=-9..0.6 \| it/evals=700/1397 eff=50.1074% Z=-1e+01+-1 \| Like=-8..0.6 \| it/evals=750/1491 eff=50.3018% Z=-1e+01+-1 \| Like=-7..0.6 \| it/evals=800/1582 eff=50.5689% Z=-1e+01+-2 \| Like=-6..0.6 \| it/evals=850/1652 eff=51.4528% Mono-modal Volume: ~exp(-6.45) Expected Volume: exp(-8.12) Hinz: -10.0\| -1.3 ****** +2.4 \| +10.0 Kunz: -10.0\| -1.2 ****** +2.4 \| +10.0 Z=-9+-2 \| Like=-5..0.6 \| it/evals=900/1727 eff=52.1135% Z=-8+-2 \| Like=-4..0.6 \| it/evals=950/1780 eff=53.3708% Z=-8+-2 \| Like=-4..0.6 \| it/evals=1000/1852 eff=53.9957% Z=-7+-2 \| Like=-3..0.6 \| it/evals=1050/1931 eff=54.3760% Z=-7+-2 \| Like=-2..0.6 \| it/evals=1100/2001 eff=54.9725% Mono-modal Volume: ~exp(-7.45) Expected Volume: exp(-8.84) Hinz: -10.0\| -0.6 **** +1.9 \| +10.0 Kunz: -10.0\| -0.5 *** +1.8 \| +10.0 Z=-6+-2 \| Like=-2..0.6 \| it/evals=1150/2079 eff=55.3151% Z=-6+-2 \| Like=-2..0.6 \| it/evals=1200/2143 eff=55.9963% Z=-5+-3 \| Like=-1..0.6 \| it/evals=1250/2205 eff=56.6893% Z=-5+-3 \| Like=-1..0.6 \| it/evals=1300/2278 eff=57.0676% Z=-5+-3 \| Like=-1..0.6 \| it/evals=1350/2351 eff=57.4224% Z=-5+-3 \| Like=-0.9..0.6 \| it/evals=1400/2413 eff=58.0191% Mono-modal Volume: ~exp(-7.84) Expected Volume: exp(-9.59) Hinz: -10.0\| -0.2 ** +1.5 \| +10.0 Kunz: -10.0\| -0.2 * +1.4 \| +10.0 Z=-5+-3 \| Like=-0.7..0.6 \| it/evals=1450/2495 eff=58.1162% Z=-4+-3 \| Like=-0.6..0.6 \| it/evals=1500/2645 eff=56.7108% Z=-4+-3 \| Like=-0.4..0.6 \| it/evals=1550/2645 eff=58.6011% Z=-4+-3 \| Like=-0.3..0.6 \| it/evals=1600/2763 eff=57.9081% Z=-4+-4 \| Like=-0.2..0.6 \| it/evals=1650/2852 eff=57.8541% Mono-modal Volume: ~exp(-8.81) Expected Volume: exp(-10.22) Hinz: +0.0e+00\|*** +1.3e+00 \| +1.0e+01 Kunz: +0.0e+00\|*** +1.2e+00 \| +1.0e+01 Z=-4+-4 \| Like=-0.1..0.6 \| it/evals=1700/2930 eff=58.0205% Z=-4+-4 \| Like=-0.02..0.6 \| it/evals=1750/2955 eff=59.2217% Z=-4+-4 \| Like=0.03..0.6 \| it/evals=1800/3027 eff=59.4648% Z=-4+-4 \| Like=0.09..0.6 \| it/evals=1850/3088 eff=59.9093% Z=-4+-4 \| Like=0.1..0.6 \| it/evals=1900/3165 eff=60.0316% Z=-4+-4 \| Like=0.2..0.6 \| it/evals=1950/3242 eff=60.1481% Z=-4+-4 \| Like=0.3..0.6 \| it/evals=2000/3316 eff=60.3136% Mono-modal Volume: ~exp(-9.68) Expected Volume: exp(-11.02) Hinz: +0.0\| * +1.1 \| +10.0 Kunz: +0.0\| * +1.0 \| +10.0 Z=-4+-5 \| Like=0.3..0.6 \| it/evals=2050/3467 eff=59.1289% Z=-4+-5 \| Like=0.3..0.6 \| it/evals=2100/3467 eff=60.5711% Z=-4+-5 \| Like=0.4..0.6 \| it/evals=2150/3571 eff=60.2072% Z=-3+-5 \| Like=0.4..0.6 \| it/evals=2200/3661 eff=60.0929% Mono-modal Volume: ~exp(-10.20) Expected Volume: exp(-11.58) Hinz: +0.0\| +0.3 ******************************* \| +1.0 Kunz: +0.0\| +0.3 ***************************** \| +1.0 Z=-3+-5 \| Like=0.4..0.6 \| it/evals=2250/3739 eff=60.1765% Z=-3+-5 \| Like=0.4..0.6 \| it/evals=2300/3769 eff=61.0241% Z=-3+-5 \| Like=0.5..0.6 \| it/evals=2350/3845 eff=61.1183% Z=-3+-5 \| Like=0.5..0.6 \| it/evals=2400/3918 eff=61.2557% Z=-3+-6 \| Like=0.5..0.6 \| it/evals=2450/3978 eff=61.5887% Z=-3+-6 \| Like=0.5..0.6 \| it/evals=2500/4060 eff=61.5764% Mono-modal Volume: ~exp(-10.83) Expected Volume: exp(-12.35) Hinz: +0.0\| +0.4 ******************** \| +1.0 Kunz: +0.0\| +0.4 ******************* \| +1.0 Z=-3+-6 \| Like=0.5..0.6 \| it/evals=2550/4269 eff=59.7330% Z=-3+-6 \| Like=0.5..0.6 \| it/evals=2600/4269 eff=60.9042% Z=-3+-6 \| Like=0.5..0.6 \| it/evals=2650/4385 eff=60.4333% Z=-3+-6 \| Like=0.5..0.6 \| it/evals=2700/4385 eff=61.5735% Z=-3+-6 \| Like=0.5..0.6 \| it/evals=2750/4489 eff=61.2609% Mono-modal Volume: ~exp(-11.27) Expected Volume: exp(-12.98) Hinz: +0.0\| +0.5 ************** +0.8 \| +1.0 Kunz: +0.0\| +0.5 ************* +0.8 \| +1.0 Z=-3+-6 \| Like=0.6..0.6 \| it/evals=2800/4574 eff=61.2156% Z=-3+-7 \| Like=0.6..0.6 \| it/evals=2850/4582 eff=62.1999% Z=-3+-7 \| Like=0.6..0.6 \| it/evals=2900/4653 eff=62.3254% Z=-3+-7 \| Like=0.6..0.6 \| it/evals=2950/4732 eff=62.3415% Z=-3+-7 \| Like=0.6..0.6 \| it/evals=3000/4802 eff=62.4740% Z=-3+-7 \| Like=0.6..0.6 \| it/evals=3050/4887 eff=62.4105% Z=-3+-7 \| Like=0.6..0.6 \| it/evals=3100/4966 eff=62.4245% Mono-modal Volume: ~exp(-12.44) Expected Volume: exp(-13.76) Hinz: +0.0\| +0.5 ******** +0.7 \| +1.0 Kunz: +0.0\| +0.5 ******* +0.7 \| +1.0 Z=-3+-7 \| Like=0.6..0.6 \| it/evals=3150/5106 eff=61.6921% Z=-3+-7 \| Like=0.6..0.6 \| it/evals=3200/5218 eff=61.3262% Z=-3+-8 \| Like=0.6..0.6 \| it/evals=3250/5218 eff=62.2844% Z=-3+-8 \| Like=0.6..0.6 \| it/evals=3300/5317 eff=62.0651% Mono-modal Volume: ~exp(-12.94) Expected Volume: exp(-14.32) Hinz: +0.0\| +0.6 ***** +0.7 \| +1.0 Kunz: +0.0\| +0.6 ***** +0.7 \| +1.0 Z=-3+-8 \| Like=0.6..0.6 \| it/evals=3350/5409 eff=61.9338% Z=-3+-8 \| Like=0.6..0.6 \| it/evals=3400/5429 eff=62.6266% Z=-3+-8 \| Like=0.6..0.6 \| it/evals=3450/5498 eff=62.7501% Z=-3+-8 \| Like=0.6..0.6 \| it/evals=3500/5564 eff=62.9044% Z=-3+-8 \| Like=0.6..0.6 \| it/evals=3550/5637 eff=62.9768% Z=-3+-8 \| Like=0.6..0.6 \| it/evals=3600/5702 eff=63.1357% Z=-3+-9 \| Like=0.6..0.6 \| it/evals=3650/5799 eff=62.9419% Mono-modal Volume: ~exp(-13.21) Expected Volume: exp(-15.14) Hinz: +0.0\| +0.6 *** +0.7 \| +1.0 Kunz: +0.0\| +0.6 *** +0.7 \| +1.0 Z=-3+-9 \| Like=0.6..0.6 \| it/evals=3700/5941 eff=62.2791% Z=-3+-9 \| Like=0.6..0.6 \| it/evals=3750/5941 eff=63.1207% Z=-3+-9 \| Like=0.6..0.6 \| it/evals=3800/6056 eff=62.7477% Z=-3+-9 \| Like=0.6..0.6 \| it/evals=3850/6167 eff=62.4291% Mono-modal Volume: ~exp(-14.12) Expected Volume: exp(-15.71) Hinz: +0.0\| +0.6 * +0.7 \| +1.0 Kunz: +0.0\| +0.6 * +0.7 \| +1.0 Z=-3+-9 \| Like=0.6..0.6 \| it/evals=3900/6259 eff=62.3103% Z=-3+-9 \| Like=0.6..0.6 \| it/evals=3950/6387 eff=61.8444% Z=-3+-9 \| Like=0.6..0.6 \| it/evals=4000/6387 eff=62.6272% Z=-3+-1e+01 \| Like=0.6..0.6 \| it/evals=4050/6496 eff=62.3461% Z=-3+-1e+01 \| Like=0.6..0.6 \| it/evals=4100/6496 eff=63.1158% Z=-3+-1e+01 \| Like=0.6..0.6 \| it/evals=4150/6586 eff=63.0125% Mono-modal Volume: ~exp(-14.95) Expected Volume: exp(-16.39) Hinz: +0.0\| +0.6 +0.7 \| +1.0 Kunz: +0.0\| +0.6 * +0.7 \| +1.0 Z=-3+-1e+01 \| Like=0.6..0.6 \| it/evals=4200/6670 eff=62.9685% Z=-3+-1e+01 \| Like=0.6..0.6 \| it/evals=4250/6798 eff=62.5184% Z=-3+-1e+01 \| Like=0.6..0.6 \| it/evals=4300/6798 eff=63.2539% niter: 4321 ncall: 6913 nsamples: 4721 logz: -3.296 +/- 0.085 h: 2.900 -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest.integrator.NestedSampler:integrator.py:195 Num live points [400] [32mINFO [0m ultranest.integrator.NestedSampler:integrator.py:250 Resuming... [32mINFO [0m ultranest.integrator.NestedSampler:integrator.py:339 Starting sampling ...
Passed	tests/test_run.py::test_reactive_run	13.57
------------------------------Captured stdout call------------------------------ [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.28) * Expected Volume: exp(0.00) Hinz: -5.0\|***************************************************\| +5.0 Kunz: -5.0\|**************************************************\| +5.0 Z=-inf(0.00%) \| Like=-110.42..0.28 [-110.4238..0.2570] \| it/evals=0/401 eff=0.0000% N=400 Z=-67.0(0.00%) \| Like=-62.58..0.43 [-110.4238..0.2570] \| it/evals=50/452 eff=96.1538% N=400 Mono-modal Volume: ~exp(-4.83) Expected Volume: exp(-0.20) Hinz: -5.0\| **************************************************\| +5.0 Kunz: -5.0\| ***********************************************\| +5.0 Z=-59.6(0.00%) \| Like=-54.81..0.43 [-110.4238..0.2570] \| it/evals=81/484 eff=96.4286% N=400 Z=-55.0(0.00%) \| Like=-50.33..0.43 [-110.4238..0.2570] \| it/evals=100/504 eff=96.1538% N=400 Z=-50.6(0.00%) \| Like=-46.55..0.43 [-110.4238..0.2570] \| it/evals=126/534 eff=94.0299% N=400 Z=-47.6(0.00%) \| Like=-42.72..0.43 [-110.4238..0.2570] \| it/evals=150/564 eff=91.4634% N=400 Mono-modal Volume: ~exp(-4.83) Expected Volume: exp(-0.41) Hinz: -5.0\| ********************************************\| +5.0 Kunz: -5.0\| *********************************************\| +5.0 Z=-43.0(0.00%) \| Like=-38.73..0.43 [-110.4238..0.2570] \| it/evals=178/594 eff=91.7526% N=400 Z=-40.9(0.00%) \| Like=-36.84..0.43 [-110.4238..0.2570] \| it/evals=200/618 eff=91.7431% N=400 Mono-modal Volume: ~exp(-5.14) Expected Volume: exp(-0.61) Hinz: -5.0\| ******************************************* \| +5.0 Kunz: -5.0\| *************************************** \| +5.0 Z=-36.9(0.00%) \| Like=-32.40..0.52 [-110.4238..0.2570] \| it/evals=243/673 eff=89.0110% N=400 Z=-36.1(0.00%) \| Like=-31.80..0.52 [-110.4238..0.2570] \| it/evals=250/681 eff=88.9680% N=400 Z=-32.3(0.00%) \| Like=-28.41..0.52 [-110.4238..0.2570] \| it/evals=300/744 eff=87.2093% N=400 Mono-modal Volume: ~exp(-5.14) Expected Volume: exp(-0.81) Hinz: -5.0\| ************************************** \| +5.0 Kunz: -5.0\| ************************************ \| +5.0 Z=-30.3(0.00%) \| Like=-26.26..0.52 [-110.4238..0.2570] \| it/evals=337/787 eff=87.0801% N=400 Z=-29.5(0.00%) \| Like=-25.15..0.52 [-110.4238..0.2570] \| it/evals=350/801 eff=87.2818% N=400 Z=-26.6(0.00%) \| Like=-22.36..0.54 [-110.4238..0.2570] \| it/evals=400/865 eff=86.0215% N=400 Mono-modal Volume: ~exp(-5.14) Expected Volume: exp(-1.01) Hinz: -5.0\| -2.9 ********************************** \| +5.0 Kunz: -5.0\| -2.7 ******************************** \| +5.0 Z=-23.9(0.00%) \| Like=-19.61..0.54 [-110.4238..0.2570] \| it/evals=442/917 eff=85.4932% N=400 Z=-23.4(0.00%) \| Like=-19.14..0.54 [-110.4238..0.2570] \| it/evals=450/926 eff=85.5513% N=400 Mono-modal Volume: ~exp(-5.14) Expected Volume: exp(-1.21) Hinz: -5.0\| -2.5 ****************************** \| +5.0 Kunz: -5.0\| -2.4 ******************************* \| +5.0 Z=-21.4(0.00%) \| Like=-17.23..0.54 [-110.4238..0.2570] \| it/evals=488/982 eff=83.8488% N=400 Z=-20.8(0.00%) \| Like=-16.45..0.54 [-110.4238..0.2570] \| it/evals=500/997 eff=83.7521% N=400 Z=-18.2(0.00%) \| Like=-14.13..0.58 [-110.4238..0.2570] \| it/evals=550/1070 eff=82.0896% N=400 Mono-modal Volume: ~exp(-5.19) * Expected Volume: exp(-1.42) Hinz: -5.0\| -2.1 **************************** \| +5.0 Kunz: -5.0\| -1.9 ************************** \| +5.0 Z=-17.5(0.00%) \| Like=-13.28..0.58 [-110.4238..0.2570] \| it/evals=567/1095 eff=81.5827% N=400 Z=-16.4(0.00%) \| Like=-12.20..0.58 [-110.4238..0.2570] \| it/evals=600/1136 eff=81.5217% N=400 Mono-modal Volume: ~exp(-6.04) * Expected Volume: exp(-1.62) Hinz: -5.0\| -1.8 ************************* +3.1 \| +5.0 Kunz: -5.0\| -1.7 ************************ +3.0 \| +5.0 Z=-14.9(0.00%) \| Like=-10.73..0.58 [-110.4238..0.2570] \| it/evals=648/1201 eff=80.8989% N=400 Z=-14.8(0.00%) \| Like=-10.69..0.58 [-110.4238..0.2570] \| it/evals=650/1203 eff=80.9465% N=400 Z=-13.5(0.00%) \| Like=-9.46..0.58 [-110.4238..0.2570] \| it/evals=700/1265 eff=80.9249% N=400 Mono-modal Volume: ~exp(-6.31) * Expected Volume: exp(-1.82) Hinz: -5.0\| -1.6 *********************** +2.9 \| +5.0 Kunz: -5.0\| -1.5 ******************* +2.7 \| +5.0 Z=-12.8(0.01%) \| Like=-8.54..0.58 [-110.4238..0.2570] \| it/evals=729/1300 eff=81.0000% N=400 Z=-12.2(0.02%) \| Like=-8.07..0.58 [-110.4238..0.2570] \| it/evals=750/1322 eff=81.3449% N=400 Z=-11.1(0.05%) \| Like=-7.04..0.58 [-110.4238..0.2570] \| it/evals=800/1377 eff=81.8833% N=400 Mono-modal Volume: ~exp(-6.31) Expected Volume: exp(-2.02) Hinz: -5.0\| -1.4 ****************** +2.7 \| +5.0 Kunz: -5.0\| -1.3 ******************** +2.6 \| +5.0 Z=-10.4(0.09%) \| Like=-6.29..0.58 [-110.4238..0.2570] \| it/evals=839/1423 eff=82.0137% N=400 Z=-10.2(0.11%) \| Like=-6.10..0.58 [-110.4238..0.2570] \| it/evals=850/1440 eff=81.7308% N=400 Mono-modal Volume: ~exp(-6.38) * Expected Volume: exp(-2.23) Hinz: -5.0\| -1.1 ****************** +2.4 \| +5.0 Kunz: -5.0\| -1.1 ***************** +2.3 \| +5.0 Z=-9.5(0.23%) \| Like=-5.42..0.58 [-110.4238..0.2570] \| it/evals=891/1496 eff=81.2956% N=400 Z=-9.4(0.27%) \| Like=-5.22..0.58 [-110.4238..0.2570] \| it/evals=900/1509 eff=81.1542% N=400 Z=-8.6(0.59%) \| Like=-4.51..0.58 [-110.4238..0.2570] \| it/evals=950/1579 eff=80.5768% N=400 Mono-modal Volume: ~exp(-7.01) * Expected Volume: exp(-2.43) Hinz: -5.0\| -1.0 **************** +2.3 \| +5.0 Kunz: -5.0\| -0.9 ************** +2.2 \| +5.0 Z=-8.3(0.78%) \| Like=-4.19..0.58 [-110.4238..0.2570] \| it/evals=972/1608 eff=80.4636% N=400 Z=-8.0(1.11%) \| Like=-3.99..0.58 [-110.4238..0.2570] \| it/evals=1000/1649 eff=80.0641% N=400 Z=-7.4(1.85%) \| Like=-3.43..0.58 [-110.4238..0.2570] \| it/evals=1050/1716 eff=79.7872% N=400 Mono-modal Volume: ~exp(-7.01) Expected Volume: exp(-2.63) Hinz: -5.0\| -0.8 ************ +2.1 \| +5.0 Kunz: -5.0\| -0.8 ************** +2.1 \| +5.0 Z=-7.1(2.60%) \| Like=-3.08..0.58 [-110.4238..0.2570] \| it/evals=1085/1759 eff=79.8381% N=400 Z=-7.0(2.94%) \| Like=-2.99..0.58 [-110.4238..0.2570] \| it/evals=1100/1779 eff=79.7679% N=400 Mono-modal Volume: ~exp(-7.11) * Expected Volume: exp(-2.83) Hinz: -5.0\| -0.7 ************** +2.0 \| +5.0 Kunz: -5.0\| -0.7 ************* +1.9 \| +5.0 Z=-6.7(3.87%) \| Like=-2.73..0.58 [-110.4238..0.2570] \| it/evals=1134/1826 eff=79.5231% N=400 Z=-6.6(4.38%) \| Like=-2.55..0.58 [-110.4238..0.2570] \| it/evals=1150/1847 eff=79.4748% N=400 Z=-6.2(6.26%) \| Like=-2.11..0.59 [-110.4238..0.2570] \| it/evals=1200/1917 eff=79.1035% N=400 Mono-modal Volume: ~exp(-7.40) * Expected Volume: exp(-3.04) Hinz: -5.0\| -0.6 ************ +1.9 \| +5.0 Kunz: -5.0\| -0.5 *********** +1.8 \| +5.0 Z=-6.1(7.02%) \| Like=-2.05..0.59 [-110.4238..0.2570] \| it/evals=1215/1937 eff=79.0501% N=400 Z=-5.8(8.87%) \| Like=-1.77..0.59 [-110.4238..0.2570] \| it/evals=1250/1977 eff=79.2644% N=400 Mono-modal Volume: ~exp(-7.72) * Expected Volume: exp(-3.24) Hinz: -5.0\| -0.5 ********** +1.7 \| +5.0 Kunz: -5.0\| -0.4 ******** +1.7 \| +5.0 Z=-5.6(11.57%) \| Like=-1.56..0.59 [-110.4238..0.2570] \| it/evals=1296/2040 eff=79.0244% N=400 Z=-5.6(11.85%) \| Like=-1.55..0.59 [-110.4238..0.2570] \| it/evals=1300/2045 eff=79.0274% N=400 Z=-5.3(15.15%) \| Like=-1.28..0.59 [-110.4238..0.2570] \| it/evals=1350/2110 eff=78.9474% N=400 Mono-modal Volume: ~exp(-7.72) Expected Volume: exp(-3.44) Hinz: -5.0\| -0.3 ******** +1.6 \| +5.0 Kunz: -5.0\| -0.3 ******** +1.6 \| +5.0 Z=-5.1(18.14%) \| Like=-1.10..0.59 [-110.4238..0.2570] \| it/evals=1389/2171 eff=78.4303% N=400 Z=-5.1(19.11%) \| Like=-1.05..0.59 [-110.4238..0.2570] \| it/evals=1400/2185 eff=78.4314% N=400 Z=-4.9(23.53%) \| Like=-0.87..0.59 [-110.4238..0.2570] \| it/evals=1450/2249 eff=78.4208% N=400 Mono-modal Volume: ~exp(-7.77) * Expected Volume: exp(-3.64) Hinz: -5.0\| -0.3 ******** +1.5 \| +5.0 Kunz: -5.0\| -0.2 ******** +1.5 \| +5.0 Z=-4.9(24.24%) \| Like=-0.84..0.59 [-110.4238..0.2570] \| it/evals=1458/2258 eff=78.4715% N=400 Z=-4.7(28.18%) \| Like=-0.74..0.59 [-110.4238..0.2570] \| it/evals=1500/2309 eff=78.5752% N=400 Mono-modal Volume: ~exp(-8.08) * Expected Volume: exp(-3.85) Hinz: -5.0\| -0.2 ******** +1.5 \| +5.0 Kunz: -5.0\| -0.2 ***** +1.4 \| +5.0 Z=-4.6(31.44%) \| Like=-0.62..0.59 [-110.4238..0.2570] \| it/evals=1539/2358 eff=78.6006% N=400 Z=-4.6(32.49%) \| Like=-0.59..0.59 [-110.4238..0.2570] \| it/evals=1550/2378 eff=78.3620% N=400 Z=-4.4(36.79%) \| Like=-0.45..0.59 [-110.4238..0.2570] \| it/evals=1600/2443 eff=78.3162% N=400 Mono-modal Volume: ~exp(-8.08) Expected Volume: exp(-4.05) Hinz: -5.0\| -0.1 ***** +1.4 \| +5.0 Kunz: -5.0e+00\| -8.3e-02 ****** +1.3e+00 \| +5.0e+00 Z=-4.4(39.68%) \| Like=-0.39..0.59 [-110.4238..0.2570] \| it/evals=1630/2483 eff=78.2525% N=400 Z=-4.3(41.38%) \| Like=-0.35..0.59 [-110.4238..0.2570] \| it/evals=1650/2506 eff=78.3476% N=400 Z=-4.2(46.01%) \| Like=-0.23..0.59 [-110.4238..0.2570] \| it/evals=1700/2581 eff=77.9459% N=400 Mono-modal Volume: ~exp(-8.87) * Expected Volume: exp(-4.25) Hinz: -5.0e+00\| -5.8e-02 ****** +1.3e+00 \| +5.0e+00 Kunz: -5.0e+00\| -1.2e-02 **** +1.3e+00 \| +5.0e+00 Z=-4.2(46.07%) \| Like=-0.23..0.59 [-110.4238..0.2570] \| it/evals=1701/2583 eff=77.9203% N=400 Z=-4.1(50.33%) \| Like=-0.14..0.59 [-110.4238..0.2570] \| it/evals=1750/2647 eff=77.8816% N=400 Mono-modal Volume: ~exp(-8.87) Expected Volume: exp(-4.45) Hinz: -5.0e+00\| -2.7e-04 **** +1.3e+00 \| +5.0e+00 Kunz: +0.0e+00\|*********** +1.2e+00 \| +5.0e+00 Z=-4.1(52.97%) \| Like=-0.10..0.59 [-110.4238..0.2570] \| it/evals=1782/2690 eff=77.8166% N=400 Z=-4.0(54.43%) \| Like=-0.06..0.59 [-110.4238..0.2570] \| it/evals=1800/2712 eff=77.8547% N=400 Z=-4.0(58.33%) \| Like=0.02..0.59 [-110.4238..0.2570] \| it/evals=1850/2781 eff=77.6984% N=400 Mono-modal Volume: ~exp(-9.07) * Expected Volume: exp(-4.66) Hinz: +0.0e+00\|*********** +1.2e+00 \| +5.0e+00 Kunz: +0.0\| ******** +1.2 \| +5.0 Z=-4.0(59.30%) \| Like=0.04..0.59 [-110.4238..0.2570] \| it/evals=1863/2798 eff=77.6897% N=400 Z=-3.9(62.03%) \| Like=0.09..0.59 [-110.4238..0.2570] \| it/evals=1900/2848 eff=77.6144% N=400 Mono-modal Volume: ~exp(-9.07) Expected Volume: exp(-4.86) Hinz: +0.0\| ******** +1.2 \| +5.0 Kunz: +0.0\| ********* +1.1 \| +5.0 Z=-3.9(65.09%) \| Like=0.13..0.59 [-110.4238..0.2570] \| it/evals=1944/2907 eff=77.5429% N=400 Z=-3.9(65.47%) \| Like=0.14..0.59 [-110.4238..0.2570] \| it/evals=1950/2914 eff=77.5656% N=400 Z=-3.8(68.69%) \| Like=0.20..0.59 [-110.4238..0.2570] \| it/evals=2000/2980 eff=77.5194% N=400 Mono-modal Volume: ~exp(-9.21) * Expected Volume: exp(-5.06) Hinz: +0.0\| ********* +1.1 \| +5.0 Kunz: +0.0\| ******** +1.1 \| +5.0 Z=-3.8(70.24%) \| Like=0.23..0.59 [-110.4238..0.2570] \| it/evals=2025/3016 eff=77.4083% N=400 Z=-3.8(71.75%) \| Like=0.25..0.59 [-110.4238..0.2570] \| it/evals=2050/3043 eff=77.5634% N=400 Z=-3.7(74.57%) \| Like=0.28..0.59 [0.2829..0.2830]\| it/evals=2100/3107 eff=77.5767% N=400 Mono-modal Volume: ~exp(-9.21) Expected Volume: exp(-5.27) Hinz: +0.0\| ******* +1.1 \| +5.0 Kunz: +0.0\| ******* +1.0 \| +5.0 Z=-3.7(76.30%) \| Like=0.31..0.59 [0.3085..0.3086]\| it/evals=2134/3152 eff=77.5436% N=400 Z=-3.7(77.12%) \| Like=0.32..0.59 [0.3231..0.3234]\| it/evals=2150/3173 eff=77.5334% N=400 Mono-modal Volume: ~exp(-9.78) * Expected Volume: exp(-5.47) Hinz: +0.0\| ******* +1.0 \| +5.0 Kunz: +0.0\| +0.3 ************************************\| +1.0 Z=-3.7(78.90%) \| Like=0.35..0.59 [0.3483..0.3499]\| it/evals=2187/3227 eff=77.3612% N=400 Z=-3.7(79.52%) \| Like=0.36..0.59 [0.3573..0.3573]\| it/evals=2200/3243 eff=77.3830% N=400 Z=-3.6(81.65%) \| Like=0.39..0.59 [0.3852..0.3854]\| it/evals=2250/3308 eff=77.3728% N=400 Mono-modal Volume: ~exp(-9.92) * Expected Volume: exp(-5.67) Hinz: +0.0\| +0.3 *********************************** \| +1.0 Kunz: +0.0\| +0.3 ******************************** \| +1.0 Z=-3.6(82.39%) \| Like=0.39..0.59 [0.3893..0.3894]\| it/evals=2268/3338 eff=77.1954% N=400 Z=-3.6(83.63%) \| Like=0.41..0.59 [0.4098..0.4102]\| it/evals=2300/3381 eff=77.1553% N=400 Mono-modal Volume: ~exp(-10.13) * Expected Volume: exp(-5.87) Hinz: +0.0\| +0.3 ******************************* \| +1.0 Kunz: +0.0\| +0.3 ***************************** \| +1.0 Z=-3.6(85.38%) \| Like=0.43..0.59 [0.4324..0.4327]\| it/evals=2349/3450 eff=77.0164% N=400 Z=-3.6(85.41%) \| Like=0.43..0.59 [0.4327..0.4338]\| it/evals=2350/3451 eff=77.0239% N=400 Z=-3.6(87.01%) \| Like=0.45..0.59 [0.4516..0.4520]\| it/evals=2400/3508 eff=77.2201% N=400 Mono-modal Volume: ~exp(-10.39) Expected Volume: exp(-6.08) Hinz: +0.0\| +0.4 **************************** \| +1.0 Kunz: +0.0\| +0.4 *************************** \| +1.0 Z=-3.6(87.89%) \| Like=0.46..0.59 [0.4603..0.4605]\| it/evals=2430/3541 eff=77.3639% N=400 Z=-3.6(88.45%) \| Like=0.47..0.59 [0.4685..0.4688]\| it/evals=2450/3563 eff=77.4581% N=400 Z=-3.5(89.72%) \| Like=0.48..0.59 [0.4842..0.4848]\| it/evals=2500/3623 eff=77.5675% N=400 Mono-modal Volume: ~exp(-10.48) Expected Volume: exp(-6.28) Hinz: +0.0\| +0.4 ************************* \| +1.0 Kunz: +0.0\| +0.4 *********************** \| +1.0 Z=-3.5(89.99%) \| Like=0.49..0.59 [0.4876..0.4877]\| it/evals=2511/3636 eff=77.5958% N=400 Z=-3.5(90.87%) \| Like=0.50..0.59 [0.4970..0.4972]\| it/evals=2550/3686 eff=77.6019% N=400 Mono-modal Volume: ~exp(-10.84) * Expected Volume: exp(-6.48) Hinz: +0.0\| +0.4 *********************** \| +1.0 Kunz: +0.0\| +0.4 ********************* \| +1.0 Z=-3.5(91.74%) \| Like=0.51..0.59 [0.5052..0.5053]\| it/evals=2592/3736 eff=77.6978% N=400 Z=-3.5(91.90%) \| Like=0.51..0.59 [0.5061..0.5065]\| it/evals=2600/3751 eff=77.5888% N=400 Z=-3.5(92.81%) \| Like=0.52..0.59 [0.5152..0.5152]\| it/evals=2650/3820 eff=77.4854% N=400 Mono-modal Volume: ~exp(-10.84) Expected Volume: exp(-6.68) Hinz: +0.0\| +0.4 ******************** \| +1.0 Kunz: +0.0\| +0.4 ******************** \| +1.0 Z=-3.5(93.49%) \| Like=0.52..0.59 [0.5232..0.5232]\| it/evals=2691/3876 eff=77.4166% N=400 Z=-3.5(93.63%) \| Like=0.52..0.59 [0.5241..0.5242]\| it/evals=2700/3885 eff=77.4749% N=400 Z=-3.5(94.36%) \| Like=0.53..0.59 [0.5327..0.5328]\| it/evals=2750/3954 eff=77.3776% N=400 Mono-modal Volume: ~exp(-11.19) Expected Volume: exp(-6.89) Hinz: +0.0\| +0.4 ******************* \| +1.0 Kunz: +0.0\| +0.5 ***************** +0.8 \| +1.0 Z=-3.5(94.41%) \| Like=0.53..0.59 [0.5333..0.5333]\| it/evals=2754/3961 eff=77.3378% N=400 Z=-3.5(95.00%) \| Like=0.54..0.59 [0.5395..0.5395]\| it/evals=2800/4020 eff=77.3481% N=400 Mono-modal Volume: ~exp(-11.19) Expected Volume: exp(-7.09) Hinz: +0.0\| +0.5 ***************** +0.8 \| +1.0 Kunz: +0.0\| +0.5 *************** +0.8 \| +1.0 Z=-3.5(95.44%) \| Like=0.55..0.59 [0.5459..0.5460]\| it/evals=2838/4066 eff=77.4141% N=400 Z=-3.5(95.58%) \| Like=0.55..0.59 [0.5478..0.5482]\| it/evals=2850/4078 eff=77.4878% N=400 Z=-3.5(96.09%) \| Like=0.55..0.59 [0.5541..0.5543]\| it/evals=2900/4150 eff=77.3333% N=400 Mono-modal Volume: ~exp(-11.67) Expected Volume: exp(-7.29) Hinz: +0.0\| +0.5 ************** +0.8 \| +1.0 Kunz: +0.0\| +0.5 ************** +0.8 \| +1.0 Z=-3.5(96.24%) \| Like=0.56..0.59 [0.5552..0.5553]\| it/evals=2916/4175 eff=77.2450% N=400 Z=-3.5(96.54%) \| Like=0.56..0.59 [0.5586..0.5588]\| it/evals=2950/4215 eff=77.3263% N=400 Mono-modal Volume: ~exp(-11.91) * Expected Volume: exp(-7.49) Hinz: +0.0\| +0.5 ************* +0.8 \| +1.0 Kunz: +0.0\| +0.5 ************ +0.8 \| +1.0 Z=-3.5(96.92%) \| Like=0.56..0.59 [0.5628..0.5628]\| it/evals=2997/4275 eff=77.3419% N=400 Z=-3.5(96.94%) \| Like=0.56..0.59 [0.5629..0.5629]\| it/evals=3000/4278 eff=77.3595% N=400 Z=-3.5(97.29%) \| Like=0.57..0.59 [0.5668..0.5669]\| it/evals=3050/4334 eff=77.5292% N=400 Mono-modal Volume: ~exp(-12.03) Expected Volume: exp(-7.70) Hinz: +0.0\| +0.5 *********** +0.8 \| +1.0 Kunz: +0.0\| +0.5 *********** +0.7 \| +1.0 Z=-3.5(97.47%) \| Like=0.57..0.59 [0.5683..0.5683]\| it/evals=3078/4378 eff=77.3756% N=400 Z=-3.5(97.61%) \| Like=0.57..0.59 [0.5694..0.5695]\| it/evals=3100/4403 eff=77.4419% N=400 Z=-3.5(97.89%) \| Like=0.57..0.59 [0.5722..0.5723]\| it/evals=3150/4470 eff=77.3956% N=400 Mono-modal Volume: ~exp(-12.03) Expected Volume: exp(-7.90) Hinz: +0.0\| +0.5 ********** +0.7 \| +1.0 Kunz: +0.0\| +0.5 ********** +0.7 \| +1.0 Z=-3.5(98.09%) \| Like=0.57..0.59 [0.5742..0.5742]\| it/evals=3191/4517 eff=77.5079% N=400 Z=-3.5(98.13%) \| Like=0.57..0.59 [0.5746..0.5746]\| it/evals=3200/4527 eff=77.5382% N=400 Mono-modal Volume: ~exp(-12.49) * Expected Volume: exp(-8.10) Hinz: +0.0\| +0.5 ********* +0.7 \| +1.0 Kunz: +0.0\| +0.5 ********* +0.7 \| +1.0 Z=-3.5(98.31%) \| Like=0.58..0.59 [0.5767..0.5767]\| it/evals=3240/4584 eff=77.4379% N=400 Z=-3.5(98.35%) \| Like=0.58..0.59 [0.5771..0.5772]\| it/evals=3250/4596 eff=77.4547% N=400 Z=-3.5(98.54%) \| Like=0.58..0.59 [0.5787..0.5788]\| it/evals=3300/4664 eff=77.3921% N=400 Mono-modal Volume: ~exp(-12.49) Expected Volume: exp(-8.30) Hinz: +0.0\| +0.5 ******** +0.7 \| +1.0 Kunz: +0.0\| +0.6 ******** +0.7 \| +1.0 Z=-3.4(98.68%) \| Like=0.58..0.59 [0.5802..0.5802]\| it/evals=3341/4713 eff=77.4635% N=400 Z=-3.4(98.71%) \| Like=0.58..0.59 [0.5805..0.5805]\| it/evals=3350/4724 eff=77.4746% N=400 Z=-3.4(98.86%) \| Like=0.58..0.59 [0.5821..0.5822]\| it/evals=3400/4796 eff=77.3430% N=400 Mono-modal Volume: ~exp(-12.78) Expected Volume: exp(-8.51) Hinz: +0.0\| +0.6 ******* +0.7 \| +1.0 Kunz: +0.0\| +0.6 ******* +0.7 \| +1.0 Z=-3.4(98.87%) \| Like=0.58..0.59 [0.5822..0.5822]\| it/evals=3402/4799 eff=77.3358% N=400 Z=-3.4(99.00%) \| Like=0.58..0.59 [0.5834..0.5834]\| it/evals=3450/4863 eff=77.3023% N=400 [ultranest] Explored until L=0.6 [ultranest] Likelihood function evaluations: 4864 [ultranest] logZ = -3.427 +- 0.07324 [ultranest] Effective samples strategy satisfied (ESS = 1612.3, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.10 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.16, need <0.5) [ultranest] logZ error budget: single: 0.09 bs:0.07 tail:0.01 total:0.07 required:<0.50 [ultranest] done iterating. ncalls: 4866 nunique: 4866 {'niter': 3852, 'logz': -3.4360390920905353, 'logzerr': 0.15768764164230362, 'logz_bs': -3.426621052458705, 'logzerr_bs': 0.15737365380099178, 'logz_single': -3.4360390920905353, 'logzerr_tail': 0.009946125679738405, 'logzerr_single': 0.08670913664833259, 'ess': 1612.344754057421, 'H': 3.0073897513196854, 'Herr': 0.06862022789466173, 'paramnames': ['Hinz', 'Kunz'], 'ncall': 4864, 'posterior': {'mean': [0.6602240662607246, 0.6359843962447884], 'stdev': [0.534094843358379, 0.530761341884248], 'median': [0.680972116642371, 0.6460436673908063], 'errlo': [0.10986683459077712, 0.0901758797317811], 'errup': [1.1913244566458845, 1.1669134503894778]}, 'weighted_samples': {'v': array([[-4.80119866, -4.73789013], [-4.81667357, -4.33275002], [-4.14955789, -4.60945217], ..., [ 0.6330184 , 0.64046704], [ 0.63854733, 0.63207751], [ 0.63151055, 0.6323815 ]]), 'L': array([-110.42379603, -102.5323187 , -94.94998881, ..., 0.59307328, 0.59310547, 0.59312457]), 'w': array([8.57442066e-50, 2.28741048e-46, 4.47942635e-43, ..., 2.51072935e-05, 2.51081018e-05, 2.51085814e-05]), 'logw': array([ -5.99271429, -5.99521429, -5.99771429, ..., -14.62146455, -14.62146455, -14.62146455]), 'bs_w': array([[1.27369920e-49, 1.25003892e-49, 0.00000000e+00, ..., 1.27085292e-49, 1.38118370e-49, 1.25943841e-49], [0.00000000e+00, 3.33011116e-46, 3.44577282e-46, ..., 3.38561084e-46, 0.00000000e+00, 3.35467772e-46], [0.00000000e+00, 6.51227751e-43, 6.73740094e-43, ..., 0.00000000e+00, 0.00000000e+00, 0.00000000e+00], ..., [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 4.02978257e-05, 3.70916425e-05], [3.49950614e-05, 0.00000000e+00, 0.00000000e+00, ..., 3.61780794e-05, 0.00000000e+00, 0.00000000e+00], [3.49957299e-05, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 3.70935451e-05]]), 'u': array([[0.01988013, 0.02621099], [0.01833264, 0.066725 ], [0.08504421, 0.03905478], ..., [0.56330184, 0.5640467 ], [0.56385473, 0.56320775], [0.56315105, 0.56323815]])}, 'samples': array([[ 1.0815503 , 0.64271114], [ 0.3887775 , 1.35322925], [ 0.57123457, 1.24409988], ..., [ 0.71471066, -0.17676848], [ 0.11840024, 0.59206709], [-0.41308179, 0.33227103]])} -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=0.6 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 4864 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.427 +- 0.07324 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1612.3, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.10 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.16, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.07 tail:0.01 total:0.07 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:2241 Making corner plot ... [35mDEBUG [0m ultranest:integrator.py:2288 Making run plot ... [35mDEBUG [0m ultranest:integrator.py:2263 Making trace plot ...
Passed	tests/test_run.py::test_return_summary	8.53
------------------------------Captured stdout call------------------------------ [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.20) * Expected Volume: exp(0.00) a: +0.0000\|******************************************************\| +1.0000 b: +0.000\|****************************************************\| +1.000 Z=-inf(0.00%) \| Like=-2790.01..9.52 [-2790.0057..8.2296] \| it/evals=0/401 eff=0.0000% N=400 Z=-2131.2(0.00%) \| Like=-2106.06..9.52 [-2790.0057..8.2296] \| it/evals=40/442 eff=95.2381% N=400 Z=-1612.0(0.00%) \| Like=-1592.36..9.52 [-2790.0057..8.2296] \| it/evals=80/486 eff=93.0233% N=400 Mono-modal Volume: ~exp(-4.20) Expected Volume: exp(-0.20) a: +0.0000\|****************************************************\| +1.0000 b: +0.0\| *******************************************\| +1.0 Z=-1144.2(0.00%) \| Like=-1127.52..9.52 [-2790.0057..8.2296] \| it/evals=120/533 eff=90.2256% N=400 Z=-862.4(0.00%) \| Like=-851.84..9.52 [-2790.0057..8.2296] \| it/evals=160/578 eff=89.8876% N=400 Mono-modal Volume: ~exp(-4.79) Expected Volume: exp(-0.41) a: +0.0000\|******************************************************\| +1.0000 b: +0.0\| +0.3 **********************************\| +1.0 Z=-848.6(0.00%) \| Like=-841.16..9.52 [-2790.0057..8.2296] \| it/evals=162/580 eff=90.0000% N=400 Z=-677.5(0.00%) \| Like=-666.83..10.13 [-2790.0057..8.2296] \| it/evals=200/622 eff=90.0901% N=400 Z=-483.6(0.00%) \| Like=-474.22..10.13 [-2790.0057..8.2296] \| it/evals=240/667 eff=89.8876% N=400 Mono-modal Volume: ~exp(-4.79) Expected Volume: exp(-0.61) a: +0.0000\|****************************************************\| +1.0000 b: +0.0\| +0.4 *****************************\| +1.0 Z=-331.1(0.00%) \| Like=-311.76..10.13 [-2790.0057..8.2296] \| it/evals=280/708 eff=90.9091% N=400 Z=-269.7(0.00%) \| Like=-263.53..10.13 [-2790.0057..8.2296] \| it/evals=320/752 eff=90.9091% N=400 Mono-modal Volume: ~exp(-5.10) Expected Volume: exp(-0.81) a: +0.0000\|******************************************************\| +1.0000 b: +0.0\| +0.5 ************************ \| +1.0 Z=-265.7(0.00%) \| Like=-258.56..10.13 [-2790.0057..8.2296] \| it/evals=324/757 eff=90.7563% N=400 Z=-217.6(0.00%) \| Like=-210.23..10.13 [-2790.0057..8.2296] \| it/evals=360/802 eff=89.5522% N=400 Z=-169.6(0.00%) \| Like=-162.01..10.13 [-2790.0057..8.2296] \| it/evals=400/850 eff=88.8889% N=400 Mono-modal Volume: ~exp(-5.45) * Expected Volume: exp(-1.01) a: +0.0000\|******************************************************\| +1.0000 b: +0.0\| +0.6 ******************** \| +1.0 Z=-165.8(0.00%) \| Like=-158.82..10.13 [-2790.0057..8.2296] \| it/evals=405/856 eff=88.8158% N=400 Z=-142.6(0.00%) \| Like=-135.29..10.13 [-2790.0057..8.2296] \| it/evals=440/901 eff=87.8244% N=400 Z=-117.6(0.00%) \| Like=-110.66..10.13 [-2790.0057..8.2296] \| it/evals=480/949 eff=87.4317% N=400 Mono-modal Volume: ~exp(-5.67) * Expected Volume: exp(-1.21) a: +0.0000\|******************************************************\| +1.0000 b: +0.0\| +0.6 ************** \| +1.0 Z=-115.0(0.00%) \| Like=-109.15..10.13 [-2790.0057..8.2296] \| it/evals=486/955 eff=87.5676% N=400 Z=-95.8(0.00%) \| Like=-88.72..10.13 [-2790.0057..8.2296] \| it/evals=520/994 eff=87.5421% N=400 Z=-81.5(0.00%) \| Like=-75.26..10.13 [-2790.0057..8.2296] \| it/evals=560/1042 eff=87.2274% N=400 Mono-modal Volume: ~exp(-5.67) Expected Volume: exp(-1.42) a: +0.000\|****************************************************\| +1.000 b: +0.0\| +0.6 ************** \| +1.0 Z=-69.9(0.00%) \| Like=-63.55..10.13 [-2790.0057..8.2296] \| it/evals=599/1094 eff=86.3112% N=400 Z=-69.6(0.00%) \| Like=-63.54..10.13 [-2790.0057..8.2296] \| it/evals=600/1095 eff=86.3309% N=400 Z=-57.0(0.00%) \| Like=-49.83..10.13 [-2790.0057..8.2296] \| it/evals=640/1149 eff=85.4473% N=400 Mono-modal Volume: ~exp(-5.72) * Expected Volume: exp(-1.62) a: +0.000\|******************************************************\| +1.000 b: +0.0\| +0.6 *********** \| +1.0 Z=-54.7(0.00%) \| Like=-48.66..10.13 [-2790.0057..8.2296] \| it/evals=648/1163 eff=84.9279% N=400 Z=-46.0(0.00%) \| Like=-39.48..10.13 [-2790.0057..8.2296] \| it/evals=680/1205 eff=84.4720% N=400 Z=-38.9(0.00%) \| Like=-32.95..10.13 [-2790.0057..8.2296] \| it/evals=720/1255 eff=84.2105% N=400 Mono-modal Volume: ~exp(-6.03) * Expected Volume: exp(-1.82) a: +0.000\|******************************************************\| +1.000 b: +0.0\| +0.7 ********* \| +1.0 Z=-37.4(0.00%) \| Like=-31.47..10.13 [-2790.0057..8.2296] \| it/evals=729/1264 eff=84.3750% N=400 Z=-32.7(0.00%) \| Like=-26.79..10.13 [-2790.0057..8.2296] \| it/evals=760/1297 eff=84.7269% N=400 Z=-27.7(0.00%) \| Like=-21.81..10.13 [-2790.0057..8.2296] \| it/evals=800/1341 eff=85.0159% N=400 Mono-modal Volume: ~exp(-6.18) * Expected Volume: exp(-2.02) a: +0.000\|******************************************************\| +1.000 b: +0.0\| +0.7 ******** \| +1.0 Z=-26.3(0.00%) \| Like=-20.43..10.13 [-2790.0057..8.2296] \| it/evals=810/1356 eff=84.7280% N=400 Z=-22.6(0.00%) \| Like=-16.65..10.14 [-2790.0057..8.2296] \| it/evals=840/1394 eff=84.5070% N=400 Z=-18.2(0.00%) \| Like=-12.29..10.14 [-2790.0057..8.2296] \| it/evals=880/1445 eff=84.2105% N=400 Mono-modal Volume: ~exp(-6.21) * Expected Volume: exp(-2.23) a: +0.000\|******************************************************\| +1.000 b: +0.0\| +0.7 ****** +0.8 \| +1.0 Z=-17.1(0.00%) \| Like=-10.78..10.14 [-2790.0057..8.2296] \| it/evals=891/1458 eff=84.2155% N=400 Z=-14.7(0.00%) \| Like=-9.19..10.14 [-2790.0057..8.2296] \| it/evals=920/1494 eff=84.0951% N=400 Z=-12.1(0.00%) \| Like=-6.24..10.14 [-2790.0057..8.2296] \| it/evals=960/1544 eff=83.9161% N=400 Mono-modal Volume: ~exp(-6.57) * Expected Volume: exp(-2.43) a: +0.000\|******************************************************\| +1.000 b: +0.0\| +0.7 ****** +0.8 \| +1.0 Z=-11.2(0.00%) \| Like=-5.60..10.14 [-2790.0057..8.2296] \| it/evals=972/1562 eff=83.6489% N=400 Z=-9.8(0.00%) \| Like=-4.27..10.14 [-2790.0057..8.2296] \| it/evals=1000/1595 eff=83.6820% N=400 Z=-7.8(0.00%) \| Like=-2.36..10.14 [-2790.0057..8.2296] \| it/evals=1040/1652 eff=83.0671% N=400 Mono-modal Volume: ~exp(-7.05) * Expected Volume: exp(-2.63) a: +0.00\| *****************************************************\| +1.00 b: +0.0\| +0.7 **** +0.8 \| +1.0 Z=-7.3(0.00%) \| Like=-2.02..10.14 [-2790.0057..8.2296] \| it/evals=1053/1669 eff=82.9787% N=400 Z=-6.4(0.00%) \| Like=-1.28..10.14 [-2790.0057..8.2296] \| it/evals=1080/1702 eff=82.9493% N=400 Z=-5.4(0.00%) \| Like=-0.42..10.14 [-2790.0057..8.2296] \| it/evals=1120/1756 eff=82.5959% N=400 Mono-modal Volume: ~exp(-7.08) * Expected Volume: exp(-2.83) a: +0.00\| ************************************************ \| +1.00 b: +0.0\| +0.7 **** +0.8 \| +1.0 Z=-5.1(0.00%) \| Like=-0.12..10.14 [-2790.0057..8.2296] \| it/evals=1134/1775 eff=82.4727% N=400 Z=-4.6(0.01%) \| Like=0.56..10.14 [-2790.0057..8.2296] \| it/evals=1160/1810 eff=82.2695% N=400 Z=-3.7(0.02%) \| Like=1.40..10.14 [-2790.0057..8.2296] \| it/evals=1200/1858 eff=82.3045% N=400 Mono-modal Volume: ~exp(-7.33) * Expected Volume: exp(-3.04) a: +0.0\| ******************************************** \| +1.0 b: +0.0\| +0.7 **** +0.8 \| +1.0 Z=-3.4(0.02%) \| Like=1.80..10.14 [-2790.0057..8.2296] \| it/evals=1215/1875 eff=82.3729% N=400 Z=-2.9(0.04%) \| Like=2.28..10.14 [-2790.0057..8.2296] \| it/evals=1240/1908 eff=82.2281% N=400 Z=-2.2(0.07%) \| Like=2.84..10.14 [-2790.0057..8.2296] \| it/evals=1280/1962 eff=81.9462% N=400 Mono-modal Volume: ~exp(-7.39) * Expected Volume: exp(-3.24) a: +0.0\| **************************************** \| +1.0 b: +0.0\| +0.7 **** +0.8 \| +1.0 Z=-1.9(0.10%) \| Like=3.14..10.14 [-2790.0057..8.2296] \| it/evals=1296/1982 eff=81.9216% N=400 Z=-1.6(0.15%) \| Like=3.58..10.14 [-2790.0057..8.2296] \| it/evals=1320/2013 eff=81.8351% N=400 Z=-1.0(0.27%) \| Like=4.14..10.14 [-2790.0057..8.2296] \| it/evals=1360/2065 eff=81.6817% N=400 Mono-modal Volume: ~exp(-7.52) * Expected Volume: exp(-3.44) a: +0.0\| ************************************ \| +1.0 b: +0.0\| +0.7 ** +0.8 \| +1.0 Z=-0.8(0.34%) \| Like=4.27..10.14 [-2790.0057..8.2296] \| it/evals=1377/2089 eff=81.5275% N=400 Z=-0.5(0.47%) \| Like=4.67..10.14 [-2790.0057..8.2296] \| it/evals=1400/2116 eff=81.5851% N=400 Z=-0.0(0.75%) \| Like=5.07..10.14 [-2790.0057..8.2296] \| it/evals=1440/2166 eff=81.5402% N=400 Mono-modal Volume: ~exp(-7.96) * Expected Volume: exp(-3.64) a: +0.0\| +0.2 ******************************** +0.8 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=0.2(0.91%) \| Like=5.33..10.14 [-2790.0057..8.2296] \| it/evals=1458/2189 eff=81.4980% N=400 Z=0.4(1.15%) \| Like=5.56..10.14 [-2790.0057..8.2296] \| it/evals=1480/2214 eff=81.5877% N=400 Z=0.8(1.77%) \| Like=6.01..10.14 [-2790.0057..8.2296] \| it/evals=1520/2267 eff=81.4140% N=400 Mono-modal Volume: ~exp(-7.96) Expected Volume: exp(-3.85) a: +0.0\| +0.2 **************************** +0.8 \| +1.0 b: +0.0\| +0.7 ** +0.8 \| +1.0 Z=1.2(2.56%) \| Like=6.32..10.14 [-2790.0057..8.2296] \| it/evals=1560/2309 eff=81.7182% N=400 Z=1.5(3.61%) \| Like=6.67..10.14 [-2790.0057..8.2296] \| it/evals=1600/2359 eff=81.6743% N=400 Mono-modal Volume: ~exp(-7.97) * Expected Volume: exp(-4.05) a: +0.0\| +0.3 *************************** +0.8 \| +1.0 b: +0.0\| +0.7 ** +0.8 \| +1.0 Z=1.7(4.20%) \| Like=6.92..10.14 [-2790.0057..8.2296] \| it/evals=1620/2385 eff=81.6121% N=400 Z=1.9(4.93%) \| Like=7.09..10.14 [-2790.0057..8.2296] \| it/evals=1640/2408 eff=81.6733% N=400 Z=2.2(6.82%) \| Like=7.44..10.14 [-2790.0057..8.2296] \| it/evals=1680/2459 eff=81.5930% N=400 Mono-modal Volume: ~exp(-8.59) * Expected Volume: exp(-4.25) a: +0.0\| +0.3 *********************** +0.7 \| +1.0 b: +0.0\| +0.7 ** +0.8 \| +1.0 Z=2.3(7.86%) \| Like=7.56..10.14 [-2790.0057..8.2296] \| it/evals=1701/2490 eff=81.3876% N=400 Z=2.4(8.80%) \| Like=7.69..10.14 [-2790.0057..8.2296] \| it/evals=1720/2513 eff=81.4009% N=400 Z=2.7(11.03%) \| Like=7.87..10.14 [-2790.0057..8.2296] \| it/evals=1760/2561 eff=81.4438% N=400 Mono-modal Volume: ~exp(-8.66) * Expected Volume: exp(-4.45) a: +0.0\| +0.3 ********************** +0.7 \| +1.0 b: +0.0\| +0.7 ** +0.8 \| +1.0 Z=2.8(12.31%) \| Like=7.96..10.14 [-2790.0057..8.2296] \| it/evals=1782/2592 eff=81.2956% N=400 Z=2.9(13.50%) \| Like=8.04..10.14 [-2790.0057..8.2296] \| it/evals=1800/2617 eff=81.1908% N=400 Z=3.1(15.89%) \| Like=8.21..10.14 [-2790.0057..8.2296] \| it/evals=1838/2677 eff=80.7202% N=400 Z=3.1(16.04%) \| Like=8.22..10.14 [-2790.0057..8.2296] \| it/evals=1840/2679 eff=80.7372% N=400 Mono-modal Volume: ~exp(-8.71) * Expected Volume: exp(-4.66) a: +0.0\| +0.3 ******************** +0.7 \| +1.0 b: +0.0\| +0.7 ** +0.8 \| +1.0 Z=3.2(17.74%) \| Like=8.36..10.14 [8.3449..8.3580] \| it/evals=1863/2712 eff=80.5796% N=400 Z=3.2(19.03%) \| Like=8.43..10.14 [8.4192..8.4323] \| it/evals=1880/2734 eff=80.5484% N=400 Z=3.4(21.97%) \| Like=8.58..10.14 [8.5833..8.5891]\| it/evals=1920/2783 eff=80.5707% N=400 Mono-modal Volume: ~exp(-8.71) Expected Volume: exp(-4.86) a: +0.0\| +0.3 ***************** +0.7 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=3.5(25.50%) \| Like=8.73..10.14 [8.7336..8.7382]\| it/evals=1958/2837 eff=80.3447% N=400 Z=3.5(25.63%) \| Like=8.74..10.14 [8.7390..8.7421]\| it/evals=1960/2839 eff=80.3608% N=400 Z=3.7(29.13%) \| Like=8.89..10.14 [8.8877..8.8881]\| it/evals=2000/2890 eff=80.3213% N=400 Mono-modal Volume: ~exp(-9.21) Expected Volume: exp(-5.06) a: +0.0\| +0.3 **************** +0.7 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=3.7(31.56%) \| Like=8.95..10.14 [8.9483..8.9537]\| it/evals=2025/2921 eff=80.3253% N=400 Z=3.8(32.86%) \| Like=8.99..10.14 [8.9926..8.9929]\| it/evals=2040/2939 eff=80.3466% N=400 Z=3.9(36.51%) \| Like=9.08..10.14 [9.0849..9.0853]\| it/evals=2080/2987 eff=80.4020% N=400 Mono-modal Volume: ~exp(-9.21) Expected Volume: exp(-5.27) a: +0.0\| +0.4 ************* +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.0(39.52%) \| Like=9.16..10.14 [9.1623..9.1641]\| it/evals=2114/3030 eff=80.3802% N=400 Z=4.0(39.98%) \| Like=9.18..10.14 [9.1794..9.1803]\| it/evals=2120/3037 eff=80.3944% N=400 Z=4.1(43.37%) \| Like=9.27..10.14 [9.2690..9.2706]\| it/evals=2160/3082 eff=80.5369% N=400 Mono-modal Volume: ~exp(-9.59) Expected Volume: exp(-5.47) a: +0.0\| +0.4 ************** +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.1(45.80%) \| Like=9.32..10.14 [9.3184..9.3210]\| it/evals=2187/3120 eff=80.4044% N=400 Z=4.1(46.88%) \| Like=9.33..10.14 [9.3348..9.3365]\| it/evals=2200/3137 eff=80.3800% N=400 Z=4.2(50.34%) \| Like=9.40..10.14 [9.4014..9.4016]\| it/evals=2240/3185 eff=80.4309% N=400 Mono-modal Volume: ~exp(-9.59) Expected Volume: exp(-5.67) a: +0.0\| +0.4 *********** +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.3(53.76%) \| Like=9.48..10.14 [9.4774..9.4781]\| it/evals=2280/3237 eff=80.3666% N=400 Z=4.3(56.92%) \| Like=9.55..10.14 [9.5464..9.5481]\| it/evals=2320/3290 eff=80.2768% N=400 Mono-modal Volume: ~exp(-10.10) * Expected Volume: exp(-5.87) a: +0.0\| +0.4 ********** +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.4(59.23%) \| Like=9.59..10.14 [9.5926..9.5936]\| it/evals=2349/3328 eff=80.2254% N=400 Z=4.4(60.04%) \| Like=9.61..10.14 [9.6088..9.6094]\| it/evals=2360/3342 eff=80.2175% N=400 Z=4.4(63.14%) \| Like=9.66..10.14 [9.6645..9.6653]\| it/evals=2400/3391 eff=80.2407% N=400 Mono-modal Volume: ~exp(-10.10) Expected Volume: exp(-6.08) a: +0.0\| +0.4 ********* +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.5(65.89%) \| Like=9.70..10.14 [9.7006..9.7007]\| it/evals=2440/3444 eff=80.1577% N=400 Z=4.5(68.49%) \| Like=9.74..10.14 [9.7427..9.7432]\| it/evals=2480/3502 eff=79.9484% N=400 Mono-modal Volume: ~exp(-10.10) Expected Volume: exp(-6.28) a: +0.0\| +0.4 ******** +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.6(70.96%) \| Like=9.78..10.14 [9.7778..9.7779]\| it/evals=2520/3550 eff=80.0000% N=400 Z=4.6(73.30%) \| Like=9.81..10.14 [9.8057..9.8069]\| it/evals=2560/3600 eff=80.0000% N=400 Mono-modal Volume: ~exp(-10.48) * Expected Volume: exp(-6.48) a: +0.0\| +0.4 ******** +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.6(75.05%) \| Like=9.83..10.14 [9.8321..9.8329]\| it/evals=2592/3645 eff=79.8767% N=400 Z=4.6(75.48%) \| Like=9.84..10.14 [9.8385..9.8394]\| it/evals=2600/3653 eff=79.9262% N=400 Z=4.6(77.51%) \| Like=9.87..10.14 [9.8684..9.8689]\| it/evals=2640/3705 eff=79.8790% N=400 Mono-modal Volume: ~exp(-10.48) Expected Volume: exp(-6.68) a: +0.0\| +0.4 ***** +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.7(79.36%) \| Like=9.89..10.14 [9.8942..9.8944]\| it/evals=2680/3759 eff=79.7857% N=400 Z=4.7(81.13%) \| Like=9.92..10.14 [9.9180..9.9183]\| it/evals=2720/3811 eff=79.7420% N=400 Mono-modal Volume: ~exp(-10.61) * Expected Volume: exp(-6.89) a: +0.0\| +0.4 ****** +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.7(82.52%) \| Like=9.93..10.14 [9.9345..9.9347]\| it/evals=2754/3856 eff=79.6875% N=400 Z=4.7(82.75%) \| Like=9.94..10.14 [9.9366..9.9388]\| it/evals=2760/3863 eff=79.6997% N=400 Z=4.7(84.26%) \| Like=9.96..10.14 [9.9570..9.9582]\| it/evals=2800/3920 eff=79.5455% N=400 Mono-modal Volume: ~exp(-10.76) Expected Volume: exp(-7.09) a: +0.0\| +0.4 ****** +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.7(85.47%) \| Like=9.97..10.14 [9.9711..9.9712]\| it/evals=2835/3965 eff=79.5231% N=400 Z=4.7(85.63%) \| Like=9.97..10.14 [9.9743..9.9749]\| it/evals=2840/3971 eff=79.5295% N=400 Z=4.8(86.91%) \| Like=9.99..10.14 [9.9919..9.9920]\| it/evals=2880/4017 eff=79.6240% N=400 Mono-modal Volume: ~exp(-11.14) Expected Volume: exp(-7.29) a: +0.0\| +0.4 **** +0.6 \| +1.0 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.8(87.95%) \| Like=10.00..10.14 [10.0020..10.0022]\| it/evals=2916/4057 eff=79.7375% N=400 Z=4.8(88.06%) \| Like=10.00..10.14 [10.0032..10.0033]\| it/evals=2920/4061 eff=79.7596% N=400 Z=4.8(89.13%) \| Like=10.02..10.14 [10.0154..10.0154]\| it/evals=2960/4110 eff=79.7844% N=400 Mono-modal Volume: ~exp(-11.14) Expected Volume: exp(-7.49) a: +0.00\| +0.45 *** +0.55 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.8(90.10%) \| Like=10.03..10.14 [10.0264..10.0270]\| it/evals=3000/4161 eff=79.7660% N=400 Z=4.8(91.00%) \| Like=10.04..10.14 [10.0380..10.0382]\| it/evals=3040/4207 eff=79.8529% N=400 Mono-modal Volume: ~exp(-11.14) Expected Volume: exp(-7.70) a: +0.00\| +0.46 **** +0.54 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.8(91.82%) \| Like=10.05..10.14 [10.0481..10.0485]\| it/evals=3080/4253 eff=79.9377% N=400 Z=4.8(92.57%) \| Like=10.06..10.14 [10.0561..10.0561]\| it/evals=3120/4300 eff=80.0000% N=400 Mono-modal Volume: ~exp(-11.73) * Expected Volume: exp(-7.90) a: +0.00\| +0.46 **** +0.54 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.8(93.23%) \| Like=10.07..10.14 [10.0660..10.0662]\| it/evals=3159/4350 eff=79.9747% N=400 Z=4.8(93.24%) \| Like=10.07..10.14 [10.0662..10.0664]\| it/evals=3160/4351 eff=79.9798% N=400 Z=4.8(93.87%) \| Like=10.07..10.14 [10.0731..10.0732]\| it/evals=3200/4404 eff=79.9201% N=400 Mono-modal Volume: ~exp(-11.89) Expected Volume: exp(-8.10) a: +0.00\| +0.47 ** +0.53 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.8(94.43%) \| Like=10.08..10.14 [10.0792..10.0793]\| it/evals=3240/4460 eff=79.8030% N=400 Z=4.8(94.95%) \| Like=10.08..10.14 [10.0848..10.0848]\| it/evals=3280/4515 eff=79.7084% N=400 Z=4.9(95.42%) \| Like=10.09..10.14 [10.0907..10.0908]\| it/evals=3320/4588 eff=79.2741% N=400 Mono-modal Volume: ~exp(-12.47) Expected Volume: exp(-8.30) a: +0.00\| +0.47 ** +0.53 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.9(95.43%) \| Like=10.09..10.14 [10.0908..10.0908]\| it/evals=3321/4589 eff=79.2791% N=400 Z=4.9(95.84%) \| Like=10.09..10.14 [10.0948..10.0951]\| it/evals=3360/4633 eff=79.3763% N=400 Z=4.9(96.23%) \| Like=10.10..10.14 [10.1010..10.1010]\| it/evals=3400/4684 eff=79.3651% N=400 Mono-modal Volume: ~exp(-12.67) Expected Volume: exp(-8.51) a: +0.00\| +0.47 ** +0.53 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.9(96.25%) \| Like=10.10..10.14 [10.1011..10.1011]\| it/evals=3402/4686 eff=79.3747% N=400 Z=4.9(96.58%) \| Like=10.10..10.14 [10.1046..10.1049]\| it/evals=3440/4734 eff=79.3724% N=400 Z=4.9(96.90%) \| Like=10.11..10.14 [10.1089..10.1090]\| it/evals=3480/4788 eff=79.3072% N=400 Mono-modal Volume: ~exp(-12.70) Expected Volume: exp(-8.71) a: +0.00\| +0.48 ** +0.52 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.9(96.92%) \| Like=10.11..10.14 [10.1090..10.1091]\| it/evals=3483/4794 eff=79.2672% N=400 Z=4.9(97.19%) \| Like=10.11..10.14 [10.1114..10.1115]\| it/evals=3520/4840 eff=79.2793% N=400 Z=4.9(97.46%) \| Like=10.11..10.14 [10.1146..10.1146]\| it/evals=3560/4893 eff=79.2344% N=400 Mono-modal Volume: ~exp(-12.96) Expected Volume: exp(-8.91) a: +0.00\| +0.48 ** +0.52 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.9(97.48%) \| Like=10.11..10.14 [10.1148..10.1149]\| it/evals=3564/4898 eff=79.2352% N=400 Z=4.9(97.69%) \| Like=10.12..10.14 [10.1166..10.1166]\| it/evals=3600/4945 eff=79.2079% N=400 Z=4.9(97.91%) \| Like=10.12..10.14 [10.1194..10.1195]\| it/evals=3640/5000 eff=79.1304% N=400 Mono-modal Volume: ~exp(-13.17) Expected Volume: exp(-9.11) a: +0.00\| +0.48 ** +0.52 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.9(97.94%) \| Like=10.12..10.14 [10.1197..10.1198]\| it/evals=3645/5006 eff=79.1359% N=400 Z=4.9(98.11%) \| Like=10.12..10.14 [10.1212..10.1213]\| it/evals=3680/5048 eff=79.1738% N=400 Z=4.9(98.29%) \| Like=10.12..10.14 [10.1233..10.1236]\| it/evals=3720/5100 eff=79.1489% N=400 Mono-modal Volume: ~exp(-13.41) Expected Volume: exp(-9.32) a: +0.00\| +0.48 +0.52 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.9(98.31%) \| Like=10.12..10.14 [10.1239..10.1240]\| it/evals=3726/5108 eff=79.1419% N=400 Z=4.9(98.45%) \| Like=10.13..10.14 [10.1252..10.1252]\| it/evals=3760/5146 eff=79.2246% N=400 Z=4.9(98.60%) \| Like=10.13..10.14 [10.1263..10.1264]\| it/evals=3800/5198 eff=79.1997% N=400 Mono-modal Volume: ~exp(-13.86) Expected Volume: exp(-9.52) a: +0.00\| +0.48 +0.52 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.9(98.62%) \| Like=10.13..10.14 [10.1266..10.1266]\| it/evals=3807/5205 eff=79.2300% N=400 Z=4.9(98.73%) \| Like=10.13..10.14 [10.1276..10.1276]\| it/evals=3840/5243 eff=79.2897% N=400 Z=4.9(98.85%) \| Like=10.13..10.14 [10.1288..10.1289]\| it/evals=3880/5297 eff=79.2322% N=400 Mono-modal Volume: ~exp(-13.99) Expected Volume: exp(-9.72) a: +0.00\| +0.49 +0.51 \| +1.00 b: +0.0\| +0.7 +0.8 \| +1.0 Z=4.9(98.87%) \| Like=10.13..10.14 [10.1293..10.1293]\| it/evals=3888/5306 eff=79.2499% N=400 Z=4.9(98.96%) \| Like=10.13..10.14 [10.1299..10.1299]\| it/evals=3920/5346 eff=79.2560% N=400 [ultranest] Explored until L=1e+01 [ultranest] Likelihood function evaluations: 5364 [ultranest] logZ = 4.901 +- 0.07656 [ultranest] Effective samples strategy satisfied (ESS = 1617.9, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.08 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.24, need <0.5) [ultranest] logZ error budget: single: 0.10 bs:0.08 tail:0.01 total:0.08 required:<0.50 [ultranest] done iterating. {'niter': 4337, 'logz': 4.898811414944338, 'logzerr': 0.2359440706661896, 'logz_bs': 4.901216718261631, 'logzerr_bs': 0.23573458257636126, 'logz_single': 4.898811414944338, 'logzerr_tail': 0.009940375248479683, 'logzerr_single': 0.10259545543910151, 'ess': 1617.912306221974, 'H': 4.210330990702666, 'Herr': 0.06989799181945391, 'paramnames': ['a', 'b'], 'ncall': 5364, 'posterior': {'mean': [0.4996878795286282, 0.7499934517902784], 'stdev': [0.10068033743245376, 0.010230734742977482], 'median': [0.5010718112117565, 0.7500655676160591], 'errlo': [0.40099293359610705, 0.7397750246730627], 'errup': [0.6015028303832425, 0.7603949983724059]}, 'weighted_samples': {'v': array([[0.02651116, 0.00314849], [0.56584369, 0.00409219], [0.54940874, 0.00559087], ..., [0.49907493, 0.75005791], [0.5009828 , 0.7500186 ], [0.49945397, 0.75007738]]), 'L': array([-2790.00572512, -2771.9693101 , -2760.70706967, ..., 10.13969687, 10.1397064 , 10.13971158]), 'w': array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 2.50890493e-05, 2.50892883e-05, 2.50894183e-05]), 'logw': array([ -5.99271429, -5.99521429, -5.99771429, ..., -15.83396455, -15.83396455, -15.83396455]), 'bs_w': array([[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 0.00000000e+00], [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 0.00000000e+00], [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 0.00000000e+00], ..., [3.99645858e-05, 4.43573240e-05, 4.20840575e-05, ..., 4.03753144e-05, 3.77528666e-05, 0.00000000e+00], [3.99649666e-05, 0.00000000e+00, 0.00000000e+00, ..., 4.03756991e-05, 3.77532263e-05, 0.00000000e+00], [3.99651736e-05, 0.00000000e+00, 4.20846765e-05, ..., 0.00000000e+00, 3.77534219e-05, 3.58440769e-05]]), 'u': array([[0.02651116, 0.00314849], [0.56584369, 0.00409219], [0.54940874, 0.00559087], ..., [0.49907493, 0.75005791], [0.5009828 , 0.7500186 ], [0.49945397, 0.75007738]])}, 'samples': array([[0.58301064, 0.75158592], [0.45629868, 0.73445731], [0.5906415 , 0.76191101], ..., [0.49822961, 0.73769783], [0.60900799, 0.76128142], [0.54033029, 0.75859528]])} -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=1e+01 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 5364 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = 4.901 +- 0.07656 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1617.9, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.08 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.24, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.10 bs:0.08 tail:0.01 total:0.08 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.
Passed	tests/test_run.py::test_run_resume[2.0]	13.66
------------------------------Captured stdout call------------------------------ [ultranest] PointStore: have 0 items [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.32) * Expected Volume: exp(0.00) a: +0.0000\|******************************************************\| +1.0000 Z=-inf(0.00%) \| Like=-1245.39..3.65 [-1245.3896..3.5736] \| it/evals=0/500 eff=0.0000% N=400 Z=-990.5(0.00%) \| Like=-981.54..3.68 [-1245.3896..3.5736] \| it/evals=50/500 eff=50.0000% N=400 Mono-modal Volume: ~exp(-4.32) Expected Volume: exp(-0.20) a: +0.00\| ********************************************** \| +1.00 Z=-884.1(0.00%) \| Like=-873.63..3.68 [-1245.3896..3.5736] \| it/evals=81/500 eff=81.0000% N=400 Z=-841.8(0.00%) \| Like=-832.20..3.68 [-1245.3896..3.5736] \| it/evals=94/609 eff=44.9761% N=400 Z=-823.2(0.00%) \| Like=-812.27..3.68 [-1245.3896..3.5736] \| it/evals=100/609 eff=47.8469% N=400 Z=-626.4(0.00%) \| Like=-615.76..3.68 [-1245.3896..3.5736] \| it/evals=150/609 eff=71.7703% N=400 Mono-modal Volume: ~exp(-4.34) * Expected Volume: exp(-0.41) a: +0.0\| **************************************** \| +1.0 Z=-593.8(0.00%) \| Like=-585.51..3.68 [-1245.3896..3.5736] \| it/evals=162/609 eff=77.5120% N=400 Z=-516.9(0.00%) \| Like=-507.45..3.69 [-1245.3896..3.5736] \| it/evals=193/695 eff=65.4237% N=400 Z=-498.6(0.00%) \| Like=-492.04..3.69 [-1245.3896..3.5736] \| it/evals=200/695 eff=67.7966% N=400 Mono-modal Volume: ~exp(-4.90) * Expected Volume: exp(-0.61) a: +0.0\| +0.2 ******************************** +0.8 \| +1.0 Z=-396.0(0.00%) \| Like=-387.18..3.69 [-1245.3896..3.5736] \| it/evals=243/695 eff=82.3729% N=400 Z=-387.0(0.00%) \| Like=-379.22..3.69 [-1245.3896..3.5736] \| it/evals=250/695 eff=84.7458% N=400 Z=-311.0(0.00%) \| Like=-303.82..3.69 [-1245.3896..3.5736] \| it/evals=298/763 eff=82.0937% N=400 Z=-309.4(0.00%) \| Like=-302.94..3.69 [-1245.3896..3.5736] \| it/evals=300/763 eff=82.6446% N=400 Have 2 modes Volume: ~exp(-5.03) * Expected Volume: exp(-0.81) a: +0.0\| +0.3 22222222222222222111111111 +0.7 \| +1.0 Z=-261.7(0.00%) \| Like=-254.17..3.69 [-1245.3896..3.5736] \| it/evals=324/763 eff=89.2562% N=400 Z=-235.7(0.00%) \| Like=-226.89..3.69 [-1245.3896..3.5736] \| it/evals=350/815 eff=84.3373% N=400 Z=-188.9(0.00%) \| Like=-181.00..3.69 [-1245.3896..3.5736] \| it/evals=400/868 eff=85.4701% N=400 Have 2 modes Volume: ~exp(-5.03) Expected Volume: exp(-1.01) a: +0.0\| +0.3 2222222222222221111111 +0.7 \| +1.0 Z=-150.6(0.00%) \| Like=-143.75..3.69 [-1245.3896..3.5736] \| it/evals=432/911 eff=84.5401% N=400 Z=-139.3(0.00%) \| Like=-132.96..3.69 [-1245.3896..3.5736] \| it/evals=450/911 eff=88.0626% N=400 Mono-modal Volume: ~exp(-5.38) * Expected Volume: exp(-1.21) a: +0.0\| +0.3 ****************** +0.7 \| +1.0 Z=-121.2(0.00%) \| Like=-115.50..3.69 [-1245.3896..3.5736] \| it/evals=486/953 eff=87.8843% N=400 Z=-115.5(0.00%) \| Like=-109.12..3.69 [-1245.3896..3.5736] \| it/evals=500/953 eff=90.4159% N=400 Z=-99.6(0.00%) \| Like=-93.70..3.69 [-1245.3896..3.5736] \| it/evals=534/1035 eff=84.0945% N=400 Z=-91.4(0.00%) \| Like=-85.10..3.69 [-1245.3896..3.5736] \| it/evals=550/1035 eff=86.6142% N=400 Mono-modal Volume: ~exp(-5.51) * Expected Volume: exp(-1.42) a: +0.0\| +0.4 ************** +0.6 \| +1.0 Z=-81.0(0.00%) \| Like=-74.09..3.69 [-1245.3896..3.5736] \| it/evals=567/1035 eff=89.2913% N=400 Z=-71.0(0.00%) \| Like=-64.92..3.69 [-1245.3896..3.5736] \| it/evals=600/1069 eff=89.6861% N=400 Z=-57.6(0.00%) \| Like=-51.16..3.69 [-1245.3896..3.5736] \| it/evals=643/1135 eff=87.4830% N=400 Mono-modal Volume: ~exp(-5.87) * Expected Volume: exp(-1.62) a: +0.0\| +0.4 ************ +0.6 \| +1.0 Z=-55.9(0.00%) \| Like=-49.25..3.69 [-1245.3896..3.5736] \| it/evals=648/1135 eff=88.1633% N=400 Z=-55.0(0.00%) \| Like=-48.04..3.69 [-1245.3896..3.5736] \| it/evals=650/1135 eff=88.4354% N=400 Z=-43.5(0.00%) \| Like=-37.35..3.69 [-1245.3896..3.5736] \| it/evals=700/1184 eff=89.2857% N=400 Have 3 modes Volume: ~exp(-5.97) * Expected Volume: exp(-1.82) a: +0.0\| +0.4 1111113222 +0.6 \| +1.0 Z=-37.0(0.00%) \| Like=-30.69..3.69 [-1245.3896..3.5736] \| it/evals=729/1212 eff=89.7783% N=400 Z=-32.5(0.00%) \| Like=-26.61..3.69 [-1245.3896..3.5736] \| it/evals=750/1235 eff=89.8204% N=400 Z=-24.6(0.00%) \| Like=-19.09..3.69 [-1245.3896..3.5736] \| it/evals=800/1279 eff=91.0125% N=400 Mono-modal Volume: ~exp(-6.10) * Expected Volume: exp(-2.02) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-23.6(0.00%) \| Like=-17.99..3.69 [-1245.3896..3.5736] \| it/evals=810/1296 eff=90.4018% N=400 Z=-19.3(0.00%) \| Like=-13.14..3.69 [-1245.3896..3.5736] \| it/evals=850/1335 eff=90.9091% N=400 Mono-modal Volume: ~exp(-6.13) * Expected Volume: exp(-2.23) a: +0.0\| +0.4 ****** +0.6 \| +1.0 Z=-15.9(0.00%) \| Like=-10.50..3.69 [-1245.3896..3.5736] \| it/evals=891/1379 eff=91.0112% N=400 Z=-15.3(0.00%) \| Like=-9.59..3.69 [-1245.3896..3.5736] \| it/evals=900/1396 eff=90.3614% N=400 Z=-12.1(0.00%) \| Like=-6.64..3.69 [-1245.3896..3.5736] \| it/evals=950/1445 eff=90.9091% N=400 Mono-modal Volume: ~exp(-6.79) * Expected Volume: exp(-2.43) a: +0.00\| +0.46 ****** +0.54 \| +1.00 Z=-10.9(0.00%) \| Like=-5.44..3.69 [-1245.3896..3.5736] \| it/evals=972/1473 eff=90.5871% N=400 Z=-9.7(0.01%) \| Like=-4.21..3.69 [-1245.3896..3.5736] \| it/evals=1000/1494 eff=91.4077% N=400 Z=-7.7(0.05%) \| Like=-2.46..3.69 [-1245.3896..3.5736] \| it/evals=1050/1541 eff=92.0245% N=400 Mono-modal Volume: ~exp(-6.83) * Expected Volume: exp(-2.63) a: +0.00\| +0.47 **** +0.53 \| +1.00 Z=-7.6(0.05%) \| Like=-2.40..3.69 [-1245.3896..3.5736] \| it/evals=1053/1541 eff=92.2875% N=400 Z=-6.4(0.18%) \| Like=-1.28..3.69 [-1245.3896..3.5736] \| it/evals=1097/1601 eff=91.3405% N=400 Z=-6.3(0.19%) \| Like=-1.22..3.69 [-1245.3896..3.5736] \| it/evals=1100/1601 eff=91.5903% N=400 Mono-modal Volume: ~exp(-7.13) * Expected Volume: exp(-2.83) a: +0.00\| +0.47 **** +0.53 \| +1.00 Z=-5.5(0.43%) \| Like=-0.50..3.69 [-1245.3896..3.5736] \| it/evals=1134/1634 eff=91.8963% N=400 Z=-5.2(0.60%) \| Like=-0.25..3.69 [-1245.3896..3.5736] \| it/evals=1150/1654 eff=91.7065% N=400 Z=-4.3(1.46%) \| Like=0.62..3.69 [-1245.3896..3.5736] \| it/evals=1200/1700 eff=92.3077% N=400 Mono-modal Volume: ~exp(-7.17) * Expected Volume: exp(-3.04) a: +0.00\| +0.48 **** +0.52 \| +1.00 Z=-4.0(1.86%) \| Like=0.80..3.69 [-1245.3896..3.5736] \| it/evals=1215/1711 eff=92.6773% N=400 Z=-3.6(2.96%) \| Like=1.13..3.69 [-1245.3896..3.5736] \| it/evals=1250/1751 eff=92.5241% N=400 Mono-modal Volume: ~exp(-7.51) * Expected Volume: exp(-3.24) a: +0.00\| +0.48 ** +0.52 \| +1.00 Z=-3.0(5.03%) \| Like=1.71..3.69 [-1245.3896..3.5736] \| it/evals=1296/1797 eff=92.7702% N=400 Z=-3.0(5.25%) \| Like=1.75..3.69 [-1245.3896..3.5736] \| it/evals=1300/1802 eff=92.7247% N=400 Z=-2.7(7.22%) \| Like=2.04..3.69 [-1245.3896..3.5736] \| it/evals=1330/1954 eff=85.5856% N=400 Z=-2.5(8.74%) \| Like=2.18..3.69 [-1245.3896..3.5736] \| it/evals=1350/1954 eff=86.8726% N=400 Mono-modal Volume: ~exp(-7.51) Expected Volume: exp(-3.44) a: +0.00\| +0.48 +0.52 \| +1.00 Z=-2.1(13.15%) \| Like=2.46..3.69 [-1245.3896..3.5736] \| it/evals=1400/1954 eff=90.0901% N=400 Z=-1.9(16.01%) \| Like=2.57..3.69 [-1245.3896..3.5736] \| it/evals=1431/2059 eff=86.2568% N=400 Z=-1.8(17.89%) \| Like=2.67..3.69 [-1245.3896..3.5736] \| it/evals=1450/2059 eff=87.4020% N=400 Have 2 modes Volume: ~exp(-7.58) * Expected Volume: exp(-3.64) a: +0.00\| +0.49 21 +0.51 \| +1.00 Z=-1.7(18.72%) \| Like=2.70..3.69 [-1245.3896..3.5736] \| it/evals=1458/2059 eff=87.8843% N=400 Z=-1.5(23.02%) \| Like=2.86..3.69 [-1245.3896..3.5736] \| it/evals=1500/2059 eff=90.4159% N=400 Mono-modal Volume: ~exp(-7.80) * Expected Volume: exp(-3.85) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-1.3(27.36%) \| Like=3.01..3.69 [-1245.3896..3.5736] \| it/evals=1539/2080 eff=91.6071% N=400 Z=-1.3(28.64%) \| Like=3.05..3.69 [-1245.3896..3.5736] \| it/evals=1550/2093 eff=91.5535% N=400 Z=-1.2(31.76%) \| Like=3.12..3.69 [-1245.3896..3.5736] \| it/evals=1578/2241 eff=85.7143% N=400 Z=-1.1(34.27%) \| Like=3.18..3.69 [-1245.3896..3.5736] \| it/evals=1600/2241 eff=86.9093% N=400 Mono-modal Volume: ~exp(-8.09) * Expected Volume: exp(-4.05) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-1.1(36.61%) \| Like=3.24..3.69 [-1245.3896..3.5736] \| it/evals=1620/2241 eff=87.9957% N=400 Z=-1.0(40.13%) \| Like=3.30..3.69 [-1245.3896..3.5736] \| it/evals=1650/2241 eff=89.6252% N=400 Z=-0.9(44.02%) \| Like=3.36..3.69 [-1245.3896..3.5736] \| it/evals=1684/2351 eff=86.3147% N=400 Z=-0.8(45.84%) \| Like=3.38..3.69 [-1245.3896..3.5736] \| it/evals=1700/2351 eff=87.1348% N=400 Mono-modal Volume: ~exp(-8.34) * Expected Volume: exp(-4.25) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-0.8(45.95%) \| Like=3.39..3.69 [-1245.3896..3.5736] \| it/evals=1701/2351 eff=87.1861% N=400 Z=-0.7(51.18%) \| Like=3.45..3.69 [-1245.3896..3.5736] \| it/evals=1750/2351 eff=89.6976% N=400 Z=-0.7(54.24%) \| Like=3.48..3.69 [-1245.3896..3.5736] \| it/evals=1780/2465 eff=86.1985% N=400 Mono-modal Volume: ~exp(-8.34) Expected Volume: exp(-4.45) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-0.6(56.19%) \| Like=3.50..3.69 [-1245.3896..3.5736] \| it/evals=1800/2465 eff=87.1671% N=400 Z=-0.5(60.83%) \| Like=3.55..3.69 [-1245.3896..3.5736] \| it/evals=1850/2465 eff=89.5884% N=400 Mono-modal Volume: ~exp(-8.70) * Expected Volume: exp(-4.66) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.5(61.99%) \| Like=3.56..3.69 [-1245.3896..3.5736] \| it/evals=1863/2465 eff=90.2179% N=400 Z=-0.5(63.46%) \| Like=3.57..3.69 [-1245.3896..3.5736] \| it/evals=1880/2594 eff=85.6882% N=400 Z=-0.5(65.11%) \| Like=3.58..3.69 [3.5764..3.5766]\| it/evals=1900/2594 eff=86.5998% N=400 Mono-modal Volume: ~exp(-9.01) Expected Volume: exp(-4.86) a: +0.000\| +0.496 ** +0.504 \| +1.000 Z=-0.4(68.52%) \| Like=3.60..3.69 [3.5975..3.5979]\| it/evals=1944/2594 eff=88.6053% N=400 Z=-0.4(68.96%) \| Like=3.60..3.69 [3.6007..3.6010]\| it/evals=1950/2594 eff=88.8788% N=400 Z=-0.4(72.43%) \| Like=3.62..3.69 [3.6216..3.6216]\| it/evals=2000/2607 eff=90.6208% N=400 Mono-modal Volume: ~exp(-9.09) Expected Volume: exp(-5.06) a: +0.000\| +0.497 ** +0.503 \| +1.000 Z=-0.3(74.04%) \| Like=3.63..3.69 [3.6291..3.6295]\| it/evals=2025/2638 eff=90.4826% N=400 Z=-0.3(74.41%) \| Like=3.63..3.69 [3.6313..3.6314]\| it/evals=2031/2766 eff=85.8411% N=400 Z=-0.3(75.56%) \| Like=3.64..3.69 [3.6350..3.6353]\| it/evals=2050/2766 eff=86.6441% N=400 Z=-0.3(78.35%) \| Like=3.64..3.69 [3.6440..3.6443]\| it/evals=2100/2766 eff=88.7574% N=400 Mono-modal Volume: ~exp(-9.38) * Expected Volume: exp(-5.27) a: +0.000\| +0.497 ** +0.503 \| +1.000 Z=-0.3(78.66%) \| Like=3.65..3.69 [3.6454..3.6455]\| it/evals=2106/2766 eff=89.0110% N=400 Z=-0.3(80.41%) \| Like=3.65..3.69 [3.6514..3.6517]\| it/evals=2141/2877 eff=86.4352% N=400 Z=-0.3(80.83%) \| Like=3.65..3.69 [3.6536..3.6537]\| it/evals=2150/2877 eff=86.7985% N=400 Mono-modal Volume: ~exp(-9.54) Expected Volume: exp(-5.47) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(82.50%) \| Like=3.66..3.69 [3.6594..3.6594]\| it/evals=2187/2877 eff=88.2923% N=400 Z=-0.2(83.05%) \| Like=3.66..3.69 [3.6611..3.6611]\| it/evals=2200/2877 eff=88.8171% N=400 Z=-0.2(85.01%) \| Like=3.67..3.69 [3.6665..3.6666]\| it/evals=2250/2892 eff=90.2889% N=400 Mono-modal Volume: ~exp(-9.69) Expected Volume: exp(-5.67) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(85.66%) \| Like=3.67..3.69 [3.6681..3.6681]\| it/evals=2268/2911 eff=90.3226% N=400 Z=-0.2(86.05%) \| Like=3.67..3.69 [3.6689..3.6689]\| it/evals=2279/3037 eff=86.4240% N=400 Z=-0.2(86.75%) \| Like=3.67..3.69 [3.6704..3.6704]\| it/evals=2300/3037 eff=87.2203% N=400 Mono-modal Volume: ~exp(-10.04) Expected Volume: exp(-5.87) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(88.27%) \| Like=3.67..3.69 [3.6734..3.6734]\| it/evals=2349/3037 eff=89.0785% N=400 Z=-0.2(88.29%) \| Like=3.67..3.69 [3.6734..3.6735]\| it/evals=2350/3037 eff=89.1164% N=400 Z=-0.2(89.66%) \| Like=3.68..3.69 [3.6762..3.6763]\| it/evals=2400/3062 eff=90.1578% N=400 Mono-modal Volume: ~exp(-10.07) Expected Volume: exp(-6.08) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(90.40%) \| Like=3.68..3.69 [3.6774..3.6775]\| it/evals=2430/3088 eff=90.4018% N=400 Z=-0.1(90.50%) \| Like=3.68..3.69 [3.6776..3.6777]\| it/evals=2434/3214 eff=86.4961% N=400 Z=-0.1(90.87%) \| Like=3.68..3.69 [3.6783..3.6783]\| it/evals=2450/3214 eff=87.0647% N=400 Z=-0.1(91.94%) \| Like=3.68..3.69 [3.6801..3.6802]\| it/evals=2500/3214 eff=88.8415% N=400 Mono-modal Volume: ~exp(-10.07) Expected Volume: exp(-6.28) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(92.86%) \| Like=3.68..3.69 [3.6816..3.6817]\| it/evals=2549/3332 eff=86.9372% N=400 Z=-0.1(92.88%) \| Like=3.68..3.69 [3.6817..3.6817]\| it/evals=2550/3332 eff=86.9714% N=400 Mono-modal Volume: ~exp(-10.77) * Expected Volume: exp(-6.48) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(93.59%) \| Like=3.68..3.69 [3.6826..3.6826]\| it/evals=2592/3332 eff=88.4038% N=400 Z=-0.1(93.71%) \| Like=3.68..3.69 [3.6827..3.6827]\| it/evals=2600/3332 eff=88.6767% N=400 Z=-0.1(94.45%) \| Like=3.68..3.69 [3.6836..3.6836]\| it/evals=2650/3332 eff=90.3820% N=400 Z=-0.1(94.51%) \| Like=3.68..3.69 [3.6836..3.6836]\| it/evals=2654/3440 eff=87.3026% N=400 Mono-modal Volume: ~exp(-10.77) Expected Volume: exp(-6.68) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(95.10%) \| Like=3.68..3.69 [3.6841..3.6841]\| it/evals=2700/3440 eff=88.8158% N=400 Z=-0.1(95.68%) \| Like=3.68..3.69 [3.6846..3.6847]\| it/evals=2750/3524 eff=88.0282% N=400 Have 2 modes Volume: ~exp(-11.01) * Expected Volume: exp(-6.89) a: +0.000\| +0.499 21 +0.501 \| +1.000 Z=-0.1(95.72%) \| Like=3.68..3.69 [3.6847..3.6847]\| it/evals=2754/3524 eff=88.1562% N=400 Z=-0.1(96.18%) \| Like=3.68..3.69 [3.6850..3.6850]\| it/evals=2800/3524 eff=89.6287% N=400 Z=-0.1(96.44%) \| Like=3.69..3.69 [3.6851..3.6851]\| it/evals=2828/3637 eff=87.3648% N=400 Have 2 modes Volume: ~exp(-11.01) Expected Volume: exp(-7.09) a: +0.0000\| +0.4995 21 +0.5005 \| +1.0000 Z=-0.1(96.63%) \| Like=3.69..3.69 [3.6852..3.6852]\| it/evals=2850/3637 eff=88.0445% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3637 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.06241 +- 0.07926 [ultranest] Effective samples strategy satisfied (ESS = 1291.0, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.15, need <2.0) [ultranest] logZ error budget: single: 0.09 bs:0.08 tail:0.03 total:0.09 required:<2.00 [ultranest] done iterating. logZ = -0.048 +- 0.157 single instance: logZ = -0.048 +- 0.090 bootstrapped : logZ = -0.062 +- 0.154 tail : logZ = +- 0.033 a 0.500 +- 0.010 [ultranest] PointStore: have 3519 items [ultranest] Resuming... Mono-modal Volume: ~exp(-4.17) * Expected Volume: exp(0.00) a: +0.0000\|*******************************************************\| +1.0000 Z=-inf(0.00%) \| Like=-1245.39..3.65 [-1245.3896..3.5736] \| it/evals=0/3519 eff=inf% N=400 Z=-990.5(0.00%) \| Like=-981.54..3.68 [-1245.3896..3.5736] \| it/evals=50/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-4.49) Expected Volume: exp(-0.20) a: +0.00\| ********************************************** \| +1.00 Z=-884.1(0.00%) \| Like=-873.63..3.68 [-1245.3896..3.5736] \| it/evals=81/3519 eff=inf% N=400 Z=-823.2(0.00%) \| Like=-812.27..3.68 [-1245.3896..3.5736] \| it/evals=100/3519 eff=inf% N=400 Z=-626.4(0.00%) \| Like=-615.76..3.68 [-1245.3896..3.5736] \| it/evals=150/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-4.49) Expected Volume: exp(-0.41) a: +0.0\| ************************************** \| +1.0 Z=-498.6(0.00%) \| Like=-492.04..3.69 [-1245.3896..3.5736] \| it/evals=200/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-4.69) * Expected Volume: exp(-0.61) a: +0.0\| +0.2 ******************************** +0.8 \| +1.0 Z=-396.0(0.00%) \| Like=-387.18..3.69 [-1245.3896..3.5736] \| it/evals=243/3519 eff=inf% N=400 Z=-387.0(0.00%) \| Like=-379.22..3.69 [-1245.3896..3.5736] \| it/evals=250/3519 eff=inf% N=400 Z=-309.4(0.00%) \| Like=-302.94..3.69 [-1245.3896..3.5736] \| it/evals=300/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-4.96) * Expected Volume: exp(-0.81) a: +0.0\| +0.3 ************************** +0.7 \| +1.0 Z=-261.7(0.00%) \| Like=-254.17..3.69 [-1245.3896..3.5736] \| it/evals=324/3519 eff=inf% N=400 Z=-235.7(0.00%) \| Like=-226.89..3.69 [-1245.3896..3.5736] \| it/evals=350/3519 eff=inf% N=400 Z=-188.9(0.00%) \| Like=-181.00..3.69 [-1245.3896..3.5736] \| it/evals=400/3519 eff=inf% N=400 Have 2 modes Volume: ~exp(-5.22) * Expected Volume: exp(-1.01) a: +0.0\| +0.3 2221111111111111111111 +0.7 \| +1.0 Z=-182.6(0.00%) \| Like=-175.31..3.69 [-1245.3896..3.5736] \| it/evals=405/3519 eff=inf% N=400 Z=-139.3(0.00%) \| Like=-132.96..3.69 [-1245.3896..3.5736] \| it/evals=450/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-5.42) * Expected Volume: exp(-1.21) a: +0.0\| +0.3 **************** +0.7 \| +1.0 Z=-121.2(0.00%) \| Like=-115.50..3.69 [-1245.3896..3.5736] \| it/evals=486/3519 eff=inf% N=400 Z=-115.5(0.00%) \| Like=-109.12..3.69 [-1245.3896..3.5736] \| it/evals=500/3519 eff=inf% N=400 Z=-91.4(0.00%) \| Like=-85.10..3.69 [-1245.3896..3.5736] \| it/evals=550/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-5.42) Expected Volume: exp(-1.42) a: +0.0\| +0.4 ************ +0.6 \| +1.0 Z=-71.0(0.00%) \| Like=-64.92..3.69 [-1245.3896..3.5736] \| it/evals=600/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-5.62) * Expected Volume: exp(-1.62) a: +0.0\| +0.4 ********** +0.6 \| +1.0 Z=-55.9(0.00%) \| Like=-49.25..3.69 [-1245.3896..3.5736] \| it/evals=648/3519 eff=inf% N=400 Z=-55.0(0.00%) \| Like=-48.04..3.69 [-1245.3896..3.5736] \| it/evals=650/3519 eff=inf% N=400 Z=-43.5(0.00%) \| Like=-37.35..3.69 [-1245.3896..3.5736] \| it/evals=700/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-5.62) Expected Volume: exp(-1.82) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-32.5(0.00%) \| Like=-26.61..3.69 [-1245.3896..3.5736] \| it/evals=750/3519 eff=inf% N=400 Z=-24.6(0.00%) \| Like=-19.09..3.69 [-1245.3896..3.5736] \| it/evals=800/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-6.20) * Expected Volume: exp(-2.02) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-23.6(0.00%) \| Like=-17.99..3.69 [-1245.3896..3.5736] \| it/evals=810/3519 eff=inf% N=400 Z=-19.3(0.00%) \| Like=-13.14..3.69 [-1245.3896..3.5736] \| it/evals=850/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-6.58) * Expected Volume: exp(-2.23) a: +0.0\| +0.4 ****** +0.6 \| +1.0 Z=-15.9(0.00%) \| Like=-10.50..3.69 [-1245.3896..3.5736] \| it/evals=891/3519 eff=inf% N=400 Z=-15.3(0.00%) \| Like=-9.59..3.69 [-1245.3896..3.5736] \| it/evals=900/3519 eff=inf% N=400 Z=-12.1(0.00%) \| Like=-6.64..3.69 [-1245.3896..3.5736] \| it/evals=950/3519 eff=inf% N=400 Have 2 modes Volume: ~exp(-6.71) * Expected Volume: exp(-2.43) a: +0.00\| +0.46 222111 +0.54 \| +1.00 Z=-10.9(0.00%) \| Like=-5.44..3.69 [-1245.3896..3.5736] \| it/evals=972/3519 eff=inf% N=400 Z=-9.7(0.01%) \| Like=-4.21..3.69 [-1245.3896..3.5736] \| it/evals=1000/3519 eff=inf% N=400 Z=-8.2(0.03%) \| Like=-2.92..3.69 [-1245.3896..3.5736] \| it/evals=1037/3519 eff=inf% N=400 Z=-7.7(0.05%) \| Like=-2.46..3.69 [-1245.3896..3.5736] \| it/evals=1050/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-6.79) * Expected Volume: exp(-2.63) a: +0.00\| +0.47 **** +0.53 \| +1.00 Z=-7.6(0.05%) \| Like=-2.40..3.69 [-1245.3896..3.5736] \| it/evals=1053/3519 eff=inf% N=400 Z=-6.3(0.19%) \| Like=-1.22..3.69 [-1245.3896..3.5736] \| it/evals=1100/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.17) * Expected Volume: exp(-2.83) a: +0.00\| +0.47 **** +0.53 \| +1.00 Z=-5.5(0.43%) \| Like=-0.50..3.69 [-1245.3896..3.5736] \| it/evals=1134/3519 eff=inf% N=400 Z=-5.2(0.60%) \| Like=-0.25..3.69 [-1245.3896..3.5736] \| it/evals=1150/3519 eff=inf% N=400 Z=-4.3(1.46%) \| Like=0.62..3.69 [-1245.3896..3.5736] \| it/evals=1200/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.34) * Expected Volume: exp(-3.04) a: +0.00\| +0.48 **** +0.52 \| +1.00 Z=-4.0(1.86%) \| Like=0.80..3.69 [-1245.3896..3.5736] \| it/evals=1215/3519 eff=inf% N=400 Z=-3.6(2.96%) \| Like=1.13..3.69 [-1245.3896..3.5736] \| it/evals=1250/3519 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.43) * Expected Volume: exp(-3.24) a: +0.00\| +0.48 2211 +0.52 \| +1.00 Z=-3.0(5.03%) \| Like=1.71..3.69 [-1245.3896..3.5736] \| it/evals=1296/3519 eff=inf% N=400 Z=-3.0(5.25%) \| Like=1.75..3.69 [-1245.3896..3.5736] \| it/evals=1300/3519 eff=inf% N=400 Z=-2.5(8.74%) \| Like=2.18..3.69 [-1245.3896..3.5736] \| it/evals=1350/3519 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.43) Expected Volume: exp(-3.44) a: +0.00\| +0.48 21 +0.52 \| +1.00 Z=-2.3(11.06%) \| Like=2.38..3.69 [-1245.3896..3.5736] \| it/evals=1377/3519 eff=inf% N=400 Z=-2.1(13.15%) \| Like=2.46..3.69 [-1245.3896..3.5736] \| it/evals=1400/3519 eff=inf% N=400 Z=-1.8(17.89%) \| Like=2.67..3.69 [-1245.3896..3.5736] \| it/evals=1450/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.88) * Expected Volume: exp(-3.64) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-1.7(18.72%) \| Like=2.70..3.69 [-1245.3896..3.5736] \| it/evals=1458/3519 eff=inf% N=400 Z=-1.5(23.02%) \| Like=2.86..3.69 [-1245.3896..3.5736] \| it/evals=1500/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.88) Expected Volume: exp(-3.85) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-1.3(28.64%) \| Like=3.05..3.69 [-1245.3896..3.5736] \| it/evals=1550/3519 eff=inf% N=400 Z=-1.1(34.27%) \| Like=3.18..3.69 [-1245.3896..3.5736] \| it/evals=1600/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.96) * Expected Volume: exp(-4.05) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-1.1(36.61%) \| Like=3.24..3.69 [-1245.3896..3.5736] \| it/evals=1620/3519 eff=inf% N=400 Z=-1.0(40.13%) \| Like=3.30..3.69 [-1245.3896..3.5736] \| it/evals=1650/3519 eff=inf% N=400 Z=-0.8(45.84%) \| Like=3.38..3.69 [-1245.3896..3.5736] \| it/evals=1700/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-8.26) * Expected Volume: exp(-4.25) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.8(45.95%) \| Like=3.39..3.69 [-1245.3896..3.5736] \| it/evals=1701/3519 eff=inf% N=400 Z=-0.7(51.18%) \| Like=3.45..3.69 [-1245.3896..3.5736] \| it/evals=1750/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-8.56) * Expected Volume: exp(-4.45) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-0.7(54.44%) \| Like=3.48..3.69 [-1245.3896..3.5736] \| it/evals=1782/3519 eff=inf% N=400 Z=-0.6(56.19%) \| Like=3.50..3.69 [-1245.3896..3.5736] \| it/evals=1800/3519 eff=inf% N=400 Z=-0.5(60.83%) \| Like=3.55..3.69 [-1245.3896..3.5736] \| it/evals=1850/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-8.56) Expected Volume: exp(-4.66) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-0.5(65.11%) \| Like=3.58..3.69 [3.5764..3.5766]\| it/evals=1900/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-8.56) Expected Volume: exp(-4.86) a: +0.000\| +0.496 * +0.504 \| +1.000 Z=-0.4(68.96%) \| Like=3.60..3.69 [3.6007..3.6010]\| it/evals=1950/3519 eff=inf% N=400 Z=-0.4(72.43%) \| Like=3.62..3.69 [3.6216..3.6216]\| it/evals=2000/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.13) * Expected Volume: exp(-5.06) a: +0.000\| +0.497 ** +0.503 \| +1.000 Z=-0.3(74.04%) \| Like=3.63..3.69 [3.6291..3.6295]\| it/evals=2025/3519 eff=inf% N=400 Z=-0.3(75.56%) \| Like=3.64..3.69 [3.6350..3.6353]\| it/evals=2050/3519 eff=inf% N=400 Z=-0.3(78.35%) \| Like=3.64..3.69 [3.6440..3.6443]\| it/evals=2100/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.38) Expected Volume: exp(-5.27) a: +0.000\| +0.497 ** +0.503 \| +1.000 Z=-0.3(78.66%) \| Like=3.65..3.69 [3.6454..3.6455]\| it/evals=2106/3519 eff=inf% N=400 Z=-0.3(80.83%) \| Like=3.65..3.69 [3.6536..3.6537]\| it/evals=2150/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.51) * Expected Volume: exp(-5.47) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(82.50%) \| Like=3.66..3.69 [3.6594..3.6594]\| it/evals=2187/3519 eff=inf% N=400 Z=-0.2(83.05%) \| Like=3.66..3.69 [3.6611..3.6611]\| it/evals=2200/3519 eff=inf% N=400 Z=-0.2(85.01%) \| Like=3.67..3.69 [3.6665..3.6666]\| it/evals=2250/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.69) Expected Volume: exp(-5.67) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(85.66%) \| Like=3.67..3.69 [3.6681..3.6681]\| it/evals=2268/3519 eff=inf% N=400 Z=-0.2(86.75%) \| Like=3.67..3.69 [3.6704..3.6704]\| it/evals=2300/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.75) * Expected Volume: exp(-5.87) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(88.27%) \| Like=3.67..3.69 [3.6734..3.6734]\| it/evals=2349/3519 eff=inf% N=400 Z=-0.2(88.29%) \| Like=3.67..3.69 [3.6734..3.6735]\| it/evals=2350/3519 eff=inf% N=400 Z=-0.2(89.66%) \| Like=3.68..3.69 [3.6762..3.6763]\| it/evals=2400/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.10) Expected Volume: exp(-6.08) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(90.40%) \| Like=3.68..3.69 [3.6774..3.6775]\| it/evals=2430/3519 eff=inf% N=400 Z=-0.1(90.87%) \| Like=3.68..3.69 [3.6783..3.6783]\| it/evals=2450/3519 eff=inf% N=400 Z=-0.1(91.94%) \| Like=3.68..3.69 [3.6801..3.6802]\| it/evals=2500/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.10) Expected Volume: exp(-6.28) a: +0.000\| +0.499 * +0.501 \| +1.000 Z=-0.1(92.88%) \| Like=3.68..3.69 [3.6817..3.6817]\| it/evals=2550/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.23) Expected Volume: exp(-6.48) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(93.59%) \| Like=3.68..3.69 [3.6826..3.6826]\| it/evals=2592/3519 eff=inf% N=400 Z=-0.1(93.71%) \| Like=3.68..3.69 [3.6827..3.6827]\| it/evals=2600/3519 eff=inf% N=400 Z=-0.1(94.45%) \| Like=3.68..3.69 [3.6836..3.6836]\| it/evals=2650/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.88) Expected Volume: exp(-6.68) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(94.76%) \| Like=3.68..3.69 [3.6838..3.6839]\| it/evals=2673/3519 eff=inf% N=400 Z=-0.1(95.10%) \| Like=3.68..3.69 [3.6841..3.6841]\| it/evals=2700/3519 eff=inf% N=400 Z=-0.1(95.68%) \| Like=3.68..3.69 [3.6846..3.6847]\| it/evals=2750/3519 eff=inf% N=400 Have 4 modes Volume: ~exp(-10.90) Expected Volume: exp(-6.89) a: +0.000\| +0.499 21 +0.501 \| +1.000 Z=-0.1(95.72%) \| Like=3.68..3.69 [3.6847..3.6847]\| it/evals=2754/3519 eff=inf% N=400 Z=-0.1(96.18%) \| Like=3.68..3.69 [3.6850..3.6850]\| it/evals=2800/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.97) * Expected Volume: exp(-7.09) a: +0.0000\| +0.4995 ** +0.5005 \| +1.0000 Z=-0.1(96.50%) \| Like=3.69..3.69 [3.6851..3.6851]\| it/evals=2835/3519 eff=inf% N=400 Z=-0.1(96.63%) \| Like=3.69..3.69 [3.6852..3.6852]\| it/evals=2850/3519 eff=inf% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3519 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.03935 +- 0.07375 [ultranest] Effective samples strategy satisfied (ESS = 1291.0, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.06 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.22, need <2.0) [ultranest] logZ error budget: single: 0.09 bs:0.07 tail:0.03 total:0.08 required:<2.00 [ultranest] done iterating. logZ = -0.048 +- 0.220 single instance: logZ = -0.048 +- 0.090 bootstrapped : logZ = -0.039 +- 0.218 tail : logZ = +- 0.033 a 0.500 +- 0.010 ran with dlogz: 2.0 first run gave: {'niter': 3254, 'logz': -0.04800211384659299, 'logzerr': 0.1573837338652926, 'logz_bs': -0.062406859197050926, 'logzerr_bs': 0.15392945328312418, 'logz_single': -0.04800211384659299, 'logzerr_tail': 0.03279272933654255, 'logzerr_single': 0.08959396145778022, 'ess': 1291.012650982614, 'H': 3.210831171879283, 'Herr': 0.07143762165249073, 'paramnames': ['a'], 'ncall': 3637, 'posterior': {'mean': [0.5000736066301801], 'stdev': [0.010369203891313942], 'median': [0.5000879623677584], 'errlo': [0.4895104419340139], 'errup': [0.5110572986766585]}} second run gave: {'niter': 3254, 'logz': -0.04800211384659299, 'logzerr': 0.2200796005772946, 'logz_bs': -0.03934635036832879, 'logzerr_bs': 0.2176227641882204, 'logz_single': -0.04800211384659299, 'logzerr_tail': 0.03279272933654255, 'logzerr_single': 0.08959396145778022, 'ess': 1291.012650982614, 'H': 3.210831171879283, 'Herr': 0.06913009864639834, 'paramnames': ['a'], 'ncall': 3519, 'posterior': {'mean': [0.500085775439625], 'stdev': [0.01037409950832145], 'median': [0.5001331529618168], 'errlo': [0.48950516379563536], 'errup': [0.5110572986766585]}} -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3]), array([360, 1, 39])) [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3637 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -0.06241 +- 0.07926 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1291.0, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <2.0) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.08 tail:0.03 total:0.09 required:<2.00 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:776 Testing resume consistency: [3.68511756 3.6862282 0. 0.50002629 0.50002629]: u=[0.50002629] -> p=[0.50002629] -> L=3.6862281960088503 [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 3519 items [32mINFO [0m ultranest:integrator.py:892 Resuming... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3519 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -0.03935 +- 0.07375 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1291.0, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.22, need <2.0) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.07 tail:0.03 total:0.08 required:<2.00 [32mINFO [0m ultranest:integrator.py:1729 done iterating.
Passed	tests/test_run.py::test_run_resume[0.5]	11.56
------------------------------Captured stdout call------------------------------ [ultranest] PointStore: have 0 items [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.31) * Expected Volume: exp(0.00) a: +0.000\|*******************************************************\| +1.000 Z=-inf(0.00%) \| Like=-1229.24..3.69 [-1229.2436..3.6851] \| it/evals=0/500 eff=0.0000% N=400 Z=-947.8(0.00%) \| Like=-936.03..3.69 [-1229.2436..3.6851] \| it/evals=50/500 eff=50.0000% N=400 Mono-modal Volume: ~exp(-4.43) Expected Volume: exp(-0.20) a: +0.00\| ********************************************** \| +1.00 Z=-820.3(0.00%) \| Like=-813.62..3.69 [-1229.2436..3.6851] \| it/evals=81/500 eff=81.0000% N=400 Z=-812.2(0.00%) \| Like=-801.57..3.69 [-1229.2436..3.6851] \| it/evals=84/611 eff=39.8104% N=400 Z=-744.3(0.00%) \| Like=-735.03..3.69 [-1229.2436..3.6851] \| it/evals=100/611 eff=47.3934% N=400 Z=-575.6(0.00%) \| Like=-567.48..3.69 [-1229.2436..3.6851] \| it/evals=150/611 eff=71.0900% N=400 Mono-modal Volume: ~exp(-4.67) * Expected Volume: exp(-0.41) a: +0.0\| ************************************** \| +1.0 Z=-541.0(0.00%) \| Like=-528.25..3.69 [-1229.2436..3.6851] \| it/evals=162/611 eff=76.7773% N=400 Z=-461.4(0.00%) \| Like=-451.38..3.69 [-1229.2436..3.6851] \| it/evals=191/694 eff=64.9660% N=400 Z=-430.4(0.00%) \| Like=-422.05..3.69 [-1229.2436..3.6851] \| it/evals=200/694 eff=68.0272% N=400 Mono-modal Volume: ~exp(-4.85) * Expected Volume: exp(-0.61) a: +0.0\| +0.2 ****************************** +0.8 \| +1.0 Z=-356.7(0.00%) \| Like=-346.80..3.69 [-1229.2436..3.6851] \| it/evals=243/694 eff=82.6531% N=400 Z=-342.0(0.00%) \| Like=-335.71..3.69 [-1229.2436..3.6851] \| it/evals=250/694 eff=85.0340% N=400 Z=-282.5(0.00%) \| Like=-275.50..3.69 [-1229.2436..3.6851] \| it/evals=293/764 eff=80.4945% N=400 Z=-276.0(0.00%) \| Like=-269.37..3.69 [-1229.2436..3.6851] \| it/evals=300/764 eff=82.4176% N=400 Mono-modal Volume: ~exp(-5.20) * Expected Volume: exp(-0.81) a: +0.0\| +0.3 ************************ +0.7 \| +1.0 Z=-252.3(0.00%) \| Like=-244.43..3.69 [-1229.2436..3.6851] \| it/evals=324/817 eff=77.6978% N=400 Z=-217.5(0.00%) \| Like=-210.59..3.69 [-1229.2436..3.6851] \| it/evals=350/817 eff=83.9329% N=400 Z=-169.9(0.00%) \| Like=-163.09..3.69 [-1229.2436..3.6851] \| it/evals=400/869 eff=85.2878% N=400 Mono-modal Volume: ~exp(-5.20) Expected Volume: exp(-1.01) a: +0.0\| +0.3 ******************** +0.7 \| +1.0 Z=-153.9(0.00%) \| Like=-147.52..3.69 [-1229.2436..3.6851] \| it/evals=423/917 eff=81.8182% N=400 Z=-135.2(0.00%) \| Like=-128.32..3.69 [-1229.2436..3.6851] \| it/evals=450/953 eff=81.3743% N=400 Mono-modal Volume: ~exp(-5.57) * Expected Volume: exp(-1.21) a: +0.0\| +0.4 ****************** +0.6 \| +1.0 Z=-115.4(0.00%) \| Like=-108.19..3.69 [-1229.2436..3.6851] \| it/evals=486/996 eff=81.5436% N=400 Z=-109.1(0.00%) \| Like=-101.84..3.69 [-1229.2436..3.6851] \| it/evals=500/996 eff=83.8926% N=400 Z=-96.8(0.00%) \| Like=-89.64..3.69 [-1229.2436..3.6851] \| it/evals=527/1034 eff=83.1230% N=400 Z=-86.4(0.00%) \| Like=-79.52..3.69 [-1229.2436..3.6851] \| it/evals=550/1034 eff=86.7508% N=400 Mono-modal Volume: ~exp(-5.71) * Expected Volume: exp(-1.42) a: +0.0\| +0.4 ************ +0.6 \| +1.0 Z=-78.1(0.00%) \| Like=-71.47..3.69 [-1229.2436..3.6851] \| it/evals=567/1065 eff=85.2632% N=400 Z=-70.2(0.00%) \| Like=-64.15..3.69 [-1229.2436..3.6851] \| it/evals=599/1094 eff=86.3112% N=400 Z=-70.0(0.00%) \| Like=-63.92..3.69 [-1229.2436..3.6851] \| it/evals=600/1094 eff=86.4553% N=400 Z=-58.0(0.00%) \| Like=-51.37..3.69 [-1229.2436..3.6851] \| it/evals=644/1145 eff=86.4430% N=400 Mono-modal Volume: ~exp(-5.71) Expected Volume: exp(-1.62) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-56.1(0.00%) \| Like=-49.76..3.69 [-1229.2436..3.6851] \| it/evals=650/1145 eff=87.2483% N=400 Z=-43.8(0.00%) \| Like=-38.08..3.69 [-1229.2436..3.6851] \| it/evals=700/1191 eff=88.4956% N=400 Mono-modal Volume: ~exp(-5.71) Expected Volume: exp(-1.82) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-38.6(0.00%) \| Like=-32.57..3.69 [-1229.2436..3.6851] \| it/evals=731/1232 eff=87.8606% N=400 Z=-35.2(0.00%) \| Like=-28.69..3.69 [-1229.2436..3.6851] \| it/evals=750/1232 eff=90.1442% N=400 Z=-27.3(0.00%) \| Like=-21.15..3.69 [-1229.2436..3.6851] \| it/evals=800/1298 eff=89.0869% N=400 Mono-modal Volume: ~exp(-6.17) * Expected Volume: exp(-2.02) a: +0.0\| +0.4 ****** +0.6 \| +1.0 Z=-26.0(0.00%) \| Like=-19.81..3.69 [-1229.2436..3.6851] \| it/evals=810/1298 eff=90.2004% N=400 Z=-20.9(0.00%) \| Like=-14.96..3.69 [-1229.2436..3.6851] \| it/evals=850/1353 eff=89.1920% N=400 Mono-modal Volume: ~exp(-6.17) Expected Volume: exp(-2.23) a: +0.0\| +0.4 ****** +0.6 \| +1.0 Z=-17.4(0.00%) \| Like=-11.94..3.69 [-1229.2436..3.6851] \| it/evals=894/1385 eff=90.7614% N=400 Z=-17.0(0.00%) \| Like=-11.25..3.69 [-1229.2436..3.6851] \| it/evals=900/1402 eff=89.8204% N=400 Z=-14.0(0.00%) \| Like=-8.17..3.69 [-1229.2436..3.6851] \| it/evals=950/1451 eff=90.3901% N=400 Mono-modal Volume: ~exp(-6.66) * Expected Volume: exp(-2.43) a: +0.00\| +0.45 ****** +0.55 \| +1.00 Z=-12.5(0.00%) \| Like=-7.07..3.69 [-1229.2436..3.6851] \| it/evals=972/1468 eff=91.0112% N=400 Z=-11.2(0.00%) \| Like=-5.82..3.69 [-1229.2436..3.6851] \| it/evals=1000/1497 eff=91.1577% N=400 Z=-9.0(0.01%) \| Like=-3.43..3.69 [-1229.2436..3.6851] \| it/evals=1050/1550 eff=91.3043% N=400 Mono-modal Volume: ~exp(-6.79) * Expected Volume: exp(-2.63) a: +0.00\| +0.46 ****** +0.54 \| +1.00 Z=-8.8(0.01%) \| Like=-3.41..3.69 [-1229.2436..3.6851] \| it/evals=1053/1566 eff=90.3087% N=400 Z=-7.1(0.09%) \| Like=-1.70..3.69 [-1229.2436..3.6851] \| it/evals=1100/1603 eff=91.4381% N=400 Have 2 modes Volume: ~exp(-7.01) * Expected Volume: exp(-2.83) a: +0.00\| +0.47 2111 +0.53 \| +1.00 Z=-6.1(0.22%) \| Like=-1.08..3.69 [-1229.2436..3.6851] \| it/evals=1134/1639 eff=91.5254% N=400 Z=-5.8(0.32%) \| Like=-0.67..3.69 [-1229.2436..3.6851] \| it/evals=1150/1659 eff=91.3423% N=400 Z=-4.8(0.89%) \| Like=0.24..3.69 [-1229.2436..3.6851] \| it/evals=1200/1715 eff=91.2548% N=400 Mono-modal Volume: ~exp(-7.06) * Expected Volume: exp(-3.04) a: +0.00\| +0.47 **** +0.52 \| +1.00 Z=-4.5(1.17%) \| Like=0.56..3.69 [-1229.2436..3.6851] \| it/evals=1215/1731 eff=91.2847% N=400 Z=-3.9(2.10%) \| Like=1.08..3.69 [-1229.2436..3.6851] \| it/evals=1250/1762 eff=91.7768% N=400 Mono-modal Volume: ~exp(-7.37) * Expected Volume: exp(-3.24) a: +0.00\| +0.48 **** +0.52 \| +1.00 Z=-3.2(3.98%) \| Like=1.56..3.69 [-1229.2436..3.6851] \| it/evals=1296/1808 eff=92.0455% N=400 Z=-3.2(4.17%) \| Like=1.67..3.69 [-1229.2436..3.6851] \| it/evals=1300/1813 eff=92.0028% N=400 Z=-2.7(7.21%) \| Like=2.08..3.69 [-1229.2436..3.6851] \| it/evals=1350/1865 eff=92.1502% N=400 Have 2 modes Volume: ~exp(-7.47) * Expected Volume: exp(-3.44) a: +0.00\| +0.48 11 +0.52 \| +1.00 Z=-2.4(9.30%) \| Like=2.30..3.69 [-1229.2436..3.6851] \| it/evals=1377/1894 eff=92.1687% N=400 Z=-2.2(11.28%) \| Like=2.43..3.69 [-1229.2436..3.6851] \| it/evals=1400/1918 eff=92.2266% N=400 Z=-1.9(15.93%) \| Like=2.67..3.69 [-1229.2436..3.6851] \| it/evals=1449/1977 eff=91.8833% N=400 Z=-1.9(16.02%) \| Like=2.67..3.69 [-1229.2436..3.6851] \| it/evals=1450/1977 eff=91.9467% N=400 Mono-modal Volume: ~exp(-7.47) * Expected Volume: exp(-3.64) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-1.8(16.86%) \| Like=2.74..3.69 [-1229.2436..3.6851] \| it/evals=1458/1977 eff=92.4540% N=400 Z=-1.6(21.66%) \| Like=2.93..3.69 [-1229.2436..3.6851] \| it/evals=1500/2023 eff=92.4214% N=400 Mono-modal Volume: ~exp(-8.02) * Expected Volume: exp(-3.85) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-1.4(26.12%) \| Like=3.05..3.69 [-1229.2436..3.6851] \| it/evals=1539/2060 eff=92.7108% N=400 Z=-1.3(27.42%) \| Like=3.08..3.69 [-1229.2436..3.6851] \| it/evals=1550/2073 eff=92.6479% N=400 Z=-1.1(33.43%) \| Like=3.23..3.69 [-1229.2436..3.6851] \| it/evals=1600/2125 eff=92.7536% N=400 Mono-modal Volume: ~exp(-8.02) Expected Volume: exp(-4.05) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-1.0(37.38%) \| Like=3.31..3.69 [-1229.2436..3.6851] \| it/evals=1633/2162 eff=92.6788% N=400 Z=-1.0(39.44%) \| Like=3.35..3.69 [-1229.2436..3.6851] \| it/evals=1650/2178 eff=92.8009% N=400 Z=-0.8(45.35%) \| Like=3.42..3.69 [-1229.2436..3.6851] \| it/evals=1700/2233 eff=92.7441% N=400 Mono-modal Volume: ~exp(-8.37) * Expected Volume: exp(-4.25) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.8(45.46%) \| Like=3.43..3.69 [-1229.2436..3.6851] \| it/evals=1701/2233 eff=92.7987% N=400 Z=-0.8(46.14%) \| Like=3.43..3.69 [-1229.2436..3.6851] \| it/evals=1707/2362 eff=87.0031% N=400 Z=-0.7(50.89%) \| Like=3.47..3.69 [-1229.2436..3.6851] \| it/evals=1750/2362 eff=89.1947% N=400 Mono-modal Volume: ~exp(-8.55) * Expected Volume: exp(-4.45) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-0.7(54.22%) \| Like=3.51..3.69 [-1229.2436..3.6851] \| it/evals=1782/2362 eff=90.8257% N=400 Z=-0.6(56.02%) \| Like=3.52..3.69 [-1229.2436..3.6851] \| it/evals=1800/2362 eff=91.7431% N=400 Z=-0.6(57.77%) \| Like=3.54..3.69 [-1229.2436..3.6851] \| it/evals=1818/2483 eff=87.2780% N=400 Z=-0.5(60.74%) \| Like=3.56..3.69 [-1229.2436..3.6851] \| it/evals=1850/2483 eff=88.8142% N=400 Mono-modal Volume: ~exp(-8.55) Expected Volume: exp(-4.66) a: +0.000\| +0.495 +0.505 \| +1.000 Z=-0.5(65.05%) \| Like=3.59..3.69 [-1229.2436..3.6851] \| it/evals=1900/2483 eff=91.2146% N=400 Z=-0.4(66.73%) \| Like=3.60..3.69 [-1229.2436..3.6851] \| it/evals=1921/2575 eff=88.3218% N=400 Mono-modal Volume: ~exp(-8.55) Expected Volume: exp(-4.86) a: +0.000\| +0.496 ** +0.504 \| +1.000 Z=-0.4(68.94%) \| Like=3.61..3.69 [-1229.2436..3.6851] \| it/evals=1950/2575 eff=89.6552% N=400 Z=-0.4(72.44%) \| Like=3.63..3.69 [-1229.2436..3.6851] \| it/evals=2000/2575 eff=91.9540% N=400 Mono-modal Volume: ~exp(-9.16) * Expected Volume: exp(-5.06) a: +0.000\| +0.497 ** +0.503 \| +1.000 Z=-0.3(74.06%) \| Like=3.63..3.69 [-1229.2436..3.6851] \| it/evals=2025/2648 eff=90.0801% N=400 Z=-0.3(75.57%) \| Like=3.64..3.69 [-1229.2436..3.6851] \| it/evals=2050/2648 eff=91.1922% N=400 Z=-0.3(78.37%) \| Like=3.65..3.69 [-1229.2436..3.6851] \| it/evals=2100/2762 eff=88.9077% N=400 Mono-modal Volume: ~exp(-9.23) * Expected Volume: exp(-5.27) a: +0.000\| +0.497 ** +0.503 \| +1.000 Z=-0.3(78.68%) \| Like=3.65..3.69 [-1229.2436..3.6851] \| it/evals=2106/2762 eff=89.1617% N=400 Z=-0.3(80.85%) \| Like=3.66..3.69 [-1229.2436..3.6851] \| it/evals=2150/2762 eff=91.0246% N=400 Z=-0.2(81.63%) \| Like=3.66..3.69 [-1229.2436..3.6851] \| it/evals=2167/2875 eff=87.5556% N=400 Mono-modal Volume: ~exp(-9.47) * Expected Volume: exp(-5.47) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(82.51%) \| Like=3.66..3.69 [-1229.2436..3.6851] \| it/evals=2187/2875 eff=88.3636% N=400 Z=-0.2(83.06%) \| Like=3.66..3.69 [-1229.2436..3.6851] \| it/evals=2200/2875 eff=88.8889% N=400 Z=-0.2(85.03%) \| Like=3.67..3.69 [-1229.2436..3.6851] \| it/evals=2250/2875 eff=90.9091% N=400 Mono-modal Volume: ~exp(-9.69) * Expected Volume: exp(-5.67) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(85.68%) \| Like=3.67..3.69 [-1229.2436..3.6851] \| it/evals=2268/2881 eff=91.4148% N=400 Z=-0.2(85.72%) \| Like=3.67..3.69 [-1229.2436..3.6851] \| it/evals=2269/3004 eff=87.1352% N=400 Z=-0.2(86.77%) \| Like=3.67..3.69 [-1229.2436..3.6851] \| it/evals=2300/3004 eff=88.3257% N=400 Mono-modal Volume: ~exp(-10.05) * Expected Volume: exp(-5.87) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.2(88.29%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2349/3004 eff=90.2074% N=400 Z=-0.2(88.31%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2350/3004 eff=90.2458% N=400 Z=-0.2(89.23%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2383/3112 eff=87.8687% N=400 Z=-0.2(89.68%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2400/3112 eff=88.4956% N=400 Have 2 modes Volume: ~exp(-10.22) * Expected Volume: exp(-6.08) a: +0.000\| +0.499 11 +0.501 \| +1.000 Z=-0.1(90.42%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2430/3112 eff=89.6018% N=400 Z=-0.1(90.89%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2450/3112 eff=90.3392% N=400 Z=-0.1(91.48%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2477/3220 eff=87.8369% N=400 Z=-0.1(91.95%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2500/3220 eff=88.6525% N=400 Have 2 modes Volume: ~exp(-10.47) * Expected Volume: exp(-6.28) a: +0.000\| +0.499 11 +0.501 \| +1.000 Z=-0.1(92.17%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2511/3220 eff=89.0426% N=400 Z=-0.1(92.90%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2550/3220 eff=90.4255% N=400 Z=-0.1(93.24%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2570/3326 eff=87.8332% N=400 Mono-modal Volume: ~exp(-10.64) * Expected Volume: exp(-6.48) a: +0.000\| +0.499 +0.501 \| +1.000 Z=-0.1(93.60%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2592/3326 eff=88.5851% N=400 Z=-0.1(93.73%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2600/3326 eff=88.8585% N=400 Z=-0.1(94.47%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2650/3326 eff=90.5673% N=400 Mono-modal Volume: ~exp(-10.64) Expected Volume: exp(-6.68) a: +0.000\| +0.499 +0.501 \| +1.000 Z=-0.1(94.77%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2673/3414 eff=88.6861% N=400 Z=-0.1(95.12%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2700/3414 eff=89.5820% N=400 Z=-0.1(95.57%) \| Like=3.69..3.69 [-1229.2436..3.6851] \| it/evals=2739/3514 eff=87.9576% N=400 Z=-0.1(95.69%) \| Like=3.69..3.69 [3.6851..3.6851]\| it/evals=2750/3514 eff=88.3109% N=400 Mono-modal Volume: ~exp(-11.24) Expected Volume: exp(-6.89) a: +0.0000\| +0.4995 ** +0.5005 \| +1.0000 Z=-0.1(95.73%) \| Like=3.69..3.69 [3.6852..3.6852]\| it/evals=2754/3514 eff=88.4393% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3514 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.0503 +- 0.07211 [ultranest] Effective samples strategy satisfied (ESS = 1253.4, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [ultranest] logZ error budget: single: 0.09 bs:0.07 tail:0.04 total:0.08 required:<0.50 [ultranest] done iterating. logZ = -0.045 +- 0.131 single instance: logZ = -0.045 +- 0.090 bootstrapped : logZ = -0.050 +- 0.125 tail : logZ = +- 0.040 a 0.5002 +- 0.0100 [ultranest] PointStore: have 3424 items [ultranest] Resuming... Mono-modal Volume: ~exp(-4.09) Expected Volume: exp(0.00) a: +0.000\|*******************************************************\| +1.000 Z=-inf(0.00%) \| Like=-1229.24..3.69 [-1229.2436..3.6851] \| it/evals=0/3424 eff=inf% N=400 Z=-947.8(0.00%) \| Like=-936.03..3.69 [-1229.2436..3.6851] \| it/evals=50/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-4.41) Expected Volume: exp(-0.20) a: +0.00\| ******************************************** \| +1.00 Z=-820.3(0.00%) \| Like=-813.62..3.69 [-1229.2436..3.6851] \| it/evals=81/3424 eff=inf% N=400 Z=-744.3(0.00%) \| Like=-735.03..3.69 [-1229.2436..3.6851] \| it/evals=100/3424 eff=inf% N=400 Z=-575.6(0.00%) \| Like=-567.48..3.69 [-1229.2436..3.6851] \| it/evals=150/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-4.41) Expected Volume: exp(-0.41) a: +0.0\| ************************************ \| +1.0 Z=-430.4(0.00%) \| Like=-422.05..3.69 [-1229.2436..3.6851] \| it/evals=200/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-4.87) * Expected Volume: exp(-0.61) a: +0.0\| +0.2 ****************************** +0.8 \| +1.0 Z=-356.7(0.00%) \| Like=-346.80..3.69 [-1229.2436..3.6851] \| it/evals=243/3424 eff=inf% N=400 Z=-342.0(0.00%) \| Like=-335.71..3.69 [-1229.2436..3.6851] \| it/evals=250/3424 eff=inf% N=400 Z=-276.0(0.00%) \| Like=-269.37..3.69 [-1229.2436..3.6851] \| it/evals=300/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-4.89) * Expected Volume: exp(-0.81) a: +0.0\| +0.3 ************************** +0.7 \| +1.0 Z=-252.3(0.00%) \| Like=-244.43..3.69 [-1229.2436..3.6851] \| it/evals=324/3424 eff=inf% N=400 Z=-217.5(0.00%) \| Like=-210.59..3.69 [-1229.2436..3.6851] \| it/evals=350/3424 eff=inf% N=400 Z=-169.9(0.00%) \| Like=-163.09..3.69 [-1229.2436..3.6851] \| it/evals=400/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.38) * Expected Volume: exp(-1.01) a: +0.0\| +0.3 ******************** +0.7 \| +1.0 Z=-167.2(0.00%) \| Like=-160.71..3.69 [-1229.2436..3.6851] \| it/evals=405/3424 eff=inf% N=400 Z=-135.2(0.00%) \| Like=-128.32..3.69 [-1229.2436..3.6851] \| it/evals=450/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.38) Expected Volume: exp(-1.21) a: +0.0\| +0.4 ************** +0.6 \| +1.0 Z=-109.1(0.00%) \| Like=-101.84..3.69 [-1229.2436..3.6851] \| it/evals=500/3424 eff=inf% N=400 Z=-86.4(0.00%) \| Like=-79.52..3.69 [-1229.2436..3.6851] \| it/evals=550/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.38) Expected Volume: exp(-1.42) a: +0.0\| +0.4 ************ +0.6 \| +1.0 Z=-70.0(0.00%) \| Like=-63.92..3.69 [-1229.2436..3.6851] \| it/evals=600/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.61) * Expected Volume: exp(-1.62) a: +0.0\| +0.4 ********** +0.6 \| +1.0 Z=-56.7(0.00%) \| Like=-50.05..3.69 [-1229.2436..3.6851] \| it/evals=648/3424 eff=inf% N=400 Z=-56.1(0.00%) \| Like=-49.76..3.69 [-1229.2436..3.6851] \| it/evals=650/3424 eff=inf% N=400 Z=-43.8(0.00%) \| Like=-38.08..3.69 [-1229.2436..3.6851] \| it/evals=700/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.61) Expected Volume: exp(-1.82) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-35.2(0.00%) \| Like=-28.69..3.69 [-1229.2436..3.6851] \| it/evals=750/3424 eff=inf% N=400 Z=-27.3(0.00%) \| Like=-21.15..3.69 [-1229.2436..3.6851] \| it/evals=800/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.02) * Expected Volume: exp(-2.02) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-26.0(0.00%) \| Like=-19.81..3.69 [-1229.2436..3.6851] \| it/evals=810/3424 eff=inf% N=400 Z=-20.9(0.00%) \| Like=-14.96..3.69 [-1229.2436..3.6851] \| it/evals=850/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.27) * Expected Volume: exp(-2.23) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-17.6(0.00%) \| Like=-12.05..3.69 [-1229.2436..3.6851] \| it/evals=891/3424 eff=inf% N=400 Z=-17.0(0.00%) \| Like=-11.25..3.69 [-1229.2436..3.6851] \| it/evals=900/3424 eff=inf% N=400 Z=-14.0(0.00%) \| Like=-8.17..3.69 [-1229.2436..3.6851] \| it/evals=950/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.55) * Expected Volume: exp(-2.43) a: +0.00\| +0.45 ****** +0.55 \| +1.00 Z=-12.5(0.00%) \| Like=-7.07..3.69 [-1229.2436..3.6851] \| it/evals=972/3424 eff=inf% N=400 Z=-11.2(0.00%) \| Like=-5.82..3.69 [-1229.2436..3.6851] \| it/evals=1000/3424 eff=inf% N=400 Z=-9.0(0.01%) \| Like=-3.43..3.69 [-1229.2436..3.6851] \| it/evals=1050/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.59) * Expected Volume: exp(-2.63) a: +0.00\| +0.46 ****** +0.54 \| +1.00 Z=-8.8(0.01%) \| Like=-3.41..3.69 [-1229.2436..3.6851] \| it/evals=1053/3424 eff=inf% N=400 Z=-7.1(0.09%) \| Like=-1.70..3.69 [-1229.2436..3.6851] \| it/evals=1100/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.65) * Expected Volume: exp(-2.83) a: +0.00\| +0.47 **** +0.53 \| +1.00 Z=-6.1(0.22%) \| Like=-1.08..3.69 [-1229.2436..3.6851] \| it/evals=1134/3424 eff=inf% N=400 Z=-5.8(0.32%) \| Like=-0.67..3.69 [-1229.2436..3.6851] \| it/evals=1150/3424 eff=inf% N=400 Z=-4.8(0.89%) \| Like=0.24..3.69 [-1229.2436..3.6851] \| it/evals=1200/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.11) * Expected Volume: exp(-3.04) a: +0.00\| +0.47 ** +0.52 \| +1.00 Z=-4.5(1.17%) \| Like=0.56..3.69 [-1229.2436..3.6851] \| it/evals=1215/3424 eff=inf% N=400 Z=-3.9(2.10%) \| Like=1.08..3.69 [-1229.2436..3.6851] \| it/evals=1250/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.11) Expected Volume: exp(-3.24) a: +0.00\| +0.48 ** +0.52 \| +1.00 Z=-3.2(4.17%) \| Like=1.67..3.69 [-1229.2436..3.6851] \| it/evals=1300/3424 eff=inf% N=400 Z=-2.7(7.21%) \| Like=2.08..3.69 [-1229.2436..3.6851] \| it/evals=1350/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.43) * Expected Volume: exp(-3.44) a: +0.00\| +0.48 ** +0.52 \| +1.00 Z=-2.4(9.30%) \| Like=2.30..3.69 [-1229.2436..3.6851] \| it/evals=1377/3424 eff=inf% N=400 Z=-2.2(11.28%) \| Like=2.43..3.69 [-1229.2436..3.6851] \| it/evals=1400/3424 eff=inf% N=400 Z=-1.9(16.02%) \| Like=2.67..3.69 [-1229.2436..3.6851] \| it/evals=1450/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.47) * Expected Volume: exp(-3.64) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-1.8(16.86%) \| Like=2.74..3.69 [-1229.2436..3.6851] \| it/evals=1458/3424 eff=inf% N=400 Z=-1.6(21.66%) \| Like=2.93..3.69 [-1229.2436..3.6851] \| it/evals=1500/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.80) * Expected Volume: exp(-3.85) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-1.4(26.12%) \| Like=3.05..3.69 [-1229.2436..3.6851] \| it/evals=1539/3424 eff=inf% N=400 Z=-1.3(27.42%) \| Like=3.08..3.69 [-1229.2436..3.6851] \| it/evals=1550/3424 eff=inf% N=400 Z=-1.1(33.43%) \| Like=3.23..3.69 [-1229.2436..3.6851] \| it/evals=1600/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.80) Expected Volume: exp(-4.05) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-1.0(39.44%) \| Like=3.35..3.69 [-1229.2436..3.6851] \| it/evals=1650/3424 eff=inf% N=400 Z=-0.8(45.35%) \| Like=3.42..3.69 [-1229.2436..3.6851] \| it/evals=1700/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-8.46) * Expected Volume: exp(-4.25) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.8(45.46%) \| Like=3.43..3.69 [-1229.2436..3.6851] \| it/evals=1701/3424 eff=inf% N=400 Z=-0.7(50.89%) \| Like=3.47..3.69 [-1229.2436..3.6851] \| it/evals=1750/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-8.70) * Expected Volume: exp(-4.45) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-0.7(54.22%) \| Like=3.51..3.69 [-1229.2436..3.6851] \| it/evals=1782/3424 eff=inf% N=400 Z=-0.6(56.02%) \| Like=3.52..3.69 [-1229.2436..3.6851] \| it/evals=1800/3424 eff=inf% N=400 Z=-0.5(60.74%) \| Like=3.56..3.69 [-1229.2436..3.6851] \| it/evals=1850/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-8.70) Expected Volume: exp(-4.66) a: +0.000\| +0.495 +0.505 \| +1.000 Z=-0.5(65.05%) \| Like=3.59..3.69 [-1229.2436..3.6851] \| it/evals=1900/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-9.07) * Expected Volume: exp(-4.86) a: +0.000\| +0.496 12 +0.504 \| +1.000 Z=-0.4(68.50%) \| Like=3.61..3.69 [-1229.2436..3.6851] \| it/evals=1944/3424 eff=inf% N=400 Z=-0.4(68.94%) \| Like=3.61..3.69 [-1229.2436..3.6851] \| it/evals=1950/3424 eff=inf% N=400 Z=-0.4(72.44%) \| Like=3.63..3.69 [-1229.2436..3.6851] \| it/evals=2000/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-9.07) Expected Volume: exp(-5.06) a: +0.000\| +0.497 11 +0.503 \| +1.000 Z=-0.3(75.57%) \| Like=3.64..3.69 [-1229.2436..3.6851] \| it/evals=2050/3424 eff=inf% N=400 Z=-0.3(78.37%) \| Like=3.65..3.69 [-1229.2436..3.6851] \| it/evals=2100/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-9.09) * Expected Volume: exp(-5.27) a: +0.000\| +0.497 +0.503 \| +1.000 Z=-0.3(78.68%) \| Like=3.65..3.69 [-1229.2436..3.6851] \| it/evals=2106/3424 eff=inf% N=400 Z=-0.3(80.85%) \| Like=3.66..3.69 [-1229.2436..3.6851] \| it/evals=2150/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-9.09) Expected Volume: exp(-5.47) a: +0.000\| +0.498 +0.502 \| +1.000 Z=-0.2(83.06%) \| Like=3.66..3.69 [-1229.2436..3.6851] \| it/evals=2200/3424 eff=inf% N=400 Z=-0.2(84.81%) \| Like=3.67..3.69 [-1229.2436..3.6851] \| it/evals=2244/3424 eff=inf% N=400 Z=-0.2(85.03%) \| Like=3.67..3.69 [-1229.2436..3.6851] \| it/evals=2250/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-9.95) * Expected Volume: exp(-5.67) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(85.68%) \| Like=3.67..3.69 [-1229.2436..3.6851] \| it/evals=2268/3424 eff=inf% N=400 Z=-0.2(86.77%) \| Like=3.67..3.69 [-1229.2436..3.6851] \| it/evals=2300/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-10.07) * Expected Volume: exp(-5.87) a: +0.000\| +0.499 11 +0.501 \| +1.000 Z=-0.2(88.29%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2349/3424 eff=inf% N=400 Z=-0.2(88.31%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2350/3424 eff=inf% N=400 Z=-0.2(89.68%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2400/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-10.24) * Expected Volume: exp(-6.08) a: +0.000\| +0.499 11 +0.501 \| +1.000 Z=-0.1(90.42%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2430/3424 eff=inf% N=400 Z=-0.1(90.89%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2450/3424 eff=inf% N=400 Z=-0.1(91.95%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2500/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-10.50) * Expected Volume: exp(-6.28) a: +0.000\| +0.499 11 +0.501 \| +1.000 Z=-0.1(92.17%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2511/3424 eff=inf% N=400 Z=-0.1(92.90%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2550/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-10.83) * Expected Volume: exp(-6.48) a: +0.000\| +0.499 +0.501 \| +1.000 Z=-0.1(93.60%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2592/3424 eff=inf% N=400 Z=-0.1(93.73%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2600/3424 eff=inf% N=400 Z=-0.1(94.47%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2650/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-10.83) Expected Volume: exp(-6.68) a: +0.000\| +0.499 +0.501 \| +1.000 Z=-0.1(95.12%) \| Like=3.68..3.69 [-1229.2436..3.6851] \| it/evals=2700/3424 eff=inf% N=400 Z=-0.1(95.69%) \| Like=3.69..3.69 [3.6851..3.6851]\| it/evals=2750/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-11.16) Expected Volume: exp(-6.89) a: +0.0000\| +0.4995 ** +0.5005 \| +1.0000 Z=-0.1(95.73%) \| Like=3.69..3.69 [3.6852..3.6852]*\| it/evals=2754/3424 eff=inf% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3424 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.0337 +- 0.0686 [ultranest] Effective samples strategy satisfied (ESS = 1253.4, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.44+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.18, need <0.5) [ultranest] logZ error budget: single: 0.09 bs:0.07 tail:0.04 total:0.08 required:<0.50 [ultranest] done iterating. logZ = -0.045 +- 0.185 single instance: logZ = -0.045 +- 0.090 bootstrapped : logZ = -0.034 +- 0.180 tail : logZ = +- 0.040 a 0.5002 +- 0.0100 ran with dlogz: 0.5 first run gave: {'niter': 3175, 'logz': -0.045206649333308896, 'logzerr': 0.13110074382017775, 'logz_bs': -0.050302703213383405, 'logzerr_bs': 0.1249440500481469, 'logz_single': -0.045206649333308896, 'logzerr_tail': 0.03970377044778041, 'logzerr_single': 0.09019321421521852, 'ess': 1253.3800379365905, 'H': 3.253926356188918, 'Herr': 0.06370623147601749, 'paramnames': ['a'], 'ncall': 3514, 'posterior': {'mean': [0.5001873637215243], 'stdev': [0.009968403133571415], 'median': [0.5001545397363993], 'errlo': [0.4905101954168566], 'errup': [0.5102591316842049]}} second run gave: {'niter': 3175, 'logz': -0.045206649333308896, 'logzerr': 0.18461004195824787, 'logz_bs': -0.0337048855789414, 'logzerr_bs': 0.18028998364872076, 'logz_single': -0.045206649333308896, 'logzerr_tail': 0.03970377044778041, 'logzerr_single': 0.09019321421521852, 'ess': 1253.3800379365905, 'H': 3.253926356188918, 'Herr': 0.06358657362671137, 'paramnames': ['a'], 'ncall': 3424, 'posterior': {'mean': [0.5002320662117374], 'stdev': [0.009976237010306166], 'median': [0.5001153703620432], 'errlo': [0.49053609140685306], 'errup': [0.5102654548178821]}} -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3514 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -0.0503 +- 0.07211 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1253.4, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.07 tail:0.04 total:0.08 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:776 Testing resume consistency: [3.68505602 3.68604057 0. 0.49980451 0.49980451]: u=[0.49980451] -> p=[0.49980451] -> L=3.6860405715318847 [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 3424 items [32mINFO [0m ultranest:integrator.py:892 Resuming... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3424 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -0.0337 +- 0.0686 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1253.4, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.44+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.18, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.07 tail:0.04 total:0.08 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.
Passed	tests/test_run.py::test_run_resume[0.1]	13.39
------------------------------Captured stdout call------------------------------ [ultranest] PointStore: have 0 items [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.23) * Expected Volume: exp(0.00) a: +0.000\|*******************************************************\| +1.000 Z=-inf(0.00%) \| Like=-1226.65..3.68 [-1226.6504..3.5637] \| it/evals=0/500 eff=0.0000% N=400 Z=-951.8(0.00%) \| Like=-945.36..3.68 [-1226.6504..3.5637] \| it/evals=50/500 eff=50.0000% N=400 Mono-modal Volume: ~exp(-4.44) Expected Volume: exp(-0.20) a: +0.00\| ******************************************** \| +1.00 Z=-824.0(0.00%) \| Like=-811.53..3.68 [-1226.6504..3.5637] \| it/evals=81/500 eff=81.0000% N=400 Z=-801.8(0.00%) \| Like=-788.43..3.68 [-1226.6504..3.5637] \| it/evals=87/607 eff=42.0290% N=400 Z=-746.2(0.00%) \| Like=-735.12..3.68 [-1226.6504..3.5637] \| it/evals=100/607 eff=48.3092% N=400 Z=-574.4(0.00%) \| Like=-567.24..3.69 [-1226.6504..3.5637] \| it/evals=150/607 eff=72.4638% N=400 Mono-modal Volume: ~exp(-4.44) Expected Volume: exp(-0.41) a: +0.0\| ************************************ \| +1.0 Z=-516.2(0.00%) \| Like=-506.03..3.69 [-1226.6504..3.5637] \| it/evals=176/693 eff=60.0683% N=400 Z=-461.5(0.00%) \| Like=-454.68..3.69 [-1226.6504..3.5637] \| it/evals=200/693 eff=68.2594% N=400 Mono-modal Volume: ~exp(-4.59) * Expected Volume: exp(-0.61) a: +0.0\| +0.2 ******************************** +0.8 \| +1.0 Z=-377.5(0.00%) \| Like=-369.58..3.69 [-1226.6504..3.5637] \| it/evals=243/693 eff=82.9352% N=400 Z=-366.4(0.00%) \| Like=-358.90..3.69 [-1226.6504..3.5637] \| it/evals=250/693 eff=85.3242% N=400 Z=-359.3(0.00%) \| Like=-351.59..3.69 [-1226.6504..3.5637] \| it/evals=252/768 eff=68.4783% N=400 Z=-278.8(0.00%) \| Like=-271.84..3.69 [-1226.6504..3.5637] \| it/evals=300/768 eff=81.5217% N=400 Z=-241.9(0.00%) \| Like=-234.45..3.69 [-1226.6504..3.5637] \| it/evals=318/825 eff=74.8235% N=400 Mono-modal Volume: ~exp(-4.95) * Expected Volume: exp(-0.81) a: +0.0\| +0.3 ************************* +0.7 \| +1.0 Z=-233.9(0.00%) \| Like=-226.53..3.69 [-1226.6504..3.5637] \| it/evals=324/825 eff=76.2353% N=400 Z=-210.0(0.00%) \| Like=-204.14..3.69 [-1226.6504..3.5637] \| it/evals=350/825 eff=82.3529% N=400 Z=-193.0(0.00%) \| Like=-185.54..3.69 [-1226.6504..3.5637] \| it/evals=375/885 eff=77.3196% N=400 Z=-171.7(0.00%) \| Like=-165.80..3.69 [-1226.6504..3.5637] \| it/evals=400/885 eff=82.4742% N=400 Mono-modal Volume: ~exp(-5.12) * Expected Volume: exp(-1.01) a: +0.0\| +0.3 ********************** +0.7 \| +1.0 Z=-169.9(0.00%) \| Like=-162.73..3.69 [-1226.6504..3.5637] \| it/evals=405/885 eff=83.5052% N=400 Z=-132.2(0.00%) \| Like=-124.84..3.69 [-1226.6504..3.5637] \| it/evals=450/933 eff=84.4278% N=400 Mono-modal Volume: ~exp(-5.38) * Expected Volume: exp(-1.21) a: +0.0\| +0.4 ****************** +0.6 \| +1.0 Z=-107.5(0.00%) \| Like=-101.40..3.69 [-1226.6504..3.5637] \| it/evals=486/969 eff=85.4130% N=400 Z=-100.7(0.00%) \| Like=-93.64..3.69 [-1226.6504..3.5637] \| it/evals=500/1002 eff=83.0565% N=400 Z=-72.8(0.00%) \| Like=-66.63..3.69 [-1226.6504..3.5637] \| it/evals=550/1031 eff=87.1632% N=400 Mono-modal Volume: ~exp(-5.53) * Expected Volume: exp(-1.42) a: +0.0\| +0.4 ************** +0.6 \| +1.0 Z=-67.7(0.00%) \| Like=-61.53..3.69 [-1226.6504..3.5637] \| it/evals=567/1065 eff=85.2632% N=400 Z=-56.0(0.00%) \| Like=-49.61..3.69 [-1226.6504..3.5637] \| it/evals=600/1095 eff=86.3309% N=400 Mono-modal Volume: ~exp(-6.08) * Expected Volume: exp(-1.62) a: +0.0\| +0.4 ********** +0.6 \| +1.0 Z=-44.1(0.00%) \| Like=-37.85..3.69 [-1226.6504..3.5637] \| it/evals=648/1139 eff=87.6861% N=400 Z=-43.6(0.00%) \| Like=-37.45..3.69 [-1226.6504..3.5637] \| it/evals=650/1139 eff=87.9567% N=400 Z=-34.1(0.00%) \| Like=-28.38..3.69 [-1226.6504..3.5637] \| it/evals=700/1192 eff=88.3838% N=400 Mono-modal Volume: ~exp(-6.08) Expected Volume: exp(-1.82) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-29.2(0.00%) \| Like=-23.53..3.69 [-1226.6504..3.5637] \| it/evals=732/1230 eff=88.1928% N=400 Z=-26.9(0.00%) \| Like=-21.17..3.69 [-1226.6504..3.5637] \| it/evals=750/1251 eff=88.1316% N=400 Z=-21.1(0.00%) \| Like=-15.01..3.69 [-1226.6504..3.5637] \| it/evals=800/1290 eff=89.8876% N=400 Mono-modal Volume: ~exp(-6.27) * Expected Volume: exp(-2.02) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-19.8(0.00%) \| Like=-14.01..3.69 [-1226.6504..3.5637] \| it/evals=810/1312 eff=88.8158% N=400 Z=-16.7(0.00%) \| Like=-10.95..3.69 [-1226.6504..3.5637] \| it/evals=850/1350 eff=89.4737% N=400 Mono-modal Volume: ~exp(-6.57) * Expected Volume: exp(-2.23) a: +0.00\| +0.45 ****** +0.55 \| +1.00 Z=-13.3(0.00%) \| Like=-7.82..3.69 [-1226.6504..3.5637] \| it/evals=891/1384 eff=90.5488% N=400 Z=-12.7(0.00%) \| Like=-7.18..3.69 [-1226.6504..3.5637] \| it/evals=900/1400 eff=90.0000% N=400 Z=-9.9(0.00%) \| Like=-4.60..3.69 [-1226.6504..3.5637] \| it/evals=950/1457 eff=89.8770% N=400 Have 2 modes Volume: ~exp(-6.73) * Expected Volume: exp(-2.43) a: +0.00\| +0.46 111112 +0.54 \| +1.00 Z=-8.9(0.01%) \| Like=-3.61..3.69 [-1226.6504..3.5637] \| it/evals=972/1479 eff=90.0834% N=400 Z=-7.7(0.04%) \| Like=-2.54..3.69 [-1226.6504..3.5637] \| it/evals=1000/1504 eff=90.5797% N=400 Z=-6.2(0.19%) \| Like=-1.29..3.69 [-1226.6504..3.5637] \| it/evals=1050/1554 eff=90.9879% N=400 Have 2 modes Volume: ~exp(-6.73) Expected Volume: exp(-2.63) a: +0.00\| +0.47 1111 +0.53 \| +1.00 Z=-5.4(0.42%) \| Like=-0.47..3.69 [-1226.6504..3.5637] \| it/evals=1081/1591 eff=90.7641% N=400 Z=-5.0(0.65%) \| Like=-0.17..3.69 [-1226.6504..3.5637] \| it/evals=1100/1607 eff=91.1350% N=400 Mono-modal Volume: ~exp(-6.76) * Expected Volume: exp(-2.83) a: +0.00\| +0.47 **** +0.53 \| +1.00 Z=-4.4(1.23%) \| Like=0.33..3.69 [-1226.6504..3.5637] \| it/evals=1134/1641 eff=91.3779% N=400 Z=-4.1(1.58%) \| Like=0.54..3.69 [-1226.6504..3.5637] \| it/evals=1150/1660 eff=91.2698% N=400 Z=-3.8(2.32%) \| Like=0.83..3.69 [-1226.6504..3.5637] \| it/evals=1177/1691 eff=91.1696% N=400 Z=-3.5(3.07%) \| Like=1.10..3.69 [-1226.6504..3.5637] \| it/evals=1200/1712 eff=91.4634% N=400 Mono-modal Volume: ~exp(-7.36) * Expected Volume: exp(-3.04) a: +0.00\| +0.48 ** +0.52 \| +1.00 Z=-3.3(3.67%) \| Like=1.22..3.69 [-1226.6504..3.5637] \| it/evals=1215/1727 eff=91.5599% N=400 Z=-3.0(5.14%) \| Like=1.46..3.69 [-1226.6504..3.5637] \| it/evals=1250/1763 eff=91.7095% N=400 Mono-modal Volume: ~exp(-7.36) Expected Volume: exp(-3.24) a: +0.00\| +0.48 ** +0.52 \| +1.00 Z=-2.6(7.70%) \| Like=1.81..3.69 [-1226.6504..3.5637] \| it/evals=1296/1809 eff=91.9801% N=400 Z=-2.5(7.97%) \| Like=1.89..3.69 [-1226.6504..3.5637] \| it/evals=1300/1814 eff=91.9378% N=400 Z=-2.2(11.60%) \| Like=2.24..3.69 [-1226.6504..3.5637] \| it/evals=1350/1863 eff=92.2761% N=400 Mono-modal Volume: ~exp(-7.69) * Expected Volume: exp(-3.44) a: +0.00\| +0.48 +0.52 \| +1.00 Z=-2.0(13.93%) \| Like=2.41..3.69 [-1226.6504..3.5637] \| it/evals=1377/1895 eff=92.1070% N=400 Z=-1.8(15.94%) \| Like=2.52..3.69 [-1226.6504..3.5637] \| it/evals=1400/1916 eff=92.3483% N=400 Z=-1.6(20.95%) \| Like=2.74..3.69 [-1226.6504..3.5637] \| it/evals=1450/1972 eff=92.2392% N=400 Mono-modal Volume: ~exp(-7.69) Expected Volume: exp(-3.64) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-1.4(24.73%) \| Like=2.90..3.69 [-1226.6504..3.5637] \| it/evals=1486/2002 eff=92.7591% N=400 Z=-1.3(26.25%) \| Like=2.93..3.69 [-1226.6504..3.5637] \| it/evals=1500/2017 eff=92.7644% N=400 Mono-modal Volume: ~exp(-7.96) * Expected Volume: exp(-3.85) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-1.2(30.66%) \| Like=3.09..3.69 [-1226.6504..3.5637] \| it/evals=1539/2059 eff=92.7667% N=400 Z=-1.1(31.96%) \| Like=3.13..3.69 [-1226.6504..3.5637] \| it/evals=1550/2071 eff=92.7588% N=400 Z=-1.0(37.60%) \| Like=3.22..3.69 [-1226.6504..3.5637] \| it/evals=1600/2118 eff=93.1315% N=400 Z=-1.0(38.18%) \| Like=3.24..3.69 [-1226.6504..3.5637] \| it/evals=1605/2238 eff=87.3232% N=400 Mono-modal Volume: ~exp(-8.25) * Expected Volume: exp(-4.05) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.9(39.93%) \| Like=3.26..3.69 [-1226.6504..3.5637] \| it/evals=1620/2238 eff=88.1393% N=400 Z=-0.8(43.32%) \| Like=3.32..3.69 [-1226.6504..3.5637] \| it/evals=1650/2238 eff=89.7715% N=400 Z=-0.7(48.78%) \| Like=3.40..3.69 [-1226.6504..3.5637] \| it/evals=1700/2238 eff=92.4918% N=400 Mono-modal Volume: ~exp(-8.26) * Expected Volume: exp(-4.25) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.7(48.88%) \| Like=3.40..3.69 [-1226.6504..3.5637] \| it/evals=1701/2238 eff=92.5462% N=400 Z=-0.6(53.93%) \| Like=3.47..3.69 [-1226.6504..3.5637] \| it/evals=1750/2291 eff=92.5436% N=400 Mono-modal Volume: ~exp(-8.58) * Expected Volume: exp(-4.45) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.6(57.03%) \| Like=3.50..3.69 [-1226.6504..3.5637] \| it/evals=1782/2326 eff=92.5234% N=400 Z=-0.5(58.51%) \| Like=3.51..3.69 [-1226.6504..3.5637] \| it/evals=1798/2460 eff=87.2816% N=400 Z=-0.5(58.70%) \| Like=3.51..3.69 [-1226.6504..3.5637] \| it/evals=1800/2460 eff=87.3786% N=400 Z=-0.5(63.12%) \| Like=3.55..3.69 [-1226.6504..3.5637] \| it/evals=1850/2460 eff=89.8058% N=400 Mono-modal Volume: ~exp(-8.82) * Expected Volume: exp(-4.66) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.4(64.20%) \| Like=3.55..3.69 [-1226.6504..3.5637] \| it/evals=1863/2460 eff=90.4369% N=400 Z=-0.4(67.12%) \| Like=3.57..3.69 [3.5680..3.5681]\| it/evals=1900/2460 eff=92.2330% N=400 Mono-modal Volume: ~exp(-8.88) Expected Volume: exp(-4.86) a: +0.000\| +0.496 ** +0.504 \| +1.000 Z=-0.3(70.32%) \| Like=3.59..3.69 [3.5878..3.5883]\| it/evals=1944/2498 eff=92.6597% N=400 Z=-0.3(70.74%) \| Like=3.59..3.69 [3.5904..3.5907]\| it/evals=1950/2512 eff=92.3295% N=400 Z=-0.3(73.92%) \| Like=3.61..3.69 [3.6088..3.6093]\| it/evals=1999/2564 eff=92.3752% N=400 Z=-0.3(73.98%) \| Like=3.61..3.69 [3.6093..3.6095]\| it/evals=2000/2564 eff=92.4214% N=400 Mono-modal Volume: ~exp(-8.96) * Expected Volume: exp(-5.06) a: +0.000\| +0.496 ** +0.504 \| +1.000 Z=-0.3(75.48%) \| Like=3.62..3.69 [3.6181..3.6186]\| it/evals=2025/2587 eff=92.5926% N=400 Z=-0.3(76.91%) \| Like=3.63..3.69 [3.6278..3.6281]\| it/evals=2050/2608 eff=92.8442% N=400 Z=-0.3(76.97%) \| Like=3.63..3.69 [3.6281..3.6281]\| it/evals=2051/2731 eff=87.9880% N=400 Z=-0.2(79.53%) \| Like=3.64..3.69 [3.6402..3.6402]\| it/evals=2100/2731 eff=90.0901% N=400 Mono-modal Volume: ~exp(-9.20) * Expected Volume: exp(-5.27) a: +0.000\| +0.497 ** +0.503 \| +1.000 Z=-0.2(79.83%) \| Like=3.64..3.69 [3.6414..3.6420]\| it/evals=2106/2731 eff=90.3475% N=400 Z=-0.2(81.88%) \| Like=3.65..3.69 [3.6500..3.6501]\| it/evals=2150/2731 eff=92.2351% N=400 Z=-0.2(82.01%) \| Like=3.65..3.69 [3.6503..3.6504]\| it/evals=2153/2844 eff=88.0933% N=400 Mono-modal Volume: ~exp(-9.20) Expected Volume: exp(-5.47) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(83.44%) \| Like=3.66..3.69 [3.6561..3.6563]\| it/evals=2187/2844 eff=89.4845% N=400 Z=-0.2(83.96%) \| Like=3.66..3.69 [3.6580..3.6583]\| it/evals=2200/2844 eff=90.0164% N=400 Z=-0.1(85.82%) \| Like=3.66..3.69 [3.6647..3.6649]\| it/evals=2250/2849 eff=91.8742% N=400 Mono-modal Volume: ~exp(-9.20) Expected Volume: exp(-5.67) a: +0.000\| +0.498 * +0.502 \| +1.000 Z=-0.1(86.83%) \| Like=3.67..3.69 [3.6686..3.6686]\| it/evals=2280/2887 eff=91.6767% N=400 Z=-0.1(87.46%) \| Like=3.67..3.69 [3.6698..3.6698]\| it/evals=2300/2904 eff=91.8530% N=400 Z=-0.1(88.84%) \| Like=3.67..3.69 [3.6738..3.6739]\| it/evals=2347/2956 eff=91.8232% N=400 Mono-modal Volume: ~exp(-9.84) Expected Volume: exp(-5.87) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.1(88.90%) \| Like=3.67..3.69 [3.6739..3.6739]\| it/evals=2349/2956 eff=91.9014% N=400 Z=-0.1(88.92%) \| Like=3.67..3.69 [3.6739..3.6740]\| it/evals=2350/2958 eff=91.8686% N=400 Z=-0.1(88.98%) \| Like=3.67..3.69 [3.6740..3.6740]\| it/evals=2352/3086 eff=87.5652% N=400 Z=-0.1(90.22%) \| Like=3.68..3.69 [3.6763..3.6763]\| it/evals=2400/3086 eff=89.3522% N=400 Mono-modal Volume: ~exp(-10.18) * Expected Volume: exp(-6.08) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(90.92%) \| Like=3.68..3.69 [3.6778..3.6778]\| it/evals=2430/3086 eff=90.4691% N=400 Z=-0.1(91.36%) \| Like=3.68..3.69 [3.6787..3.6787]\| it/evals=2450/3086 eff=91.2137% N=400 Z=-0.1(91.80%) \| Like=3.68..3.69 [3.6793..3.6793]\| it/evals=2471/3204 eff=88.1241% N=400 Z=-0.1(92.37%) \| Like=3.68..3.69 [3.6803..3.6803]\| it/evals=2500/3204 eff=89.1583% N=400 Mono-modal Volume: ~exp(-10.19) * Expected Volume: exp(-6.28) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(92.58%) \| Like=3.68..3.69 [3.6807..3.6807]\| it/evals=2511/3204 eff=89.5506% N=400 Z=-0.1(93.26%) \| Like=3.68..3.69 [3.6816..3.6816]\| it/evals=2550/3204 eff=90.9415% N=400 Z=-0.1(93.57%) \| Like=3.68..3.69 [3.6820..3.6820]\| it/evals=2569/3310 eff=88.2818% N=400 Mono-modal Volume: ~exp(-10.35) Expected Volume: exp(-6.48) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(93.93%) \| Like=3.68..3.69 [3.6823..3.6824]\| it/evals=2592/3310 eff=89.0722% N=400 Z=-0.1(94.05%) \| Like=3.68..3.69 [3.6825..3.6826]\| it/evals=2600/3310 eff=89.3471% N=400 Z=-0.0(94.75%) \| Like=3.68..3.69 [3.6832..3.6832]\| it/evals=2650/3310 eff=91.0653% N=400 Mono-modal Volume: ~exp(-10.61) Expected Volume: exp(-6.68) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.0(95.04%) \| Like=3.68..3.69 [3.6835..3.6836]\| it/evals=2673/3448 eff=87.6969% N=400 Z=-0.0(95.37%) \| Like=3.68..3.69 [3.6838..3.6839]\| it/evals=2700/3448 eff=88.5827% N=400 Z=-0.0(95.91%) \| Like=3.68..3.69 [3.6843..3.6843]\| it/evals=2750/3448 eff=90.2231% N=400 Mono-modal Volume: ~exp(-10.79) Expected Volume: exp(-6.89) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.0(95.95%) \| Like=3.68..3.69 [3.6843..3.6843]\| it/evals=2754/3448 eff=90.3543% N=400 Z=-0.0(96.19%) \| Like=3.68..3.69 [3.6845..3.6845]\| it/evals=2778/3576 eff=87.4685% N=400 Z=-0.0(96.39%) \| Like=3.68..3.69 [3.6847..3.6847]\| it/evals=2800/3576 eff=88.1612% N=400 Mono-modal Volume: ~exp(-11.01) Expected Volume: exp(-7.09) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.0(96.69%) \| Like=3.68..3.69 [3.6849..3.6849]\| it/evals=2835/3576 eff=89.2632% N=400 Z=-0.0(96.81%) \| Like=3.69..3.69 [3.6850..3.6851]\| it/evals=2850/3576 eff=89.7355% N=400 Z=-0.0(97.09%) \| Like=3.69..3.69 [3.6852..3.6852]\| it/evals=2886/3679 eff=88.0146% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3679 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = 0.02604 +- 0.06169 [ultranest] Effective samples strategy satisfied (ESS = 1320.5, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.1) [ultranest] logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<0.10 [ultranest] done iterating. logZ = 0.007 +- 0.154 single instance: logZ = 0.007 +- 0.088 bootstrapped : logZ = 0.026 +- 0.152 tail : logZ = +- 0.029 a 0.500 +- 0.011 [ultranest] PointStore: have 3561 items [ultranest] Resuming... Have 2 modes Volume: ~exp(-4.31) Expected Volume: exp(0.00) a: +0.000\|22222222222222221111111111111111111111111111111111111111\| +1.000 Z=-inf(0.00%) \| Like=-1226.65..3.68 [-1226.6504..3.5637] \| it/evals=0/3561 eff=inf% N=400 Z=-951.8(0.00%) \| Like=-945.36..3.68 [-1226.6504..3.5637] \| it/evals=50/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-4.48) * Expected Volume: exp(-0.20) a: +0.00\| ********************************************** \| +1.00 Z=-824.0(0.00%) \| Like=-811.53..3.68 [-1226.6504..3.5637] \| it/evals=81/3561 eff=inf% N=400 Z=-746.2(0.00%) \| Like=-735.12..3.68 [-1226.6504..3.5637] \| it/evals=100/3561 eff=inf% N=400 Z=-574.4(0.00%) \| Like=-567.24..3.69 [-1226.6504..3.5637] \| it/evals=150/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-4.52) * Expected Volume: exp(-0.41) a: +0.0\| ************************************** \| +1.0 Z=-536.9(0.00%) \| Like=-528.09..3.69 [-1226.6504..3.5637] \| it/evals=162/3561 eff=inf% N=400 Z=-461.5(0.00%) \| Like=-454.68..3.69 [-1226.6504..3.5637] \| it/evals=200/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-4.72) * Expected Volume: exp(-0.61) a: +0.0\| +0.2 11111111111111111111111111111222 +0.8 \| +1.0 Z=-377.5(0.00%) \| Like=-369.58..3.69 [-1226.6504..3.5637] \| it/evals=243/3561 eff=inf% N=400 Z=-366.4(0.00%) \| Like=-358.90..3.69 [-1226.6504..3.5637] \| it/evals=250/3561 eff=inf% N=400 Z=-278.8(0.00%) \| Like=-271.84..3.69 [-1226.6504..3.5637] \| it/evals=300/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.21) * Expected Volume: exp(-0.81) a: +0.0\| +0.3 *********************** +0.7 \| +1.0 Z=-233.9(0.00%) \| Like=-226.53..3.69 [-1226.6504..3.5637] \| it/evals=324/3561 eff=inf% N=400 Z=-210.0(0.00%) \| Like=-204.14..3.69 [-1226.6504..3.5637] \| it/evals=350/3561 eff=inf% N=400 Z=-171.7(0.00%) \| Like=-165.80..3.69 [-1226.6504..3.5637] \| it/evals=400/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.21) Expected Volume: exp(-1.01) a: +0.0\| +0.3 ******************** +0.7 \| +1.0 Z=-132.2(0.00%) \| Like=-124.84..3.69 [-1226.6504..3.5637] \| it/evals=450/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.54) * Expected Volume: exp(-1.21) a: +0.0\| +0.4 **************** +0.6 \| +1.0 Z=-107.5(0.00%) \| Like=-101.40..3.69 [-1226.6504..3.5637] \| it/evals=486/3561 eff=inf% N=400 Z=-100.7(0.00%) \| Like=-93.64..3.69 [-1226.6504..3.5637] \| it/evals=500/3561 eff=inf% N=400 Z=-72.8(0.00%) \| Like=-66.63..3.69 [-1226.6504..3.5637] \| it/evals=550/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.54) Expected Volume: exp(-1.42) a: +0.0\| +0.4 ************ +0.6 \| +1.0 Z=-56.0(0.00%) \| Like=-49.61..3.69 [-1226.6504..3.5637] \| it/evals=600/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.96) * Expected Volume: exp(-1.62) a: +0.0\| +0.4 ********** +0.6 \| +1.0 Z=-44.1(0.00%) \| Like=-37.85..3.69 [-1226.6504..3.5637] \| it/evals=648/3561 eff=inf% N=400 Z=-43.6(0.00%) \| Like=-37.45..3.69 [-1226.6504..3.5637] \| it/evals=650/3561 eff=inf% N=400 Z=-34.1(0.00%) \| Like=-28.38..3.69 [-1226.6504..3.5637] \| it/evals=700/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.96) Expected Volume: exp(-1.82) a: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-26.9(0.00%) \| Like=-21.17..3.69 [-1226.6504..3.5637] \| it/evals=750/3561 eff=inf% N=400 Z=-21.1(0.00%) \| Like=-15.01..3.69 [-1226.6504..3.5637] \| it/evals=800/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-6.40) * Expected Volume: exp(-2.02) a: +0.0\| +0.4 ****** +0.6 \| +1.0 Z=-19.8(0.00%) \| Like=-14.01..3.69 [-1226.6504..3.5637] \| it/evals=810/3561 eff=inf% N=400 Z=-16.7(0.00%) \| Like=-10.95..3.69 [-1226.6504..3.5637] \| it/evals=850/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-6.40) Expected Volume: exp(-2.23) a: +0.00\| +0.45 **** +0.55 \| +1.00 Z=-12.7(0.00%) \| Like=-7.18..3.69 [-1226.6504..3.5637] \| it/evals=900/3561 eff=inf% N=400 Z=-9.9(0.00%) \| Like=-4.60..3.69 [-1226.6504..3.5637] \| it/evals=950/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-6.73) * Expected Volume: exp(-2.43) a: +0.00\| +0.46 111112 +0.54 \| +1.00 Z=-8.9(0.01%) \| Like=-3.61..3.69 [-1226.6504..3.5637] \| it/evals=972/3561 eff=inf% N=400 Z=-7.7(0.04%) \| Like=-2.54..3.69 [-1226.6504..3.5637] \| it/evals=1000/3561 eff=inf% N=400 Z=-6.2(0.19%) \| Like=-1.29..3.69 [-1226.6504..3.5637] \| it/evals=1050/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-6.99) * Expected Volume: exp(-2.63) a: +0.00\| +0.47 **** +0.53 \| +1.00 Z=-6.2(0.20%) \| Like=-1.23..3.69 [-1226.6504..3.5637] \| it/evals=1053/3561 eff=inf% N=400 Z=-5.0(0.65%) \| Like=-0.17..3.69 [-1226.6504..3.5637] \| it/evals=1100/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.16) * Expected Volume: exp(-2.83) a: +0.00\| +0.47 1222 +0.53 \| +1.00 Z=-4.4(1.23%) \| Like=0.33..3.69 [-1226.6504..3.5637] \| it/evals=1134/3561 eff=inf% N=400 Z=-4.1(1.58%) \| Like=0.54..3.69 [-1226.6504..3.5637] \| it/evals=1150/3561 eff=inf% N=400 Z=-3.5(3.07%) \| Like=1.10..3.69 [-1226.6504..3.5637] \| it/evals=1200/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.16) Expected Volume: exp(-3.04) a: +0.00\| +0.48 1222 +0.52 \| +1.00 Z=-3.0(5.14%) \| Like=1.46..3.69 [-1226.6504..3.5637] \| it/evals=1250/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.16) Expected Volume: exp(-3.24) a: +0.00\| +0.48 1222 +0.52 \| +1.00 Z=-2.5(7.97%) \| Like=1.89..3.69 [-1226.6504..3.5637] \| it/evals=1300/3561 eff=inf% N=400 Z=-2.2(11.60%) \| Like=2.24..3.69 [-1226.6504..3.5637] \| it/evals=1350/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-7.46) * Expected Volume: exp(-3.44) a: +0.00\| +0.48 +0.52 \| +1.00 Z=-2.0(13.93%) \| Like=2.41..3.69 [-1226.6504..3.5637] \| it/evals=1377/3561 eff=inf% N=400 Z=-1.8(15.94%) \| Like=2.52..3.69 [-1226.6504..3.5637] \| it/evals=1400/3561 eff=inf% N=400 Z=-1.6(20.95%) \| Like=2.74..3.69 [-1226.6504..3.5637] \| it/evals=1450/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-7.46) Expected Volume: exp(-3.64) a: +0.00\| +0.49 +0.51 \| +1.00 Z=-1.3(26.02%) \| Like=2.93..3.69 [-1226.6504..3.5637] \| it/evals=1498/3561 eff=inf% N=400 Z=-1.3(26.25%) \| Like=2.93..3.69 [-1226.6504..3.5637] \| it/evals=1500/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-7.81) * Expected Volume: exp(-3.85) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-1.2(30.66%) \| Like=3.09..3.69 [-1226.6504..3.5637] \| it/evals=1539/3561 eff=inf% N=400 Z=-1.1(31.96%) \| Like=3.13..3.69 [-1226.6504..3.5637] \| it/evals=1550/3561 eff=inf% N=400 Z=-1.0(37.60%) \| Like=3.22..3.69 [-1226.6504..3.5637] \| it/evals=1600/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-7.97) * Expected Volume: exp(-4.05) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.9(39.93%) \| Like=3.26..3.69 [-1226.6504..3.5637] \| it/evals=1620/3561 eff=inf% N=400 Z=-0.8(43.32%) \| Like=3.32..3.69 [-1226.6504..3.5637] \| it/evals=1650/3561 eff=inf% N=400 Z=-0.7(48.78%) \| Like=3.40..3.69 [-1226.6504..3.5637] \| it/evals=1700/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-8.14) * Expected Volume: exp(-4.25) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.7(48.88%) \| Like=3.40..3.69 [-1226.6504..3.5637] \| it/evals=1701/3561 eff=inf% N=400 Z=-0.6(53.93%) \| Like=3.47..3.69 [-1226.6504..3.5637] \| it/evals=1750/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-8.58) * Expected Volume: exp(-4.45) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.6(57.03%) \| Like=3.50..3.69 [-1226.6504..3.5637] \| it/evals=1782/3561 eff=inf% N=400 Z=-0.5(58.70%) \| Like=3.51..3.69 [-1226.6504..3.5637] \| it/evals=1800/3561 eff=inf% N=400 Z=-0.5(63.12%) \| Like=3.55..3.69 [-1226.6504..3.5637] \| it/evals=1850/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-8.89) * Expected Volume: exp(-4.66) a: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-0.4(64.20%) \| Like=3.55..3.69 [-1226.6504..3.5637] \| it/evals=1863/3561 eff=inf% N=400 Z=-0.4(67.12%) \| Like=3.57..3.69 [3.5680..3.5681]\| it/evals=1900/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.01) Expected Volume: exp(-4.86) a: +0.000\| +0.496 ** +0.504 \| +1.000 Z=-0.3(70.32%) \| Like=3.59..3.69 [3.5878..3.5883]\| it/evals=1944/3561 eff=inf% N=400 Z=-0.3(70.74%) \| Like=3.59..3.69 [3.5904..3.5907]\| it/evals=1950/3561 eff=inf% N=400 Z=-0.3(73.98%) \| Like=3.61..3.69 [3.6093..3.6095]\| it/evals=2000/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.14) Expected Volume: exp(-5.06) a: +0.000\| +0.496 ** +0.504 \| +1.000 Z=-0.3(75.48%) \| Like=3.62..3.69 [3.6181..3.6186]\| it/evals=2025/3561 eff=inf% N=400 Z=-0.3(76.91%) \| Like=3.63..3.69 [3.6278..3.6281]\| it/evals=2050/3561 eff=inf% N=400 Z=-0.2(79.53%) \| Like=3.64..3.69 [3.6402..3.6402]\| it/evals=2100/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.14) Expected Volume: exp(-5.27) a: +0.000\| +0.497 * +0.503 \| +1.000 Z=-0.2(80.74%) \| Like=3.64..3.69 [3.6449..3.6451]\| it/evals=2125/3561 eff=inf% N=400 Z=-0.2(81.88%) \| Like=3.65..3.69 [3.6500..3.6501]\| it/evals=2150/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.16) * Expected Volume: exp(-5.47) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.2(83.44%) \| Like=3.66..3.69 [3.6561..3.6563]\| it/evals=2187/3561 eff=inf% N=400 Z=-0.2(83.96%) \| Like=3.66..3.69 [3.6580..3.6583]\| it/evals=2200/3561 eff=inf% N=400 Z=-0.1(85.82%) \| Like=3.66..3.69 [3.6647..3.6649]\| it/evals=2250/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.16) Expected Volume: exp(-5.67) a: +0.000\| +0.498 * +0.502 \| +1.000 Z=-0.1(87.37%) \| Like=3.67..3.69 [3.6696..3.6697]\| it/evals=2297/3561 eff=inf% N=400 Z=-0.1(87.46%) \| Like=3.67..3.69 [3.6698..3.6698]\| it/evals=2300/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.95) * Expected Volume: exp(-5.87) a: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-0.1(88.90%) \| Like=3.67..3.69 [3.6739..3.6739]\| it/evals=2349/3561 eff=inf% N=400 Z=-0.1(88.92%) \| Like=3.67..3.69 [3.6739..3.6740]\| it/evals=2350/3561 eff=inf% N=400 Z=-0.1(90.22%) \| Like=3.68..3.69 [3.6763..3.6763]\| it/evals=2400/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.22) Expected Volume: exp(-6.08) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(90.92%) \| Like=3.68..3.69 [3.6778..3.6778]\| it/evals=2430/3561 eff=inf% N=400 Z=-0.1(91.36%) \| Like=3.68..3.69 [3.6787..3.6787]\| it/evals=2450/3561 eff=inf% N=400 Z=-0.1(92.37%) \| Like=3.68..3.69 [3.6803..3.6803]\| it/evals=2500/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.43) Expected Volume: exp(-6.28) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(92.58%) \| Like=3.68..3.69 [3.6807..3.6807]\| it/evals=2511/3561 eff=inf% N=400 Z=-0.1(93.26%) \| Like=3.68..3.69 [3.6816..3.6816]\| it/evals=2550/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.63) * Expected Volume: exp(-6.48) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.1(93.93%) \| Like=3.68..3.69 [3.6823..3.6824]\| it/evals=2592/3561 eff=inf% N=400 Z=-0.1(94.05%) \| Like=3.68..3.69 [3.6825..3.6826]\| it/evals=2600/3561 eff=inf% N=400 Z=-0.0(94.75%) \| Like=3.68..3.69 [3.6832..3.6832]\| it/evals=2650/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.73) Expected Volume: exp(-6.68) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.0(95.04%) \| Like=3.68..3.69 [3.6835..3.6836]\| it/evals=2673/3561 eff=inf% N=400 Z=-0.0(95.37%) \| Like=3.68..3.69 [3.6838..3.6839]\| it/evals=2700/3561 eff=inf% N=400 Z=-0.0(95.91%) \| Like=3.68..3.69 [3.6843..3.6843]\| it/evals=2750/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.90) Expected Volume: exp(-6.89) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.0(95.95%) \| Like=3.68..3.69 [3.6843..3.6843]\| it/evals=2754/3561 eff=inf% N=400 Z=-0.0(96.39%) \| Like=3.68..3.69 [3.6847..3.6847]\| it/evals=2800/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.93) * Expected Volume: exp(-7.09) a: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-0.0(96.69%) \| Like=3.68..3.69 [3.6849..3.6849]\| it/evals=2835/3561 eff=inf% N=400 Z=-0.0(96.81%) \| Like=3.69..3.69 [3.6850..3.6851]\| it/evals=2850/3561 eff=inf% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3561 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = 0.01141 +- 0.06228 [ultranest] Effective samples strategy satisfied (ESS = 1320.5, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.09 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.1) [ultranest] logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<0.10 [ultranest] done iterating. logZ = 0.007 +- 0.102 single instance: logZ = 0.007 +- 0.088 bootstrapped : logZ = 0.011 +- 0.098 tail : logZ = +- 0.029 a 0.500 +- 0.011 ran with dlogz: 0.1 first run gave: {'niter': 3288, 'logz': 0.007154198726154426, 'logzerr': 0.15435980251357082, 'logz_bs': 0.026036778192129673, 'logzerr_bs': 0.15169373949828965, 'logz_single': 0.007154198726154426, 'logzerr_tail': 0.028564979066220606, 'logzerr_single': 0.08824664147262343, 'ess': 1320.5120767112028, 'H': 3.1149878924790966, 'Herr': 0.05139609274843064, 'paramnames': ['a'], 'ncall': 3679, 'posterior': {'mean': [0.500285541517206], 'stdev': [0.010730909765883105], 'median': [0.5005447486059118], 'errlo': [0.4895657443129665], 'errup': [0.510715519554964]}} second run gave: {'niter': 3288, 'logz': 0.007154198726154426, 'logzerr': 0.10186998316859384, 'logz_bs': 0.011405109068269309, 'logzerr_bs': 0.09778310407077478, 'logz_single': 0.007154198726154426, 'logzerr_tail': 0.028564979066220606, 'logzerr_single': 0.08824664147262343, 'ess': 1320.5120767112028, 'H': 3.1149878924790966, 'Herr': 0.05909129450107728, 'paramnames': ['a'], 'ncall': 3561, 'posterior': {'mean': [0.5002774510725527], 'stdev': [0.010741071045748929], 'median': [0.5006455796941939], 'errlo': [0.4895657443129665], 'errup': [0.510715519554964]}} -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3679 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = 0.02604 +- 0.06169 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1320.5, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.1) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<0.10 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:776 Testing resume consistency: [3.68522907 3.68594501 0. 0.49976056 0.49976056]: u=[0.49976056] -> p=[0.49976056] -> L=3.685945006789756 [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 3561 items [32mINFO [0m ultranest:integrator.py:892 Resuming... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3561 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = 0.01141 +- 0.06228 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1320.5, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.09 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.1) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<0.10 [32mINFO [0m ultranest:integrator.py:1729 done iterating.
Passed	tests/test_run.py::test_reactive_run_resume_eggbox	2.99
------------------------------Captured stdout call------------------------------ ====== Running Eggbox problem [1] ===== [ultranest] PointStore: have 0 items [ultranest] Sampling 100 live points from prior ... Mono-modal Volume: ~exp(-3.50) * Expected Volume: exp(0.00) a: +3.1e-05\|***************** * * ***** * ******\| +3.1e+01 b: +0.0\| *** * *** * * * **** ********* ***\| +31.4 Z=-inf(0.00%) \| Like=1.20..233.34 [1.1994..225.3019] \| it/evals=0/101 eff=0.0000% N=100 Z=-0.3(0.00%) \| Like=2.82..233.34 [1.1994..225.3019] \| it/evals=10/111 eff=90.9091% N=100 Z=1.8(0.00%) \| Like=5.72..241.87 [1.1994..225.3019] \| it/evals=20/123 eff=86.9565% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-0.21) a: +0.0\|***************** ******* * ****** \| +31.4 b: +0.0\| ** * * * **** ********* ***\| +31.4 Z=6.1(0.00%) \| Like=10.27..241.87 [1.1994..225.3019] \| it/evals=30/134 eff=88.2353% N=100 Z=10.9(0.00%) \| Like=15.15..241.87 [1.1994..225.3019] \| it/evals=40/147 eff=85.1064% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-0.42) a: +0.0\|******************* * * * ******** * ****** \| +31.4 b: +0.0\| ** * * *** * ** *******\| +31.4 Z=15.4(0.00%) \| Like=19.96..241.87 [1.1994..225.3019] \| it/evals=50/157 eff=87.7193% N=100 Z=21.7(0.00%) \| Like=26.06..241.87 [1.1994..225.3019] \| it/evals=60/172 eff=83.3333% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-0.63) a: +0.0\|**** * ****** * ** * * **** ** ****\| +31.4 b: +0.0\| * * *** * * *** ** ** * *****\| +31.4 Z=25.1(0.00%) \| Like=29.24..241.87 [1.1994..225.3019] \| it/evals=70/187 eff=80.4598% N=100 Z=27.8(0.00%) \| Like=32.04..241.87 [1.1994..225.3019] \| it/evals=80/210 eff=72.7273% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-0.84) a: +0.0\|**** * ** * * * * **** * ****\| +31.4 b: +0.0\| * * *** * * **************** * ****\| +31.4 Z=30.7(0.00%) \| Like=34.89..241.87 [1.1994..225.3019] \| it/evals=90/239 eff=64.7482% N=100 Z=35.1(0.00%) \| Like=39.71..241.87 [1.1994..225.3019] \| it/evals=100/260 eff=62.5000% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-1.05) a: +0.0\| ******* * * ********* *** ***\| +31.4 b: +0.0\|** * * ** * * ****** * ** * ***\| +31.4 Z=40.2(0.00%) \| Like=45.13..241.87 [1.1994..225.3019] \| it/evals=110/280 eff=61.1111% N=100 Z=45.3(0.00%) \| Like=50.70..241.87 [1.1994..225.3019] \| it/evals=120/303 eff=59.1133% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-1.26) a: +0.0\| ****** * ** ******* ***** \| +31.4 b: +0.0\|* ***** ** * ****** \| +31.4 Z=52.1(0.00%) \| Like=60.83..241.87 [1.1994..225.3019] \| it/evals=130/338 eff=54.6218% N=100 Z=65.9(0.00%) \| Like=72.12..241.87 [1.1994..225.3019] \| it/evals=140/374 eff=51.0949% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-1.47) a: +0.0\| ****** * ** ******* ***** \| +31.4 b: +0.0\|* ****** * * ***** ** * *\| +31.4 Z=73.0(0.00%) \| Like=78.36..241.87 [1.1994..225.3019] \| it/evals=150/414 eff=47.7707% N=100 Z=77.5(0.00%) \| Like=82.79..241.87 [1.1994..225.3019] \| it/evals=160/475 eff=42.6667% N=100 Have 7 modes Volume: ~exp(-3.64) Expected Volume: exp(-1.68) a: +0.0\|7221 21115125 115561 15 51333553 13311314 4343\| +31.4 b: +3.1e-05\|4141 41143431 317 333 1132212 115 1 51 1555\| +3.1e+01 Z=84.4(0.00%) \| Like=90.78..241.87 [1.1994..225.3019] \| it/evals=168/512 eff=40.7767% N=100 Z=85.6(0.00%) \| Like=91.77..241.87 [1.1994..225.3019] \| it/evals=170/518 eff=40.6699% N=100 Z=89.2(0.00%) \| Like=94.93..241.87 [1.1994..225.3019] \| it/evals=180/555 eff=39.5604% N=100 Have 7 modes Volume: ~exp(-3.64) Expected Volume: exp(-1.89) a: +0.0\|7210 11215105 0155610 5133351 1031131 4343\| +31.4 b: +3.1e-05\|4441 4114333 170333 1131212 115 1 51 555\| +3.1e+01 Z=94.8(0.00%) \| Like=100.16..241.87 [1.1994..225.3019] \| it/evals=190/596 eff=38.3065% N=100 [ultranest] Explored until L=2e+02 [ultranest] Likelihood function evaluations: 658 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] Reached maximum number of improvement loops. [ultranest] done iterating. logZ = 236.038 +- 0.999 single instance: logZ = 236.038 +- 0.234 bootstrapped : logZ = 235.001 +- 0.720 tail : logZ = +- 0.693 a 20.8 +- 2.8 b 7.2 +- 6.9 pointstore: (300, 7) 658 658 0 ====== Running Eggbox problem [2] ===== [ultranest] PointStore: have 300 items [ultranest] Resuming... Mono-modal Volume: ~exp(-3.26) * Expected Volume: exp(0.00) a: +3.1e-05\|***************** * * ***** * ******\| +3.1e+01 b: +0.0\| *** * *** * * * **** ********* ***\| +31.4 Z=-inf(0.00%) \| Like=1.20..233.34 [1.1994..225.3019] \| it/evals=0/300 eff=inf% N=100 Z=-0.3(0.00%) \| Like=2.82..233.34 [1.1994..225.3019] \| it/evals=10/300 eff=inf% N=100 Z=1.8(0.00%) \| Like=5.72..241.87 [1.1994..225.3019] \| it/evals=20/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-0.21) a: +0.0\|***************** ******* * ****** \| +31.4 b: +0.0\| ** * * * **** ********* ***\| +31.4 Z=6.1(0.00%) \| Like=10.27..241.87 [1.1994..225.3019] \| it/evals=30/300 eff=inf% N=100 Z=10.9(0.00%) \| Like=15.15..241.87 [1.1994..225.3019] \| it/evals=40/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-0.42) a: +0.0\|******************* * * * ******** * ****** \| +31.4 b: +0.0\| ** * * *** * ** *******\| +31.4 Z=15.4(0.00%) \| Like=19.96..241.87 [1.1994..225.3019] \| it/evals=50/300 eff=inf% N=100 Z=21.7(0.00%) \| Like=26.06..241.87 [1.1994..225.3019] \| it/evals=60/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-0.63) a: +0.0\|**** * ****** * ** * * **** ** ****\| +31.4 b: +0.0\| * * *** * * *** ** ** * *****\| +31.4 Z=25.1(0.00%) \| Like=29.24..241.87 [1.1994..225.3019] \| it/evals=70/300 eff=inf% N=100 Z=27.8(0.00%) \| Like=32.04..241.87 [1.1994..225.3019] \| it/evals=80/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-0.84) a: +0.0\|**** * ** * * * * **** * ****\| +31.4 b: +0.0\| * * *** * * **************** * ****\| +31.4 Z=30.7(0.00%) \| Like=34.89..241.87 [1.1994..225.3019] \| it/evals=90/300 eff=inf% N=100 Z=35.1(0.00%) \| Like=39.71..241.87 [1.1994..225.3019] \| it/evals=100/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.05) a: +0.0\| ******* * * ********* *** ***\| +31.4 b: +0.0\|** * * ** * * ****** * ** * ***\| +31.4 Z=40.2(0.00%) \| Like=45.13..241.87 [1.1994..225.3019] \| it/evals=110/300 eff=inf% N=100 Z=45.3(0.00%) \| Like=50.70..241.87 [1.1994..225.3019] \| it/evals=120/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.26) a: +0.0\| ****** * ** ******* ***** \| +31.4 b: +0.0\|* ***** ** * ****** \| +31.4 Z=52.1(0.00%) \| Like=60.83..241.87 [1.1994..225.3019] \| it/evals=130/300 eff=inf% N=100 Z=65.9(0.00%) \| Like=72.12..241.87 [1.1994..225.3019] \| it/evals=140/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.47) a: +0.0\| ****** * ** ******* ***** \| +31.4 b: +0.0\|* ****** * * ***** ** * \| +31.4 Z=73.0(0.00%) \| Like=78.36..241.87 [1.1994..225.3019] \| it/evals=150/300 eff=inf% N=100 Z=77.5(0.00%) \| Like=82.79..241.87 [1.1994..225.3019] \| it/evals=160/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.68) a: +0.0\| **** ** ****** **** \| +31.4 b: +3.1e-05\| **** * * *** * * \| +3.1e+01 Z=85.6(0.00%) \| Like=91.77..241.87 [1.1994..225.3019] \| it/evals=170/300 eff=inf% N=100 Z=89.2(0.00%) \| Like=94.93..241.87 [1.1994..225.3019] \| it/evals=180/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.89) a: +0.0\| **** *** *** *** \| +31.4 b: +3.1e-05\| *** ** *** * * \| +3.1e+01 Z=94.8(0.00%) \| Like=100.16..241.87 [1.1994..225.3019] \| it/evals=190/300 eff=inf% N=100 Z=103.0(0.00%) \| Like=109.22..241.87 [1.1994..225.3019] \| it/evals=200/302 eff=10000.0000% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-2.10) a: +0.0\|* *** *** *** *** \| +31.4 b: +3.1e-05\|* * **** *** *** \| +3.1e+01 Z=113.2(0.00%) \| Like=120.91..241.87 [1.1994..225.3019] \| it/evals=210/378 eff=269.2308% N=100 Z=119.5(0.00%) \| Like=125.17..241.87 [1.1994..225.3019] \| it/evals=220/448 eff=148.6486% N=100 Z=124.1(0.00%) \| Like=132.53..241.87 [1.1994..225.3019] \| it/evals=230/530 eff=100.0000% N=100 Have 12 modes Volume: ~exp(-3.43) Expected Volume: exp(-2.31) a: +0.0\|919 464646 773333 822288 825525 252\| +31.4 b: +3.1e-05\|525 33 222 33222 882844 1787 8 6C6\| +3.1e+01 Z=125.8(0.00%) \| Like=133.26..241.87 [1.1994..225.3019] \| it/evals=231/532 eff=99.5690% N=100 Z=132.2(0.00%) \| Like=139.65..241.87 [1.1994..225.3019] \| it/evals=240/579 eff=86.0215% N=100 Z=141.1(0.00%) \| Like=148.05..241.87 [1.1994..225.3019] \| it/evals=250/687 eff=64.5995% N=100 Have 12 modes Volume: ~exp(-3.43) Expected Volume: exp(-2.52) a: +0.0\|9B9 464646 73333 822288 825525 250\| +31.4 b: +3.1e-05\|525 530222 33222 82844 7788 8 6C6\| +3.1e+01 Z=147.2(0.00%) \| Like=154.92..241.87 [1.1994..225.3019] \| it/evals=260/757 eff=56.8928% N=100 Z=155.5(0.00%) \| Like=163.88..241.87 [1.1994..225.3019] \| it/evals=270/871 eff=47.2855% N=100 Have 12 modes Volume: ~exp(-3.43) Expected Volume: exp(-2.73) a: +0.0\|9B9 464646 7333 82288 25820 250\| +31.4 b: +3.1e-05\|52 530220 33220 82844 77880 6C6\| +3.1e+01 Z=159.2(0.00%) \| Like=167.72..242.06 [1.1994..225.3019] \| it/evals=276/953 eff=42.2665% N=100 Z=163.6(0.00%) \| Like=170.67..242.06 [1.1994..225.3019] \| it/evals=280/1005 eff=39.7163% N=100 Z=169.2(0.00%) \| Like=178.01..242.06 [1.1994..225.3019] \| it/evals=290/1148 eff=34.1981% N=100 Have 6 modes Volume: ~exp(-3.60) * Expected Volume: exp(-2.94) a: +0.0\|46 6434 3333 11113 31532 51\| +31.4 b: +3.1e-05\|51 31151 3321 43314 34333 646\| +3.1e+01 Z=174.1(0.00%) \| Like=182.27..242.06 [1.1994..225.3019] \| it/evals=294/1216 eff=32.0961% N=100 Z=177.3(0.00%) \| Like=184.87..242.06 [1.1994..225.3019] \| it/evals=300/1263 eff=31.1526% N=100 Z=182.1(0.00%) \| Like=188.81..242.06 [1.1994..225.3019] \| it/evals=310/1333 eff=30.0097% N=100 Have 6 modes Volume: ~exp(-3.60) Expected Volume: exp(-3.15) a: +0.0\|46 6434 0331 11133 1532 51\| +31.4 b: +3.1e-05\|51 3115 3210 44311 436 46\| +3.1e+01 Z=185.9(0.00%) \| Like=192.99..242.06 [1.1994..225.3019] \| it/evals=320/1400 eff=29.0909% N=100 Z=189.4(0.00%) \| Like=196.73..242.06 [1.1994..225.3019] \| it/evals=330/1590 eff=25.5814% N=100 Have 6 modes Volume: ~exp(-3.60) Expected Volume: exp(-3.36) a: +3.1e-05\|46 0444 0334 1133 1531 51\| +3.1e+01 b: +3.1e-05\|51 115 03310 44311 4360 0\| +3.1e+01 Z=194.2(0.00%) \| Like=201.62..242.06 [1.1994..225.3019] \| it/evals=340/1687 eff=24.5133% N=100 Z=198.0(0.00%) \| Like=205.45..242.21 [1.1994..225.3019] \| it/evals=349/1859 eff=22.3861% N=100 Z=198.4(0.00%) \| Like=205.60..242.21 [1.1994..225.3019] \| it/evals=350/1860 eff=22.4359% N=100 Have 6 modes Volume: ~exp(-3.60) Expected Volume: exp(-3.57) a: +0.0\|40 0444 334 1133 1531 51\| +31.4 b: +3.1e-05\|51 0115 331 431 433 00\| +3.1e+01 Z=201.3(0.00%) \| Like=208.09..242.21 [1.1994..225.3019] \| it/evals=360/1967 eff=21.5957% N=100 Z=205.1(0.00%) \| Like=213.00..242.21 [1.1994..225.3019] \| it/evals=370/2129 eff=20.2296% N=100 Have 5 modes Volume: ~exp(-4.81) * Expected Volume: exp(-3.78) a: +0.0\|42 434 331 113 155 51\| +31.4 b: +3.1e-05\|51 5111 331 331 424 44\| +3.1e+01 Z=209.4(0.00%) \| Like=216.63..242.21 [1.1994..225.3019] \| it/evals=378/2300 eff=18.9000% N=100 Z=209.9(0.00%) \| Like=217.05..242.21 [1.1994..225.3019] \| it/evals=380/2309 eff=18.9149% N=100 Z=212.1(0.00%) \| Like=218.84..242.21 [1.1994..225.3019] \| it/evals=390/2487 eff=17.8326% N=100 Have 5 modes Volume: ~exp(-4.81) Expected Volume: exp(-3.99) a: +0.0\|42 432 334 113 53 51\| +31.4 b: +3.1e-05\|5 110 333 331 424 24\| +3.1e+01 [ultranest] Explored until L=2e+02 [ultranest] Likelihood function evaluations: 2547 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] Reached maximum number of improvement loops. [ultranest] done iterating. logZ = 235.885 +- 0.744 single instance: logZ = 235.885 +- 0.244 bootstrapped : logZ = 235.850 +- 0.269 tail : logZ = +- 0.693 a 17.4 +- 7.1 b 12.9 +- 9.3 pointstore: (500, 7) 2247 2547 300 sampler results: ****************** {'niter': 500, 'logz': 235.88532015407776, 'logzerr': 0.7436115047304763, 'logz_bs': 235.85003537078458, 'logzerr_bs': 0.26926762936400905, 'logz_single': 235.88532015407776, 'logzerr_tail': 0.6931471804344369, 'logzerr_single': 0.24392542130317796, 'ess': 16.62661338872259, 'H': 5.949961115793286, 'Herr': 0.1902041031214264, 'paramnames': ['a', 'b'], 'ncall': 2547, 'posterior': {'mean': [17.448592710520597, 12.864780632821757], 'stdev': [7.135020678215684, 9.341138879011105], 'median': [18.852107046583704, 12.664294959978552], 'errlo': [6.391749010746418, 0.07704339804078282], 'errup': [25.271127088132932, 24.979405167348986]}} reader results: ****************** {'niter': 500, 'logz': 235.88532015407776, 'logzerr': 0.7112091219931547, 'logz_bs': 236.0445853463266, 'logzerr_bs': 0.15926519224885283, 'logz_single': 235.88532015407776, 'logzerr_tail': 0.6931471804344369, 'ess': 16.62661338872259, 'H': 5.949961115793286, 'Herr': 0.086943195621771, 'posterior': {'mean': [17.388297910245203, 12.902066407899701], 'stdev': [7.1600013262208755, 9.344342869813293], 'median': [18.852107046583704, 12.664294959978552], 'errlo': [6.391749010746418, 0.07704339804078282], 'errup': [25.271127088132932, 24.979405167348986]}} niter () logz () skipping logzerr () skipping logz_bs () skipping logzerr_bs () logz_single () skipping logzerr_tail () ess () H () skipping Herr () weighted_samples :: u (500, 2) weighted_samples :: v (500, 2) weighted_samples :: w (500,) weighted_samples :: logw (500,) weighted_samples :: L (500,) -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:919 Sampling 100 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 100.0), (inf, 100.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=2e+02 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 658 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2026 Reached maximum number of improvement loops. [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:776 Testing resume consistency: [109.00987364 133.45050403 0. 0.64857865 0.17352523 20.37569912 5.45145592]: u=[0.64857865 0.17352523] -> p=[20.37569912 5.45145592] -> L=133.45050403452348 [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 300 items [32mINFO [0m ultranest:integrator.py:892 Resuming... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 100.0), (inf, 100.0)] [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5]), array([31, 38, 9, 21, 1])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([24, 30, 37, 5, 3, 1])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]), array([ 1, 28, 17, 12, 5, 5, 7, 17, 3, 1, 1, 3])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([25, 1, 37, 24, 8, 5])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([25, 1, 39, 21, 9, 5])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([31, 1, 37, 17, 10, 4])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([34, 1, 37, 17, 9, 2])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([34, 34, 1, 22, 8, 1])) [32mINFO [0m ultranest:integrator.py:2011 Explored until L=2e+02 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 2547 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2026 Reached maximum number of improvement loops. [32mINFO [0m ultranest:integrator.py:1729 done iterating.
Passed	tests/test_run.py::test_run_compat	24.80
------------------------------Captured stdout call------------------------------ [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.17) * Expected Volume: exp(0.00) a: -5.0\|******************************************************\| +5.0 b: -5.0\|*****************************************************\| +5.0 Z=-inf(0.00%) \| Like=-251716.04..-173.68 [-251716.0363..-723.9861] \| it/evals=0/401 eff=0.0000% N=400 Z=-157024.0(0.00%) \| Like=-156810.75..-173.68 [-251716.0363..-723.9861] \| it/evals=40/443 eff=93.0233% N=400 Z=-135356.0(0.00%) \| Like=-135052.60..-173.68 [-251716.0363..-723.9861] \| it/evals=80/491 eff=87.9121% N=400 Mono-modal Volume: ~exp(-4.24) Expected Volume: exp(-0.20) a: -5.0\| ****************************************************\| +5.0 b: -5.0\| ****************************************************\| +5.0 Z=-135058.8(0.00%) \| Like=-134835.42..-173.68 [-251716.0363..-723.9861] \| it/evals=81/492 eff=88.0435% N=400 Z=-121391.2(0.00%) \| Like=-120436.07..-173.68 [-251716.0363..-723.9861] \| it/evals=120/537 eff=87.5912% N=400 Z=-107536.5(0.00%) \| Like=-106716.80..-173.68 [-251716.0363..-723.9861] \| it/evals=160/595 eff=82.0513% N=400 Mono-modal Volume: ~exp(-4.73) Expected Volume: exp(-0.41) a: -5.0\| ************************************************\| +5.0 b: -5.0\| ***********************************************\| +5.0 Z=-105993.4(0.00%) \| Like=-105896.64..-173.68 [-251716.0363..-723.9861] \| it/evals=162/599 eff=81.4070% N=400 Z=-92704.2(0.00%) \| Like=-92373.05..-80.34 [-251716.0363..-723.9861] \| it/evals=200/644 eff=81.9672% N=400 Z=-84651.9(0.00%) \| Like=-84541.41..-80.34 [-251716.0363..-723.9861] \| it/evals=240/699 eff=80.2676% N=400 Mono-modal Volume: ~exp(-4.90) Expected Volume: exp(-0.61) a: -5.0\| ******************************************* \| +5.0 b: -5.0\| ****************************************** \| +5.0 Z=-84486.8(0.00%) \| Like=-84475.03..-80.34 [-251716.0363..-723.9861] \| it/evals=243/702 eff=80.4636% N=400 Z=-76321.9(0.00%) \| Like=-75626.57..-80.34 [-251716.0363..-723.9861] \| it/evals=280/744 eff=81.3953% N=400 Z=-69090.0(0.00%) \| Like=-68943.15..-80.34 [-251716.0363..-723.9861] \| it/evals=320/797 eff=80.6045% N=400 Mono-modal Volume: ~exp(-4.90) Expected Volume: exp(-0.81) a: -5.0\| ************************************ \| +5.0 b: -5.0\| **************************************** \| +5.0 Z=-63028.7(0.00%) \| Like=-62990.34..-80.34 [-251716.0363..-723.9861] \| it/evals=354/840 eff=80.4545% N=400 Z=-62136.8(0.00%) \| Like=-61906.90..-80.34 [-251716.0363..-723.9861] \| it/evals=360/851 eff=79.8226% N=400 Z=-53532.1(0.00%) \| Like=-53237.76..-80.34 [-251716.0363..-723.9861] \| it/evals=400/911 eff=78.2779% N=400 Mono-modal Volume: ~exp(-5.44) * Expected Volume: exp(-1.01) a: -5.0\| -2.6 ********************************** \| +5.0 b: -5.0\| -2.7 *********************************** \| +5.0 Z=-52386.9(0.00%) \| Like=-52115.34..-80.34 [-251716.0363..-723.9861] \| it/evals=405/920 eff=77.8846% N=400 Z=-48279.4(0.00%) \| Like=-48216.11..-80.34 [-251716.0363..-723.9861] \| it/evals=440/963 eff=78.1528% N=400 Z=-42533.8(0.00%) \| Like=-42516.30..-80.34 [-251716.0363..-723.9861] \| it/evals=480/1015 eff=78.0488% N=400 Mono-modal Volume: ~exp(-5.56) * Expected Volume: exp(-1.21) a: -5.0\| -2.3 ****************************** \| +5.0 b: -5.0\| -2.3 ******************************** \| +5.0 Z=-42229.5(0.00%) \| Like=-42078.35..-80.34 [-251716.0363..-723.9861] \| it/evals=486/1024 eff=77.8846% N=400 Z=-39701.2(0.00%) \| Like=-39667.18..-80.34 [-251716.0363..-723.9861] \| it/evals=520/1063 eff=78.4314% N=400 Z=-36413.6(0.00%) \| Like=-36186.10..-80.34 [-251716.0363..-723.9861] \| it/evals=560/1111 eff=78.7623% N=400 Mono-modal Volume: ~exp(-5.70) * Expected Volume: exp(-1.42) a: -5.0\| -2.1 *************************** +3.0 \| +5.0 b: -5.0\| -2.1 **************************** +3.1 \| +5.0 Z=-35773.3(0.00%) \| Like=-35614.40..-80.34 [-251716.0363..-723.9861] \| it/evals=567/1118 eff=78.9694% N=400 Z=-32124.6(0.00%) \| Like=-32094.84..-80.34 [-251716.0363..-723.9861] \| it/evals=600/1156 eff=79.3651% N=400 Z=-28811.7(0.00%) \| Like=-28657.67..-80.34 [-251716.0363..-723.9861] \| it/evals=640/1212 eff=78.8177% N=400 Mono-modal Volume: ~exp(-6.13) * Expected Volume: exp(-1.62) a: -5.0\| -1.8 ************************* +2.8 \| +5.0 b: -5.0\| -1.9 ************************* +2.9 \| +5.0 Z=-28000.2(0.00%) \| Like=-27923.05..-80.34 [-251716.0363..-723.9861] \| it/evals=648/1221 eff=78.9281% N=400 Z=-26507.8(0.00%) \| Like=-26460.01..-80.34 [-251716.0363..-723.9861] \| it/evals=680/1261 eff=78.9779% N=400 Z=-23648.1(0.00%) \| Like=-23621.51..-78.33 [-251716.0363..-723.9861] \| it/evals=720/1314 eff=78.7746% N=400 Mono-modal Volume: ~exp(-6.36) * Expected Volume: exp(-1.82) a: -5.0\| -1.6 ********************** +2.6 \| +5.0 b: -5.0\| -1.6 ******************** +2.6 \| +5.0 Z=-23164.9(0.00%) \| Like=-23026.65..-78.33 [-251716.0363..-723.9861] \| it/evals=729/1325 eff=78.8108% N=400 Z=-21708.3(0.00%) \| Like=-21694.36..-78.33 [-251716.0363..-723.9861] \| it/evals=760/1368 eff=78.5124% N=400 Z=-19875.0(0.00%) \| Like=-19840.52..-78.33 [-251716.0363..-723.9861] \| it/evals=800/1421 eff=78.3546% N=400 Mono-modal Volume: ~exp(-6.36) Expected Volume: exp(-2.02) a: -5.0\| -1.4 ****************** +2.4 \| +5.0 b: -5.0\| -1.4 ********************* +2.4 \| +5.0 Z=-18674.9(0.00%) \| Like=-18620.94..-78.33 [-251716.0363..-723.9861] \| it/evals=822/1451 eff=78.2112% N=400 Z=-18071.2(0.00%) \| Like=-18061.83..-78.33 [-251716.0363..-723.9861] \| it/evals=840/1473 eff=78.2852% N=400 Z=-16114.6(0.00%) \| Like=-16033.05..-78.33 [-251716.0363..-723.9861] \| it/evals=880/1526 eff=78.1528% N=400 Mono-modal Volume: ~exp(-6.40) * Expected Volume: exp(-2.23) a: -5.0\| -1.3 ******************* +2.2 \| +5.0 b: -5.0\| -1.3 ******************* +2.2 \| +5.0 Z=-15705.2(0.00%) \| Like=-15665.80..-78.33 [-251716.0363..-723.9861] \| it/evals=891/1539 eff=78.2265% N=400 Z=-14793.0(0.00%) \| Like=-14731.67..-78.33 [-251716.0363..-723.9861] \| it/evals=920/1580 eff=77.9661% N=400 Z=-12794.7(0.00%) \| Like=-12759.46..-78.33 [-251716.0363..-723.9861] \| it/evals=960/1631 eff=77.9854% N=400 Mono-modal Volume: ~exp(-6.86) * Expected Volume: exp(-2.43) a: -5.0\| -1.0 **************** +2.1 \| +5.0 b: -5.0\| -1.0 **************** +2.1 \| +5.0 Z=-12201.1(0.00%) \| Like=-12182.96..-78.33 [-251716.0363..-723.9861] \| it/evals=972/1647 eff=77.9471% N=400 Z=-11503.1(0.00%) \| Like=-11445.27..-78.33 [-251716.0363..-723.9861] \| it/evals=1000/1680 eff=78.1250% N=400 Z=-10220.7(0.00%) \| Like=-10197.84..-78.33 [-251716.0363..-723.9861] \| it/evals=1040/1726 eff=78.4314% N=400 Mono-modal Volume: ~exp(-7.33) * Expected Volume: exp(-2.63) a: -5.0\| -0.9 ************** +1.9 \| +5.0 b: -5.0\| -0.9 ************ +1.8 \| +5.0 Z=-9960.1(0.00%) \| Like=-9947.37..-78.33 [-251716.0363..-723.9861] \| it/evals=1053/1742 eff=78.4650% N=400 Z=-9206.6(0.00%) \| Like=-9179.33..-78.33 [-251716.0363..-723.9861] \| it/evals=1080/1776 eff=78.4884% N=400 Z=-8453.1(0.00%) \| Like=-8426.44..-73.99 [-251716.0363..-723.9861] \| it/evals=1120/1830 eff=78.3217% N=400 Mono-modal Volume: ~exp(-7.33) Expected Volume: exp(-2.83) a: -5.0\| -0.7 *********** +1.8 \| +5.0 b: -5.0\| -0.8 *********** +1.8 \| +5.0 Z=-7847.2(0.00%) \| Like=-7813.06..-73.99 [-251716.0363..-723.9861] \| it/evals=1151/1872 eff=78.1929% N=400 Z=-7695.5(0.00%) \| Like=-7642.21..-73.99 [-251716.0363..-723.9861] \| it/evals=1160/1883 eff=78.2198% N=400 Z=-6951.7(0.00%) \| Like=-6908.27..-73.99 [-251716.0363..-723.9861] \| it/evals=1200/1932 eff=78.3290% N=400 Mono-modal Volume: ~exp(-7.33) Expected Volume: exp(-3.04) a: -5.0\| -0.6 ********** +1.6 \| +5.0 b: -5.0\| -0.6 ************ +1.6 \| +5.0 Z=-6291.8(0.00%) \| Like=-6268.84..-73.99 [-251716.0363..-723.9861] \| it/evals=1230/1969 eff=78.3939% N=400 Z=-6139.2(0.00%) \| Like=-6128.47..-73.99 [-251716.0363..-723.9861] \| it/evals=1240/1987 eff=78.1348% N=400 Z=-5628.0(0.00%) \| Like=-5600.84..-73.99 [-251716.0363..-723.9861] \| it/evals=1280/2048 eff=77.6699% N=400 Mono-modal Volume: ~exp(-7.66) * Expected Volume: exp(-3.24) a: -5.0\| -0.5 ********** +1.5 \| +5.0 b: -5.0\| -0.5 ********** +1.5 \| +5.0 Z=-5441.2(0.00%) \| Like=-5414.44..-31.70 [-251716.0363..-723.9861] \| it/evals=1296/2070 eff=77.6048% N=400 Z=-5060.2(0.00%) \| Like=-5031.99..-31.70 [-251716.0363..-723.9861] \| it/evals=1320/2096 eff=77.8302% N=400 Z=-4590.6(0.00%) \| Like=-4542.70..-31.70 [-251716.0363..-723.9861] \| it/evals=1360/2143 eff=78.0264% N=400 Mono-modal Volume: ~exp(-8.24) * Expected Volume: exp(-3.44) a: -5.0\| -0.4 ********* +1.4 \| +5.0 b: -5.0\| -0.4 ******* +1.4 \| +5.0 Z=-4293.9(0.00%) \| Like=-4266.84..-31.70 [-251716.0363..-723.9861] \| it/evals=1377/2166 eff=77.9728% N=400 Z=-4018.6(0.00%) \| Like=-3982.17..-11.83 [-251716.0363..-723.9861] \| it/evals=1400/2190 eff=78.2123% N=400 Z=-3631.2(0.00%) \| Like=-3618.69..-11.83 [-251716.0363..-723.9861] \| it/evals=1440/2244 eff=78.0911% N=400 Mono-modal Volume: ~exp(-8.24) Expected Volume: exp(-3.64) a: -5.0\| -0.3 ****** +1.3 \| +5.0 b: -5.0\| -0.3 ******** +1.3 \| +5.0 Z=-3409.8(0.00%) \| Like=-3388.87..-11.83 [-251716.0363..-723.9861] \| it/evals=1480/2295 eff=78.1003% N=400 Z=-3079.0(0.00%) \| Like=-3067.08..-11.83 [-251716.0363..-723.9861] \| it/evals=1520/2346 eff=78.1089% N=400 Mono-modal Volume: ~exp(-8.48) * Expected Volume: exp(-3.85) a: -5.0\| -0.3 ******** +1.3 \| +5.0 b: -5.0\| -0.3 ***** +1.2 \| +5.0 Z=-2973.8(0.00%) \| Like=-2959.29..-11.83 [-251716.0363..-723.9861] \| it/evals=1539/2379 eff=77.7665% N=400 Z=-2800.3(0.00%) \| Like=-2790.01..-11.83 [-251716.0363..-723.9861] \| it/evals=1560/2404 eff=77.8443% N=400 Z=-2609.9(0.00%) \| Like=-2583.49..-11.83 [-251716.0363..-723.9861] \| it/evals=1600/2452 eff=77.9727% N=400 Mono-modal Volume: ~exp(-8.48) Expected Volume: exp(-4.05) a: -5.0\| -0.2 ***** +1.2 \| +5.0 b: -5.0\| -0.2 ******* +1.2 \| +5.0 Z=-2382.2(0.00%) \| Like=-2367.38..-11.83 [-251716.0363..-723.9861] \| it/evals=1640/2500 eff=78.0952% N=400 Z=-2108.3(0.00%) \| Like=-2093.87..-11.83 [-251716.0363..-723.9861] \| it/evals=1680/2551 eff=78.1032% N=400 Mono-modal Volume: ~exp(-8.56) * Expected Volume: exp(-4.25) a: -5.0e+00\| -9.0e-02 ****** +1.1e+00 \| +5.0e+00 b: -5.0e+00\| -9.4e-02 ****** +1.1e+00 \| +5.0e+00 Z=-1980.2(0.00%) \| Like=-1967.38..-11.83 [-251716.0363..-723.9861] \| it/evals=1701/2581 eff=77.9917% N=400 Z=-1893.3(0.00%) \| Like=-1878.15..-11.83 [-251716.0363..-723.9861] \| it/evals=1720/2606 eff=77.9692% N=400 Z=-1685.1(0.00%) \| Like=-1665.41..0.39 [-251716.0363..-723.9861] \| it/evals=1760/2666 eff=77.6699% N=400 Mono-modal Volume: ~exp(-8.59) * Expected Volume: exp(-4.45) a: -5.0e+00\| -4.2e-02 ***** +1.0e+00 \| +5.0e+00 b: -5.0e+00\| -3.9e-02 ***** +1.0e+00 \| +5.0e+00 Z=-1539.6(0.00%) \| Like=-1517.10..0.39 [-251716.0363..-723.9861] \| it/evals=1782/2695 eff=77.6471% N=400 Z=-1465.9(0.00%) \| Like=-1449.00..0.39 [-251716.0363..-723.9861] \| it/evals=1800/2720 eff=77.5862% N=400 Z=-1358.2(0.00%) \| Like=-1348.18..0.39 [-251716.0363..-723.9861] \| it/evals=1840/2773 eff=77.5390% N=400 Mono-modal Volume: ~exp(-8.73) * Expected Volume: exp(-4.66) a: +0.0e+00\|********** +1.0e+00 \| +5.0e+00 b: +0.0e+00\|********** +1.0e+00 \| +5.0e+00 Z=-1297.1(0.00%) \| Like=-1285.52..0.39 [-251716.0363..-723.9861] \| it/evals=1863/2805 eff=77.4636% N=400 Z=-1234.2(0.00%) \| Like=-1221.22..0.39 [-251716.0363..-723.9861] \| it/evals=1880/2825 eff=77.5258% N=400 Z=-1123.0(0.00%) \| Like=-1112.07..0.39 [-251716.0363..-723.9861] \| it/evals=1920/2871 eff=77.7013% N=400 Mono-modal Volume: ~exp(-8.98) * Expected Volume: exp(-4.86) a: +0.00\| *************************************************** \| +1.00 b: +0.00\| * ************************************************ \| +1.00 Z=-1041.7(0.00%) \| Like=-1027.02..0.39 [-251716.0363..-723.9861] \| it/evals=1944/2901 eff=77.7289% N=400 Z=-988.5(0.00%) \| Like=-970.68..0.39 [-251716.0363..-723.9861] \| it/evals=1960/2918 eff=77.8396% N=400 Z=-868.1(0.00%) \| Like=-856.38..5.80 [-251716.0363..-723.9861] \| it/evals=2000/2969 eff=77.8513% N=400 Mono-modal Volume: ~exp(-9.31) * Expected Volume: exp(-5.06) a: +0.0\| ******************************************* \| +1.0 b: +0.00\| ******************************************* \| +1.00 Z=-815.9(0.00%) \| Like=-804.43..5.80 [-251716.0363..-723.9861] \| it/evals=2025/3010 eff=77.5862% N=400 Z=-788.0(0.00%) \| Like=-772.09..5.80 [-251716.0363..-723.9861] \| it/evals=2040/3031 eff=77.5371% N=400 Z=-721.8(0.00%) \| Like=-707.56..5.80 [-723.5844..-1.5776] \| it/evals=2080/3089 eff=77.3522% N=400 Mono-modal Volume: ~exp(-9.73) * Expected Volume: exp(-5.27) a: +0.0\| *************************************** \| +1.0 b: +0.0\| ************************************** \| +1.0 Z=-670.6(0.00%) \| Like=-657.70..5.80 [-723.5844..-1.5776] \| it/evals=2106/3118 eff=77.4834% N=400 Z=-647.8(0.00%) \| Like=-637.10..5.80 [-723.5844..-1.5776] \| it/evals=2120/3138 eff=77.4288% N=400 Z=-582.4(0.00%) \| Like=-570.60..5.80 [-723.5844..-1.5776] \| it/evals=2160/3195 eff=77.2809% N=400 Mono-modal Volume: ~exp(-9.87) * Expected Volume: exp(-5.47) a: +0.0\| ********************************** +0.8 \| +1.0 b: +0.0\| ********************************** +0.8 \| +1.0 Z=-536.7(0.00%) \| Like=-522.84..5.80 [-723.5844..-1.5776] \| it/evals=2187/3235 eff=77.1429% N=400 Z=-517.1(0.00%) \| Like=-506.37..5.80 [-723.5844..-1.5776] \| it/evals=2200/3252 eff=77.1388% N=400 Z=-465.2(0.00%) \| Like=-454.27..5.80 [-723.5844..-1.5776] \| it/evals=2240/3297 eff=77.3214% N=400 Mono-modal Volume: ~exp(-10.32) * Expected Volume: exp(-5.67) a: +0.0\| +0.2 ******************************* +0.8 \| +1.0 b: +0.0\| +0.2 ******************************** +0.8 \| +1.0 Z=-443.1(0.00%) \| Like=-432.25..5.80 [-723.5844..-1.5776] \| it/evals=2268/3341 eff=77.1166% N=400 Z=-435.8(0.00%) \| Like=-424.37..5.80 [-723.5844..-1.5776] \| it/evals=2280/3356 eff=77.1313% N=400 Z=-392.9(0.00%) \| Like=-379.25..5.80 [-723.5844..-1.5776] \| it/evals=2320/3410 eff=77.0764% N=400 Mono-modal Volume: ~exp(-10.43) * Expected Volume: exp(-5.87) a: +0.0\| +0.2 **************************** +0.8 \| +1.0 b: +0.0\| +0.2 ***************************** +0.8 \| +1.0 Z=-365.5(0.00%) \| Like=-353.80..5.80 [-723.5844..-1.5776] \| it/evals=2349/3450 eff=77.0164% N=400 Z=-356.9(0.00%) \| Like=-339.73..5.80 [-723.5844..-1.5776] \| it/evals=2360/3463 eff=77.0486% N=400 Z=-322.2(0.00%) \| Like=-308.42..5.80 [-723.5844..-1.5776] \| it/evals=2400/3518 eff=76.9724% N=400 Mono-modal Volume: ~exp(-10.59) * Expected Volume: exp(-6.08) a: +0.0\| +0.3 ************************** +0.7 \| +1.0 b: +0.0\| +0.3 ************************** +0.7 \| +1.0 Z=-298.0(0.00%) \| Like=-286.41..5.80 [-723.5844..-1.5776] \| it/evals=2430/3562 eff=76.8501% N=400 Z=-291.3(0.00%) \| Like=-277.96..5.80 [-723.5844..-1.5776] \| it/evals=2440/3574 eff=76.8746% N=400 Z=-265.8(0.00%) \| Like=-253.77..5.80 [-723.5844..-1.5776] \| it/evals=2480/3619 eff=77.0426% N=400 Mono-modal Volume: ~exp(-10.76) * Expected Volume: exp(-6.28) a: +0.0\| +0.3 ************************ +0.7 \| +1.0 b: +0.0\| +0.3 ******************** +0.7 \| +1.0 Z=-244.8(0.00%) \| Like=-230.00..5.80 [-723.5844..-1.5776] \| it/evals=2511/3662 eff=76.9773% N=400 Z=-238.2(0.00%) \| Like=-227.15..5.80 [-723.5844..-1.5776] \| it/evals=2520/3673 eff=76.9936% N=400 Z=-215.8(0.00%) \| Like=-204.19..5.80 [-723.5844..-1.5776] \| it/evals=2560/3727 eff=76.9462% N=400 Mono-modal Volume: ~exp(-10.76) Expected Volume: exp(-6.48) a: +0.0\| +0.3 ******************* +0.7 \| +1.0 b: +0.0\| +0.3 ******************** +0.7 \| +1.0 Z=-198.9(0.00%) \| Like=-187.86..5.80 [-723.5844..-1.5776] \| it/evals=2600/3778 eff=76.9686% N=400 Z=-177.0(0.00%) \| Like=-164.31..5.80 [-723.5844..-1.5776] \| it/evals=2640/3822 eff=77.1479% N=400 Mono-modal Volume: ~exp(-11.06) * Expected Volume: exp(-6.68) a: +0.0\| +0.3 ****************** +0.7 \| +1.0 b: +0.0\| +0.3 ****************** +0.7 \| +1.0 Z=-164.8(0.00%) \| Like=-152.50..5.80 [-723.5844..-1.5776] \| it/evals=2673/3868 eff=77.0761% N=400 Z=-161.9(0.00%) \| Like=-150.32..5.80 [-723.5844..-1.5776] \| it/evals=2680/3876 eff=77.1001% N=400 Z=-143.0(0.00%) \| Like=-131.00..5.80 [-723.5844..-1.5776] \| it/evals=2720/3927 eff=77.1194% N=400 Mono-modal Volume: ~exp(-11.25) * Expected Volume: exp(-6.89) a: +0.0\| +0.3 **************** +0.7 \| +1.0 b: +0.0\| +0.3 **************** +0.7 \| +1.0 Z=-132.8(0.00%) \| Like=-121.60..6.99 [-723.5844..-1.5776] \| it/evals=2754/3968 eff=77.1861% N=400 Z=-131.7(0.00%) \| Like=-120.10..6.99 [-723.5844..-1.5776] \| it/evals=2760/3976 eff=77.1812% N=400 Z=-122.6(0.00%) \| Like=-111.01..6.99 [-723.5844..-1.5776] \| it/evals=2800/4023 eff=77.2840% N=400 Mono-modal Volume: ~exp(-11.41) * Expected Volume: exp(-7.09) a: +0.0\| +0.4 *************** +0.6 \| +1.0 b: +0.0\| +0.4 *************** +0.6 \| +1.0 Z=-112.9(0.00%) \| Like=-100.98..6.99 [-723.5844..-1.5776] \| it/evals=2835/4083 eff=76.9753% N=400 Z=-111.3(0.00%) \| Like=-98.40..6.99 [-723.5844..-1.5776] \| it/evals=2840/4088 eff=77.0065% N=400 Z=-99.8(0.00%) \| Like=-88.11..7.27 [-723.5844..-1.5776] \| it/evals=2880/4146 eff=76.8820% N=400 Mono-modal Volume: ~exp(-11.67) * Expected Volume: exp(-7.29) a: +0.0\| +0.4 ************** +0.6 \| +1.0 b: +0.0\| +0.4 ************** +0.6 \| +1.0 Z=-92.1(0.00%) \| Like=-80.76..7.27 [-723.5844..-1.5776] \| it/evals=2916/4196 eff=76.8177% N=400 Z=-91.1(0.00%) \| Like=-78.87..7.27 [-723.5844..-1.5776] \| it/evals=2920/4201 eff=76.8219% N=400 Z=-80.8(0.00%) \| Like=-69.18..7.27 [-723.5844..-1.5776] \| it/evals=2960/4258 eff=76.7237% N=400 Mono-modal Volume: ~exp(-11.93) * Expected Volume: exp(-7.49) a: +0.0\| +0.4 ************ +0.6 \| +1.0 b: +0.0\| +0.4 ********** +0.6 \| +1.0 Z=-73.9(0.00%) \| Like=-62.13..7.27 [-723.5844..-1.5776] \| it/evals=2997/4313 eff=76.5909% N=400 Z=-73.4(0.00%) \| Like=-61.36..7.27 [-723.5844..-1.5776] \| it/evals=3000/4316 eff=76.6088% N=400 Z=-66.2(0.00%) \| Like=-54.55..7.27 [-723.5844..-1.5776] \| it/evals=3040/4364 eff=76.6902% N=400 Mono-modal Volume: ~exp(-11.93) Expected Volume: exp(-7.70) a: +0.0\| +0.4 ******** +0.6 \| +1.0 b: +0.0\| +0.4 ********** +0.6 \| +1.0 Z=-61.6(0.00%) \| Like=-50.47..7.27 [-723.5844..-1.5776] \| it/evals=3078/4418 eff=76.6053% N=400 Z=-61.5(0.00%) \| Like=-50.41..7.27 [-723.5844..-1.5776] \| it/evals=3080/4420 eff=76.6169% N=400 Z=-56.7(0.00%) \| Like=-45.07..7.27 [-723.5844..-1.5776] \| it/evals=3120/4474 eff=76.5832% N=400 Mono-modal Volume: ~exp(-12.50) * Expected Volume: exp(-7.90) a: +0.0\| +0.4 ********** +0.6 \| +1.0 b: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-52.4(0.00%) \| Like=-40.97..7.27 [-723.5844..-1.5776] \| it/evals=3159/4525 eff=76.5818% N=400 Z=-52.3(0.00%) \| Like=-40.90..7.27 [-723.5844..-1.5776] \| it/evals=3160/4527 eff=76.5689% N=400 Z=-47.8(0.00%) \| Like=-36.29..7.27 [-723.5844..-1.5776] \| it/evals=3200/4580 eff=76.5550% N=400 Mono-modal Volume: ~exp(-12.50) Expected Volume: exp(-8.10) a: +0.0\| +0.4 ****** +0.6 \| +1.0 b: +0.0\| +0.4 ****** +0.6 \| +1.0 Z=-44.1(0.00%) \| Like=-32.12..7.27 [-723.5844..-1.5776] \| it/evals=3240/4633 eff=76.5415% N=400 Z=-40.4(0.00%) \| Like=-28.96..7.27 [-723.5844..-1.5776] \| it/evals=3280/4689 eff=76.4747% N=400 Z=-37.0(0.00%) \| Like=-25.49..7.27 [-723.5844..-1.5776] \| it/evals=3320/4743 eff=76.4449% N=400 Mono-modal Volume: ~exp(-12.50) Expected Volume: exp(-8.30) a: +0.0\| +0.4 ****** +0.6 \| +1.0 b: +0.0\| +0.4 ******** +0.6 \| +1.0 Z=-34.7(0.00%) \| Like=-22.93..7.27 [-723.5844..-1.5776] \| it/evals=3354/4789 eff=76.4183% N=400 Z=-34.3(0.00%) \| Like=-22.63..7.27 [-723.5844..-1.5776] \| it/evals=3360/4795 eff=76.4505% N=400 Z=-31.3(0.00%) \| Like=-19.49..7.27 [-723.5844..-1.5776] \| it/evals=3400/4847 eff=76.4560% N=400 Mono-modal Volume: ~exp(-12.90) * Expected Volume: exp(-8.51) a: +0.0\| +0.4 ******* +0.6 \| +1.0 b: +0.0\| +0.4 ****** +0.6 \| +1.0 Z=-31.2(0.00%) \| Like=-19.42..7.27 [-723.5844..-1.5776] \| it/evals=3402/4849 eff=76.4666% N=400 Z=-28.3(0.00%) \| Like=-16.38..7.27 [-723.5844..-1.5776] \| it/evals=3440/4901 eff=76.4275% N=400 Z=-26.1(0.00%) \| Like=-14.15..7.27 [-723.5844..-1.5776] \| it/evals=3480/4951 eff=76.4667% N=400 Mono-modal Volume: ~exp(-13.43) * Expected Volume: exp(-8.71) a: +0.0\| +0.4 ****** +0.6 \| +1.0 b: +0.0\| +0.4 **** +0.6 \| +1.0 Z=-25.9(0.00%) \| Like=-14.04..7.27 [-723.5844..-1.5776] \| it/evals=3483/4954 eff=76.4822% N=400 Z=-24.2(0.00%) \| Like=-12.65..7.32 [-723.5844..-1.5776] \| it/evals=3520/4993 eff=76.6384% N=400 Z=-22.5(0.00%) \| Like=-10.77..7.32 [-723.5844..-1.5776] \| it/evals=3560/5043 eff=76.6746% N=400 Mono-modal Volume: ~exp(-13.43) Expected Volume: exp(-8.91) a: +0.0\| +0.4 **** +0.6 \| +1.0 b: +0.0\| +0.4 ****** +0.6 \| +1.0 Z=-21.2(0.00%) \| Like=-9.36..7.32 [-723.5844..-1.5776] \| it/evals=3591/5083 eff=76.6816% N=400 Z=-20.8(0.00%) \| Like=-9.06..7.32 [-723.5844..-1.5776] \| it/evals=3600/5094 eff=76.6937% N=400 Z=-19.3(0.00%) \| Like=-7.35..7.32 [-723.5844..-1.5776] \| it/evals=3640/5148 eff=76.6639% N=400 Mono-modal Volume: ~exp(-13.61) * Expected Volume: exp(-9.11) a: +0.0\| +0.4 ***** +0.6 \| +1.0 b: +0.0\| +0.5 ** +0.6 \| +1.0 Z=-19.1(0.00%) \| Like=-7.18..7.32 [-723.5844..-1.5776] \| it/evals=3645/5155 eff=76.6562% N=400 Z=-17.6(0.00%) \| Like=-5.73..7.32 [-723.5844..-1.5776] \| it/evals=3680/5209 eff=76.5232% N=400 Z=-16.3(0.00%) \| Like=-4.50..7.32 [-723.5844..-1.5776] \| it/evals=3720/5263 eff=76.4960% N=400 Mono-modal Volume: ~exp(-13.61) Expected Volume: exp(-9.32) a: +0.00\| +0.45 ** +0.55 \| +1.00 b: +0.00\| +0.45 **** +0.55 \| +1.00 Z=-15.4(0.00%) \| Like=-3.39..7.32 [-723.5844..-1.5776] \| it/evals=3751/5299 eff=76.5666% N=400 Z=-15.1(0.00%) \| Like=-3.24..7.32 [-723.5844..-1.5776] \| it/evals=3760/5308 eff=76.6096% N=400 Z=-14.0(0.01%) \| Like=-2.09..7.36 [-723.5844..-1.5776] \| it/evals=3800/5361 eff=76.5975% N=400 Mono-modal Volume: ~exp(-13.67) * Expected Volume: exp(-9.52) a: +0.00\| +0.46 **** +0.54 \| +1.00 b: +0.00\| +0.46 **** +0.54 \| +1.00 Z=-13.8(0.01%) \| Like=-1.83..7.36 [-723.5844..-1.5776] \| it/evals=3807/5370 eff=76.5996% N=400 Z=-13.0(0.02%) \| Like=-1.23..7.36 [-1.5705..3.7596] \| it/evals=3840/5410 eff=76.6467% N=400 Z=-12.2(0.04%) \| Like=-0.43..7.36 [-1.5705..3.7596] \| it/evals=3880/5462 eff=76.6495% N=400 Mono-modal Volume: ~exp(-14.14) * Expected Volume: exp(-9.72) a: +0.00\| +0.46 **** +0.54 \| +1.00 b: +0.00\| +0.46 **** +0.54 \| +1.00 Z=-12.0(0.05%) \| Like=-0.30..7.36 [-1.5705..3.7596] \| it/evals=3888/5472 eff=76.6562% N=400 Z=-11.5(0.09%) \| Like=0.23..7.36 [-1.5705..3.7596] \| it/evals=3920/5510 eff=76.7123% N=400 Z=-10.8(0.17%) \| Like=0.99..7.36 [-1.5705..3.7596] \| it/evals=3960/5571 eff=76.5809% N=400 Mono-modal Volume: ~exp(-14.47) * Expected Volume: exp(-9.92) a: +0.00\| +0.47 ** +0.53 \| +1.00 b: +0.00\| +0.47 ** +0.53 \| +1.00 Z=-10.7(0.20%) \| Like=1.10..7.36 [-1.5705..3.7596] \| it/evals=3969/5584 eff=76.5625% N=400 Z=-10.2(0.31%) \| Like=1.42..7.36 [-1.5705..3.7596] \| it/evals=4000/5620 eff=76.6284% N=400 Z=-9.7(0.53%) \| Like=2.11..7.36 [-1.5705..3.7596] \| it/evals=4040/5675 eff=76.5877% N=400 Mono-modal Volume: ~exp(-14.48) * Expected Volume: exp(-10.13) a: +0.00\| +0.47 ** +0.53 \| +1.00 b: +0.00\| +0.47 ** +0.53 \| +1.00 Z=-9.5(0.61%) \| Like=2.30..7.36 [-1.5705..3.7596] \| it/evals=4050/5690 eff=76.5595% N=400 Z=-9.2(0.87%) \| Like=2.60..7.36 [-1.5705..3.7596] \| it/evals=4080/5731 eff=76.5335% N=400 Z=-8.7(1.37%) \| Like=3.06..7.37 [-1.5705..3.7596] \| it/evals=4120/5783 eff=76.5372% N=400 Mono-modal Volume: ~exp(-14.74) * Expected Volume: exp(-10.33) a: +0.00\| +0.47 ** +0.53 \| +1.00 b: +0.00\| +0.47 ** +0.53 \| +1.00 Z=-8.6(1.52%) \| Like=3.15..7.37 [-1.5705..3.7596] \| it/evals=4131/5799 eff=76.5142% N=400 Z=-8.3(2.04%) \| Like=3.45..7.37 [-1.5705..3.7596] \| it/evals=4160/5836 eff=76.5269% N=400 Z=-7.9(2.91%) \| Like=3.83..7.37 [3.7610..4.6657] \| it/evals=4200/5902 eff=76.3359% N=400 Mono-modal Volume: ~exp(-15.19) * Expected Volume: exp(-10.53) a: +0.00\| +0.47 ** +0.53 \| +1.00 b: +0.00\| +0.48 +0.52 \| +1.00 Z=-7.8(3.23%) \| Like=4.02..7.37 [3.7610..4.6657] \| it/evals=4212/5921 eff=76.2905% N=400 Z=-7.6(4.06%) \| Like=4.18..7.37 [3.7610..4.6657] \| it/evals=4240/5955 eff=76.3276% N=400 Z=-7.3(5.64%) \| Like=4.53..7.37 [3.7610..4.6657] \| it/evals=4280/6006 eff=76.3468% N=400 Mono-modal Volume: ~exp(-15.19) Expected Volume: exp(-10.73) a: +0.00\| +0.48 +0.52 \| +1.00 b: +0.00\| +0.48 ** +0.52 \| +1.00 Z=-7.0(7.33%) \| Like=4.76..7.37 [4.6699..4.9043] \| it/evals=4318/6054 eff=76.3707% N=400 Z=-7.0(7.41%) \| Like=4.76..7.37 [4.6699..4.9043] \| it/evals=4320/6058 eff=76.3521% N=400 Z=-6.8(9.20%) \| Like=5.04..7.37 [5.0369..5.0404]\| it/evals=4355/6114 eff=76.2163% N=400 Z=-6.7(9.48%) \| Like=5.07..7.37 [5.0580..5.0709] \| it/evals=4360/6121 eff=76.2105% N=400 Mono-modal Volume: ~exp(-15.38) Expected Volume: exp(-10.93) a: +0.00\| +0.48 ** +0.52 \| +1.00 b: +0.00\| +0.48 ** +0.52 \| +1.00 Z=-6.7(10.29%) \| Like=5.18..7.37 [5.1764..5.1871] \| it/evals=4374/6139 eff=76.2154% N=400 Z=-6.5(11.77%) \| Like=5.32..7.37 [5.3151..5.3171]\| it/evals=4400/6170 eff=76.2565% N=400 Z=-6.3(14.60%) \| Like=5.53..7.37 [5.5306..5.5343]\| it/evals=4440/6224 eff=76.2363% N=400 Mono-modal Volume: ~exp(-15.84) * Expected Volume: exp(-11.14) a: +0.00\| +0.48 ** +0.52 \| +1.00 b: +0.00\| +0.48 ** +0.52 \| +1.00 Z=-6.2(15.78%) \| Like=5.56..7.37 [5.5616..5.5625]\| it/evals=4455/6242 eff=76.2581% N=400 Z=-6.1(17.60%) \| Like=5.64..7.37 [5.6398..5.6488]\| it/evals=4480/6271 eff=76.3073% N=400 Z=-5.9(21.09%) \| Like=5.88..7.37 [5.8755..5.8772]\| it/evals=4520/6317 eff=76.3901% N=400 Mono-modal Volume: ~exp(-15.84) Expected Volume: exp(-11.34) a: +0.00\| +0.48 * +0.52 \| +1.00 b: +0.00\| +0.48 ** +0.52 \| +1.00 Z=-5.8(24.10%) \| Like=6.01..7.37 [5.9999..6.0101] \| it/evals=4556/6361 eff=76.4301% N=400 Z=-5.8(24.55%) \| Like=6.02..7.37 [6.0231..6.0232]\| it/evals=4560/6365 eff=76.4459% N=400 Z=-5.6(28.29%) \| Like=6.12..7.37 [6.1234..6.1322]\| it/evals=4600/6421 eff=76.3993% N=400 Mono-modal Volume: ~exp(-15.84) Expected Volume: exp(-11.54) a: +0.00\| +0.48 +0.52 \| +1.00 b: +0.00\| +0.48 +0.52 \| +1.00 Z=-5.5(31.47%) \| Like=6.20..7.37 [6.2018..6.2077]\| it/evals=4634/6470 eff=76.3427% N=400 Z=-5.5(31.94%) \| Like=6.22..7.37 [6.2162..6.2171]\| it/evals=4640/6481 eff=76.3032% N=400 Z=-5.4(35.41%) \| Like=6.32..7.37 [6.3179..6.3238]\| it/evals=4680/6537 eff=76.2588% N=400 Mono-modal Volume: ~exp(-16.33) Expected Volume: exp(-11.74) a: +0.00\| +0.49 +0.51 \| +1.00 b: +0.00\| +0.49 +0.51 \| +1.00 Z=-5.4(37.13%) \| Like=6.37..7.37 [6.3696..6.3706]\| it/evals=4698/6562 eff=76.2415% N=400 Z=-5.3(39.07%) \| Like=6.43..7.37 [6.4271..6.4302]\| it/evals=4720/6591 eff=76.2397% N=400 Z=-5.2(42.75%) \| Like=6.49..7.37 [6.4908..6.4908]\| it/evals=4760/6640 eff=76.2821% N=400 Mono-modal Volume: ~exp(-16.53) Expected Volume: exp(-11.95) a: +0.00\| +0.49 +0.51 \| +1.00 b: +0.00\| +0.49 +0.51 \| +1.00 Z=-5.2(44.50%) \| Like=6.53..7.37 [6.5255..6.5255]\| it/evals=4779/6668 eff=76.2444% N=400 Z=-5.1(46.40%) \| Like=6.58..7.37 [6.5630..6.5751] \| it/evals=4800/6694 eff=76.2631% N=400 Z=-5.1(49.93%) \| Like=6.64..7.37 [6.6363..6.6377]\| it/evals=4840/6749 eff=76.2325% N=400 Mono-modal Volume: ~exp(-16.73) * Expected Volume: exp(-12.15) a: +0.00\| +0.49 +0.51 \| +1.00 b: +0.00\| +0.49 +0.51 \| +1.00 Z=-5.0(51.57%) \| Like=6.68..7.37 [6.6787..6.6793]\| it/evals=4860/6774 eff=76.2473% N=400 Z=-5.0(53.23%) \| Like=6.72..7.37 [6.7160..6.7184]\| it/evals=4880/6802 eff=76.2262% N=400 Z=-4.9(56.49%) \| Like=6.78..7.37 [6.7803..6.7809]\| it/evals=4920/6862 eff=76.1374% N=400 Mono-modal Volume: ~exp(-17.23) Expected Volume: exp(-12.35) a: +0.00\| +0.49 +0.51 \| +1.00 b: +0.00\| +0.49 +0.51 \| +1.00 Z=-4.9(58.09%) \| Like=6.82..7.37 [6.8209..6.8210]\| it/evals=4941/6890 eff=76.1325% N=400 Z=-4.9(59.45%) \| Like=6.84..7.37 [6.8404..6.8410]\| it/evals=4960/6911 eff=76.1788% N=400 Z=-4.8(62.35%) \| Like=6.89..7.37 [6.8905..6.8911]\| it/evals=5000/6967 eff=76.1383% N=400 Mono-modal Volume: ~exp(-17.23) Expected Volume: exp(-12.55) a: +0.00\| +0.49 * +0.51 \| +1.00 b: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-4.8(65.23%) \| Like=6.94..7.37 [6.9368..6.9371]\| it/evals=5040/7018 eff=76.1559% N=400 Z=-4.8(67.95%) \| Like=6.98..7.37 [6.9819..6.9820]\| it/evals=5080/7066 eff=76.2076% N=400 Mono-modal Volume: ~exp(-17.23) Expected Volume: exp(-12.76) a: +0.00\| +0.49 +0.51 \| +1.00 b: +0.00\| +0.49 +0.51 \| +1.00 Z=-4.7(70.49%) \| Like=7.02..7.37 [7.0151..7.0156]\| it/evals=5120/7114 eff=76.2586% N=400 Z=-4.7(72.86%) \| Like=7.05..7.37 [7.0502..7.0503]\| it/evals=5160/7165 eff=76.2749% N=400 Mono-modal Volume: ~exp(-17.42) * Expected Volume: exp(-12.96) a: +0.00\| +0.49 +0.51 \| +1.00 b: +0.00\| +0.49 +0.51 \| +1.00 Z=-4.7(74.20%) \| Like=7.07..7.37 [7.0683..7.0708]\| it/evals=5184/7196 eff=76.2802% N=400 Z=-4.7(75.06%) \| Like=7.09..7.37 [7.0881..7.0892]\| it/evals=5200/7214 eff=76.3135% N=400 Z=-4.6(77.14%) \| Like=7.12..7.37 [7.1180..7.1181]\| it/evals=5240/7263 eff=76.3514% N=400 Mono-modal Volume: ~exp(-17.42) Expected Volume: exp(-13.16) a: +0.00\| +0.49 * +0.51 \| +1.00 b: +0.00\| +0.49 ** +0.51 \| +1.00 Z=-4.6(79.06%) \| Like=7.14..7.37 [7.1400..7.1408]\| it/evals=5279/7312 eff=76.3744% N=400 Z=-4.6(79.11%) \| Like=7.14..7.37 [7.1408..7.1413]\| it/evals=5280/7313 eff=76.3778% N=400 Z=-4.6(80.89%) \| Like=7.16..7.37 [7.1609..7.1613]\| it/evals=5320/7372 eff=76.3052% N=400 Mono-modal Volume: ~exp(-17.81) Expected Volume: exp(-13.36) a: +0.00\| +0.49 +0.51 \| +1.00 b: +0.00\| +0.49 +0.51 \| +1.00 Z=-4.6(81.96%) \| Like=7.18..7.37 [7.1776..7.1785]\| it/evals=5346/7406 eff=76.3060% N=400 Z=-4.6(82.54%) \| Like=7.18..7.37 [7.1818..7.1820]\| it/evals=5360/7424 eff=76.3098% N=400 Z=-4.5(84.06%) \| Like=7.20..7.37 [7.2021..7.2022]\| it/evals=5400/7470 eff=76.3791% N=400 Mono-modal Volume: ~exp(-17.94) Expected Volume: exp(-13.57) a: +0.00\| +0.49 +0.51 \| +1.00 b: +0.00\| +0.49 +0.51 \| +1.00 Z=-4.5(85.02%) \| Like=7.21..7.37 [7.2149..7.2152]\| it/evals=5427/7507 eff=76.3613% N=400 Z=-4.5(85.46%) \| Like=7.22..7.37 [7.2193..7.2195]\| it/evals=5440/7521 eff=76.3938% N=400 Z=-4.5(86.75%) \| Like=7.23..7.37 [7.2328..7.2330]\| it/evals=5480/7576 eff=76.3657% N=400 Mono-modal Volume: ~exp(-18.06) Expected Volume: exp(-13.77) a: +0.000\| +0.495 +0.505 \| +1.000 b: +0.00\| +0.50 +0.51 \| +1.00 Z=-4.5(87.57%) \| Like=7.24..7.37 [7.2415..7.2416]\| it/evals=5508/7617 eff=76.3198% N=400 Z=-4.5(87.91%) \| Like=7.24..7.37 [7.2449..7.2455]\| it/evals=5520/7631 eff=76.3380% N=400 Z=-4.5(88.99%) \| Like=7.26..7.37 [7.2589..7.2591]\| it/evals=5560/7678 eff=76.3946% N=400 Mono-modal Volume: ~exp(-18.51) Expected Volume: exp(-13.97) a: +0.000\| +0.496 +0.504 \| +1.000 b: +0.000\| +0.495 +0.504 \| +1.000 Z=-4.5(89.72%) \| Like=7.27..7.37 [7.2700..7.2701]\| it/evals=5589/7717 eff=76.3838% N=400 Z=-4.5(89.98%) \| Like=7.27..7.37 [7.2723..7.2724]\| it/evals=5600/7729 eff=76.4088% N=400 Z=-4.5(90.89%) \| Like=7.28..7.37 [7.2844..7.2846]\| it/evals=5640/7780 eff=76.4228% N=400 Mono-modal Volume: ~exp(-18.60) Expected Volume: exp(-14.17) a: +0.000\| +0.496 +0.504 \| +1.000 b: +0.000\| +0.496 +0.504 \| +1.000 Z=-4.5(91.53%) \| Like=7.29..7.37 [7.2934..7.2936]\| it/evals=5670/7822 eff=76.3945% N=400 Z=-4.5(91.73%) \| Like=7.30..7.37 [7.2951..7.2951]\| it/evals=5680/7833 eff=76.4160% N=400 Z=-4.5(92.49%) \| Like=7.30..7.37 [7.3018..7.3019]\| it/evals=5720/7888 eff=76.3889% N=400 Mono-modal Volume: ~exp(-18.96) Expected Volume: exp(-14.38) a: +0.000\| +0.496 +0.504 \| +1.000 b: +0.000\| +0.496 +0.504 \| +1.000 Z=-4.4(93.03%) \| Like=7.31..7.37 [7.3072..7.3074]\| it/evals=5751/7926 eff=76.4151% N=400 Z=-4.4(93.18%) \| Like=7.31..7.37 [7.3087..7.3088]\| it/evals=5760/7935 eff=76.4433% N=400 Z=-4.4(93.81%) \| Like=7.31..7.37 [7.3140..7.3142]\| it/evals=5800/7984 eff=76.4768% N=400 Mono-modal Volume: ~exp(-18.96) Expected Volume: exp(-14.58) a: +0.000\| +0.497 * +0.503 \| +1.000 b: +0.000\| +0.497 ** +0.503 \| +1.000 Z=-4.4(94.27%) \| Like=7.32..7.37 [7.3190..7.3195]\| it/evals=5832/8031 eff=76.4251% N=400 Z=-4.4(94.38%) \| Like=7.32..7.37 [7.3201..7.3202]\| it/evals=5840/8039 eff=76.4498% N=400 Z=-4.4(94.90%) \| Like=7.33..7.37 [7.3254..7.3255]\| it/evals=5880/8089 eff=76.4729% N=400 Mono-modal Volume: ~exp(-19.37) Expected Volume: exp(-14.78) a: +0.000\| +0.497 +0.503 \| +1.000 b: +0.000\| +0.497 +0.503 \| +1.000 Z=-4.4(95.30%) \| Like=7.33..7.37 [7.3291..7.3292]\| it/evals=5913/8141 eff=76.3855% N=400 Z=-4.4(95.38%) \| Like=7.33..7.37 [7.3295..7.3297]\| it/evals=5920/8150 eff=76.3871% N=400 Z=-4.4(95.81%) \| Like=7.33..7.37 [7.3329..7.3329]\| it/evals=5960/8200 eff=76.4103% N=400 Mono-modal Volume: ~exp(-19.37) Expected Volume: exp(-14.98) a: +0.000\| +0.497 * +0.503 \| +1.000 b: +0.000\| +0.497 ** +0.503 \| +1.000 Z=-4.4(96.14%) \| Like=7.34..7.37 [7.3367..7.3368]\| it/evals=5994/8242 eff=76.4346% N=400 Z=-4.4(96.20%) \| Like=7.34..7.37 [7.3374..7.3376]\| it/evals=6000/8248 eff=76.4526% N=400 Z=-4.4(96.56%) \| Like=7.34..7.37 [7.3407..7.3407]\| it/evals=6040/8293 eff=76.5235% N=400 Mono-modal Volume: ~exp(-19.82) Expected Volume: exp(-15.19) a: +0.000\| +0.498 +0.502 \| +1.000 b: +0.000\| +0.498 +0.502 \| +1.000 Z=-4.4(96.84%) \| Like=7.34..7.37 [7.3443..7.3444]\| it/evals=6075/8341 eff=76.5017% N=400 Z=-4.4(96.88%) \| Like=7.34..7.37 [7.3444..7.3445]\| it/evals=6080/8347 eff=76.5069% N=400 Z=-4.4(97.17%) \| Like=7.35..7.37 [7.3475..7.3476]\| it/evals=6120/8398 eff=76.5191% N=400 Mono-modal Volume: ~exp(-19.82) Expected Volume: exp(-15.39) a: +0.000\| +0.498 * +0.502 \| +1.000 b: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-4.4(97.43%) \| Like=7.35..7.37 [7.3501..7.3501]\| it/evals=6158/8448 eff=76.5159% N=400 Z=-4.4(97.44%) \| Like=7.35..7.37 [7.3501..7.3502]\| it/evals=6160/8450 eff=76.5217% N=400 Z=-4.4(97.68%) \| Like=7.35..7.37 [7.3526..7.3527]\| it/evals=6200/8504 eff=76.5054% N=400 Mono-modal Volume: ~exp(-19.82) Expected Volume: exp(-15.59) a: +0.000\| +0.498 * +0.502 \| +1.000 b: +0.000\| +0.498 ** +0.502 \| +1.000 Z=-4.4(97.90%) \| Like=7.35..7.37 [7.3543..7.3543]\| it/evals=6240/8556 eff=76.5081% N=400 Z=-4.4(98.10%) \| Like=7.36..7.37 [7.3561..7.3561]\| it/evals=6280/8610 eff=76.4921% N=400 Mono-modal Volume: ~exp(-20.65) * Expected Volume: exp(-15.79) a: +0.000\| +0.498 +0.502 \| +1.000 b: +0.000\| +0.498 +0.502 \| +1.000 Z=-4.4(98.27%) \| Like=7.36..7.37 [7.3579..7.3579]\| it/evals=6318/8662 eff=76.4706% N=400 Z=-4.4(98.28%) \| Like=7.36..7.37 [7.3580..7.3580]\| it/evals=6320/8665 eff=76.4670% N=400 Z=-4.4(98.44%) \| Like=7.36..7.37 [7.3596..7.3596]\| it/evals=6360/8712 eff=76.5159% N=400 Mono-modal Volume: ~exp(-21.00) Expected Volume: exp(-16.00) a: +0.000\| +0.499 +0.501 \| +1.000 b: +0.000\| +0.498 +0.501 \| +1.000 Z=-4.4(98.58%) \| Like=7.36..7.37 [7.3606..7.3607]\| it/evals=6399/8765 eff=76.4973% N=400 Z=-4.4(98.59%) \| Like=7.36..7.37 [7.3607..7.3607]\| it/evals=6400/8766 eff=76.5001% N=400 Z=-4.4(98.72%) \| Like=7.36..7.37 [7.3616..7.3617]\| it/evals=6440/8815 eff=76.5300% N=400 Mono-modal Volume: ~exp(-21.00) Expected Volume: exp(-16.20) a: +0.000\| +0.499 * +0.501 \| +1.000 b: +0.000\| +0.499 ** +0.501 \| +1.000 Z=-4.4(98.84%) \| Like=7.36..7.37 [7.3626..7.3626]\| it/evals=6480/8866 eff=76.5415% N=400 Z=-4.4(98.95%) \| Like=7.36..7.37 [7.3633..7.3634]\| it/evals=6520/8913 eff=76.5887% N=400 [ultranest] Explored until L=7 [ultranest] Likelihood function evaluations: 8935 [ultranest] logZ = -4.386 +- 0.1198 [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.26, need <0.5) [ultranest] logZ error budget: single: 0.16 bs:0.12 tail:0.01 total:0.12 required:<0.50 [ultranest] done iterating. logZ = -4.374 +- 0.257 single instance: logZ = -4.374 +- 0.164 bootstrapped : logZ = -4.386 +- 0.257 tail : logZ = +- 0.010 a 0.500 +- 0.010 b 0.4996 +- 0.0099 evidence: -4.4 +- 0.3 parameter values: a : 0.500 +- 0.010 b : 0.500 +- 0.010 -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=7 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 8935 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -4.386 +- 0.1198 [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.26, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.16 bs:0.12 tail:0.01 total:0.12 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:2241 Making corner plot ... [35mDEBUG [0m ultranest:integrator.py:2288 Making run plot ... [35mDEBUG [0m ultranest:integrator.py:2263 Making trace plot ...
Passed	tests/test_samplingpath.py::test_horizontal	0.00
------------------------------Captured stdout call------------------------------ (array([0.5, 0. ]), array([1])) (array([0.5, 1. ]), array([1])) (array([0. , 0.3]), array([0])) (array([1. , 0.3]), array([0]))
Passed	tests/test_samplingpath.py::test_corner	0.01
------------------------------Captured stdout call------------------------------ starting ray: [0.6 0.5] [0.4 0.5] (array([0.2, 0. ]), array([1])) (array([1., 1.]), array([0, 1])) restarting ray: [1. 1.] [-0.4 -0.5] (array([1., 1.]), array([0, 1])) (array([0.2, 0. ]), array([1])) (array([0.2, 0. ]), array([1])) (array([0. , 0.25]), array([0]))
Passed	tests/test_samplingpath.py::test_wrap	0.02
No log output captured.
Passed	tests/test_samplingpath.py::test_random	1.00
No log output captured.
Passed	tests/test_samplingpath.py::test_forward	4.89
No log output captured.
Passed	tests/test_samplingpath.py::test_samplingpath	0.00
No log output captured.
Passed	tests/test_samplingpath.py::test_samplingpath_cubereflect	0.00
No log output captured.
Passed	tests/test_samplingpath.py::test_samplingpath_oddcase	0.01
No log output captured.
Passed	tests/test_samplingpath.py::test_reversible_gradient	2.91
------------------------------Captured stdout call------------------------------ setting seed = 84 reflecting at [0.09304075 0.29114574] with direction [ 0.03477044 -0.01977415] chose normal [-0.17706516 0.98419913] 53 reflecting at [0.09304075 0.29114574] with direction [ 0.03477044 -0.01977415] reflecting with [-0.51082933 0.85968215] new direction [-0.00074369 0.03999309] re-reflecting gives direction [ 0.03477044 -0.01977415] FORWARD: [ 0.03477044 -0.01977415] [0.09304075 0.29114574] BACKWARD: [ 0.03477044 -0.01977415] [0.09304075 0.29114574] setting seed = 1 reflecting at [0.49345332 0.62079968] with direction [6.48453852e-06 3.99999995e-02] chose normal [-0.14594849 -0.98929219] 33 reflecting at [0.49345332 0.62079968] with direction [6.48453852e-06 3.99999995e-02] reflecting with [-0.84015394 -0.54234801] new direction [-0.03645513 0.01646278] re-reflecting gives direction [6.48453852e-06 3.99999995e-02] FORWARD: [6.48453852e-06 3.99999995e-02] [0.49345332 0.62079968] BACKWARD: [6.48453852e-06 3.99999995e-02] [0.49345332 0.62079968] setting seed = 2 reflecting at [0.58951993 0.53010934] with direction [-0.028441 0.02812667] chose normal [-0.55268598 -0.83338959] 75 reflecting at [0.58951993 0.53010934] with direction [-0.028441 0.02812667] reflecting with [-0.38762042 -0.92181908] new direction [-0.03999471 0.00065022] re-reflecting gives direction [-0.028441 0.02812667] FORWARD: [-0.028441 0.02812667] [0.58951993 0.53010934] BACKWARD: [-0.028441 0.02812667] [0.58951993 0.53010934] setting seed = 3 reflecting at [0.18920214 0.52959253] with direction [ 0.00939036 -0.03888214] chose normal [-0.96649142 0.25669891] 45 reflecting at [0.18920214 0.52959253] with direction [ 0.00939036 -0.03888214] reflecting with [-0.98467624 0.17439239] new direction [-0.02217288 -0.03329209] re-reflecting gives direction [ 0.00939036 -0.03888214] FORWARD: [ 0.00939036 -0.03888214] [0.18920214 0.52959253] BACKWARD: [ 0.00939036 -0.03888214] [0.18920214 0.52959253] setting seed = 4 reflecting at [0.9934771 0.55358031] with direction [ 0.03949306 -0.00634806] chose normal [-0.97238131 -0.23339792] 0 reflecting at [0.9934771 0.55358031] with direction [ 0.03949306 -0.00634806] reflecting with [-0.97238131 -0.23339792] new direction [-0.03230892 -0.02358248] re-reflecting gives direction [ 0.03949306 -0.00634806] FORWARD: [ 0.03949306 -0.00634806] [0.9934771 0.55358031] BACKWARD: [ 0.03949306 -0.00634806] [0.9934771 0.55358031] setting seed = 5 reflecting at [0.56643207 0.39286012] with direction [ 0.03173046 -0.02435524] chose normal [0.31678437 0.94849758] 12 reflecting at [0.56643207 0.39286012] with direction [ 0.03173046 -0.02435524] reflecting with [-0.33575666 0.94194876] new direction [0.0091709 0.03893449] re-reflecting gives direction [ 0.03173046 -0.02435524] FORWARD: [ 0.03173046 -0.02435524] [0.56643207 0.39286012] BACKWARD: [ 0.03173046 -0.02435524] [0.56643207 0.39286012] setting seed = 6 reflecting at [0.86938756 0.54911538] with direction [-0.03790637 -0.01277133] chose normal [0.83159266 0.55538603] 69 reflecting at [0.86938756 0.54911538] with direction [-0.03790637 -0.01277133] reflecting with [ 0.43246121 -0.90165254] new direction [-0.03368751 -0.02156737] re-reflecting gives direction [-0.03790637 -0.01277133] FORWARD: [-0.03790637 -0.01277133] [0.86938756 0.54911538] BACKWARD: [-0.03790637 -0.01277133] [0.86938756 0.54911538] setting seed = 7 reflecting at [0.93312443 0.57556133] with direction [0.02306847 0.0326779 ] chose normal [-0.99882119 0.04854104] 39 reflecting at [0.93312443 0.57556133] with direction [0.02306847 0.0326779 ] reflecting with [ 0.77093646 -0.63691206] new direction [0.02773823 0.02881997] re-reflecting gives direction [0.02306847 0.0326779 ] FORWARD: [0.02306847 0.0326779 ] [0.93312443 0.57556133] BACKWARD: [0.02306847 0.0326779 ] [0.93312443 0.57556133] setting seed = 8 reflecting at [0.00974824 0.44465421] with direction [ 0.03582603 -0.01779032] chose normal [0.34627653 0.93813249] 99 reflecting at [0.00974824 0.44465421] with direction [ 0.03582603 -0.01779032] reflecting with [0.34760793 0.93763998] new direction [ 0.03876506 -0.00986257] re-reflecting gives direction [ 0.03582603 -0.01779032] FORWARD: [ 0.03582603 -0.01779032] [0.00974824 0.44465421] BACKWARD: [ 0.03582603 -0.01779032] [0.00974824 0.44465421] setting seed = 9 reflecting at [0.26300846 0.47112128] with direction [-0.03826888 0.01164015] chose normal [ 0.99593603 -0.09006347] 4 reflecting at [0.26300846 0.47112128] with direction [-0.03826888 0.01164015] reflecting with [0.97389943 0.22697994] new direction [0.02917942 0.02735986] re-reflecting gives direction [-0.03826888 0.01164015] FORWARD: [-0.03826888 0.01164015] [0.26300846 0.47112128] BACKWARD: [-0.03826888 0.01164015] [0.26300846 0.47112128] setting seed = 10 reflecting at [0.00412903 0.35451302] with direction [0.0367006 0.01590805] chose normal [ 0.22487937 -0.97438661] 90 reflecting at [0.00412903 0.35451302] with direction [0.0367006 0.01590805] reflecting with [ 0.22487937 -0.97438661] new direction [0.03996017 0.00178454] re-reflecting gives direction [0.0367006 0.01590805] FORWARD: [0.0367006 0.01590805] [0.00412903 0.35451302] BACKWARD: [0.0367006 0.01590805] [0.00412903 0.35451302] setting seed = 11 reflecting at [0.32155555 0.41865196] with direction [-0.03895091 0.0091009 ] chose normal [0.54430488 0.83888747] 16 reflecting at [0.32155555 0.41865196] with direction [-0.03895091 0.0091009 ] reflecting with [0.82811727 0.56055489] new direction [0.0060231 0.03954393] re-reflecting gives direction [-0.03895091 0.0091009 ] FORWARD: [-0.03895091 0.0091009 ] [0.32155555 0.41865196] BACKWARD: [-0.03895091 0.0091009 ] [0.32155555 0.41865196] setting seed = 12 reflecting at [0.35995727 0.3150146 ] with direction [0.03186583 0.02417786] chose normal [-0.99011844 0.14023365] 82 reflecting at [0.35995727 0.3150146 ] with direction [0.03186583 0.02417786] reflecting with [-0.86634575 0.49944472] new direction [0.00495484 0.03969193] re-reflecting gives direction [0.03186583 0.02417786] FORWARD: [0.03186583 0.02417786] [0.35995727 0.3150146 ] BACKWARD: [0.03186583 0.02417786] [0.35995727 0.3150146 ] setting seed = 13 reflecting at [0.73099081 0.54090516] with direction [0.02100007 0.03404404] chose normal [-0.98685102 0.16163249] 5 reflecting at [0.73099081 0.54090516] with direction [0.02100007 0.03404404] reflecting with [-0.93229687 0.36169401] new direction [0.00745422 0.0392993 ] re-reflecting gives direction [0.02100007 0.03404404] FORWARD: [0.02100007 0.03404404] [0.73099081 0.54090516] BACKWARD: [0.02100007 0.03404404] [0.73099081 0.54090516] setting seed = 14 reflecting at [0.31165599 0.36756094] with direction [-0.02635429 0.03009072] chose normal [ 0.82456261 -0.56577072] 96 reflecting at [0.31165599 0.36756094] with direction [-0.02635429 0.03009072] reflecting with [0.77339836 0.63392033] new direction [-0.02433225 0.0317481 ] re-reflecting gives direction [-0.02635429 0.03009072] FORWARD: [-0.02635429 0.03009072] [0.31165599 0.36756094] BACKWARD: [-0.02635429 0.03009072] [0.31165599 0.36756094] setting seed = 15 reflecting at [0.02715254 0.60855026] with direction [-0.03253657 -0.0232674 ] chose normal [ 0.98353428 -0.18072169] 52 reflecting at [0.02715254 0.60855026] with direction [-0.03253657 -0.0232674 ] reflecting with [ 0.95341068 -0.30167545] new direction [ 0.01323002 -0.03774873] re-reflecting gives direction [-0.03253657 -0.0232674 ] FORWARD: [-0.03253657 -0.0232674 ] [0.02715254 0.60855026] BACKWARD: [-0.03253657 -0.0232674 ] [0.02715254 0.60855026] setting seed = 16 reflecting at [0.23486289 0.63976911] with direction [-0.03505464 -0.01926583] chose normal [0.98410666 0.17757839] 28 reflecting at [0.23486289 0.63976911] with direction [-0.03505464 -0.01926583] reflecting with [ 0.93475612 -0.35529003] new direction [ 0.01340794 -0.0376859 ] re-reflecting gives direction [-0.03505464 -0.01926583] FORWARD: [-0.03505464 -0.01926583] [0.23486289 0.63976911] BACKWARD: [-0.03505464 -0.01926583] [0.23486289 0.63976911] setting seed = 17 reflecting at [0.15079862 0.63070329] with direction [-0.02987327 -0.02660052] chose normal [0.77877968 0.62729755] 76 reflecting at [0.15079862 0.63070329] with direction [-0.02987327 -0.02660052] reflecting with [ 0.82081006 -0.57120123] new direction [-0.01456347 -0.0372546 ] re-reflecting gives direction [-0.02987327 -0.02660052] FORWARD: [-0.02987327 -0.02660052] [0.15079862 0.63070329] BACKWARD: [-0.02987327 -0.02660052] [0.15079862 0.63070329] setting seed = 18 reflecting at [0.31819943 0.33216186] with direction [0.03839271 0.01122497] chose normal [-0.33803901 -0.9411321 ] 41 reflecting at [0.31819943 0.33216186] with direction [0.03839271 0.01122497] reflecting with [-0.34524316 0.93851327] new direction [0.03651456 0.01633055] re-reflecting gives direction [0.03839271 0.01122497] FORWARD: [0.03839271 0.01122497] [0.31819943 0.33216186] BACKWARD: [0.03839271 0.01122497] [0.31819943 0.33216186] setting seed = 19 reflecting at [0.06335039 0.66864627] with direction [-0.00412734 -0.03978649] chose normal [0.93844564 0.34542696] 79 reflecting at [0.06335039 0.66864627] with direction [-0.00412734 -0.03978649] reflecting with [ 0.99641622 -0.08458558] new direction [-0.00263833 -0.0399129 ] re-reflecting gives direction [-0.00412734 -0.03978649] FORWARD: [-0.00412734 -0.03978649] [0.06335039 0.66864627] BACKWARD: [-0.00412734 -0.03978649] [0.06335039 0.66864627] setting seed = 20 reflecting at [0.6289178 0.59036263] with direction [0.03621666 0.01698097] chose normal [ 0.02238176 -0.9997495 ] 63 reflecting at [0.6289178 0.59036263] with direction [0.03621666 0.01698097] reflecting with [-0.98569607 0.16853264] new direction [-0.0285175 0.02804911] re-reflecting gives direction [0.03621666 0.01698097] FORWARD: [0.03621666 0.01698097] [0.6289178 0.59036263] BACKWARD: [0.03621666 0.01698097] [0.6289178 0.59036263] setting seed = 21 reflecting at [0.0479965 0.3622258] with direction [ 0.01189335 -0.03819094] chose normal [0.69255841 0.7213618 ] 45 reflecting at [0.0479965 0.3622258] with direction [ 0.01189335 -0.03819094] reflecting with [0.64446979 0.76462977] new direction [ 0.03965328 -0.00525524] re-reflecting gives direction [ 0.01189335 -0.03819094] FORWARD: [ 0.01189335 -0.03819094] [0.0479965 0.3622258] BACKWARD: [ 0.01189335 -0.03819094] [0.0479965 0.3622258] setting seed = 22 reflecting at [0.45364136 0.3073653 ] with direction [-0.03917472 -0.00808342] chose normal [0.73205365 0.68124698] 97 reflecting at [0.45364136 0.3073653 ] with direction [-0.03917472 -0.00808342] reflecting with [-0.09378428 0.99559254] new direction [-0.03999511 0.00062567] re-reflecting gives direction [-0.03917472 -0.00808342] FORWARD: [-0.03917472 -0.00808342] [0.45364136 0.3073653 ] BACKWARD: [-0.03917472 -0.00808342] [0.45364136 0.3073653 ] setting seed = 23 reflecting at [0.13591686 0.30336076] with direction [-0.00025999 0.03999916] setting seed = 24 reflecting at [0.47619867 0.49486522] with direction [-0.02598612 -0.03040923] chose normal [-0.53400133 0.84548364] 50 reflecting at [0.47619867 0.49486522] with direction [-0.02598612 -0.03040923] reflecting with [0.94624486 0.32345119] new direction [ 0.0391631 -0.00813953] re-reflecting gives direction [-0.02598612 -0.03040923] FORWARD: [-0.02598612 -0.03040923] [0.47619867 0.49486522] BACKWARD: [-0.02598612 -0.03040923] [0.47619867 0.49486522] setting seed = 25 reflecting at [0.37122823 0.26399608] with direction [0.03256293 0.02323049] chose normal [-0.97667717 0.21471306] 60 reflecting at [0.37122823 0.26399608] with direction [0.03256293 0.02323049] reflecting with [-0.63178483 0.77514381] new direction [0.02932087 0.02720821] re-reflecting gives direction [0.03256293 0.02323049] FORWARD: [0.03256293 0.02323049] [0.37122823 0.26399608] BACKWARD: [0.03256293 0.02323049] [0.37122823 0.26399608] setting seed = 26 reflecting at [0.39378009 0.46705711] with direction [ 0.03979792 -0.0040157 ] chose normal [-0.50091154 0.86549848] 85 reflecting at [0.39378009 0.46705711] with direction [ 0.03979792 -0.0040157 ] reflecting with [-0.85384138 0.52053328] new direction [-0.02180062 0.03353704] re-reflecting gives direction [ 0.03979792 -0.0040157 ] FORWARD: [ 0.03979792 -0.0040157 ] [0.39378009 0.46705711] BACKWARD: [ 0.03979792 -0.0040157 ] [0.39378009 0.46705711] setting seed = 27 reflecting at [0.68895564 0.43889187] with direction [-0.00127249 0.03997975] chose normal [ 0.92407929 -0.38220081] 25 reflecting at [0.68895564 0.43889187] with direction [-0.00127249 0.03997975] reflecting with [-0.97547221 -0.22012263] new direction [-0.01602001 0.03665187] re-reflecting gives direction [-0.00127249 0.03997975] FORWARD: [-0.00127249 0.03997975] [0.68895564 0.43889187] BACKWARD: [-0.00127249 0.03997975] [0.68895564 0.43889187] setting seed = 28 reflecting at [0.93475923 0.56225156] with direction [-0.03108561 0.02517309] chose normal [ 0.25028455 -0.96817232] 53 reflecting at [0.93475923 0.56225156] with direction [-0.03108561 0.02517309] reflecting with [-0.0753835 -0.99715462] new direction [-0.03451679 -0.02021364] re-reflecting gives direction [-0.03108561 0.02517309] FORWARD: [-0.03108561 0.02517309] [0.93475923 0.56225156] BACKWARD: [-0.03108561 0.02517309] [0.93475923 0.56225156] setting seed = 29 reflecting at [0.15001162 0.39313651] with direction [-0.02702503 0.02948979] chose normal [ 0.93787043 -0.34698568] 15 reflecting at [0.15001162 0.39313651] with direction [-0.02702503 0.02948979] reflecting with [0.8970119 0.44200639] new direction [-0.00691923 0.03939701] re-reflecting gives direction [-0.02702503 0.02948979] FORWARD: [-0.02702503 0.02948979] [0.15001162 0.39313651] BACKWARD: [-0.02702503 0.02948979] [0.15001162 0.39313651] setting seed = 30 reflecting at [0.79559868 0.6204715 ] with direction [-0.01106701 0.03843854] chose normal [-0.94320997 -0.33219716] 57 reflecting at [0.79559868 0.6204715 ] with direction [-0.01106701 0.03843854] reflecting with [-0.53412191 -0.84540746] new direction [-0.03946637 -0.00651194] re-reflecting gives direction [-0.01106701 0.03843854] FORWARD: [-0.01106701 0.03843854] [0.79559868 0.6204715 ] BACKWARD: [-0.01106701 0.03843854] [0.79559868 0.6204715 ] setting seed = 31 reflecting at [0.70465924 0.58796209] with direction [0.00622801 0.03951217] chose normal [ 0.91849248 -0.39543844] 40 reflecting at [0.70465924 0.58796209] with direction [0.00622801 0.03951217] reflecting with [-0.99751744 -0.0704199 ] new direction [-0.01171731 0.03824532] re-reflecting gives direction [0.00622801 0.03951217] FORWARD: [0.00622801 0.03951217] [0.70465924 0.58796209] BACKWARD: [0.00622801 0.03951217] [0.70465924 0.58796209] setting seed = 32 reflecting at [0.41358712 0.44153528] with direction [ 0.02149569 -0.0337333 ] chose normal [-0.86603501 0.49998337] 44 reflecting at [0.41358712 0.44153528] with direction [ 0.02149569 -0.0337333 ] reflecting with [0.78359729 0.6212691 ] new direction [ 0.02794233 -0.02862213] re-reflecting gives direction [ 0.02149569 -0.0337333 ] FORWARD: [ 0.02149569 -0.0337333 ] [0.41358712 0.44153528] BACKWARD: [ 0.02149569 -0.0337333 ] [0.41358712 0.44153528] setting seed = 33 reflecting at [0.18839637 0.583353 ] with direction [0.00876515 0.03902784] chose normal [ 0.94116632 -0.33794371] 14 reflecting at [0.18839637 0.583353 ] with direction [0.00876515 0.03902784] reflecting with [ 0.41089806 -0.91168129] new direction [ 0.03504567 -0.01928214] re-reflecting gives direction [0.00876515 0.03902784] FORWARD: [0.00876515 0.03902784] [0.18839637 0.583353 ] BACKWARD: [0.00876515 0.03902784] [0.18839637 0.583353 ] setting seed = 34 reflecting at [0.69837732 0.63815456] with direction [0.0248712 0.03132767] chose normal [-0.9662808 -0.2574906] 59 reflecting at [0.69837732 0.63815456] with direction [0.0248712 0.03132767] reflecting with [-0.99996226 -0.00868732] new direction [-0.02541174 0.03089083] re-reflecting gives direction [0.0248712 0.03132767] FORWARD: [0.0248712 0.03132767] [0.69837732 0.63815456] BACKWARD: [0.0248712 0.03132767] [0.69837732 0.63815456] setting seed = 35 reflecting at [0.65608784 0.48141142] with direction [-0.03633999 -0.01671541] chose normal [ 0.81909097 -0.57366365] 13 reflecting at [0.65608784 0.48141142] with direction [-0.03633999 -0.01671541] reflecting with [0.99064996 0.13642818] new direction [ 0.03950549 -0.00627028] re-reflecting gives direction [-0.03633999 -0.01671541] FORWARD: [-0.03633999 -0.01671541] [0.65608784 0.48141142] BACKWARD: [-0.03633999 -0.01671541] [0.65608784 0.48141142] setting seed = 36 reflecting at [0.61006515 0.4226952 ] with direction [-0.00656845 0.03945701] chose normal [ 0.99395085 -0.10982581] 7 reflecting at [0.61006515 0.4226952 ] with direction [-0.00656845 0.03945701] reflecting with [-0.98326229 -0.18219571] new direction [-0.00800478 0.03919086] re-reflecting gives direction [-0.00656845 0.03945701] FORWARD: [-0.00656845 0.03945701] [0.61006515 0.4226952 ] BACKWARD: [-0.00656845 0.03945701] [0.61006515 0.4226952 ] setting seed = 37 reflecting at [0.74783048 0.44838258] with direction [-0.03830604 -0.01151726] chose normal [0.24749873 0.96888822] 9 reflecting at [0.74783048 0.44838258] with direction [-0.03830604 -0.01151726] reflecting with [0.9968224 0.07965612] new direction [ 0.03964894 -0.00528788] re-reflecting gives direction [-0.03830604 -0.01151726] FORWARD: [-0.03830604 -0.01151726] [0.74783048 0.44838258] BACKWARD: [-0.03830604 -0.01151726] [0.74783048 0.44838258] setting seed = 38 reflecting at [0.62632487 0.50336921] with direction [ 0.00520512 -0.03965989] chose normal [-0.47920534 0.87770282] 91 reflecting at [0.62632487 0.50336921] with direction [ 0.00520512 -0.03965989] reflecting with [0.07106544 0.99747166] new direction [0.01077519 0.03852136] re-reflecting gives direction [ 0.00520512 -0.03965989] FORWARD: [ 0.00520512 -0.03965989] [0.62632487 0.50336921] BACKWARD: [ 0.00520512 -0.03965989] [0.62632487 0.50336921] setting seed = 39 reflecting at [0.37707531 0.58289575] with direction [0.03440183 0.02040867] chose normal [-0.96803752 0.25080543] 26 reflecting at [0.37707531 0.58289575] with direction [0.03440183 0.02040867] reflecting with [ 0.48195217 -0.87619753] new direction [0.03565683 0.01812707] re-reflecting gives direction [0.03440183 0.02040867] FORWARD: [0.03440183 0.02040867] [0.37707531 0.58289575] BACKWARD: [0.03440183 0.02040867] [0.37707531 0.58289575] setting seed = 40 reflecting at [0.40535643 0.66852681] with direction [-0.0084009 -0.03910786] chose normal [ 0.99762991 -0.06880816] 34 reflecting at [0.40535643 0.66852681] with direction [-0.0084009 -0.03910786] reflecting with [ 0.98422636 -0.17691375] new direction [-0.00574414 -0.03958541] re-reflecting gives direction [-0.0084009 -0.03910786] FORWARD: [-0.0084009 -0.03910786] [0.40535643 0.66852681] BACKWARD: [-0.0084009 -0.03910786] [0.40535643 0.66852681] setting seed = 41 reflecting at [0.4304033 0.37361026] with direction [ 0.02446896 -0.03164285] chose normal [-0.39185582 0.92002664] 4 reflecting at [0.4304033 0.37361026] with direction [ 0.02446896 -0.03164285] reflecting with [-0.80640044 0.59136988] new direction [-0.03753422 0.01382688] re-reflecting gives direction [ 0.02446896 -0.03164285] FORWARD: [ 0.02446896 -0.03164285] [0.4304033 0.37361026] BACKWARD: [ 0.02446896 -0.03164285] [0.4304033 0.37361026] setting seed = 42 reflecting at [0.78988169 0.54673494] with direction [-0.01964246 0.034845 ] chose normal [0.95525297 0.29579006] 28 reflecting at [0.78988169 0.54673494] with direction [-0.01964246 0.034845 ] reflecting with [-0.70398882 -0.71021105] new direction [-0.03501649 0.01933508] re-reflecting gives direction [-0.01964246 0.034845 ] FORWARD: [-0.01964246 0.034845 ] [0.78988169 0.54673494] BACKWARD: [-0.01964246 0.034845 ] [0.78988169 0.54673494] setting seed = 43 reflecting at [0.33809302 0.34038204] with direction [-0.03061347 -0.0257452 ] chose normal [-0.59139425 0.80638257] 29 reflecting at [0.33809302 0.34038204] with direction [-0.03061347 -0.0257452 ] reflecting with [-0.63872083 0.76943856] new direction [-0.03094035 -0.02535142] re-reflecting gives direction [-0.03061347 -0.0257452 ] FORWARD: [-0.03061347 -0.0257452 ] [0.33809302 0.34038204] BACKWARD: [-0.03061347 -0.0257452 ] [0.33809302 0.34038204] setting seed = 44 reflecting at [0.56836523 0.39005034] with direction [-0.01068318 -0.03854698] chose normal [ 0.99893451 -0.04615032] 29 reflecting at [0.56836523 0.39005034] with direction [-0.01068318 -0.03854698] reflecting with [-0.69018106 0.72363672] new direction [-0.03900915 -0.00884794] re-reflecting gives direction [-0.01068318 -0.03854698] FORWARD: [-0.01068318 -0.03854698] [0.56836523 0.39005034] BACKWARD: [-0.01068318 -0.03854698] [0.56836523 0.39005034] setting seed = 45 reflecting at [0.94160314 0.52051464] with direction [-0.0399819 -0.00120333] chose normal [ 0.06446741 -0.99791981] 84 reflecting at [0.94160314 0.52051464] with direction [-0.0399819 -0.00120333] reflecting with [ 0.06446741 -0.99791981] new direction [-0.03980439 -0.00395101] re-reflecting gives direction [-0.0399819 -0.00120333] FORWARD: [-0.0399819 -0.00120333] [0.94160314 0.52051464] BACKWARD: [-0.0399819 -0.00120333] [0.94160314 0.52051464] setting seed = 46 reflecting at [0.25975823 0.44354413] with direction [-0.02164327 0.0336388 ] chose normal [ 0.9478891 -0.31860046] 70 reflecting at [0.25975823 0.44354413] with direction [-0.02164327 0.0336388 ] reflecting with [0.99984603 0.01754771] new direction [0.02044956 0.03437754] re-reflecting gives direction [-0.02164327 0.0336388 ] FORWARD: [-0.02164327 0.0336388 ] [0.25975823 0.44354413] BACKWARD: [-0.02164327 0.0336388 ] [0.25975823 0.44354413] setting seed = 47 reflecting at [0.01926161 0.63431919] with direction [-0.03559232 -0.0182534 ] chose normal [0.74369889 0.66851474] 81 reflecting at [0.01926161 0.63431919] with direction [-0.03559232 -0.0182534 ] reflecting with [ 0.9436164 -0.33104091] new direction [ 0.0163875 -0.03648904] re-reflecting gives direction [-0.03559232 -0.0182534 ] FORWARD: [-0.03559232 -0.0182534 ] [0.01926161 0.63431919] BACKWARD: [-0.03559232 -0.0182534 ] [0.01926161 0.63431919] setting seed = 48 reflecting at [0.14141263 0.72381215] with direction [ 0.01008992 -0.03870651] setting seed = 49 reflecting at [0.16156443 0.4674537 ] with direction [-0.02888115 -0.02767453] chose normal [ 0.78315843 -0.62182223] 61 reflecting at [0.16156443 0.4674537 ] with direction [-0.02888115 -0.02767453] reflecting with [0.98231877 0.187216 ] new direction [ 0.0370356 -0.01511173] re-reflecting gives direction [-0.02888115 -0.02767453] FORWARD: [-0.02888115 -0.02767453] [0.16156443 0.4674537 ] BACKWARD: [-0.02888115 -0.02767453] [0.16156443 0.4674537 ] setting seed = 50 reflecting at [0.79282295 0.55686971] with direction [0.00526153 0.03965244] chose normal [-0.9091523 -0.4164638] 59 reflecting at [0.79282295 0.55686971] with direction [0.00526153 0.03965244] reflecting with [-0.95815198 -0.28626 ] new direction [-0.02615101 0.03026755] re-reflecting gives direction [0.00526153 0.03965244] FORWARD: [0.00526153 0.03965244] [0.79282295 0.55686971] BACKWARD: [0.00526153 0.03965244] [0.79282295 0.55686971] setting seed = 51 reflecting at [0.62787959 0.51878844] with direction [0.02807295 0.02849403] chose normal [-0.99167671 -0.12875285] 11 reflecting at [0.62787959 0.51878844] with direction [0.02807295 0.02849403] reflecting with [-0.91529383 0.4027868 ] new direction [0.00204569 0.03994765] re-reflecting gives direction [0.02807295 0.02849403] FORWARD: [0.02807295 0.02849403] [0.62787959 0.51878844] BACKWARD: [0.02807295 0.02849403] [0.62787959 0.51878844] setting seed = 52 reflecting at [0.10765197 0.43679951] with direction [-0.03566072 -0.01811941] chose normal [0.97430448 0.22523493] 14 reflecting at [0.10765197 0.43679951] with direction [-0.03566072 -0.01811941] reflecting with [0.49373504 0.86961239] new direction [-0.00271496 0.03990776] re-reflecting gives direction [-0.03566072 -0.01811941] FORWARD: [-0.03566072 -0.01811941] [0.10765197 0.43679951] BACKWARD: [-0.03566072 -0.01811941] [0.10765197 0.43679951] setting seed = 53 reflecting at [0.38071412 0.62351758] with direction [-0.01441546 -0.03731212] chose normal [-0.78010783 0.62564509] 68 reflecting at [0.38071412 0.62351758] with direction [-0.01441546 -0.03731212] reflecting with [ 0.99116492 -0.13263523] new direction [ 0.00409791 -0.03978954] re-reflecting gives direction [-0.01441546 -0.03731212] FORWARD: [-0.01441546 -0.03731212] [0.38071412 0.62351758] BACKWARD: [-0.01441546 -0.03731212] [0.38071412 0.62351758] setting seed = 54 reflecting at [0.35419835 0.39601134] with direction [-0.03646926 -0.01643148] chose normal [0.97346802 0.2288231 ] 2 reflecting at [0.35419835 0.39601134] with direction [-0.03646926 -0.01643148] reflecting with [ 0.89562093 -0.44481812] new direction [ 0.00894519 -0.03898697] re-reflecting gives direction [-0.03646926 -0.01643148] FORWARD: [-0.03646926 -0.01643148] [0.35419835 0.39601134] BACKWARD: [-0.03646926 -0.01643148] [0.35419835 0.39601134] setting seed = 55 reflecting at [0.41253863 0.54222452] with direction [-0.00327261 -0.0398659 ] chose normal [0.7228596 0.69099493] 3 reflecting at [0.41253863 0.54222452] with direction [-0.00327261 -0.0398659 ] reflecting with [-0.98267299 0.18534775] new direction [-0.01147429 -0.03831893] re-reflecting gives direction [-0.00327261 -0.0398659 ] FORWARD: [-0.00327261 -0.0398659 ] [0.41253863 0.54222452] BACKWARD: [-0.00327261 -0.0398659 ] [0.41253863 0.54222452] setting seed = 56 reflecting at [-0.00082259 0.55972911] with direction [ 0.02032516 -0.03445124] chose normal [0.6437137 0.7652664] 92 reflecting at [-0.00082259 0.55972911] with direction [ 0.02032516 -0.03445124] reflecting with [0.6437137 0.7652664] new direction [ 0.03742321 -0.01412455] re-reflecting gives direction [ 0.02032516 -0.03445124] FORWARD: [ 0.02032516 -0.03445124] [-0.00082259 0.55972911] BACKWARD: [ 0.02032516 -0.03445124] [-0.00082259 0.55972911] setting seed = 57 reflecting at [0.32852629 0.48443255] with direction [ 0.03482865 -0.01967144] chose normal [-0.9653418 -0.26098892] 66 reflecting at [0.32852629 0.48443255] with direction [ 0.03482865 -0.01967144] reflecting with [-0.95158108 -0.30739787] new direction [-0.01673815 -0.03632952] re-reflecting gives direction [ 0.03482865 -0.01967144] FORWARD: [ 0.03482865 -0.01967144] [0.32852629 0.48443255] BACKWARD: [ 0.03482865 -0.01967144] [0.32852629 0.48443255] setting seed = 58 reflecting at [0.00831403 0.22576864] with direction [0.03708157 0.01499858] setting seed = 59 reflecting at [0.55842175 0.63618532] with direction [-0.03817546 -0.01194295] chose normal [ 0.96677775 -0.25561844] 29 reflecting at [0.55842175 0.63618532] with direction [-0.03817546 -0.01194295] reflecting with [ 0.9754194 -0.22035653] new direction [ 0.02933405 -0.027194 ] re-reflecting gives direction [-0.03817546 -0.01194295] FORWARD: [-0.03817546 -0.01194295] [0.55842175 0.63618532] BACKWARD: [-0.03817546 -0.01194295] [0.55842175 0.63618532] setting seed = 60 reflecting at [0.30258664 0.49076018] with direction [ 0.0205427 -0.03432197] chose normal [-0.99186614 -0.12728533] 21 reflecting at [0.30258664 0.49076018] with direction [ 0.0205427 -0.03432197] reflecting with [0.11689192 0.99314464] new direction [0.02795024 0.02861441] re-reflecting gives direction [ 0.0205427 -0.03432197] FORWARD: [ 0.0205427 -0.03432197] [0.30258664 0.49076018] BACKWARD: [ 0.0205427 -0.03432197] [0.30258664 0.49076018] setting seed = 61 reflecting at [0.35821533 0.55032466] with direction [ 0.02436953 -0.03171949] chose normal [-0.96739827 -0.25325991] 26 reflecting at [0.35821533 0.55032466] with direction [ 0.02436953 -0.03171949] reflecting with [-0.96012904 -0.2795572 ] new direction [-0.00353274 -0.03984369] re-reflecting gives direction [ 0.02436953 -0.03171949] FORWARD: [ 0.02436953 -0.03171949] [0.35821533 0.55032466] BACKWARD: [ 0.02436953 -0.03171949] [0.35821533 0.55032466] setting seed = 62 reflecting at [0.23626136 0.3035377 ] with direction [-0.03993416 -0.00229416] chose normal [0.93863157 0.34492141] 54 reflecting at [0.23626136 0.3035377 ] with direction [-0.03993416 -0.00229416] reflecting with [0.98471485 0.17417424] new direction [0.03829817 0.0115434 ] re-reflecting gives direction [-0.03993416 -0.00229416] FORWARD: [-0.03993416 -0.00229416] [0.23626136 0.3035377 ] BACKWARD: [-0.03993416 -0.00229416] [0.23626136 0.3035377 ] setting seed = 63 reflecting at [0.77738168 0.40200899] with direction [ 0.02915488 -0.027386 ] chose normal [-0.99656293 0.08283919] 19 reflecting at [0.77738168 0.40200899] with direction [ 0.02915488 -0.027386 ] reflecting with [-0.99966777 -0.02577498] new direction [-0.02770486 -0.02885205] re-reflecting gives direction [ 0.02915488 -0.027386 ] FORWARD: [ 0.02915488 -0.027386 ] [0.77738168 0.40200899] BACKWARD: [ 0.02915488 -0.027386 ] [0.77738168 0.40200899] setting seed = 64 reflecting at [0.00700152 0.5434836 ] with direction [ 0.03157176 -0.02456061] chose normal [0.0269266 0.99963741] 88 reflecting at [0.00700152 0.5434836 ] with direction [ 0.03157176 -0.02456061] reflecting with [0.16834631 0.98572791] new direction [0.0379336 0.01269023] re-reflecting gives direction [ 0.03157176 -0.02456061] FORWARD: [ 0.03157176 -0.02456061] [0.00700152 0.5434836 ] BACKWARD: [ 0.03157176 -0.02456061] [0.00700152 0.5434836 ] setting seed = 65 reflecting at [0.23297922 0.47284723] with direction [-0.02999187 0.02646673] chose normal [ 0.87714796 -0.48022022] 19 reflecting at [0.23297922 0.47284723] with direction [-0.02999187 0.02646673] reflecting with [ 0.99603093 -0.08900784] new direction [0.03420944 0.02072954] re-reflecting gives direction [-0.02999187 0.02646673] FORWARD: [-0.02999187 0.02646673] [0.23297922 0.47284723] BACKWARD: [-0.02999187 0.02646673] [0.23297922 0.47284723] setting seed = 66 reflecting at [0.63307038 0.58558882] with direction [0.03311318 0.02243919] chose normal [ 0.37536664 -0.92687641] 71 reflecting at [0.63307038 0.58558882] with direction [0.03311318 0.02243919] reflecting with [-0.94506677 0.32687734] new direction [-0.0121731 0.0381027] re-reflecting gives direction [0.03311318 0.02243919] FORWARD: [0.03311318 0.02243919] [0.63307038 0.58558882] BACKWARD: [0.03311318 0.02243919] [0.63307038 0.58558882] setting seed = 67 reflecting at [0.11399496 0.36469248] with direction [-0.031706 -0.02438707] chose normal [0.98377071 0.17943018] 38 reflecting at [0.11399496 0.36469248] with direction [-0.031706 -0.02438707] reflecting with [0.95209698 0.30579625] new direction [ 0.03997674 -0.00136388] re-reflecting gives direction [-0.031706 -0.02438707] FORWARD: [-0.031706 -0.02438707] [0.11399496 0.36469248] BACKWARD: [-0.031706 -0.02438707] [0.11399496 0.36469248] setting seed = 68 reflecting at [0.85336104 0.43151834] with direction [0.03964926 0.00528548] chose normal [-0.79459132 0.60714466] 17 reflecting at [0.85336104 0.43151834] with direction [0.03964926 0.00528548] reflecting with [-0.43881146 0.89857916] new direction [0.0285481 0.02801796] re-reflecting gives direction [0.03964926 0.00528548] FORWARD: [0.03964926 0.00528548] [0.85336104 0.43151834] BACKWARD: [0.03964926 0.00528548] [0.85336104 0.43151834] setting seed = 69 reflecting at [0.34957318 0.4747182 ] with direction [0.0381706 0.01195847] chose normal [-0.7961656 -0.60507879] 1 reflecting at [0.34957318 0.4747182 ] with direction [0.0381706 0.01195847] reflecting with [-0.86697568 -0.49835046] new direction [-0.02954452 -0.02696519] re-reflecting gives direction [0.0381706 0.01195847] FORWARD: [0.0381706 0.01195847] [0.34957318 0.4747182 ] BACKWARD: [0.0381706 0.01195847] [0.34957318 0.4747182 ] setting seed = 70 reflecting at [0.03434818 0.6149331 ] with direction [0.0266774 0.02980464] chose normal [ 0.39947727 -0.9167431 ] 42 reflecting at [0.03434818 0.6149331 ] with direction [0.0266774 0.02980464] reflecting with [ 0.6826168 -0.73077651] new direction [0.03155141 0.02458676] re-reflecting gives direction [0.0266774 0.02980464] FORWARD: [0.0266774 0.02980464] [0.03434818 0.6149331 ] BACKWARD: [0.0266774 0.02980464] [0.03434818 0.6149331 ] setting seed = 71 reflecting at [0.3301237 0.63863365] with direction [-0.00888267 0.03900126] chose normal [-0.97291035 -0.23118274] 69 reflecting at [0.3301237 0.63863365] with direction [-0.00888267 0.03900126] reflecting with [-0.49751035 -0.86745804] new direction [-0.03814895 -0.01202737] re-reflecting gives direction [-0.00888267 0.03900126] FORWARD: [-0.00888267 0.03900126] [0.3301237 0.63863365] BACKWARD: [-0.00888267 0.03900126] [0.3301237 0.63863365] setting seed = 72 reflecting at [0.56607085 0.38288097] with direction [-0.03933418 -0.00726789] chose normal [ 0.99936155 -0.03572801] 44 reflecting at [0.56607085 0.38288097] with direction [-0.03933418 -0.00726789] reflecting with [0.20311685 0.97915451] new direction [-0.03319769 0.02231398] re-reflecting gives direction [-0.03933418 -0.00726789] FORWARD: [-0.03933418 -0.00726789] [0.56607085 0.38288097] BACKWARD: [-0.03933418 -0.00726789] [0.56607085 0.38288097] setting seed = 73 reflecting at [0.13597885 0.63503832] with direction [-0.03999972 0.0001487 ] chose normal [ 0.95068267 -0.31016523] 56 reflecting at [0.13597885 0.63503832] with direction [-0.03999972 0.0001487 ] reflecting with [ 0.98237383 -0.18692688] new direction [ 0.03725902 -0.01455216] re-reflecting gives direction [-0.03999972 0.0001487 ] FORWARD: [-0.03999972 0.0001487 ] [0.13597885 0.63503832] BACKWARD: [-0.03999972 0.0001487 ] [0.13597885 0.63503832] setting seed = 74 reflecting at [0.05551036 0.43775811] with direction [0.03895671 0.00907606] chose normal [-0.96711996 0.25432065] 26 reflecting at [0.05551036 0.43775811] with direction [0.03895671 0.00907606] reflecting with [-0.28345858 0.95898448] new direction [0.0376308 0.01356183] re-reflecting gives direction [0.03895671 0.00907606] FORWARD: [0.03895671 0.00907606] [0.05551036 0.43775811] BACKWARD: [0.03895671 0.00907606] [0.05551036 0.43775811] setting seed = 75 reflecting at [0.50973295 0.32522409] with direction [-0.02789929 0.02866409] chose normal [0.96607282 0.25826984] 98 reflecting at [0.50973295 0.32522409] with direction [-0.02789929 0.02866409] reflecting with [0.85293874 0.52201103] new direction [-0.01283057 0.03788636] re-reflecting gives direction [-0.02789929 0.02866409] FORWARD: [-0.02789929 0.02866409] [0.50973295 0.32522409] BACKWARD: [-0.02789929 0.02866409] [0.50973295 0.32522409] setting seed = 76 reflecting at [0.32690662 0.39635018] with direction [-0.02471798 -0.03144871] chose normal [0.99980546 0.01972428] 96 reflecting at [0.32690662 0.39635018] with direction [-0.02471798 -0.03144871] reflecting with [ 0.99668345 -0.08137624] new direction [ 0.01928923 -0.03504177] re-reflecting gives direction [-0.02471798 -0.03144871] FORWARD: [-0.02471798 -0.03144871] [0.32690662 0.39635018] BACKWARD: [-0.02471798 -0.03144871] [0.32690662 0.39635018] setting seed = 77 reflecting at [0.159784 0.66828224] with direction [-0.03865662 -0.0102794 ] chose normal [0.99421477 0.10741039] 67 reflecting at [0.159784 0.66828224] with direction [-0.03865662 -0.0102794 ] reflecting with [ 0.79437479 -0.60742794] new direction [ 0.00021031 -0.03999945] re-reflecting gives direction [-0.03865662 -0.0102794 ] FORWARD: [-0.03865662 -0.0102794 ] [0.159784 0.66828224] BACKWARD: [-0.03865662 -0.0102794 ] [0.159784 0.66828224] setting seed = 78 reflecting at [0.20239385 0.43885819] with direction [-0.03864408 0.01032644] chose normal [-0.00914844 -0.99995815] 42 reflecting at [0.20239385 0.43885819] with direction [-0.03864408 0.01032644] reflecting with [0.81401512 0.58084368] new direction [0.00280365 0.03990162] re-reflecting gives direction [-0.03864408 0.01032644] FORWARD: [-0.03864408 0.01032644] [0.20239385 0.43885819] BACKWARD: [-0.03864408 0.01032644] [0.20239385 0.43885819] setting seed = 79 reflecting at [0.02295645 0.52977859] with direction [ 0.01690173 -0.03625371] chose normal [0.11595433 0.99325455] 54 reflecting at [0.02295645 0.52977859] with direction [ 0.01690173 -0.03625371] reflecting with [-0.11517722 0.99334496] new direction [0.00815767 0.03915932] re-reflecting gives direction [ 0.01690173 -0.03625371] FORWARD: [ 0.01690173 -0.03625371] [0.02295645 0.52977859] BACKWARD: [ 0.01690173 -0.03625371] [0.02295645 0.52977859] setting seed = 80 reflecting at [0.37096745 0.70643199] with direction [ 0.00949935 -0.03885566] chose normal [-0.99209853 -0.1254612 ] 94 reflecting at [0.37096745 0.70643199] with direction [ 0.00949935 -0.03885566] reflecting with [-0.97468899 -0.22356515] new direction [ 0.00838404 -0.03911148] re-reflecting gives direction [ 0.00949935 -0.03885566] FORWARD: [ 0.00949935 -0.03885566] [0.37096745 0.70643199] BACKWARD: [ 0.00949935 -0.03885566] [0.37096745 0.70643199] setting seed = 81 reflecting at [0.78116639 0.59011031] with direction [-0.01447537 -0.03728892] chose normal [-0.58455495 0.81135412] 52 reflecting at [0.78116639 0.59011031] with direction [-0.01447537 -0.03728892] reflecting with [ 0.9366811 -0.35018355] new direction [-0.01353712 -0.03763969] re-reflecting gives direction [-0.01447537 -0.03728892] FORWARD: [-0.01447537 -0.03728892] [0.78116639 0.59011031] BACKWARD: [-0.01447537 -0.03728892] [0.78116639 0.59011031] setting seed = 82 reflecting at [0.90241618 0.37140442] with direction [0.00489491 0.03969937] chose normal [-0.99997753 0.00670296] 37 reflecting at [0.90241618 0.37140442] with direction [0.00489491 0.03969937] reflecting with [-0.99945421 -0.03303454] new direction [-0.0075057 0.0392895] re-reflecting gives direction [0.00489491 0.03969937] FORWARD: [0.00489491 0.03969937] [0.90241618 0.37140442] BACKWARD: [0.00489491 0.03969937] [0.90241618 0.37140442] setting seed = 83 reflecting at [0.73947248 0.50969906] with direction [ 0.02973828 -0.02675135] chose normal [-0.83995537 0.54265548] 16 reflecting at [0.73947248 0.50969906] with direction [ 0.02973828 -0.02675135] reflecting with [-0.94063007 0.33943345] new direction [-0.0399681 -0.00159728] re-reflecting gives direction [ 0.02973828 -0.02675135] FORWARD: [ 0.02973828 -0.02675135] [0.73947248 0.50969906] BACKWARD: [ 0.02973828 -0.02675135] [0.73947248 0.50969906] setting seed = 84 reflecting at [0.09304075 0.29114574] with direction [ 0.03477044 -0.01977415] chose normal [-0.17706516 0.98419913] 53 reflecting at [0.09304075 0.29114574] with direction [ 0.03477044 -0.01977415] reflecting with [-0.51082933 0.85968215] new direction [-0.00074369 0.03999309] re-reflecting gives direction [ 0.03477044 -0.01977415] FORWARD: [ 0.03477044 -0.01977415] [0.09304075 0.29114574] BACKWARD: [ 0.03477044 -0.01977415] [0.09304075 0.29114574] setting seed = 85 reflecting at [0.09269465 0.40624046] with direction [ 0.02781881 -0.02874219] chose normal [-0.96043218 0.27851395] 24 reflecting at [0.09269465 0.40624046] with direction [ 0.02781881 -0.02874219] reflecting with [0.63881082 0.76936385] new direction [ 0.03336656 -0.02206066] re-reflecting gives direction [ 0.02781881 -0.02874219] FORWARD: [ 0.02781881 -0.02874219] [0.09269465 0.40624046] BACKWARD: [ 0.02781881 -0.02874219] [0.09269465 0.40624046] setting seed = 86 reflecting at [0.0772825 0.7321639] with direction [-0.0017544 -0.03996151] setting seed = 87 reflecting at [0.3542791 0.40874116] with direction [ 0.03874902 -0.0099254 ] chose normal [-0.12256498 0.99246049] 84 reflecting at [0.3542791 0.40874116] with direction [ 0.03874902 -0.0099254 ] reflecting with [-0.96541456 -0.26071962] new direction [-0.02848461 -0.0280825 ] re-reflecting gives direction [ 0.03874902 -0.0099254 ] FORWARD: [ 0.03874902 -0.0099254 ] [0.3542791 0.40874116] BACKWARD: [ 0.03874902 -0.0099254 ] [0.3542791 0.40874116] setting seed = 88 reflecting at [0.67093864 0.56773172] with direction [ 0.03197838 -0.0240288 ] chose normal [-0.97498227 0.22228264] 41 reflecting at [0.67093864 0.56773172] with direction [ 0.03197838 -0.0240288 ] reflecting with [-0.97588769 -0.21827326] new direction [-0.01869452 -0.03536262] re-reflecting gives direction [ 0.03197838 -0.0240288 ] FORWARD: [ 0.03197838 -0.0240288 ] [0.67093864 0.56773172] BACKWARD: [ 0.03197838 -0.0240288 ] [0.67093864 0.56773172] setting seed = 89 reflecting at [0.80828603 0.53459992] with direction [0.02786633 0.02869612] chose normal [-0.73290905 0.68032663] 80 reflecting at [0.80828603 0.53459992] with direction [0.02786633 0.02869612] reflecting with [-0.99658198 -0.08260969] new direction [-0.03221094 0.02371614] re-reflecting gives direction [0.02786633 0.02869612] FORWARD: [0.02786633 0.02869612] [0.80828603 0.53459992] BACKWARD: [0.02786633 0.02869612] [0.80828603 0.53459992] setting seed = 90 reflecting at [0.15933834 0.65311074] with direction [-0.02409888 -0.0319256 ] chose normal [ 0.8841271 -0.46724648] 74 reflecting at [0.15933834 0.65311074] with direction [-0.02409888 -0.0319256 ] reflecting with [ 0.99881338 -0.04870138] new direction [ 0.02087861 -0.03411867] re-reflecting gives direction [-0.02409888 -0.0319256 ] FORWARD: [-0.02409888 -0.0319256 ] [0.15933834 0.65311074] BACKWARD: [-0.02409888 -0.0319256 ] [0.15933834 0.65311074] setting seed = 91 reflecting at [0.06220912 0.5649269 ] with direction [-0.01395947 0.0374851 ] chose normal [-0.92831744 -0.37178856] 63 reflecting at [0.06220912 0.5649269 ] with direction [-0.01395947 0.0374851 ] reflecting with [ 0.50709066 -0.86189272] new direction [ 0.02598594 -0.03040939] re-reflecting gives direction [-0.01395947 0.0374851 ] FORWARD: [-0.01395947 0.0374851 ] [0.06220912 0.5649269 ] BACKWARD: [-0.01395947 0.0374851 ] [0.06220912 0.5649269 ] setting seed = 92 reflecting at [0.86691228 0.47991436] with direction [-0.02693892 -0.02956847] chose normal [-0.19961852 0.97987369] 68 reflecting at [0.86691228 0.47991436] with direction [-0.02693892 -0.02956847] reflecting with [0.80447377 0.59398817] new direction [0.0361881 0.01704175] re-reflecting gives direction [-0.02693892 -0.02956847] FORWARD: [-0.02693892 -0.02956847] [0.86691228 0.47991436] BACKWARD: [-0.02693892 -0.02956847] [0.86691228 0.47991436] setting seed = 93 reflecting at [0.40847232 0.38353044] with direction [-0.02290158 0.03279509] chose normal [0.97810947 0.20809099] 55 reflecting at [0.40847232 0.38353044] with direction [-0.02290158 0.03279509] reflecting with [0.99871915 0.05059696] new direction [0.01946991 0.0349417 ] re-reflecting gives direction [-0.02290158 0.03279509] FORWARD: [-0.02290158 0.03279509] [0.40847232 0.38353044] BACKWARD: [-0.02290158 0.03279509] [0.40847232 0.38353044] setting seed = 94 reflecting at [0.18607047 0.43045606] with direction [0.03999576 0.00058272] chose normal [-0.99138772 -0.13095947] 38 reflecting at [0.18607047 0.43045606] with direction [0.03999576 0.00058272] reflecting with [-0.85869194 0.51249211] new direction [-0.01847325 0.03547871] re-reflecting gives direction [0.03999576 0.00058272] FORWARD: [0.03999576 0.00058272] [0.18607047 0.43045606] BACKWARD: [0.03999576 0.00058272] [0.18607047 0.43045606] setting seed = 95 reflecting at [0.1329267 0.27135336] with direction [0.00593512 0.03955723] setting seed = 96 reflecting at [0.57282441 0.43763627] with direction [0.02371945 0.0322085 ] chose normal [-0.98828152 0.15264217] 98 reflecting at [0.57282441 0.43763627] with direction [0.02371945 0.0322085 ] reflecting with [-0.96810281 0.25055328] new direction [-0.00511631 0.03967144] re-reflecting gives direction [0.02371945 0.0322085 ] FORWARD: [0.02371945 0.0322085 ] [0.57282441 0.43763627] BACKWARD: [0.02371945 0.0322085 ] [0.57282441 0.43763627] setting seed = 97 reflecting at [0.59701368 0.45505001] with direction [0.00858305 0.03906829] chose normal [ 0.97234847 -0.23353469] 26 reflecting at [0.59701368 0.45505001] with direction [0.00858305 0.03906829] reflecting with [-0.96293126 -0.26974691] new direction [-0.02762979 0.02892395] re-reflecting gives direction [0.00858305 0.03906829] FORWARD: [0.00858305 0.03906829] [0.59701368 0.45505001] BACKWARD: [0.00858305 0.03906829] [0.59701368 0.45505001] setting seed = 98 reflecting at [0.05036115 0.45117145] with direction [-0.0046699 -0.03972646] chose normal [0.50785771 0.86144097] 48 reflecting at [0.05036115 0.45117145] with direction [-0.0046699 -0.03972646] reflecting with [0.9858335 0.16772692] new direction [ 0.01754476 -0.03594693] re-reflecting gives direction [-0.0046699 -0.03972646] FORWARD: [-0.0046699 -0.03972646] [0.05036115 0.45117145] BACKWARD: [-0.0046699 -0.03972646] [0.05036115 0.45117145] setting seed = 99 reflecting at [0.50555553 0.58688913] with direction [-0.03999867 -0.00032601] chose normal [0.99595977 0.08980054] 53 reflecting at [0.50555553 0.58688913] with direction [-0.03999867 -0.00032601] reflecting with [ 0.8602646 -0.50984784] new direction [ 0.01891779 -0.03524368] re-reflecting gives direction [-0.03999867 -0.00032601] FORWARD: [-0.03999867 -0.00032601] [0.50555553 0.58688913] BACKWARD: [-0.03999867 -0.00032601] [0.50555553 0.58688913]
Passed	tests/test_stepsampling.py::test_stepsampler_cubemh	13.34
------------------------------Captured stdout call------------------------------ [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.16) * Expected Volume: exp(0.00) param0: +0.000\|*************************************************\| +1.000 param1: +0.0000\|***********************************************\| +1.0000 param2: +0.000\|************************************************\| +1.000 ineffective proposal scale (1). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.787986). shrinking... ineffective proposal scale (0.727821). shrinking... ineffective proposal scale (0.672249). shrinking... Z=-inf(0.00%) \| Like=-30.68..-0.33 [-30.6766..-0.5047] \| it/evals=0/412 eff=0.0000% N=400 ineffective proposal scale (0.672249). shrinking... ineffective proposal scale (0.620921). shrinking... ineffective proposal scale (0.573512). shrinking... ineffective proposal scale (0.529723). shrinking... ineffective proposal scale (0.573512). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.493179). shrinking... ineffective proposal scale (0.493179). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.493179). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.493179). shrinking... ineffective proposal scale (0.538205). shrinking... ineffective proposal scale (0.538205). shrinking... ineffective proposal scale (0.582695). shrinking... ineffective proposal scale (0.538205). shrinking... ineffective proposal scale (0.497111). shrinking... ineffective proposal scale (0.505071). shrinking... ineffective proposal scale (0.509098). shrinking... ineffective proposal scale (0.513158). shrinking... ineffective proposal scale (0.473977). shrinking... ineffective proposal scale (0.437788). shrinking... ineffective proposal scale (0.473977). shrinking... ineffective proposal scale (0.441279). shrinking... ineffective proposal scale (0.407586). shrinking... Z=-26.3(0.00%) \| Like=-22.25..-0.33 [-30.6766..-0.5047] \| it/evals=32/796 eff=8.0808% N=400 ineffective proposal scale (0.407586). shrinking... ineffective proposal scale (0.427479). shrinking... Z=-24.1(0.00%) \| Like=-20.28..-0.33 [-30.6766..-0.5047] \| it/evals=50/1012 eff=8.1699% N=400 ineffective proposal scale (0.505071). shrinking... ineffective proposal scale (0.466507). shrinking... ineffective proposal scale (0.401162). shrinking... ineffective proposal scale (0.370532). shrinking... ineffective proposal scale (0.350494). shrinking... ineffective proposal scale (0.350494). shrinking... Z=-22.3(0.00%) \| Like=-18.43..-0.33 [-30.6766..-0.5047] \| it/evals=67/1216 eff=8.2108% N=400 ineffective proposal scale (0.326314). shrinking... ineffective proposal scale (0.414112). shrinking... Mono-modal Volume: ~exp(-4.50) Expected Volume: exp(-0.20) param0: +0.000\|*************************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|************************************************\| +1.000 Z=-21.0(0.00%) \| Like=-17.12..-0.33 [-30.6766..-0.5047] \| it/evals=81/1384 eff=8.2317% N=400 Z=-19.2(0.00%) \| Like=-15.59..-0.33 [-30.6766..-0.5047] \| it/evals=100/1612 eff=8.2508% N=400 Z=-17.3(0.00%) \| Like=-13.92..-0.33 [-30.6766..-0.5047] \| it/evals=134/2020 eff=8.2716% N=400 Z=-16.4(0.00%) \| Like=-13.13..-0.33 [-30.6766..-0.5047] \| it/evals=150/2212 eff=8.2781% N=400 Mono-modal Volume: ~exp(-4.72) Expected Volume: exp(-0.41) param0: +0.000\|*************************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|***********************************************\| +1.000 Z=-15.8(0.00%) \| Like=-12.32..-0.33 [-30.6766..-0.5047] \| it/evals=162/2356 eff=8.2822% N=400 Z=-14.3(0.00%) \| Like=-11.11..-0.19 [-30.6766..-0.5047] \| it/evals=196/2764 eff=8.2910% N=400 Z=-14.1(0.00%) \| Like=-11.04..-0.19 [-30.6766..-0.5047] \| it/evals=200/2812 eff=8.2919% N=400 Z=-13.0(0.01%) \| Like=-9.73..-0.19 [-30.6766..-0.5047] \| it/evals=235/3232 eff=8.2980% N=400 Mono-modal Volume: ~exp(-4.72) Expected Volume: exp(-0.61) param0: +0.000\|***********************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.00\|************************************************\| +1.00 Z=-12.5(0.01%) \| Like=-9.36..-0.19 [-30.6766..-0.5047] \| it/evals=250/3412 eff=8.3001% N=400 Z=-11.5(0.03%) \| Like=-8.49..-0.19 [-30.6766..-0.5047] \| it/evals=284/3820 eff=8.3041% N=400 Z=-11.1(0.05%) \| Like=-8.03..-0.19 [-30.6766..-0.5047] \| it/evals=300/4012 eff=8.3056% N=400 Mono-modal Volume: ~exp(-4.78) Expected Volume: exp(-0.81) param0: +0.000\|*************************************************\| +1.000 param1: +1.0e-06\|***********************************************\| +1.0e+00 param2: +0.00\|************************************************\| +1.00 Z=-10.5(0.08%) \| Like=-7.43..-0.19 [-30.6766..-0.5047] \| it/evals=324/4300 eff=8.3077% N=400 Z=-9.9(0.15%) \| Like=-6.96..-0.19 [-30.6766..-0.5047] \| it/evals=350/4612 eff=8.3096% N=400 Z=-9.4(0.25%) \| Like=-6.52..-0.02 [-30.6766..-0.5047] \| it/evals=382/4996 eff=8.3116% N=400 Z=-9.1(0.34%) \| Like=-6.15..-0.02 [-30.6766..-0.5047] \| it/evals=400/5212 eff=8.3126% N=400 Mono-modal Volume: ~exp(-4.89) Expected Volume: exp(-1.01) param0: +0.00\|*************************************************\| +1.00 param1: +1.0e-06\|******************************************* \| +1.0e+00 param2: +0.00\|*************************************************\| +1.00 Z=-9.0(0.37%) \| Like=-6.14..-0.02 [-30.6766..-0.5047] \| it/evals=405/5272 eff=8.3128% N=400 Z=-8.5(0.61%) \| Like=-5.71..-0.02 [-30.6766..-0.5047] \| it/evals=440/5692 eff=8.3144% N=400 Z=-8.3(0.69%) \| Like=-5.63..-0.02 [-30.6766..-0.5047] \| it/evals=450/5812 eff=8.3149% N=400 Z=-8.0(1.02%) \| Like=-5.32..-0.02 [-30.6766..-0.5047] \| it/evals=485/6232 eff=8.3162% N=400 Mono-modal Volume: ~exp(-5.21) Expected Volume: exp(-1.21) param0: +0.00\|*************************************************\| +1.00 param1: +0.000\|******************************************* \| +1.000 param2: +0.00\| ************************************************\| +1.00 Z=-7.9(1.03%) \| Like=-5.32..-0.02 [-30.6766..-0.5047] \| it/evals=486/6244 eff=8.3162% N=400 Z=-7.8(1.18%) \| Like=-5.22..-0.02 [-30.6766..-0.5047] \| it/evals=500/6412 eff=8.3167% N=400 Z=-7.5(1.60%) \| Like=-4.91..-0.02 [-30.6766..-0.5047] \| it/evals=537/6856 eff=8.3178% N=400 Z=-7.4(1.79%) \| Like=-4.79..-0.02 [-30.6766..-0.5047] \| it/evals=550/7012 eff=8.3182% N=400 Mono-modal Volume: ~exp(-5.29) Expected Volume: exp(-1.42) param0: +0.00\| ************************************************\| +1.00 param1: +0.00\|******************************************* \| +1.00 param2: +0.00\| ********************************************** \| +1.00 Z=-7.2(2.03%) \| Like=-4.63..-0.02 [-30.6766..-0.5047] \| it/evals=567/7216 eff=8.3187% N=400 Z=-7.0(2.68%) \| Like=-4.38..-0.02 [-30.6766..-0.5047] \| it/evals=600/7612 eff=8.3195% N=400 Z=-6.7(3.53%) \| Like=-4.11..-0.02 [-30.6766..-0.5047] \| it/evals=634/8020 eff=8.3202% N=400 Mono-modal Volume: ~exp(-5.36) Expected Volume: exp(-1.62) positive degeneracy between param1 and param2: rho=0.76 param0: +0.00\| ********************************************** \| +1.00 param1: +0.00\| ******************************************* * \| +1.00 param2: +0.00\| *********************************************** \| +1.00 Z=-6.6(3.86%) \| Like=-4.03..-0.02 [-30.6766..-0.5047] \| it/evals=648/8188 eff=8.3205% N=400 Z=-6.6(3.93%) \| Like=-4.00..-0.02 [-30.6766..-0.5047] \| it/evals=650/8212 eff=8.3205% N=400 Z=-6.4(4.75%) \| Like=-3.82..-0.02 [-30.6766..-0.5047] \| it/evals=677/8536 eff=8.3210% N=400 Z=-6.3(5.22%) \| Like=-3.62..-0.02 [-30.6766..-0.5047] \| it/evals=696/8764 eff=8.3214% N=400 Z=-6.3(5.38%) \| Like=-3.55..-0.02 [-30.6766..-0.5047] \| it/evals=700/8812 eff=8.3214% N=400 Z=-6.2(6.02%) \| Like=-3.41..-0.02 [-30.6766..-0.5047] \| it/evals=717/9016 eff=8.3217% N=400 Mono-modal Volume: ~exp(-5.77) * Expected Volume: exp(-1.82) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.78 param0: +0.00\| ****************************************** \| +1.00 param1: +0.00\| ****************************************** * \| +1.00 param2: +0.00\| ******************************************** \| +1.00 Z=-6.1(6.52%) \| Like=-3.35..-0.02 [-30.6766..-0.5047] \| it/evals=729/9160 eff=8.3219% N=400 Z=-6.0(7.17%) \| Like=-3.20..-0.02 [-30.6766..-0.5047] \| it/evals=749/9400 eff=8.3222% N=400 Z=-6.0(7.23%) \| Like=-3.20..-0.02 [-30.6766..-0.5047] \| it/evals=750/9412 eff=8.3222% N=400 Z=-5.9(8.02%) \| Like=-3.09..-0.02 [-30.6766..-0.5047] \| it/evals=766/9604 eff=8.3225% N=400 Z=-5.8(8.84%) \| Like=-3.02..-0.02 [-30.6766..-0.5047] \| it/evals=783/9808 eff=8.3227% N=400 Z=-5.7(9.75%) \| Like=-2.91..-0.02 [-30.6766..-0.5047] \| it/evals=800/10012 eff=8.3229% N=400 Mono-modal Volume: ~exp(-5.77) Expected Volume: exp(-2.02) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.77 param0: +0.00\| *************************************** \| +1.00 param1: +0.00\| **************************************** \| +1.00 param2: +0.00\| ***************************************** \| +1.00 Z=-5.6(10.28%) \| Like=-2.85..-0.02 [-30.6766..-0.5047] \| it/evals=810/10132 eff=8.3231% N=400 Z=-5.5(11.42%) \| Like=-2.77..-0.02 [-30.6766..-0.5047] \| it/evals=831/10384 eff=8.3233% N=400 Z=-5.5(12.14%) \| Like=-2.71..-0.02 [-30.6766..-0.5047] \| it/evals=844/10540 eff=8.3235% N=400 Z=-5.4(12.52%) \| Like=-2.66..-0.02 [-30.6766..-0.5047] \| it/evals=850/10612 eff=8.3235% N=400 Z=-5.3(14.26%) \| Like=-2.56..-0.02 [-30.6766..-0.5047] \| it/evals=881/10984 eff=8.3239% N=400 Mono-modal Volume: ~exp(-5.77) Expected Volume: exp(-2.23) positive degeneracy between param0 and param2: rho=0.78 positive degeneracy between param1 and param2: rho=0.75 param0: +0.00\| ************************************** \| +1.00 param1: +0.00\| ************************************** \| +1.00 param2: +0.00\| ***************************************** \| +1.00 Z=-5.2(15.48%) \| Like=-2.51..-0.02 [-30.6766..-0.5047] \| it/evals=900/11212 eff=8.3241% N=400 Z=-5.1(17.37%) \| Like=-2.39..-0.02 [-30.6766..-0.5047] \| it/evals=932/11596 eff=8.3244% N=400 Z=-5.0(18.55%) \| Like=-2.29..-0.02 [-30.6766..-0.5047] \| it/evals=950/11812 eff=8.3246% N=400 Z=-5.0(19.92%) \| Like=-2.20..-0.02 [-30.6766..-0.5047] \| it/evals=970/12052 eff=8.3248% N=400 Mono-modal Volume: ~exp(-6.35) * Expected Volume: exp(-2.43) positive degeneracy between param0 and param2: rho=0.78 positive degeneracy between param1 and param2: rho=0.76 param0: +0.00\| **************************************** \| +1.00 param1: +0.0\| ************************************* \| +1.0 param2: +0.0\| **************** ****************** \| +1.0 Z=-5.0(20.07%) \| Like=-2.20..-0.02 [-30.6766..-0.5047] \| it/evals=972/12076 eff=8.3248% N=400 Z=-4.9(21.68%) \| Like=-2.12..-0.02 [-30.6766..-0.5047] \| it/evals=997/12376 eff=8.3250% N=400 Z=-4.9(21.85%) \| Like=-2.11..-0.02 [-30.6766..-0.5047] \| it/evals=1000/12412 eff=8.3250% N=400 Z=-4.8(24.28%) \| Like=-1.97..-0.02 [-30.6766..-0.5047] \| it/evals=1034/12820 eff=8.3253% N=400 Z=-4.7(25.54%) \| Like=-1.92..-0.02 [-30.6766..-0.5047] \| it/evals=1050/13012 eff=8.3254% N=400 Have 2 modes Volume: ~exp(-7.02) * Expected Volume: exp(-2.63) positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 11111111111111111111 2222222222222222222 \| +1.0 param1: +0.0\| 111111111111111111122222222222222222222 \| +1.0 param2: +0.0\| 1111111111111111111 22222222222222222222 \| +1.0 Z=-4.7(25.75%) \| Like=-1.92..-0.02 [-30.6766..-0.5047] \| it/evals=1053/13048 eff=8.3254% N=400 Z=-4.6(27.92%) \| Like=-1.79..-0.02 [-30.6766..-0.5047] \| it/evals=1083/13409 eff=8.3250% N=400 Z=-4.6(29.04%) \| Like=-1.73..-0.02 [-30.6766..-0.5047] \| it/evals=1100/13614 eff=8.3245% N=400 Z=-4.5(31.33%) \| Like=-1.61..-0.02 [-30.6766..-0.5047] \| it/evals=1131/13986 eff=8.3247% N=400 Have 2 modes Volume: ~exp(-7.29) * Expected Volume: exp(-2.83) positive degeneracy between param0 and param2: rho=0.77 param0: +0.0\| 111111111111111111 222222222222222222 \| +1.0 param1: +0.0\| 111111111111111111 222222222222222222 \| +1.0 param2: +0.0\| 11111111111111111 1 222222222222222222 \| +1.0 Z=-4.5(31.59%) \| Like=-1.60..-0.02 [-30.6766..-0.5047] \| it/evals=1134/14022 eff=8.3248% N=400 Z=-4.4(32.87%) \| Like=-1.56..-0.02 [-30.6766..-0.5047] \| it/evals=1150/14214 eff=8.3249% N=400 Z=-4.4(34.75%) \| Like=-1.51..-0.02 [-30.6766..-0.5047] \| it/evals=1172/14478 eff=8.3250% N=400 Z=-4.3(36.23%) \| Like=-1.47..-0.02 [-30.6766..-0.5047] \| it/evals=1192/14718 eff=8.3252% N=400 Z=-4.3(36.90%) \| Like=-1.45..-0.02 [-30.6766..-0.5047] \| it/evals=1200/14814 eff=8.3252% N=400 Have 2 modes Volume: ~exp(-7.29) Expected Volume: exp(-3.04) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0\| 01111111111111111 22222222222222222 \| +1.0 param1: +0.0\| 11111111111111111 22222222222222222 \| +1.0 param2: +0.0\| 11111111111111110 22222222222222222 \| +1.0 Z=-4.3(38.27%) \| Like=-1.41..-0.02 [-30.6766..-0.5047] \| it/evals=1215/14994 eff=8.3253% N=400 Z=-4.2(40.29%) \| Like=-1.35..-0.02 [-30.6766..-0.5047] \| it/evals=1238/15270 eff=8.3255% N=400 Z=-4.2(41.33%) \| Like=-1.33..-0.02 [-30.6766..-0.5047] \| it/evals=1250/15414 eff=8.3256% N=400 Z=-4.2(43.97%) \| Like=-1.24..-0.02 [-30.6766..-0.5047] \| it/evals=1280/15775 eff=8.3252% N=400 Have 2 modes Volume: ~exp(-7.95) * Expected Volume: exp(-3.24) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 1111111111111111 2222222222222222 \| +1.0 param1: +0.0\| 1111111111111111 22222222222222222 \| +1.0 param2: +0.0\| 111111111111111 222222222222222 \| +1.0 Z=-4.1(45.32%) \| Like=-1.20..-0.02 [-30.6766..-0.5047] \| it/evals=1296/15967 eff=8.3253% N=400 Z=-4.1(45.63%) \| Like=-1.19..-0.02 [-30.6766..-0.5047] \| it/evals=1300/16015 eff=8.3253% N=400 Z=-4.1(48.16%) \| Like=-1.12..-0.02 [-30.6766..-0.5047] \| it/evals=1333/16411 eff=8.3255% N=400 Z=-4.0(49.56%) \| Like=-1.10..-0.02 [-30.6766..-0.5047] \| it/evals=1350/16615 eff=8.3256% N=400 Have 2 modes Volume: ~exp(-8.07) * Expected Volume: exp(-3.44) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 11111111111111 222222222222222 \| +1.0 param1: +0.0\| 11111111111111 222222222222222 \| +1.0 param2: +0.0\| 111111111111111 22222222222222 \| +1.0 Z=-4.0(51.72%) \| Like=-1.06..-0.02 [-30.6766..-0.5047] \| it/evals=1377/16939 eff=8.3258% N=400 Z=-4.0(53.50%) \| Like=-1.01..-0.02 [-30.6766..-0.5047] \| it/evals=1400/17215 eff=8.3259% N=400 Z=-3.9(55.54%) \| Like=-0.98..-0.02 [-30.6766..-0.5047] \| it/evals=1428/17551 eff=8.3260% N=400 Z=-3.9(57.11%) \| Like=-0.94..-0.02 [-30.6766..-0.5047] \| it/evals=1450/17815 eff=8.3262% N=400 Have 2 modes Volume: ~exp(-8.07) Expected Volume: exp(-3.64) positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 11111111111111 22222222222222 \| +1.0 param1: +0.0\| 11111111111111 02222222222222 \| +1.0 param2: +0.0\| 11111111111111 02222222222222 \| +1.0 Z=-3.9(58.42%) \| Like=-0.92..-0.02 [-30.6766..-0.5047] \| it/evals=1469/18043 eff=8.3262% N=400 Z=-3.8(60.55%) \| Like=-0.88..-0.02 [-30.6766..-0.5047] \| it/evals=1500/18415 eff=8.3264% N=400 Z=-3.8(62.73%) \| Like=-0.83..-0.02 [-30.6766..-0.5047] \| it/evals=1534/18823 eff=8.3265% N=400 Have 2 modes Volume: ~exp(-8.21) * Expected Volume: exp(-3.85) param0: +0.0\| 11111111111111 2222222222222 \| +1.0 param1: +0.0\| 111111111111 2222222222222 \| +1.0 param2: +0.0\| 1111111111111 222222222222 \| +1.0 Z=-3.8(63.04%) \| Like=-0.82..-0.02 [-30.6766..-0.5047] \| it/evals=1539/18883 eff=8.3266% N=400 Z=-3.8(63.78%) \| Like=-0.81..-0.02 [-30.6766..-0.5047] \| it/evals=1550/19015 eff=8.3266% N=400 Z=-3.7(66.14%) \| Like=-0.77..-0.02 [-30.6766..-0.5047] \| it/evals=1588/19471 eff=8.3268% N=400 Z=-3.7(66.95%) \| Like=-0.75..-0.02 [-30.6766..-0.5047] \| it/evals=1600/19615 eff=8.3268% N=400 Z=-3.7(67.98%) \| Like=-0.72..-0.02 [-30.6766..-0.5047] \| it/evals=1617/19819 eff=8.3269% N=400 Have 2 modes Volume: ~exp(-8.59) * Expected Volume: exp(-4.05) param0: +0.0\| 111111111111 2222222222222 \| +1.0 param1: +0.0\| 11111111111 2222222222222 \| +1.0 param2: +0.0\| 111111111111 22222222222 +0.8 \| +1.0 Z=-3.7(68.14%) \| Like=-0.72..-0.01 [-30.6766..-0.5047] \| it/evals=1620/19855 eff=8.3269% N=400 Z=-3.7(69.74%) \| Like=-0.69..-0.01 [-30.6766..-0.5047] \| it/evals=1648/20191 eff=8.3270% N=400 Z=-3.7(69.83%) \| Like=-0.69..-0.01 [-30.6766..-0.5047] \| it/evals=1650/20215 eff=8.3270% N=400 Z=-3.7(71.74%) \| Like=-0.64..-0.01 [-30.6766..-0.5047] \| it/evals=1684/20623 eff=8.3272% N=400 Z=-3.6(72.58%) \| Like=-0.63..-0.01 [-30.6766..-0.5047] \| it/evals=1700/20815 eff=8.3272% N=400 Have 2 modes Volume: ~exp(-8.87) * Expected Volume: exp(-4.25) param0: +0.0\| 111111111111 222222222222 \| +1.0 param1: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 param2: +0.0\| 111111111111 22222222222 +0.8 \| +1.0 Z=-3.6(72.61%) \| Like=-0.63..-0.01 [-30.6766..-0.5047] \| it/evals=1701/20827 eff=8.3272% N=400 Z=-3.6(74.49%) \| Like=-0.59..-0.01 [-30.6766..-0.5047] \| it/evals=1737/21259 eff=8.3273% N=400 Z=-3.6(75.14%) \| Like=-0.58..-0.01 [-30.6766..-0.5047] \| it/evals=1750/21415 eff=8.3274% N=400 Have 2 modes Volume: ~exp(-9.00) * Expected Volume: exp(-4.45) param0: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 param1: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 param2: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 Z=-3.6(76.66%) \| Like=-0.56..-0.01 [-30.6766..-0.5047] \| it/evals=1782/21799 eff=8.3275% N=400 Z=-3.6(77.47%) \| Like=-0.54..-0.01 [-30.6766..-0.5047] \| it/evals=1800/22015 eff=8.3276% N=400 Z=-3.6(79.17%) \| Like=-0.50..-0.01 [-0.5042..-0.5032]\| it/evals=1839/22483 eff=8.3277% N=400 Z=-3.6(79.61%) \| Like=-0.50..-0.01 [-0.4966..-0.4945]\| it/evals=1850/22615 eff=8.3277% N=400 Have 2 modes Volume: ~exp(-9.02) * Expected Volume: exp(-4.66) param0: +0.0\| 1111111111 22222222222 +0.8 \| +1.0 param1: +0.0\| 1111111111 2222222222 +0.8 \| +1.0 param2: +0.0\| 11111111111 2222222222 +0.8 \| +1.0 Z=-3.5(80.12%) \| Like=-0.49..-0.01 [-0.4857..-0.4848]\| it/evals=1863/22771 eff=8.3277% N=400 Z=-3.5(81.59%) \| Like=-0.45..-0.01 [-0.4535..-0.4532]\| it/evals=1899/23203 eff=8.3279% N=400 Z=-3.5(81.63%) \| Like=-0.45..-0.01 [-0.4532..-0.4523]\| it/evals=1900/23215 eff=8.3279% N=400 Z=-3.5(83.16%) \| Like=-0.42..-0.01 [-0.4232..-0.4226]\| it/evals=1941/23707 eff=8.3280% N=400 Have 2 modes Volume: ~exp(-9.02) Expected Volume: exp(-4.86) param0: +0.0\| 1111111111 2222222222 +0.8 \| +1.0 param1: +0.0\| 1111111111 222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 111111111 2222222222 +0.8 \| +1.0 Z=-3.5(83.47%) \| Like=-0.42..-0.01 [-0.4197..-0.4190]\| it/evals=1950/23815 eff=8.3280% N=400 Z=-3.5(84.87%) \| Like=-0.39..-0.01 [-0.3939..-0.3939]\| it/evals=1993/24331 eff=8.3281% N=400 Z=-3.5(85.10%) \| Like=-0.39..-0.01 [-0.3886..-0.3878]\| it/evals=2000/24415 eff=8.3281% N=400 Have 2 modes Volume: ~exp(-9.02) Expected Volume: exp(-5.06) param0: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 Z=-3.5(85.99%) \| Like=-0.37..-0.01 [-0.3718..-0.3717]\| it/evals=2028/24751 eff=8.3282% N=400 Z=-3.5(86.64%) \| Like=-0.36..-0.01 [-0.3602..-0.3594]\| it/evals=2050/25016 eff=8.3279% N=400 Z=-3.5(87.76%) \| Like=-0.34..-0.01 [-0.3366..-0.3359]\| it/evals=2092/25520 eff=8.3280% N=400 Z=-3.5(87.97%) \| Like=-0.33..-0.01 [-0.3326..-0.3325]\| it/evals=2100/25616 eff=8.3280% N=400 Have 2 modes Volume: ~exp(-9.02) Expected Volume: exp(-5.27) param0: +0.0\| +0.2 111111110 022222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111110 22222222 +0.8 \| +1.0 param2: +0.0\| +0.2 111111111 022222220 +0.8 \| +1.0 Z=-3.4(88.73%) \| Like=-0.32..-0.01 [-0.3187..-0.3182]\| it/evals=2130/25976 eff=8.3281% N=400 Z=-3.4(89.22%) \| Like=-0.31..-0.01 [-0.3093..-0.3081]\| it/evals=2150/26216 eff=8.3282% N=400 Have 2 modes Volume: ~exp(-9.24) Expected Volume: exp(-5.47) param0: +0.0\| +0.2 11111111 22222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111111 22222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 22222222 +0.8 \| +1.0 Z=-3.4(90.06%) \| Like=-0.29..-0.01 [-0.2876..-0.2874]\| it/evals=2187/26660 eff=8.3283% N=400 Z=-3.4(90.36%) \| Like=-0.28..-0.01 [-0.2825..-0.2811]\| it/evals=2200/26816 eff=8.3283% N=400 Z=-3.4(91.05%) \| Like=-0.27..-0.01 [-0.2670..-0.2664]\| it/evals=2233/27212 eff=8.3284% N=400 Z=-3.4(91.38%) \| Like=-0.26..-0.01 [-0.2585..-0.2584]\| it/evals=2250/27416 eff=8.3284% N=400 Have 2 modes Volume: ~exp(-9.43) * Expected Volume: exp(-5.67) param0: +0.0\| +0.2 11111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 22222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.4(91.72%) \| Like=-0.25..-0.01 [-0.2479..-0.2478]\| it/evals=2268/27632 eff=8.3284% N=400 Z=-3.4(92.26%) \| Like=-0.24..-0.00 [-0.2359..-0.2356]\| it/evals=2298/27992 eff=8.3285% N=400 Z=-3.4(92.29%) \| Like=-0.24..-0.00 [-0.2353..-0.2353]\| it/evals=2300/28016 eff=8.3285% N=400 Z=-3.4(92.82%) \| Like=-0.22..-0.00 [-0.2240..-0.2233]\| it/evals=2331/28388 eff=8.3286% N=400 Have 2 modes Volume: ~exp(-10.04) * Expected Volume: exp(-5.87) param0: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.4(93.10%) \| Like=-0.22..-0.00 [-0.2171..-0.2168]\| it/evals=2349/28604 eff=8.3286% N=400 Z=-3.4(93.12%) \| Like=-0.22..-0.00 [-0.2168..-0.2166]\| it/evals=2350/28616 eff=8.3286% N=400 Z=-3.4(93.56%) \| Like=-0.21..-0.00 [-0.2087..-0.2085]\| it/evals=2378/28952 eff=8.3287% N=400 Z=-3.4(93.88%) \| Like=-0.20..-0.00 [-0.1997..-0.1994]\| it/evals=2400/29216 eff=8.3287% N=400 Have 2 modes Volume: ~exp(-10.06) * Expected Volume: exp(-6.08) param0: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.7 \| +1.0 Z=-3.4(94.29%) \| Like=-0.19..-0.00 [-0.1926..-0.1923]\| it/evals=2430/29576 eff=8.3288% N=400 Z=-3.4(94.55%) \| Like=-0.19..-0.00 [-0.1858..-0.1855]\| it/evals=2450/29816 eff=8.3288% N=400 Z=-3.4(94.89%) \| Like=-0.18..-0.00 [-0.1795..-0.1793]\| it/evals=2478/30152 eff=8.3289% N=400 Z=-3.4(95.14%) \| Like=-0.17..-0.00 [-0.1731..-0.1710]\| it/evals=2500/30416 eff=8.3289% N=400 Have 2 modes Volume: ~exp(-10.06) Expected Volume: exp(-6.28) param0: +0.0\| +0.2 1111111 222222 +0.7 \| +1.0 param1: +0.0\| +0.2 111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.7 \| +1.0 Z=-3.4(95.28%) \| Like=-0.17..-0.00 [-0.1679..-0.1678]\| it/evals=2513/30572 eff=8.3289% N=400 Z=-3.4(95.61%) \| Like=-0.16..-0.00 [-0.1611..-0.1609]\| it/evals=2544/30944 eff=8.3290% N=400 Z=-3.4(95.68%) \| Like=-0.16..-0.00 [-0.1596..-0.1592]\| it/evals=2550/31016 eff=8.3290% N=400 Z=-3.4(95.99%) \| Like=-0.15..-0.00 [-0.1496..-0.1494]\| it/evals=2582/31400 eff=8.3290% N=400 Have 2 modes Volume: ~exp(-10.43) * Expected Volume: exp(-6.48) param0: +0.0\| +0.3 111111 2222222 +0.7 \| +1.0 param1: +0.0\| +0.2 111111 222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.4(96.08%) \| Like=-0.15..-0.00 [-0.1475..-0.1471]\| it/evals=2592/31520 eff=8.3290% N=400 Z=-3.4(96.15%) \| Like=-0.15..-0.00 [-0.1457..-0.1456]\| it/evals=2600/31616 eff=8.3291% N=400 Z=-3.4(96.42%) \| Like=-0.14..-0.00 [-0.1378..-0.1372]\| it/evals=2631/31988 eff=8.3291% N=400 Z=-3.4(96.55%) \| Like=-0.13..-0.00 [-0.1334..-0.1332]\| it/evals=2646/32168 eff=8.3291% N=400 Z=-3.4(96.58%) \| Like=-0.13..-0.00 [-0.1321..-0.1315]\| it/evals=2650/32216 eff=8.3291% N=400 Have 2 modes Volume: ~exp(-10.51) Expected Volume: exp(-6.68) param0: +0.0\| +0.3 111111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 111111 222222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 222222 +0.7 \| +1.0 Z=-3.4(96.76%) \| Like=-0.13..-0.00 [-0.1266..-0.1262]\| it/evals=2673/32492 eff=8.3292% N=400 Z=-3.4(96.96%) \| Like=-0.12..-0.00 [-0.1213..-0.1212]\| it/evals=2700/32816 eff=8.3292% N=400 Z=-3.4(97.20%) \| Like=-0.11..-0.00 [-0.1145..-0.1143]\| it/evals=2734/33224 eff=8.3293% N=400 Z=-3.4(97.30%) \| Like=-0.11..-0.00 [-0.1110..-0.1105]\| it/evals=2750/33416 eff=8.3293% N=400 Have 2 modes Volume: ~exp(-10.90) * Expected Volume: exp(-6.89) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.4(97.33%) \| Like=-0.11..-0.00 [-0.1100..-0.1100]\| it/evals=2754/33464 eff=8.3293% N=400 Z=-3.4(97.54%) \| Like=-0.10..-0.00 [-0.1031..-0.1029]\| it/evals=2788/33872 eff=8.3293% N=400 Z=-3.4(97.61%) \| Like=-0.10..-0.00 [-0.1011..-0.1010]\| it/evals=2800/34016 eff=8.3294% N=400 Have 2 modes Volume: ~exp(-11.08) Expected Volume: exp(-7.09) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.3(97.80%) \| Like=-0.09..-0.00 [-0.0944..-0.0943]\| it/evals=2835/34436 eff=8.3294% N=400 Z=-3.3(97.88%) \| Like=-0.09..-0.00 [-0.0916..-0.0915]\| it/evals=2850/34616 eff=8.3294% N=400 Z=-3.3(98.05%) \| Like=-0.09..-0.00 [-0.0870..-0.0870]\| it/evals=2884/35024 eff=8.3295% N=400 Z=-3.3(98.12%) \| Like=-0.08..-0.00 [-0.0847..-0.0844]\| it/evals=2900/35216 eff=8.3295% N=400 Have 2 modes Volume: ~exp(-11.25) * Expected Volume: exp(-7.29) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.3(98.19%) \| Like=-0.08..-0.00 [-0.0816..-0.0816]\| it/evals=2916/35408 eff=8.3295% N=400 Z=-3.3(98.34%) \| Like=-0.08..-0.00 [-0.0777..-0.0777]\| it/evals=2950/35816 eff=8.3296% N=400 Z=-3.3(98.47%) \| Like=-0.07..-0.00 [-0.0737..-0.0736]\| it/evals=2984/36224 eff=8.3296% N=400 Have 2 modes Volume: ~exp(-11.96) Expected Volume: exp(-7.49) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.3(98.51%) \| Like=-0.07..-0.00 [-0.0727..-0.0725]\| it/evals=2997/36380 eff=8.3296% N=400 Z=-3.3(98.52%) \| Like=-0.07..-0.00 [-0.0723..-0.0717]\| it/evals=3000/36416 eff=8.3296% N=400 Z=-3.3(98.58%) \| Like=-0.07..-0.00 [-0.0695..-0.0694]\| it/evals=3017/36620 eff=8.3297% N=400 Z=-3.3(98.69%) \| Like=-0.07..-0.00 [-0.0668..-0.0668]\| it/evals=3050/37016 eff=8.3297% N=400 Z=-3.3(98.76%) \| Like=-0.06..-0.00 [-0.0644..-0.0643]\| it/evals=3072/37280 eff=8.3297% N=400 Have 2 modes Volume: ~exp(-12.24) Expected Volume: exp(-7.70) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 1111 22222 +0.7 \| +1.0 Z=-3.3(98.78%) \| Like=-0.06..-0.00 [-0.0639..-0.0638]\| it/evals=3078/37352 eff=8.3297% N=400 Z=-3.3(98.82%) \| Like=-0.06..-0.00 [-0.0623..-0.0622]\| it/evals=3093/37532 eff=8.3297% N=400 Z=-3.3(98.84%) \| Like=-0.06..-0.00 [-0.0617..-0.0617]\| it/evals=3100/37616 eff=8.3298% N=400 Z=-3.3(98.89%) \| Like=-0.06..-0.00 [-0.0598..-0.0597]\| it/evals=3117/37820 eff=8.3298% N=400 Z=-3.3(98.94%) \| Like=-0.06..-0.00 [-0.0579..-0.0578]\| it/evals=3134/38024 eff=8.3298% N=400 Z=-3.3(98.98%) \| Like=-0.06..-0.00 [-0.0569..-0.0564]\| it/evals=3150/38216 eff=8.3298% N=400 Have 2 modes Volume: ~exp(-12.34) * Expected Volume: exp(-7.90) param0: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 param1: +0.0\| +0.3 1111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 Z=-3.3(99.00%) \| Like=-0.06..-0.00 [-0.0558..-0.0558]*\| it/evals=3159/38324 eff=8.3298% N=400 [ultranest] Explored until L=-0.001 [ultranest] Likelihood function evaluations: 38324 [ultranest] logZ = -3.331 +- 0.04495 [ultranest] Effective samples strategy satisfied (ESS = 1794.2, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [ultranest] logZ error budget: single: 0.07 bs:0.04 tail:0.01 total:0.05 required:<0.50 [ultranest] done iterating. logZ = -3.327 +- 0.107 single instance: logZ = -3.327 +- 0.069 bootstrapped : logZ = -3.331 +- 0.106 tail : logZ = +- 0.010 param0 0.50 +- 0.22 param1 0.49 +- 0.22 param2 0.50 +- 0.22 -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=-0.001 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 38324 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.331 +- 0.04495 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1794.2, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.07 bs:0.04 tail:0.01 total:0.05 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.
Passed	tests/test_stepsampling.py::test_stepsampler_regionmh	13.98
------------------------------Captured stdout call------------------------------ [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.16) * Expected Volume: exp(0.00) param0: +0.000\|*************************************************\| +1.000 param1: +0.0000\|***********************************************\| +1.0000 param2: +0.000\|************************************************\| +1.000 ineffective proposal scale (1). shrinking... ineffective proposal scale (0.923647). shrinking... Z=-inf(0.00%) \| Like=-30.68..-0.33 [-30.6766..-0.5047] \| it/evals=0/412 eff=0.0000% N=400 ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.787986). shrinking... ineffective proposal scale (0.727821). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.67761). shrinking... ineffective proposal scale (0.67761). shrinking... ineffective proposal scale (0.67761). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.739474). shrinking... ineffective proposal scale (0.806987). shrinking... Z=-27.8(0.00%) \| Like=-23.39..-0.08 [-30.6766..-0.5047] \| it/evals=24/700 eff=8.0000% N=400 ineffective proposal scale (0.806987). shrinking... ineffective proposal scale (0.806987). shrinking... ineffective proposal scale (0.806987). shrinking... ineffective proposal scale (0.806987). shrinking... ineffective proposal scale (0.745371). shrinking... ineffective proposal scale (0.745371). shrinking... ineffective proposal scale (0.68846). shrinking... ineffective proposal scale (0.640965). shrinking... ineffective proposal scale (0.592025). shrinking... ineffective proposal scale (0.601505). shrinking... ineffective proposal scale (0.555578). shrinking... ineffective proposal scale (0.601505). shrinking... ineffective proposal scale (0.611136). shrinking... ineffective proposal scale (0.616009). shrinking... ineffective proposal scale (0.573512). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.630863). shrinking... ineffective proposal scale (0.538205). shrinking... ineffective proposal scale (0.497111). shrinking... Z=-24.1(0.00%) \| Like=-20.30..-0.08 [-30.6766..-0.5047] \| it/evals=50/1012 eff=8.1699% N=400 ineffective proposal scale (0.546822). shrinking... ineffective proposal scale (0.505071). shrinking... Z=-21.4(0.00%) \| Like=-17.58..-0.08 [-30.6766..-0.5047] \| it/evals=79/1360 eff=8.2292% N=400 Mono-modal Volume: ~exp(-4.22) Expected Volume: exp(-0.20) param0: +0.00\|*************************************************\| +1.00 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|************************************************\| +1.000 Z=-21.2(0.00%) \| Like=-17.34..-0.08 [-30.6766..-0.5047] \| it/evals=81/1384 eff=8.2317% N=400 ineffective proposal scale (0.448344). shrinking... Z=-19.4(0.00%) \| Like=-15.70..-0.08 [-30.6766..-0.5047] \| it/evals=100/1612 eff=8.2508% N=400 Z=-17.6(0.00%) \| Like=-14.24..-0.08 [-30.6766..-0.5047] \| it/evals=130/1972 eff=8.2697% N=400 Z=-16.5(0.00%) \| Like=-12.99..-0.08 [-30.6766..-0.5047] \| it/evals=150/2212 eff=8.2781% N=400 Mono-modal Volume: ~exp(-4.35) Expected Volume: exp(-0.41) param0: +0.000\|*************************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|***********************************************\| +1.000 Z=-15.7(0.00%) \| Like=-12.12..-0.08 [-30.6766..-0.5047] \| it/evals=162/2356 eff=8.2822% N=400 Z=-14.3(0.00%) \| Like=-11.11..-0.08 [-30.6766..-0.5047] \| it/evals=191/2704 eff=8.2899% N=400 Z=-14.0(0.00%) \| Like=-10.81..-0.08 [-30.6766..-0.5047] \| it/evals=200/2813 eff=8.2884% N=400 Z=-12.9(0.01%) \| Like=-9.80..-0.08 [-30.6766..-0.5047] \| it/evals=230/3173 eff=8.2943% N=400 Mono-modal Volume: ~exp(-4.35) Expected Volume: exp(-0.61) param0: +0.000\|***********************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.00\|************************************************\| +1.00 Z=-12.5(0.01%) \| Like=-9.40..-0.08 [-30.6766..-0.5047] \| it/evals=243/3329 eff=8.2963% N=400 Z=-12.3(0.01%) \| Like=-9.16..-0.08 [-30.6766..-0.5047] \| it/evals=250/3413 eff=8.2974% N=400 Z=-11.6(0.03%) \| Like=-8.60..-0.08 [-30.6766..-0.5047] \| it/evals=275/3713 eff=8.3006% N=400 Z=-11.0(0.05%) \| Like=-7.94..-0.08 [-30.6766..-0.5047] \| it/evals=300/4013 eff=8.3033% N=400 Mono-modal Volume: ~exp(-4.86) Expected Volume: exp(-0.81) param0: +0.000\|*************************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.00\|************************************************ \| +1.00 Z=-10.4(0.09%) \| Like=-7.46..-0.08 [-30.6766..-0.5047] \| it/evals=324/4301 eff=8.3056% N=400 Z=-9.9(0.14%) \| Like=-7.09..-0.08 [-30.6766..-0.5047] \| it/evals=350/4613 eff=8.3076% N=400 Z=-9.4(0.22%) \| Like=-6.65..-0.08 [-30.6766..-0.5047] \| it/evals=380/4973 eff=8.3096% N=400 Z=-9.1(0.30%) \| Like=-6.31..-0.08 [-30.6766..-0.5047] \| it/evals=400/5213 eff=8.3108% N=400 Mono-modal Volume: ~exp(-5.09) * Expected Volume: exp(-1.01) param0: +0.000\|* ***********************************************\| +1.000 param1: +0.00\|***********************************************\| +1.00 param2: +0.00\|************************************************ \| +1.00 Z=-9.1(0.33%) \| Like=-6.22..-0.08 [-30.6766..-0.5047] \| it/evals=405/5273 eff=8.3111% N=400 Z=-8.6(0.49%) \| Like=-5.88..-0.08 [-30.6766..-0.5047] \| it/evals=435/5633 eff=8.3126% N=400 Z=-8.4(0.60%) \| Like=-5.75..-0.08 [-30.6766..-0.5047] \| it/evals=450/5813 eff=8.3133% N=400 Z=-8.1(0.83%) \| Like=-5.43..-0.08 [-30.6766..-0.5047] \| it/evals=479/6161 eff=8.3145% N=400 Mono-modal Volume: ~exp(-5.17) * Expected Volume: exp(-1.21) param0: +0.000\|* ***********************************************\| +1.000 param1: +0.00\|***********************************************\| +1.00 param2: +0.000\|********************************************** \| +1.000 Z=-8.0(0.89%) \| Like=-5.41..-0.08 [-30.6766..-0.5047] \| it/evals=486/6245 eff=8.3148% N=400 Z=-7.9(1.04%) \| Like=-5.26..-0.08 [-30.6766..-0.5047] \| it/evals=500/6413 eff=8.3153% N=400 Z=-7.6(1.37%) \| Like=-5.07..-0.06 [-30.6766..-0.5047] \| it/evals=530/6773 eff=8.3163% N=400 Z=-7.5(1.62%) \| Like=-4.85..-0.05 [-30.6766..-0.5047] \| it/evals=550/7013 eff=8.3170% N=400 Mono-modal Volume: ~exp(-5.17) Expected Volume: exp(-1.42) param0: +0.00\| *********************************************\| +1.00 param1: +0.00\| *********************************************\| +1.00 param2: +0.000\|********************************************** \| +1.000 Z=-7.3(1.92%) \| Like=-4.69..-0.05 [-30.6766..-0.5047] \| it/evals=568/7229 eff=8.3175% N=400 Z=-7.1(2.28%) \| Like=-4.54..-0.05 [-30.6766..-0.5047] \| it/evals=591/7505 eff=8.3181% N=400 Z=-7.1(2.46%) \| Like=-4.42..-0.05 [-30.6766..-0.5047] \| it/evals=600/7613 eff=8.3183% N=400 Z=-6.9(2.89%) \| Like=-4.27..-0.05 [-30.6766..-0.5047] \| it/evals=624/7901 eff=8.3189% N=400 Z=-6.7(3.39%) \| Like=-4.11..-0.05 [-30.6766..-0.5047] \| it/evals=646/8165 eff=8.3194% N=400 Mono-modal Volume: ~exp(-5.17) Expected Volume: exp(-1.62) param0: +0.00\| ******************************************* \| +1.00 param1: +0.00\| ******************************************** \| +1.00 param2: +0.00\| ******************************************* * \| +1.00 Z=-6.7(3.48%) \| Like=-4.08..-0.05 [-30.6766..-0.5047] \| it/evals=650/8213 eff=8.3195% N=400 Z=-6.6(4.02%) \| Like=-3.94..-0.05 [-30.6766..-0.5047] \| it/evals=672/8477 eff=8.3199% N=400 Z=-6.4(4.59%) \| Like=-3.79..-0.05 [-30.6766..-0.5047] \| it/evals=695/8753 eff=8.3204% N=400 Z=-6.4(4.67%) \| Like=-3.76..-0.05 [-30.6766..-0.5047] \| it/evals=700/8813 eff=8.3205% N=400 Z=-6.3(5.23%) \| Like=-3.68..-0.05 [-30.6766..-0.5047] \| it/evals=719/9042 eff=8.3198% N=400 Mono-modal Volume: ~exp(-5.78) * Expected Volume: exp(-1.82) param0: +0.00\| ******************************************* \| +1.00 param1: +0.00\| ******************************************* \| +1.00 param2: +0.00\| ******************************************** \| +1.00 Z=-6.2(5.51%) \| Like=-3.61..-0.05 [-30.6766..-0.5047] \| it/evals=729/9162 eff=8.3200% N=400 Z=-6.1(6.14%) \| Like=-3.45..-0.05 [-30.6766..-0.5047] \| it/evals=750/9415 eff=8.3195% N=400 Z=-6.0(7.07%) \| Like=-3.31..-0.05 [-30.6766..-0.5047] \| it/evals=775/9715 eff=8.3199% N=400 Z=-5.9(7.62%) \| Like=-3.19..-0.05 [-30.6766..-0.5047] \| it/evals=789/9883 eff=8.3202% N=400 Z=-5.8(8.09%) \| Like=-3.15..-0.05 [-30.6766..-0.5047] \| it/evals=800/10015 eff=8.3203% N=400 Mono-modal Volume: ~exp(-5.78) Expected Volume: exp(-2.02) positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.76 param0: +0.00\| * ***************************************** \| +1.00 param1: +0.00\| ******************************************* \| +1.00 param2: +0.00\| * **************************************** \| +1.00 Z=-5.8(8.58%) \| Like=-3.10..-0.05 [-30.6766..-0.5047] \| it/evals=811/10147 eff=8.3205% N=400 Z=-5.7(9.52%) \| Like=-3.00..-0.05 [-30.6766..-0.5047] \| it/evals=833/10411 eff=8.3208% N=400 Z=-5.6(10.24%) \| Like=-2.92..-0.05 [-30.6766..-0.5047] \| it/evals=849/10603 eff=8.3211% N=400 Z=-5.6(10.29%) \| Like=-2.91..-0.05 [-30.6766..-0.5047] \| it/evals=850/10615 eff=8.3211% N=400 Z=-5.5(10.96%) \| Like=-2.80..-0.05 [-30.6766..-0.5047] \| it/evals=865/10795 eff=8.3213% N=400 Z=-5.4(12.26%) \| Like=-2.63..-0.05 [-30.6766..-0.5047] \| it/evals=889/11083 eff=8.3216% N=400 Mono-modal Volume: ~exp(-5.78) Expected Volume: exp(-2.23) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.78 param0: +0.00\| ************************************** \| +1.00 param1: +0.00\| *************************************** \| +1.00 param2: +0.0\| ************************************** \| +1.0 Z=-5.4(12.84%) \| Like=-2.56..-0.05 [-30.6766..-0.5047] \| it/evals=900/11215 eff=8.3218% N=400 Z=-5.3(14.52%) \| Like=-2.39..-0.05 [-30.6766..-0.5047] \| it/evals=928/11551 eff=8.3221% N=400 Z=-5.2(15.96%) \| Like=-2.31..-0.05 [-30.6766..-0.5047] \| it/evals=950/11815 eff=8.3224% N=400 Mono-modal Volume: ~exp(-5.78) Expected Volume: exp(-2.43) positive degeneracy between param0 and param2: rho=0.78 positive degeneracy between param1 and param2: rho=0.78 param0: +0.0\| ************************************* \| +1.0 param1: +0.0\| ************************************ \| +1.0 param2: +0.0\| ***************** ***************** \| +1.0 Z=-5.1(17.53%) \| Like=-2.22..-0.05 [-30.6766..-0.5047] \| it/evals=972/12079 eff=8.3226% N=400 Z=-5.0(19.25%) \| Like=-2.11..-0.05 [-30.6766..-0.5047] \| it/evals=1000/12415 eff=8.3229% N=400 Z=-4.9(21.37%) \| Like=-1.99..-0.05 [-30.6766..-0.5047] \| it/evals=1029/12763 eff=8.3232% N=400 Z=-4.8(22.77%) \| Like=-1.90..-0.05 [-30.6766..-0.5047] \| it/evals=1050/13015 eff=8.3234% N=400 Have 2 modes Volume: ~exp(-6.82) * Expected Volume: exp(-2.63) positive degeneracy between param0 and param2: rho=0.79 positive degeneracy between param1 and param2: rho=0.79 param0: +0.0\| 1111111111111111111 2222222222222222222 \| +1.0 param1: +0.0\| 1111111111111111111 2222222222222222222 \| +1.0 param2: +0.0\| 1111111111111111111 2222222222222222222 \| +1.0 Z=-4.8(23.03%) \| Like=-1.88..-0.05 [-30.6766..-0.5047] \| it/evals=1053/13051 eff=8.3235% N=400 Z=-4.7(25.16%) \| Like=-1.77..-0.05 [-30.6766..-0.5047] \| it/evals=1081/13387 eff=8.3237% N=400 Z=-4.6(26.82%) \| Like=-1.69..-0.05 [-30.6766..-0.5047] \| it/evals=1100/13615 eff=8.3239% N=400 Z=-4.6(29.07%) \| Like=-1.61..-0.05 [-30.6766..-0.5047] \| it/evals=1126/13927 eff=8.3241% N=400 Have 2 modes Volume: ~exp(-7.21) * Expected Volume: exp(-2.83) positive degeneracy between param0 and param2: rho=0.78 positive degeneracy between param1 and param2: rho=0.78 param0: +0.0\| 111111111111111111 222222222222222222 \| +1.0 param1: +0.0\| 111111111111111111 22222222222222222 \| +1.0 param2: +0.0\| 11111111111111111 222222222222222222 \| +1.0 Z=-4.5(29.67%) \| Like=-1.58..-0.05 [-30.6766..-0.5047] \| it/evals=1134/14023 eff=8.3242% N=400 Z=-4.5(31.06%) \| Like=-1.54..-0.05 [-30.6766..-0.5047] \| it/evals=1150/14215 eff=8.3243% N=400 Z=-4.4(33.24%) \| Like=-1.49..-0.05 [-30.6766..-0.5047] \| it/evals=1177/14539 eff=8.3245% N=400 Z=-4.4(35.23%) \| Like=-1.45..-0.05 [-30.6766..-0.5047] \| it/evals=1200/14815 eff=8.3247% N=400 Have 2 modes Volume: ~exp(-7.43) * Expected Volume: exp(-3.04) positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.78 param0: +0.0\| 11111111111111111 22222222222222222 \| +1.0 param1: +0.0\| 11111111111111111 22222222222222222 \| +1.0 param2: +0.0\| 11111111111111111 22222222222222222 \| +1.0 Z=-4.3(36.59%) \| Like=-1.42..-0.05 [-30.6766..-0.5047] \| it/evals=1215/14995 eff=8.3248% N=400 Z=-4.3(38.63%) \| Like=-1.35..-0.05 [-30.6766..-0.5047] \| it/evals=1241/15307 eff=8.3249% N=400 Z=-4.3(39.31%) \| Like=-1.33..-0.00 [-30.6766..-0.5047] \| it/evals=1250/15415 eff=8.3250% N=400 Z=-4.2(41.22%) \| Like=-1.27..-0.00 [-30.6766..-0.5047] \| it/evals=1274/15703 eff=8.3252% N=400 Have 2 modes Volume: ~exp(-7.43) Expected Volume: exp(-3.24) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 111111111111111 22222222222222222 \| +1.0 param1: +0.0\| 111111111111111 222222222222222 \| +1.0 param2: +0.0\| 111111111111111 2222222222222222 \| +1.0 Z=-4.2(42.98%) \| Like=-1.22..-0.00 [-30.6766..-0.5047] \| it/evals=1296/15967 eff=8.3253% N=400 Z=-4.2(43.30%) \| Like=-1.22..-0.00 [-30.6766..-0.5047] \| it/evals=1300/16015 eff=8.3253% N=400 Z=-4.1(45.55%) \| Like=-1.16..-0.00 [-30.6766..-0.5047] \| it/evals=1326/16327 eff=8.3255% N=400 Z=-4.1(47.42%) \| Like=-1.12..-0.00 [-30.6766..-0.5047] \| it/evals=1350/16615 eff=8.3256% N=400 Have 2 modes Volume: ~exp(-7.43) Expected Volume: exp(-3.44) positive degeneracy between param0 and param2: rho=0.76 param0: +0.0\| 111111111111110 222222222222222 \| +1.0 param1: +0.0\| 11111111111111 222222222222222 \| +1.0 param2: +0.0\| 111111111111111 222222222222222 \| +1.0 Z=-4.0(49.59%) \| Like=-1.07..-0.00 [-30.6766..-0.5047] \| it/evals=1377/16939 eff=8.3258% N=400 Z=-4.0(51.45%) \| Like=-1.03..-0.00 [-30.6766..-0.5047] \| it/evals=1400/17215 eff=8.3259% N=400 Z=-4.0(53.58%) \| Like=-0.98..-0.00 [-30.6766..-0.5047] \| it/evals=1428/17551 eff=8.3260% N=400 Z=-3.9(55.27%) \| Like=-0.94..-0.00 [-30.6766..-0.5047] \| it/evals=1450/17815 eff=8.3262% N=400 Have 2 modes Volume: ~exp(-7.69) * Expected Volume: exp(-3.64) param0: +0.0\| 111111111111111 222222222222222 \| +1.0 param1: +0.0\| 11111111111111 22222222222222 \| +1.0 param2: +0.0\| 111111111111111 2222222222222 \| +1.0 Z=-3.9(55.83%) \| Like=-0.93..-0.00 [-30.6766..-0.5047] \| it/evals=1458/17911 eff=8.3262% N=400 Z=-3.9(57.79%) \| Like=-0.89..-0.00 [-30.6766..-0.5047] \| it/evals=1486/18247 eff=8.3263% N=400 Z=-3.9(58.77%) \| Like=-0.87..-0.00 [-30.6766..-0.5047] \| it/evals=1500/18415 eff=8.3264% N=400 Z=-3.8(60.75%) \| Like=-0.84..-0.00 [-30.6766..-0.5047] \| it/evals=1529/18763 eff=8.3265% N=400 Have 2 modes Volume: ~exp(-7.69) Expected Volume: exp(-3.85) param0: +0.0\| 1111111111111 20222222222220 \| +1.0 param1: +0.0\| 1111111111111 222222222220 \| +1.0 param2: +0.0\| 1111111111111 222222222222 \| +1.0 Z=-3.8(61.84%) \| Like=-0.83..-0.00 [-30.6766..-0.5047] \| it/evals=1546/18967 eff=8.3266% N=400 Z=-3.8(62.11%) \| Like=-0.82..-0.00 [-30.6766..-0.5047] \| it/evals=1550/19015 eff=8.3266% N=400 Z=-3.8(63.86%) \| Like=-0.77..-0.00 [-30.6766..-0.5047] \| it/evals=1578/19351 eff=8.3267% N=400 Z=-3.8(65.24%) \| Like=-0.74..-0.00 [-30.6766..-0.5047] \| it/evals=1600/19615 eff=8.3268% N=400 Z=-3.8(66.32%) \| Like=-0.72..-0.00 [-30.6766..-0.5047] \| it/evals=1617/19819 eff=8.3269% N=400 Have 2 modes Volume: ~exp(-8.47) * Expected Volume: exp(-4.05) param0: +0.0\| 111111111111 222222222222 \| +1.0 param1: +0.0\| 111111111111 222222222222 \| +1.0 param2: +0.0\| 111111111111 222222222222 \| +1.0 Z=-3.7(66.50%) \| Like=-0.71..-0.00 [-30.6766..-0.5047] \| it/evals=1620/19855 eff=8.3269% N=400 Z=-3.7(67.84%) \| Like=-0.68..-0.00 [-30.6766..-0.5047] \| it/evals=1643/20131 eff=8.3270% N=400 Z=-3.7(68.31%) \| Like=-0.67..-0.00 [-30.6766..-0.5047] \| it/evals=1650/20215 eff=8.3270% N=400 Z=-3.7(70.27%) \| Like=-0.63..-0.00 [-30.6766..-0.5047] \| it/evals=1684/20623 eff=8.3272% N=400 Z=-3.7(71.15%) \| Like=-0.61..-0.00 [-30.6766..-0.5047] \| it/evals=1700/20815 eff=8.3272% N=400 Have 2 modes Volume: ~exp(-8.47) Expected Volume: exp(-4.25) param0: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 param1: +0.0\| 11111111111 222222222222 \| +1.0 param2: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 Z=-3.7(72.31%) \| Like=-0.57..-0.00 [-30.6766..-0.5047] \| it/evals=1722/21079 eff=8.3273% N=400 Z=-3.6(73.81%) \| Like=-0.54..-0.00 [-30.6766..-0.5047] \| it/evals=1750/21415 eff=8.3274% N=400 Z=-3.6(74.88%) \| Like=-0.52..-0.00 [-30.6766..-0.5047] \| it/evals=1771/21668 eff=8.3271% N=400 Have 2 modes Volume: ~exp(-8.99) * Expected Volume: exp(-4.45) param0: +0.0\| 11111111111 2222222222 +0.8 \| +1.0 param1: +0.0\| 11111111111 2222222222 +0.8 \| +1.0 param2: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 Z=-3.6(75.41%) \| Like=-0.51..-0.00 [-30.6766..-0.5047] \| it/evals=1782/21800 eff=8.3271% N=400 Z=-3.6(76.30%) \| Like=-0.50..-0.00 [-0.4972..-0.4970]\| it/evals=1800/22016 eff=8.3272% N=400 Z=-3.6(77.64%) \| Like=-0.47..-0.00 [-0.4683..-0.4675]\| it/evals=1829/22364 eff=8.3273% N=400 Z=-3.6(78.57%) \| Like=-0.45..-0.00 [-0.4538..-0.4513]\| it/evals=1850/22616 eff=8.3273% N=400 Have 2 modes Volume: ~exp(-9.00) Expected Volume: exp(-4.66) param0: +0.0\| 1111111111 2222222222 +0.8 \| +1.0 param1: +0.0\| 1111111111 222222222 +0.8 \| +1.0 param2: +0.0\| 1111111111 222222222 +0.8 \| +1.0 Z=-3.6(79.15%) \| Like=-0.44..-0.00 [-0.4382..-0.4381]\| it/evals=1863/22772 eff=8.3274% N=400 Z=-3.6(80.43%) \| Like=-0.42..-0.00 [-0.4194..-0.4193]\| it/evals=1893/23132 eff=8.3275% N=400 Z=-3.6(80.72%) \| Like=-0.41..-0.00 [-0.4150..-0.4143]\| it/evals=1900/23216 eff=8.3275% N=400 Z=-3.5(81.86%) \| Like=-0.39..-0.00 [-0.3944..-0.3942]\| it/evals=1929/23564 eff=8.3276% N=400 Have 2 modes Volume: ~exp(-9.16) * Expected Volume: exp(-4.86) param0: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 param1: +0.0\| 1111111111 222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 Z=-3.5(82.43%) \| Like=-0.38..-0.00 [-0.3811..-0.3806]\| it/evals=1944/23744 eff=8.3276% N=400 Z=-3.5(82.66%) \| Like=-0.38..-0.00 [-0.3774..-0.3773]\| it/evals=1950/23816 eff=8.3276% N=400 Z=-3.5(83.71%) \| Like=-0.36..-0.00 [-0.3561..-0.3553]\| it/evals=1979/24164 eff=8.3277% N=400 Z=-3.5(84.41%) \| Like=-0.34..-0.00 [-0.3408..-0.3403]\| it/evals=2000/24416 eff=8.3278% N=400 Have 2 modes Volume: ~exp(-9.16) Expected Volume: exp(-5.06) param0: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 022222222 +0.8 \| +1.0 Z=-3.5(85.25%) \| Like=-0.33..-0.00 [-0.3264..-0.3262]\| it/evals=2025/24716 eff=8.3278% N=400 Z=-3.5(86.03%) \| Like=-0.31..-0.00 [-0.3092..-0.3089]\| it/evals=2050/25016 eff=8.3279% N=400 Z=-3.5(87.05%) \| Like=-0.29..-0.00 [-0.2946..-0.2944]\| it/evals=2084/25424 eff=8.3280% N=400 Z=-3.5(87.52%) \| Like=-0.28..-0.00 [-0.2847..-0.2844]\| it/evals=2100/25616 eff=8.3280% N=400 Have 2 modes Volume: ~exp(-9.64) * Expected Volume: exp(-5.27) param0: +0.0\| +0.2 11111111 22222222 +0.8 \| +1.0 param1: +0.0\| +0.2 11111111 22222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 2222222 +0.8 \| +1.0 Z=-3.5(87.69%) \| Like=-0.28..-0.00 [-0.2831..-0.2830]\| it/evals=2106/25688 eff=8.3281% N=400 Z=-3.5(88.42%) \| Like=-0.27..-0.00 [-0.2713..-0.2706]\| it/evals=2133/26012 eff=8.3281% N=400 Z=-3.5(88.85%) \| Like=-0.27..-0.00 [-0.2680..-0.2672]\| it/evals=2150/26216 eff=8.3282% N=400 Z=-3.5(89.58%) \| Like=-0.26..-0.00 [-0.2560..-0.2559]\| it/evals=2180/26576 eff=8.3282% N=400 Have 2 modes Volume: ~exp(-9.73) * Expected Volume: exp(-5.47) param0: +0.0\| +0.2 11111111 22222222 +0.8 \| +1.0 param1: +0.0\| +0.2 11111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 2222222 +0.8 \| +1.0 Z=-3.5(89.73%) \| Like=-0.25..-0.00 [-0.2544..-0.2537]\| it/evals=2187/26660 eff=8.3283% N=400 Z=-3.4(90.03%) \| Like=-0.25..-0.00 [-0.2495..-0.2490]\| it/evals=2200/26816 eff=8.3283% N=400 Z=-3.4(90.67%) \| Like=-0.24..-0.00 [-0.2380..-0.2379]\| it/evals=2229/27164 eff=8.3284% N=400 Z=-3.4(91.11%) \| Like=-0.23..-0.00 [-0.2312..-0.2305]\| it/evals=2250/27416 eff=8.3284% N=400 Have 2 modes Volume: ~exp(-10.10) * Expected Volume: exp(-5.67) param0: +0.0\| +0.2 1111111 22222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.4(91.47%) \| Like=-0.22..-0.00 [-0.2241..-0.2240]\| it/evals=2268/27632 eff=8.3284% N=400 Z=-3.4(92.04%) \| Like=-0.22..-0.00 [-0.2155..-0.2154]\| it/evals=2298/27992 eff=8.3285% N=400 Z=-3.4(92.08%) \| Like=-0.22..-0.00 [-0.2154..-0.2154]\| it/evals=2300/28016 eff=8.3285% N=400 Z=-3.4(92.60%) \| Like=-0.21..-0.00 [-0.2059..-0.2059]\| it/evals=2330/28376 eff=8.3286% N=400 Have 2 modes Volume: ~exp(-10.10) Expected Volume: exp(-5.87) param0: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.4(92.92%) \| Like=-0.20..-0.00 [-0.2005..-0.2004]\| it/evals=2349/28604 eff=8.3286% N=400 Z=-3.4(92.93%) \| Like=-0.20..-0.00 [-0.2004..-0.2004]\| it/evals=2350/28616 eff=8.3286% N=400 Z=-3.4(93.39%) \| Like=-0.19..-0.00 [-0.1946..-0.1944]\| it/evals=2379/28964 eff=8.3287% N=400 Z=-3.4(93.70%) \| Like=-0.19..-0.00 [-0.1886..-0.1885]\| it/evals=2400/29216 eff=8.3287% N=400 Z=-3.4(94.11%) \| Like=-0.18..-0.00 [-0.1787..-0.1782]\| it/evals=2429/29564 eff=8.3288% N=400 Have 2 modes Volume: ~exp(-10.51) Expected Volume: exp(-6.08) param0: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.4(94.12%) \| Like=-0.18..-0.00 [-0.1782..-0.1780]\| it/evals=2430/29576 eff=8.3288% N=400 Z=-3.4(94.39%) \| Like=-0.17..-0.00 [-0.1722..-0.1713]\| it/evals=2450/29816 eff=8.3288% N=400 Z=-3.4(94.75%) \| Like=-0.16..-0.00 [-0.1630..-0.1629]\| it/evals=2479/30164 eff=8.3289% N=400 Z=-3.4(95.01%) \| Like=-0.16..-0.00 [-0.1567..-0.1563]\| it/evals=2500/30416 eff=8.3289% N=400 Have 2 modes Volume: ~exp(-10.80) * Expected Volume: exp(-6.28) param0: +0.0\| +0.2 111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111 222222 +0.7 \| +1.0 param2: +0.0\| +0.2 111111 222222 +0.7 \| +1.0 Z=-3.4(95.13%) \| Like=-0.15..-0.00 [-0.1507..-0.1506]\| it/evals=2511/30548 eff=8.3289% N=400 Z=-3.4(95.46%) \| Like=-0.14..-0.00 [-0.1421..-0.1421]\| it/evals=2541/30908 eff=8.3290% N=400 Z=-3.4(95.56%) \| Like=-0.14..-0.00 [-0.1396..-0.1385]\| it/evals=2550/31016 eff=8.3290% N=400 Z=-3.4(95.87%) \| Like=-0.13..-0.00 [-0.1315..-0.1313]\| it/evals=2580/31376 eff=8.3290% N=400 Have 2 modes Volume: ~exp(-11.08) * Expected Volume: exp(-6.48) param0: +0.0\| +0.3 111111 222222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 222222 +0.7 \| +1.0 Z=-3.4(95.99%) \| Like=-0.13..-0.00 [-0.1292..-0.1290]\| it/evals=2592/31520 eff=8.3290% N=400 Z=-3.4(96.06%) \| Like=-0.13..-0.00 [-0.1274..-0.1272]\| it/evals=2600/31616 eff=8.3291% N=400 Z=-3.4(96.32%) \| Like=-0.12..-0.00 [-0.1209..-0.1205]\| it/evals=2628/31953 eff=8.3288% N=400 Z=-3.4(96.51%) \| Like=-0.12..-0.00 [-0.1162..-0.1161]\| it/evals=2650/32217 eff=8.3289% N=400 Have 2 modes Volume: ~exp(-11.15) * Expected Volume: exp(-6.68) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 222222 +0.7 \| +1.0 Z=-3.4(96.70%) \| Like=-0.11..-0.00 [-0.1118..-0.1118]\| it/evals=2673/32493 eff=8.3289% N=400 Z=-3.4(96.90%) \| Like=-0.11..-0.00 [-0.1075..-0.1070]\| it/evals=2700/32817 eff=8.3290% N=400 Z=-3.4(97.11%) \| Like=-0.10..-0.00 [-0.1028..-0.1027]\| it/evals=2729/33165 eff=8.3290% N=400 Z=-3.4(97.25%) \| Like=-0.10..-0.00 [-0.1005..-0.1004]\| it/evals=2750/33417 eff=8.3290% N=400 Have 2 modes Volume: ~exp(-11.40) * Expected Volume: exp(-6.89) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.4(97.28%) \| Like=-0.10..-0.00 [-0.0999..-0.0999]\| it/evals=2754/33465 eff=8.3290% N=400 Z=-3.4(97.47%) \| Like=-0.10..-0.00 [-0.0962..-0.0960]\| it/evals=2784/33825 eff=8.3291% N=400 Z=-3.4(97.57%) \| Like=-0.09..-0.00 [-0.0937..-0.0937]\| it/evals=2800/34017 eff=8.3291% N=400 Z=-3.4(97.73%) \| Like=-0.09..-0.00 [-0.0892..-0.0889]\| it/evals=2829/34365 eff=8.3292% N=400 Have 2 modes Volume: ~exp(-11.40) * Expected Volume: exp(-7.09) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.4(97.76%) \| Like=-0.09..-0.00 [-0.0884..-0.0882]\| it/evals=2835/34437 eff=8.3292% N=400 Z=-3.4(97.84%) \| Like=-0.09..-0.00 [-0.0866..-0.0866]\| it/evals=2850/34617 eff=8.3292% N=400 Z=-3.4(97.99%) \| Like=-0.08..-0.00 [-0.0820..-0.0820]\| it/evals=2879/34965 eff=8.3292% N=400 Z=-3.4(98.09%) \| Like=-0.08..-0.00 [-0.0790..-0.0790]\| it/evals=2900/35217 eff=8.3293% N=400 Have 2 modes Volume: ~exp(-11.59) * Expected Volume: exp(-7.29) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.4(98.16%) \| Like=-0.08..-0.00 [-0.0776..-0.0775]\| it/evals=2916/35409 eff=8.3293% N=400 Z=-3.4(98.29%) \| Like=-0.08..-0.00 [-0.0752..-0.0752]\| it/evals=2946/35769 eff=8.3293% N=400 Z=-3.4(98.31%) \| Like=-0.07..-0.00 [-0.0748..-0.0746]\| it/evals=2950/35817 eff=8.3293% N=400 Z=-3.4(98.42%) \| Like=-0.07..-0.00 [-0.0714..-0.0713]\| it/evals=2979/36165 eff=8.3294% N=400 Have 2 modes Volume: ~exp(-11.67) * Expected Volume: exp(-7.49) positive degeneracy between param0 and param2: rho=0.75 param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 2222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.4(98.49%) \| Like=-0.07..-0.00 [-0.0693..-0.0693]\| it/evals=2997/36381 eff=8.3294% N=400 Z=-3.4(98.50%) \| Like=-0.07..-0.00 [-0.0691..-0.0690]\| it/evals=3000/36417 eff=8.3294% N=400 Z=-3.4(98.60%) \| Like=-0.07..-0.00 [-0.0665..-0.0664]\| it/evals=3029/36765 eff=8.3294% N=400 Z=-3.4(98.67%) \| Like=-0.06..-0.00 [-0.0646..-0.0646]\| it/evals=3050/37017 eff=8.3295% N=400 Have 2 modes Volume: ~exp(-11.74) * Expected Volume: exp(-7.70) positive degeneracy between param0 and param2: rho=0.76 param0: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.4(98.76%) \| Like=-0.06..-0.00 [-0.0619..-0.0619]\| it/evals=3078/37353 eff=8.3295% N=400 Z=-3.4(98.82%) \| Like=-0.06..-0.00 [-0.0597..-0.0595]\| it/evals=3100/37617 eff=8.3295% N=400 Z=-3.4(98.88%) \| Like=-0.06..-0.00 [-0.0580..-0.0579]\| it/evals=3119/37845 eff=8.3296% N=400 Z=-3.4(98.96%) \| Like=-0.06..-0.00 [-0.0558..-0.0558]\| it/evals=3149/38205 eff=8.3296% N=400 Z=-3.4(98.96%) \| Like=-0.06..-0.00 [-0.0558..-0.0557]\| it/evals=3150/38217 eff=8.3296% N=400 Have 2 modes Volume: ~exp(-12.43) Expected Volume: exp(-7.90) positive degeneracy between param0 and param2: rho=0.77 param0: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 param1: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 param2: +0.0\| +0.3 1111 22222 +0.7 \| +1.0 Z=-3.4(98.98%) \| Like=-0.05..-0.00 [-0.0546..-0.0545]*\| it/evals=3159/38325 eff=8.3296% N=400 [ultranest] Explored until L=-0.0007 [ultranest] Likelihood function evaluations: 38409 [ultranest] logZ = -3.348 +- 0.06256 [ultranest] Effective samples strategy satisfied (ESS = 1783.3, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.5) [ultranest] logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [ultranest] done iterating. logZ = -3.342 +- 0.102 single instance: logZ = -3.342 +- 0.070 bootstrapped : logZ = -3.348 +- 0.101 tail : logZ = +- 0.010 param0 0.48 +- 0.22 param1 0.47 +- 0.22 param2 0.47 +- 0.22 -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=-0.0007 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 38409 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.348 +- 0.06256 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1783.3, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.
Passed	tests/test_stepsampling.py::test_stepsampler_cubeslice	11.89
------------------------------Captured stdout call------------------------------ [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.16) * Expected Volume: exp(0.00) param0: +0.000\|*************************************************\| +1.000 param1: +0.0000\|***********************************************\| +1.0000 param2: +0.000\|***********************************************\| +1.000 Z=-inf(0.00%) \| Like=-30.68..-0.33 [-30.6766..-0.5047] \| it/evals=0/403 eff=0.0000% N=400 Z=-25.8(0.00%) \| Like=-21.63..-0.33 [-30.6766..-0.5047] \| it/evals=37/567 eff=22.1557% N=400 Z=-24.1(0.00%) \| Like=-20.28..-0.33 [-30.6766..-0.5047] \| it/evals=50/622 eff=22.5225% N=400 Mono-modal Volume: ~exp(-4.16) Expected Volume: exp(-0.20) param0: +0.000\|***********************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|************************************************\| +1.000 Z=-21.1(0.00%) \| Like=-17.20..-0.33 [-30.6766..-0.5047] \| it/evals=81/764 eff=22.2527% N=400 Z=-19.4(0.00%) \| Like=-15.82..-0.33 [-30.6766..-0.5047] \| it/evals=100/851 eff=22.1729% N=400 Z=-16.9(0.00%) \| Like=-13.45..-0.33 [-30.6766..-0.5047] \| it/evals=143/1080 eff=21.0294% N=400 Z=-16.6(0.00%) \| Like=-13.18..-0.33 [-30.6766..-0.5047] \| it/evals=150/1116 eff=20.9497% N=400 Mono-modal Volume: ~exp(-4.34) Expected Volume: exp(-0.41) param0: +0.000\|*************************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|***********************************************\| +1.000 Z=-16.0(0.00%) \| Like=-12.63..-0.33 [-30.6766..-0.5047] \| it/evals=162/1186 eff=20.6107% N=400 Z=-14.4(0.00%) \| Like=-11.31..-0.33 [-30.6766..-0.5047] \| it/evals=200/1389 eff=20.2224% N=400 Z=-13.1(0.01%) \| Like=-10.00..-0.33 [-30.6766..-0.5047] \| it/evals=240/1628 eff=19.5440% N=400 Mono-modal Volume: ~exp(-4.34) Expected Volume: exp(-0.61) param0: +0.000\|***********************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|************************************************\| +1.000 Z=-12.8(0.01%) \| Like=-9.80..-0.20 [-30.6766..-0.5047] \| it/evals=250/1681 eff=19.5160% N=400 Z=-11.7(0.03%) \| Like=-8.65..-0.20 [-30.6766..-0.5047] \| it/evals=290/1936 eff=18.8802% N=400 Z=-11.5(0.04%) \| Like=-8.49..-0.20 [-30.6766..-0.5047] \| it/evals=300/2002 eff=18.7266% N=400 Mono-modal Volume: ~exp(-4.76) Expected Volume: exp(-0.81) param0: +0.00\|*************************************************\| +1.00 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|************************************************\| +1.000 Z=-10.9(0.08%) \| Like=-7.86..-0.20 [-30.6766..-0.5047] \| it/evals=324/2166 eff=18.3465% N=400 Z=-10.3(0.13%) \| Like=-7.43..-0.20 [-30.6766..-0.5047] \| it/evals=350/2354 eff=17.9120% N=400 Z=-9.7(0.25%) \| Like=-6.80..-0.20 [-30.6766..-0.5047] \| it/evals=389/2656 eff=17.2429% N=400 Z=-9.5(0.28%) \| Like=-6.65..-0.20 [-30.6766..-0.5047] \| it/evals=400/2745 eff=17.0576% N=400 Mono-modal Volume: ~exp(-5.24) Expected Volume: exp(-1.01) param0: +0.00\|*************************************************\| +1.00 param1: +0.00\|***********************************************\| +1.00 param2: +0.000\|***********************************************\| +1.000 Z=-9.4(0.30%) \| Like=-6.60..-0.20 [-30.6766..-0.5047] \| it/evals=405/2784 eff=16.9883% N=400 Z=-8.9(0.51%) \| Like=-6.04..-0.20 [-30.6766..-0.5047] \| it/evals=444/3062 eff=16.6792% N=400 Z=-8.8(0.55%) \| Like=-5.97..-0.20 [-30.6766..-0.5047] \| it/evals=450/3113 eff=16.5868% N=400 Mono-modal Volume: ~exp(-5.24) Expected Volume: exp(-1.21) param0: +0.00\|***********************************************\| +1.00 param1: +0.00\|***********************************************\| +1.00 param2: +0.000\|************************************************\| +1.000 Z=-8.3(0.83%) \| Like=-5.61..-0.17 [-30.6766..-0.5047] \| it/evals=486/3401 eff=16.1946% N=400 Z=-8.2(0.93%) \| Like=-5.42..-0.17 [-30.6766..-0.5047] \| it/evals=500/3510 eff=16.0772% N=400 Z=-7.8(1.32%) \| Like=-5.18..-0.17 [-30.6766..-0.5047] \| it/evals=536/3832 eff=15.6177% N=400 Z=-7.7(1.45%) \| Like=-5.01..-0.17 [-30.6766..-0.5047] \| it/evals=550/3962 eff=15.4408% N=400 Mono-modal Volume: ~exp(-5.42) Expected Volume: exp(-1.42) param0: +0.00\|*************************************************\| +1.00 param1: +0.00\|***********************************************\| +1.00 param2: +0.00\| ********************************************** \| +1.00 Z=-7.5(1.67%) \| Like=-4.81..-0.02 [-30.6766..-0.5047] \| it/evals=567/4107 eff=15.2954% N=400 Z=-7.2(2.22%) \| Like=-4.59..-0.02 [-30.6766..-0.5047] \| it/evals=600/4400 eff=15.0000% N=400 Z=-7.0(2.90%) \| Like=-4.33..-0.02 [-30.6766..-0.5047] \| it/evals=635/4726 eff=14.6787% N=400 Mono-modal Volume: ~exp(-5.75) * Expected Volume: exp(-1.62) param0: +0.00\| * ********************************************* \| +1.00 param1: +0.00\| * ********************************************\| +1.00 param2: +0.00\| ******************************************** * \| +1.00 Z=-6.9(3.24%) \| Like=-4.22..-0.02 [-30.6766..-0.5047] \| it/evals=648/4845 eff=14.5782% N=400 Z=-6.9(3.28%) \| Like=-4.22..-0.02 [-30.6766..-0.5047] \| it/evals=650/4864 eff=14.5609% N=400 Z=-6.6(4.12%) \| Like=-4.00..-0.02 [-30.6766..-0.5047] \| it/evals=686/5195 eff=14.3066% N=400 Z=-6.5(4.50%) \| Like=-3.93..-0.02 [-30.6766..-0.5047] \| it/evals=700/5332 eff=14.1930% N=400 Mono-modal Volume: ~exp(-5.75) Expected Volume: exp(-1.82) param0: +0.00\| ******************************************** \| +1.00 param1: +0.00\| ******************************************* \| +1.00 param2: +0.00\| ********************************************* \| +1.00 Z=-6.4(5.37%) \| Like=-3.67..-0.02 [-30.6766..-0.5047] \| it/evals=729/5642 eff=13.9069% N=400 Z=-6.2(6.12%) \| Like=-3.51..-0.02 [-30.6766..-0.5047] \| it/evals=750/5843 eff=13.7792% N=400 Z=-6.1(7.14%) \| Like=-3.35..-0.02 [-30.6766..-0.5047] \| it/evals=777/6112 eff=13.6029% N=400 Z=-6.0(8.02%) \| Like=-3.26..-0.02 [-30.6766..-0.5047] \| it/evals=800/6347 eff=13.4522% N=400 Mono-modal Volume: ~exp(-5.84) * Expected Volume: exp(-2.02) param0: +0.00\| ****************************************** \| +1.00 param1: +0.00\| ************************************** \| +1.00 param2: +0.00\| *********************************************** \| +1.00 Z=-5.9(8.45%) \| Like=-3.21..-0.02 [-30.6766..-0.5047] \| it/evals=810/6446 eff=13.3973% N=400 Z=-5.7(9.99%) \| Like=-3.00..-0.02 [-30.6766..-0.5047] \| it/evals=845/6820 eff=13.1620% N=400 Z=-5.7(10.18%) \| Like=-2.96..-0.02 [-30.6766..-0.5047] \| it/evals=850/6867 eff=13.1437% N=400 Z=-5.6(11.86%) \| Like=-2.79..-0.02 [-30.6766..-0.5047] \| it/evals=885/7216 eff=12.9842% N=400 Mono-modal Volume: ~exp(-5.84) Expected Volume: exp(-2.23) positive degeneracy between param1 and param2: rho=0.76 param0: +0.00\| * **************************************** \| +1.00 param1: +0.00\| *************************************** * \| +1.00 param2: +0.00\| ******************************************* \| +1.00 Z=-5.5(12.73%) \| Like=-2.71..-0.02 [-30.6766..-0.5047] \| it/evals=900/7380 eff=12.8940% N=400 Z=-5.4(14.41%) \| Like=-2.56..-0.02 [-30.6766..-0.5047] \| it/evals=933/7700 eff=12.7808% N=400 Z=-5.3(15.38%) \| Like=-2.49..-0.02 [-30.6766..-0.5047] \| it/evals=950/7876 eff=12.7073% N=400 Have 2 modes Volume: ~exp(-6.46) * Expected Volume: exp(-2.43) positive degeneracy between param1 and param2: rho=0.76 param0: +0.00\| 11111111111111111111122222222222222222222 \| +1.00 param1: +0.00\| 11111111111111111111122222222222222222222 2 \| +1.00 param2: +0.0\| 111111111111111111111222222222222222222222 \| +1.0 Z=-5.2(16.75%) \| Like=-2.38..-0.02 [-30.6766..-0.5047] \| it/evals=972/8089 eff=12.6414% N=400 Z=-5.1(18.62%) \| Like=-2.27..-0.02 [-30.6766..-0.5047] \| it/evals=1000/8386 eff=12.5219% N=400 Z=-5.0(20.16%) \| Like=-2.15..-0.02 [-30.6766..-0.5047] \| it/evals=1023/8631 eff=12.4286% N=400 Z=-5.0(21.61%) \| Like=-2.08..-0.02 [-30.6766..-0.5047] \| it/evals=1044/8856 eff=12.3463% N=400 Z=-4.9(21.98%) \| Like=-2.07..-0.02 [-30.6766..-0.5047] \| it/evals=1050/8917 eff=12.3283% N=400 Have 2 modes Volume: ~exp(-6.46) Expected Volume: exp(-2.63) positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 1111111111111111111 22222222222222222220 \| +1.0 param1: +0.0\| 1111111111111111111122222222222222222222 \| +1.0 param2: +0.0\| 01111111111111111 0202222222222222222222 \| +1.0 Z=-4.9(22.43%) \| Like=-2.04..-0.02 [-30.6766..-0.5047] \| it/evals=1056/8983 eff=12.3034% N=400 Z=-4.8(25.59%) \| Like=-1.86..-0.02 [-30.6766..-0.5047] \| it/evals=1099/9451 eff=12.1423% N=400 Z=-4.8(25.67%) \| Like=-1.86..-0.02 [-30.6766..-0.5047] \| it/evals=1100/9458 eff=12.1440% N=400 Have 2 modes Volume: ~exp(-7.20) * Expected Volume: exp(-2.83) positive degeneracy between param1 and param2: rho=0.75 param0: +0.0\| 111111111111111111 2222222222222222222 \| +1.0 param1: +0.0\| 1111111111111111111 2222222222222222222 \| +1.0 param2: +0.0\| 111111111111111111 222222222222222222 \| +1.0 Z=-4.7(28.38%) \| Like=-1.72..-0.02 [-30.6766..-0.5047] \| it/evals=1134/9845 eff=12.0064% N=400 Z=-4.6(29.78%) \| Like=-1.64..-0.02 [-30.6766..-0.5047] \| it/evals=1150/10036 eff=11.9344% N=400 Z=-4.5(32.70%) \| Like=-1.53..-0.02 [-30.6766..-0.5047] \| it/evals=1186/10445 eff=11.8069% N=400 Z=-4.5(33.95%) \| Like=-1.47..-0.02 [-30.6766..-0.5047] \| it/evals=1200/10614 eff=11.7486% N=400 Have 2 modes Volume: ~exp(-7.24) * Expected Volume: exp(-3.04) positive degeneracy between param1 and param2: rho=0.75 param0: +0.0\| 111111111111111111 22222222222222222 \| +1.0 param1: +0.0\| 11111111111111111 22222222222222222 \| +1.0 param2: +0.0\| 11111111111111111 22222222222222222 \| +1.0 Z=-4.5(35.26%) \| Like=-1.44..-0.02 [-30.6766..-0.5047] \| it/evals=1215/10791 eff=11.6928% N=400 Z=-4.4(38.29%) \| Like=-1.37..-0.02 [-30.6766..-0.5047] \| it/evals=1250/11199 eff=11.5751% N=400 Z=-4.3(41.30%) \| Like=-1.32..-0.02 [-30.6766..-0.5047] \| it/evals=1286/11628 eff=11.4535% N=400 Have 2 modes Volume: ~exp(-7.57) * Expected Volume: exp(-3.24) positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 11111111111111111 2222222222222222 \| +1.0 param1: +0.0\| 11111111111111111 22222222222222222 \| +1.0 param2: +0.0\| 1111111111111111 222222222222222 \| +1.0 Z=-4.3(42.14%) \| Like=-1.30..-0.02 [-30.6766..-0.5047] \| it/evals=1296/11737 eff=11.4316% N=400 Z=-4.3(42.45%) \| Like=-1.30..-0.02 [-30.6766..-0.5047] \| it/evals=1300/11783 eff=11.4205% N=400 Z=-4.2(45.42%) \| Like=-1.24..-0.02 [-30.6766..-0.5047] \| it/evals=1336/12211 eff=11.3115% N=400 Z=-4.2(46.52%) \| Like=-1.21..-0.02 [-30.6766..-0.5047] \| it/evals=1350/12388 eff=11.2613% N=400 Have 2 modes Volume: ~exp(-7.71) * Expected Volume: exp(-3.44) positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0\| 1111111111111111 222222222222222 \| +1.0 param1: +0.0\| 1111111111111111 222222222222222 \| +1.0 param2: +0.0\| 1111111111111111 222222222222222 \| +1.0 Z=-4.2(48.62%) \| Like=-1.18..-0.01 [-30.6766..-0.5047] \| it/evals=1377/12718 eff=11.1788% N=400 Z=-4.1(50.30%) \| Like=-1.13..-0.01 [-30.6766..-0.5047] \| it/evals=1400/13008 eff=11.1041% N=400 Z=-4.1(52.87%) \| Like=-1.07..-0.01 [-30.6766..-0.5047] \| it/evals=1435/13440 eff=11.0046% N=400 Z=-4.0(54.00%) \| Like=-1.06..-0.01 [-30.6766..-0.5047] \| it/evals=1450/13611 eff=10.9757% N=400 Have 2 modes Volume: ~exp(-8.06) * Expected Volume: exp(-3.64) param0: +0.0\| 11111111111111 222222222222222 \| +1.0 param1: +0.0\| 11111111111111 222222222222222 \| +1.0 param2: +0.0\| 111111111111111 2222222222222 \| +1.0 Z=-4.0(54.48%) \| Like=-1.05..-0.01 [-30.6766..-0.5047] \| it/evals=1458/13711 eff=10.9533% N=400 Z=-4.0(56.81%) \| Like=-0.97..-0.01 [-30.6766..-0.5047] \| it/evals=1492/14138 eff=10.8604% N=400 Z=-4.0(57.25%) \| Like=-0.96..-0.01 [-30.6766..-0.5047] \| it/evals=1500/14238 eff=10.8397% N=400 Z=-3.9(59.60%) \| Like=-0.90..-0.01 [-30.6766..-0.5047] \| it/evals=1534/14673 eff=10.7476% N=400 Have 2 modes Volume: ~exp(-8.30) * Expected Volume: exp(-3.85) param0: +0.0\| 1111111111111 22222222222222 \| +1.0 param1: +0.0\| 11111111111111 22222222222222 \| +1.0 param2: +0.0\| 1111111111111 2222222222222 \| +1.0 Z=-3.9(59.89%) \| Like=-0.90..-0.01 [-30.6766..-0.5047] \| it/evals=1539/14736 eff=10.7352% N=400 Z=-3.9(60.57%) \| Like=-0.88..-0.01 [-30.6766..-0.5047] \| it/evals=1550/14865 eff=10.7155% N=400 Z=-3.9(62.82%) \| Like=-0.81..-0.01 [-30.6766..-0.5047] \| it/evals=1585/15294 eff=10.6419% N=400 Z=-3.9(63.79%) \| Like=-0.79..-0.01 [-30.6766..-0.5047] \| it/evals=1600/15487 eff=10.6052% N=400 Have 2 modes Volume: ~exp(-8.30) Expected Volume: exp(-4.05) param0: +0.0\| 1111111111111 2222222222222 \| +1.0 param1: +0.0\| 1 11111111111 2222222222222 \| +1.0 param2: +0.0\| 1111111111111 222222222222 \| +1.0 Z=-3.9(65.04%) \| Like=-0.76..-0.01 [-30.6766..-0.5047] \| it/evals=1620/15743 eff=10.5586% N=400 Z=-3.8(66.82%) \| Like=-0.73..-0.01 [-30.6766..-0.5047] \| it/evals=1650/16146 eff=10.4789% N=400 Z=-3.8(68.90%) \| Like=-0.68..-0.01 [-30.6766..-0.5047] \| it/evals=1686/16580 eff=10.4203% N=400 Z=-3.8(69.64%) \| Like=-0.66..-0.01 [-30.6766..-0.5047] \| it/evals=1700/16760 eff=10.3912% N=400 Have 2 modes Volume: ~exp(-8.30) Expected Volume: exp(-4.25) param0: +0.0\| 011111111111 22222222222 +0.8 \| +1.0 param1: +0.0\| 101111111111 222222222222 +0.8 \| +1.0 param2: +0.0\| 11111111111 222222222220 \| +1.0 Z=-3.8(70.86%) \| Like=-0.64..-0.01 [-30.6766..-0.5047] \| it/evals=1721/17018 eff=10.3562% N=400 Z=-3.7(72.42%) \| Like=-0.60..-0.01 [-30.6766..-0.5047] \| it/evals=1750/17370 eff=10.3123% N=400 Have 2 modes Volume: ~exp(-8.40) * Expected Volume: exp(-4.45) param0: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 param1: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 param2: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 Z=-3.7(74.12%) \| Like=-0.57..-0.01 [-30.6766..-0.5047] \| it/evals=1782/17764 eff=10.2626% N=400 Z=-3.7(75.03%) \| Like=-0.55..-0.01 [-30.6766..-0.5047] \| it/evals=1800/17994 eff=10.2308% N=400 Z=-3.7(76.76%) \| Like=-0.51..-0.01 [-30.6766..-0.5047] \| it/evals=1836/18425 eff=10.1859% N=400 Z=-3.7(77.44%) \| Like=-0.49..-0.00 [-0.4946..-0.4937]\| it/evals=1850/18598 eff=10.1660% N=400 Have 2 modes Volume: ~exp(-8.42) Expected Volume: exp(-4.66) param0: +0.0\| 1111111111 2222222222 +0.8 \| +1.0 param1: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 param2: +0.0\| 1111111111 2222222222 +0.8 \| +1.0 Z=-3.7(78.04%) \| Like=-0.48..-0.00 [-0.4846..-0.4845]\| it/evals=1863/18760 eff=10.1471% N=400 Z=-3.7(79.30%) \| Like=-0.46..-0.00 [-0.4590..-0.4585]\| it/evals=1892/19133 eff=10.0998% N=400 Z=-3.7(79.64%) \| Like=-0.45..-0.00 [-0.4510..-0.4500]\| it/evals=1900/19234 eff=10.0881% N=400 Z=-3.6(81.07%) \| Like=-0.42..-0.00 [-0.4164..-0.4162]\| it/evals=1935/19664 eff=10.0446% N=400 Have 2 modes Volume: ~exp(-9.16) * Expected Volume: exp(-4.86) param0: +0.0\| 111111111 222222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111111 2222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 222222222 +0.8 \| +1.0 Z=-3.6(81.42%) \| Like=-0.41..-0.00 [-0.4076..-0.4075]\| it/evals=1944/19780 eff=10.0310% N=400 Z=-3.6(81.65%) \| Like=-0.41..-0.00 [-0.4051..-0.4043]\| it/evals=1950/19856 eff=10.0226% N=400 Z=-3.6(82.86%) \| Like=-0.39..-0.00 [-0.3851..-0.3838]\| it/evals=1982/20277 eff=9.9713% N=400 Z=-3.6(83.52%) \| Like=-0.37..-0.00 [-0.3747..-0.3721]\| it/evals=2000/20502 eff=9.9493% N=400 Have 2 modes Volume: ~exp(-9.71) * Expected Volume: exp(-5.06) param0: +0.0\| +0.2 11111111 222222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 222222222 +0.8 \| +1.0 Z=-3.6(84.39%) \| Like=-0.36..-0.00 [-0.3567..-0.3560]\| it/evals=2025/20822 eff=9.9158% N=400 Z=-3.6(85.20%) \| Like=-0.34..-0.00 [-0.3414..-0.3411]\| it/evals=2050/21129 eff=9.8895% N=400 Z=-3.6(86.19%) \| Like=-0.32..-0.00 [-0.3246..-0.3238]\| it/evals=2082/21533 eff=9.8519% N=400 Z=-3.6(86.74%) \| Like=-0.32..-0.00 [-0.3158..-0.3151]\| it/evals=2100/21767 eff=9.8282% N=400 Have 2 modes Volume: ~exp(-9.71) Expected Volume: exp(-5.27) param0: +0.0\| +0.2 111111110 222222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 222222222 +0.8 \| +1.0 Z=-3.6(87.26%) \| Like=-0.31..-0.00 [-0.3059..-0.3058]\| it/evals=2118/21992 eff=9.8092% N=400 Z=-3.5(88.17%) \| Like=-0.29..-0.00 [-0.2911..-0.2910]\| it/evals=2150/22393 eff=9.7758% N=400 Z=-3.5(89.04%) \| Like=-0.28..-0.00 [-0.2767..-0.2764]\| it/evals=2184/22818 eff=9.7422% N=400 Have 2 modes Volume: ~exp(-9.85) Expected Volume: exp(-5.47) param0: +0.0\| +0.2 11111111 22222222 +0.8 \| +1.0 param1: +0.0\| +0.2 11111111 22222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 22222222 +0.8 \| +1.0 Z=-3.5(89.11%) \| Like=-0.28..-0.00 [-0.2761..-0.2755]\| it/evals=2187/22860 eff=9.7373% N=400 Z=-3.5(89.41%) \| Like=-0.27..-0.00 [-0.2711..-0.2705]\| it/evals=2200/23024 eff=9.7242% N=400 Z=-3.5(90.21%) \| Like=-0.26..-0.00 [-0.2582..-0.2579]\| it/evals=2234/23438 eff=9.6970% N=400 Z=-3.5(90.54%) \| Like=-0.25..-0.00 [-0.2522..-0.2521]\| it/evals=2250/23633 eff=9.6845% N=400 Have 2 modes Volume: ~exp(-9.85) Expected Volume: exp(-5.67) param0: +0.0\| +0.2 01111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 22222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 2222222 +0.8 \| +1.0 Z=-3.5(90.92%) \| Like=-0.24..-0.00 [-0.2446..-0.2443]\| it/evals=2268/23856 eff=9.6692% N=400 Z=-3.5(91.53%) \| Like=-0.23..-0.00 [-0.2348..-0.2345]\| it/evals=2299/24255 eff=9.6374% N=400 Z=-3.5(91.55%) \| Like=-0.23..-0.00 [-0.2345..-0.2342]\| it/evals=2300/24273 eff=9.6343% N=400 Z=-3.5(92.18%) \| Like=-0.22..-0.00 [-0.2229..-0.2229]\| it/evals=2334/24704 eff=9.6034% N=400 Have 2 modes Volume: ~exp(-10.07) * Expected Volume: exp(-5.87) param0: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.5(92.44%) \| Like=-0.22..-0.00 [-0.2188..-0.2187]\| it/evals=2349/24891 eff=9.5913% N=400 Z=-3.5(92.46%) \| Like=-0.22..-0.00 [-0.2187..-0.2178]\| it/evals=2350/24903 eff=9.5907% N=400 Z=-3.5(93.05%) \| Like=-0.21..-0.00 [-0.2082..-0.2080]\| it/evals=2385/25333 eff=9.5656% N=400 Z=-3.5(93.28%) \| Like=-0.20..-0.00 [-0.2033..-0.2032]\| it/evals=2400/25515 eff=9.5560% N=400 Have 2 modes Volume: ~exp(-10.41) * Expected Volume: exp(-6.08) param0: +0.0\| +0.2 111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.5(93.73%) \| Like=-0.19..-0.00 [-0.1929..-0.1927]\| it/evals=2430/25895 eff=9.5313% N=400 Z=-3.5(94.01%) \| Like=-0.19..-0.00 [-0.1853..-0.1851]\| it/evals=2450/26143 eff=9.5172% N=400 Z=-3.5(94.46%) \| Like=-0.17..-0.00 [-0.1726..-0.1719]\| it/evals=2484/26576 eff=9.4896% N=400 Z=-3.5(94.66%) \| Like=-0.17..-0.00 [-0.1691..-0.1690]\| it/evals=2500/26779 eff=9.4772% N=400 Have 2 modes Volume: ~exp(-10.71) * Expected Volume: exp(-6.28) param0: +0.0\| +0.2 111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.3 1111111 2222222 +0.8 \| +1.0 Z=-3.5(94.80%) \| Like=-0.17..-0.00 [-0.1655..-0.1653]\| it/evals=2511/26918 eff=9.4690% N=400 Z=-3.5(95.16%) \| Like=-0.16..-0.00 [-0.1565..-0.1564]\| it/evals=2542/27319 eff=9.4431% N=400 Z=-3.5(95.25%) \| Like=-0.15..-0.00 [-0.1549..-0.1548]\| it/evals=2550/27426 eff=9.4354% N=400 Z=-3.5(95.45%) \| Like=-0.15..-0.00 [-0.1508..-0.1507]\| it/evals=2568/27655 eff=9.4221% N=400 Have 2 modes Volume: ~exp(-10.75) * Expected Volume: exp(-6.48) param0: +0.0\| +0.2 111111 222222 +0.7 \| +1.0 param1: +0.0\| +0.3 111111 222222 +0.8 \| +1.0 param2: +0.0\| +0.3 111111 222222 +0.7 \| +1.0 Z=-3.5(95.70%) \| Like=-0.14..-0.00 [-0.1437..-0.1436]\| it/evals=2592/27956 eff=9.4063% N=400 Z=-3.5(95.78%) \| Like=-0.14..-0.00 [-0.1424..-0.1423]\| it/evals=2600/28063 eff=9.3988% N=400 Z=-3.5(96.10%) \| Like=-0.13..-0.00 [-0.1339..-0.1338]\| it/evals=2634/28476 eff=9.3817% N=400 Z=-3.5(96.25%) \| Like=-0.13..-0.00 [-0.1316..-0.1313]\| it/evals=2650/28664 eff=9.3759% N=400 Have 2 modes Volume: ~exp(-10.87) * Expected Volume: exp(-6.68) param0: +0.0\| +0.3 111111 222222 +0.7 \| +1.0 param1: +0.0\| +0.3 111111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 111111 222222 +0.7 \| +1.0 Z=-3.5(96.45%) \| Like=-0.13..-0.00 [-0.1278..-0.1277]\| it/evals=2673/28947 eff=9.3635% N=400 Z=-3.5(96.67%) \| Like=-0.12..-0.00 [-0.1234..-0.1234]\| it/evals=2700/29277 eff=9.3500% N=400 Z=-3.5(96.93%) \| Like=-0.12..-0.00 [-0.1156..-0.1155]\| it/evals=2734/29703 eff=9.3301% N=400 Z=-3.5(97.04%) \| Like=-0.11..-0.00 [-0.1130..-0.1125]\| it/evals=2750/29897 eff=9.3230% N=400 Have 2 modes Volume: ~exp(-10.90) * Expected Volume: exp(-6.89) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.5(97.07%) \| Like=-0.11..-0.00 [-0.1122..-0.1122]\| it/evals=2754/29956 eff=9.3179% N=400 Z=-3.4(97.30%) \| Like=-0.11..-0.00 [-0.1064..-0.1061]\| it/evals=2788/30395 eff=9.2949% N=400 Z=-3.4(97.38%) \| Like=-0.10..-0.00 [-0.1044..-0.1044]\| it/evals=2800/30544 eff=9.2887% N=400 Have 2 modes Volume: ~exp(-10.99) Expected Volume: exp(-7.09) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.4(97.59%) \| Like=-0.10..-0.00 [-0.0976..-0.0975]\| it/evals=2835/30977 eff=9.2717% N=400 Z=-3.4(97.67%) \| Like=-0.10..-0.00 [-0.0956..-0.0954]\| it/evals=2850/31155 eff=9.2668% N=400 Z=-3.4(97.86%) \| Like=-0.09..-0.00 [-0.0915..-0.0915]\| it/evals=2885/31580 eff=9.2527% N=400 Z=-3.4(97.94%) \| Like=-0.09..-0.00 [-0.0894..-0.0891]\| it/evals=2900/31772 eff=9.2439% N=400 Have 2 modes Volume: ~exp(-11.39) * Expected Volume: exp(-7.29) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.4(98.01%) \| Like=-0.09..-0.00 [-0.0862..-0.0860]\| it/evals=2916/31987 eff=9.2316% N=400 Z=-3.4(98.17%) \| Like=-0.08..-0.00 [-0.0806..-0.0805]\| it/evals=2950/32395 eff=9.2202% N=400 Z=-3.4(98.33%) \| Like=-0.08..-0.00 [-0.0755..-0.0752]\| it/evals=2988/32878 eff=9.2001% N=400 Have 2 modes Volume: ~exp(-11.69) Expected Volume: exp(-7.49) param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.4(98.37%) \| Like=-0.07..-0.00 [-0.0747..-0.0746]\| it/evals=2997/32986 eff=9.1972% N=400 Z=-3.4(98.38%) \| Like=-0.07..-0.00 [-0.0743..-0.0743]\| it/evals=3000/33031 eff=9.1937% N=400 Z=-3.4(98.51%) \| Like=-0.07..-0.00 [-0.0701..-0.0699]\| it/evals=3035/33465 eff=9.1789% N=400 Z=-3.4(98.56%) \| Like=-0.07..-0.00 [-0.0684..-0.0683]\| it/evals=3050/33652 eff=9.1724% N=400 Have 2 modes Volume: ~exp(-11.69) Expected Volume: exp(-7.70) param0: +0.0\| +0.3 1111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 1111 22222 +0.7 \| +1.0 Z=-3.4(98.66%) \| Like=-0.07..-0.00 [-0.0653..-0.0652]\| it/evals=3078/34002 eff=9.1602% N=400 Z=-3.4(98.73%) \| Like=-0.06..-0.00 [-0.0632..-0.0632]\| it/evals=3100/34275 eff=9.1513% N=400 Z=-3.4(98.83%) \| Like=-0.06..-0.00 [-0.0600..-0.0599]\| it/evals=3134/34716 eff=9.1328% N=400 Z=-3.4(98.88%) \| Like=-0.06..-0.00 [-0.0576..-0.0576]\| it/evals=3150/34937 eff=9.1207% N=400 Have 2 modes Volume: ~exp(-11.93) * Expected Volume: exp(-7.90) param0: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 Z=-3.4(98.90%) \| Like=-0.06..-0.00 [-0.0570..-0.0570]\| it/evals=3159/35055 eff=9.1156% N=400 Z=-3.4(98.99%) \| Like=-0.05..-0.00 [-0.0541..-0.0541]\| it/evals=3193/35485 eff=9.1008% N=400 [ultranest] Explored until L=-0.0009 [ultranest] Likelihood function evaluations: 35551 [ultranest] logZ = -3.426 +- 0.04548 [ultranest] Effective samples strategy satisfied (ESS = 1810.9, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [ultranest] logZ error budget: single: 0.07 bs:0.05 tail:0.01 total:0.05 required:<0.50 [ultranest] done iterating. logZ = -3.422 +- 0.111 single instance: logZ = -3.422 +- 0.071 bootstrapped : logZ = -3.426 +- 0.110 tail : logZ = +- 0.010 param0 0.53 +- 0.22 param1 0.52 +- 0.22 param2 0.53 +- 0.22 -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=-0.0009 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 35551 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.426 +- 0.04548 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1810.9, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.07 bs:0.05 tail:0.01 total:0.05 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.
Passed	tests/test_stepsampling.py::test_stepsampler_regionslice	13.05
------------------------------Captured stdout call------------------------------ [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.16) * Expected Volume: exp(0.00) param0: +0.000\|*************************************************\| +1.000 param1: +0.0000\|***********************************************\| +1.0000 param2: +0.000\|************************************************\| +1.000 Z=-inf(0.00%) \| Like=-30.68..-0.33 [-30.6766..-0.5047] \| it/evals=0/405 eff=0.0000% N=400 Z=-24.7(0.00%) \| Like=-20.69..-0.33 [-30.6766..-0.5047] \| it/evals=45/592 eff=23.4375% N=400 Z=-24.1(0.00%) \| Like=-20.28..-0.33 [-30.6766..-0.5047] \| it/evals=50/616 eff=23.1481% N=400 Mono-modal Volume: ~exp(-4.65) Expected Volume: exp(-0.20) param0: +0.00\|*************************************************\| +1.00 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|***********************************************\| +1.000 Z=-21.2(0.00%) \| Like=-17.26..-0.04 [-30.6766..-0.5047] \| it/evals=81/751 eff=23.0769% N=400 Z=-19.4(0.00%) \| Like=-15.80..-0.04 [-30.6766..-0.5047] \| it/evals=100/838 eff=22.8311% N=400 Z=-18.1(0.00%) \| Like=-14.76..-0.04 [-30.6766..-0.5047] \| it/evals=122/931 eff=22.9755% N=400 Z=-17.2(0.00%) \| Like=-13.56..-0.04 [-30.6766..-0.5047] \| it/evals=141/1021 eff=22.7053% N=400 Z=-16.6(0.00%) \| Like=-13.18..-0.04 [-30.6766..-0.5047] \| it/evals=150/1066 eff=22.5225% N=400 Mono-modal Volume: ~exp(-4.65) Expected Volume: exp(-0.41) param0: +0.00\|***********************************************\| +1.00 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|***********************************************\| +1.000 Z=-16.0(0.00%) \| Like=-12.63..-0.04 [-30.6766..-0.5047] \| it/evals=162/1131 eff=22.1614% N=400 Z=-15.0(0.00%) \| Like=-11.65..-0.04 [-30.6766..-0.5047] \| it/evals=182/1241 eff=21.6409% N=400 Z=-14.3(0.00%) \| Like=-11.19..-0.04 [-30.6766..-0.5047] \| it/evals=200/1330 eff=21.5054% N=400 Z=-13.1(0.01%) \| Like=-9.93..-0.04 [-30.6766..-0.5047] \| it/evals=237/1509 eff=21.3706% N=400 Mono-modal Volume: ~exp(-4.65) Expected Volume: exp(-0.61) param0: +0.000\|***********************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|************************************************\| +1.000 Z=-12.7(0.01%) \| Like=-9.51..-0.04 [-30.6766..-0.5047] \| it/evals=250/1593 eff=20.9556% N=400 Z=-12.0(0.02%) \| Like=-9.01..-0.04 [-30.6766..-0.5047] \| it/evals=275/1754 eff=20.3102% N=400 Z=-11.5(0.04%) \| Like=-8.56..-0.04 [-30.6766..-0.5047] \| it/evals=297/1892 eff=19.9062% N=400 Z=-11.4(0.04%) \| Like=-8.53..-0.04 [-30.6766..-0.5047] \| it/evals=300/1912 eff=19.8413% N=400 Z=-10.9(0.07%) \| Like=-7.98..-0.02 [-30.6766..-0.5047] \| it/evals=323/2086 eff=19.1578% N=400 Mono-modal Volume: ~exp(-4.79) Expected Volume: exp(-0.81) param0: +0.000\|*************************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.000\|***********************************************\| +1.000 Z=-10.9(0.07%) \| Like=-7.97..-0.02 [-30.6766..-0.5047] \| it/evals=324/2092 eff=19.1489% N=400 Z=-10.5(0.10%) \| Like=-7.67..-0.02 [-30.6766..-0.5047] \| it/evals=344/2205 eff=19.0582% N=400 Z=-10.4(0.11%) \| Like=-7.55..-0.02 [-30.6766..-0.5047] \| it/evals=350/2234 eff=19.0840% N=400 Z=-9.8(0.19%) \| Like=-6.97..-0.02 [-30.6766..-0.5047] \| it/evals=383/2448 eff=18.7012% N=400 Z=-9.6(0.24%) \| Like=-6.80..-0.02 [-30.6766..-0.5047] \| it/evals=400/2546 eff=18.6393% N=400 Mono-modal Volume: ~exp(-4.79) Expected Volume: exp(-1.01) param0: +0.000\|*** ***************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.00\|***********************************************\| +1.00 Z=-9.3(0.32%) \| Like=-6.54..-0.02 [-30.6766..-0.5047] \| it/evals=420/2683 eff=18.3968% N=400 Z=-8.9(0.47%) \| Like=-6.16..-0.02 [-30.6766..-0.5047] \| it/evals=450/2883 eff=18.1232% N=400 Mono-modal Volume: ~exp(-4.79) Expected Volume: exp(-1.21) param0: +0.000\|***********************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.00\|************************************************\| +1.00 Z=-8.5(0.72%) \| Like=-5.68..-0.02 [-30.6766..-0.5047] \| it/evals=486/3099 eff=18.0067% N=400 Z=-8.3(0.86%) \| Like=-5.55..-0.02 [-30.6766..-0.5047] \| it/evals=500/3194 eff=17.8955% N=400 Z=-7.9(1.37%) \| Like=-5.18..-0.02 [-30.6766..-0.5047] \| it/evals=543/3520 eff=17.4038% N=400 Z=-7.8(1.47%) \| Like=-5.10..-0.02 [-30.6766..-0.5047] \| it/evals=550/3563 eff=17.3886% N=400 Mono-modal Volume: ~exp(-4.88) Expected Volume: exp(-1.42) param0: +0.000\|*************************************************\| +1.000 param1: +0.000\|***********************************************\| +1.000 param2: +0.00\| ***********************************************\| +1.00 Z=-7.6(1.71%) \| Like=-4.98..-0.02 [-30.6766..-0.5047] \| it/evals=567/3688 eff=17.2445% N=400 Z=-7.4(2.26%) \| Like=-4.72..-0.02 [-30.6766..-0.5047] \| it/evals=600/3921 eff=17.0406% N=400 Z=-7.1(3.08%) \| Like=-4.48..-0.02 [-30.6766..-0.5047] \| it/evals=640/4202 eff=16.8332% N=400 Mono-modal Volume: ~exp(-5.60) Expected Volume: exp(-1.62) param0: +0.00\| ***********************************************\| +1.00 param1: +0.00\| **********************************************\| +1.00 param2: +0.00\| *********************************************** \| +1.00 Z=-7.0(3.27%) \| Like=-4.39..-0.02 [-30.6766..-0.5047] \| it/evals=648/4257 eff=16.8006% N=400 Z=-7.0(3.33%) \| Like=-4.38..-0.02 [-30.6766..-0.5047] \| it/evals=650/4269 eff=16.8002% N=400 Z=-6.8(4.34%) \| Like=-4.13..-0.02 [-30.6766..-0.5047] \| it/evals=687/4557 eff=16.5263% N=400 Z=-6.7(4.77%) \| Like=-4.03..-0.02 [-30.6766..-0.5047] \| it/evals=700/4659 eff=16.4358% N=400 Mono-modal Volume: ~exp(-5.97) * Expected Volume: exp(-1.82) param0: +0.00\| ********************************************** \| +1.00 param1: +0.00\| ******************************************** \| +1.00 param2: +0.00\| ********************************************** \| +1.00 Z=-6.5(5.70%) \| Like=-3.88..-0.02 [-30.6766..-0.5047] \| it/evals=729/4862 eff=16.3380% N=400 Z=-6.4(6.34%) \| Like=-3.77..-0.02 [-30.6766..-0.5047] \| it/evals=750/5030 eff=16.1987% N=400 Z=-6.2(7.86%) \| Like=-3.51..-0.02 [-30.6766..-0.5047] \| it/evals=791/5380 eff=15.8835% N=400 Z=-6.1(8.12%) \| Like=-3.46..-0.02 [-30.6766..-0.5047] \| it/evals=800/5459 eff=15.8134% N=400 Have 2 modes Volume: ~exp(-5.99) * Expected Volume: exp(-2.02) param0: +0.00\| 111111111111111111111111222222222222222222222 \| +1.00 param1: +0.00\| 111111111111111111111112222222222222222222222 \| +1.00 param2: +0.00\| 1111111111111111111111121222222222222222222222 \| +1.00 Z=-6.1(8.41%) \| Like=-3.40..-0.02 [-30.6766..-0.5047] \| it/evals=810/5544 eff=15.7465% N=400 Z=-5.9(10.16%) \| Like=-3.20..-0.02 [-30.6766..-0.5047] \| it/evals=850/5939 eff=15.3457% N=400 Z=-5.7(11.80%) \| Like=-3.04..-0.02 [-30.6766..-0.5047] \| it/evals=887/6310 eff=15.0085% N=400 Have 2 modes Volume: ~exp(-6.19) * Expected Volume: exp(-2.23) param0: +0.00\| 11111111111111111111111222222222222222222222 \| +1.00 param1: +0.00\| 111111111111111111111112222222222222222222222 \| +1.00 param2: +0.00\| 1 1111111111111111111122222222222222222222222 \| +1.00 Z=-5.7(11.86%) \| Like=-3.01..-0.02 [-30.6766..-0.5047] \| it/evals=891/6348 eff=14.9798% N=400 Z=-5.7(12.21%) \| Like=-2.96..-0.02 [-30.6766..-0.5047] \| it/evals=900/6440 eff=14.9007% N=400 Z=-5.6(14.14%) \| Like=-2.80..-0.02 [-30.6766..-0.5047] \| it/evals=936/6808 eff=14.6067% N=400 Z=-5.5(14.86%) \| Like=-2.73..-0.02 [-30.6766..-0.5047] \| it/evals=950/6941 eff=14.5238% N=400 Have 2 modes Volume: ~exp(-6.26) * Expected Volume: exp(-2.43) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.77 param0: +0.00\| 1111111111111111111111222222222222222222222 \| +1.00 param1: +0.00\| 1111111111111111111111222222222222222222222 \| +1.00 param2: +0.00\| 111111111111111111111122222222222222222222222 \| +1.00 Z=-5.4(15.97%) \| Like=-2.65..-0.02 [-30.6766..-0.5047] \| it/evals=972/7176 eff=14.3447% N=400 Z=-5.3(17.75%) \| Like=-2.55..-0.02 [-30.6766..-0.5047] \| it/evals=1000/7480 eff=14.1243% N=400 Z=-5.3(19.10%) \| Like=-2.47..-0.02 [-30.6766..-0.5047] \| it/evals=1021/7731 eff=13.9272% N=400 Z=-5.2(20.48%) \| Like=-2.38..-0.02 [-30.6766..-0.5047] \| it/evals=1045/7976 eff=13.7936% N=400 Z=-5.2(20.80%) \| Like=-2.35..-0.02 [-30.6766..-0.5047] \| it/evals=1050/8029 eff=13.7633% N=400 Have 2 modes Volume: ~exp(-6.83) * Expected Volume: exp(-2.63) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.77 param0: +0.0\| 1111111111111111111112222222222222222222 \| +1.0 param1: +0.00\| 11111111111111111111112222222222222222 2222 \| +1.00 param2: +0.0\| 111111111111111111112222222222222222222222 \| +1.0 Z=-5.2(21.04%) \| Like=-2.33..-0.02 [-30.6766..-0.5047] \| it/evals=1053/8064 eff=13.7396% N=400 Z=-5.1(23.24%) \| Like=-2.20..-0.02 [-30.6766..-0.5047] \| it/evals=1085/8423 eff=13.5236% N=400 Z=-5.0(24.17%) \| Like=-2.16..-0.02 [-30.6766..-0.5047] \| it/evals=1100/8594 eff=13.4245% N=400 Z=-4.9(26.20%) \| Like=-2.05..-0.02 [-30.6766..-0.5047] \| it/evals=1133/8971 eff=13.2190% N=400 Have 2 modes Volume: ~exp(-6.83) Expected Volume: exp(-2.83) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 1111111111111111111 12222222222222222222 \| +1.0 param1: +0.0\| 11111111111111111111 22222222222222220222 \| +1.0 param2: +0.0\| 01111111111111111111122222222222222222222 \| +1.0 Z=-4.9(27.39%) \| Like=-1.98..-0.02 [-30.6766..-0.5047] \| it/evals=1150/9173 eff=13.1084% N=400 Z=-4.8(29.66%) \| Like=-1.87..-0.02 [-30.6766..-0.5047] \| it/evals=1183/9558 eff=12.9177% N=400 Z=-4.8(30.99%) \| Like=-1.81..-0.02 [-30.6766..-0.5047] \| it/evals=1200/9783 eff=12.7891% N=400 Have 2 modes Volume: ~exp(-6.94) * Expected Volume: exp(-3.04) positive degeneracy between param0 and param1: rho=0.77 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 111111111111111111 222222222222222222 \| +1.0 param1: +0.0\| 1111111111111111111 2222222222222222222 \| +1.0 param2: +0.0\| 111111111111111111 222222222222222222 \| +1.0 Z=-4.7(32.31%) \| Like=-1.75..-0.02 [-30.6766..-0.5047] \| it/evals=1215/9958 eff=12.7119% N=400 Z=-4.7(34.72%) \| Like=-1.68..-0.02 [-30.6766..-0.5047] \| it/evals=1250/10354 eff=12.5578% N=400 Z=-4.6(37.37%) \| Like=-1.58..-0.02 [-30.6766..-0.5047] \| it/evals=1284/10787 eff=12.3616% N=400 Have 2 modes Volume: ~exp(-7.25) * Expected Volume: exp(-3.24) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0\| 111111111111111111 222222222222222222 \| +1.0 param1: +0.0\| 111111111111111111 2222222222222222 \| +1.0 param2: +0.0\| 11111111111111111 22222222222222222 \| +1.0 Z=-4.6(38.27%) \| Like=-1.55..-0.00 [-30.6766..-0.5047] \| it/evals=1296/10938 eff=12.2983% N=400 Z=-4.5(38.53%) \| Like=-1.54..-0.00 [-30.6766..-0.5047] \| it/evals=1300/10984 eff=12.2827% N=400 Z=-4.5(41.11%) \| Like=-1.42..-0.00 [-30.6766..-0.5047] \| it/evals=1335/11411 eff=12.1242% N=400 Z=-4.5(42.15%) \| Like=-1.39..-0.00 [-30.6766..-0.5047] \| it/evals=1350/11587 eff=12.0676% N=400 Have 2 modes Volume: ~exp(-7.25) Expected Volume: exp(-3.44) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 1111111111111111 2222222222222222 \| +1.0 param1: +0.0\| 1111111111111111 222222222222222 \| +1.0 param2: +0.0\| 1111111111111111 22222222222222202 \| +1.0 Z=-4.4(44.31%) \| Like=-1.34..-0.00 [-30.6766..-0.5047] \| it/evals=1377/11912 eff=11.9614% N=400 Z=-4.4(46.05%) \| Like=-1.29..-0.00 [-30.6766..-0.5047] \| it/evals=1400/12188 eff=11.8765% N=400 Z=-4.3(48.61%) \| Like=-1.21..-0.00 [-30.6766..-0.5047] \| it/evals=1434/12608 eff=11.7464% N=400 Z=-4.3(49.73%) \| Like=-1.17..-0.00 [-30.6766..-0.5047] \| it/evals=1450/12792 eff=11.7011% N=400 Have 2 modes Volume: ~exp(-7.65) * Expected Volume: exp(-3.64) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0\| 111111111111111 222222222222222 \| +1.0 param1: +0.0\| 1111111111111111 222222222222222 \| +1.0 param2: +0.0\| 111111111111111 222222222222222 \| +1.0 Z=-4.3(50.29%) \| Like=-1.16..-0.00 [-30.6766..-0.5047] \| it/evals=1458/12891 eff=11.6724% N=400 Z=-4.2(52.74%) \| Like=-1.09..-0.00 [-30.6766..-0.5047] \| it/evals=1492/13313 eff=11.5542% N=400 Z=-4.2(53.40%) \| Like=-1.08..-0.00 [-30.6766..-0.5047] \| it/evals=1500/13404 eff=11.5349% N=400 Z=-4.2(55.98%) \| Like=-1.01..-0.00 [-30.6766..-0.5047] \| it/evals=1534/13803 eff=11.4452% N=400 Have 2 modes Volume: ~exp(-7.96) * Expected Volume: exp(-3.85) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.76 param0: +0.0\| 11111111111111 22222222222222 \| +1.0 param1: +0.0\| 111111111111111 22222222222222 \| +1.0 param2: +0.0\| 111111111111111 22222222222222 \| +1.0 Z=-4.2(56.39%) \| Like=-1.01..-0.00 [-30.6766..-0.5047] \| it/evals=1539/13860 eff=11.4339% N=400 Z=-4.2(57.25%) \| Like=-0.99..-0.00 [-30.6766..-0.5047] \| it/evals=1550/14000 eff=11.3971% N=400 Z=-4.1(59.71%) \| Like=-0.93..-0.00 [-30.6766..-0.5047] \| it/evals=1586/14430 eff=11.3043% N=400 Z=-4.1(60.60%) \| Like=-0.91..-0.00 [-30.6766..-0.5047] \| it/evals=1600/14617 eff=11.2541% N=400 Have 2 modes Volume: ~exp(-8.39) * Expected Volume: exp(-4.05) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 11111111111111 22222222222222 \| +1.0 param1: +0.0\| 11111111111111 2222222222222 \| +1.0 param2: +0.0\| 1111111111111 2222222222222 \| +1.0 Z=-4.1(61.85%) \| Like=-0.89..-0.00 [-30.6766..-0.5047] \| it/evals=1620/14868 eff=11.1971% N=400 Z=-4.0(63.78%) \| Like=-0.84..-0.00 [-30.6766..-0.5047] \| it/evals=1650/15241 eff=11.1178% N=400 Z=-4.0(65.88%) \| Like=-0.79..-0.00 [-30.6766..-0.5047] \| it/evals=1685/15690 eff=11.0203% N=400 Z=-4.0(66.77%) \| Like=-0.77..-0.00 [-30.6766..-0.5047] \| it/evals=1700/15884 eff=10.9791% N=400 Have 2 modes Volume: ~exp(-8.39) Expected Volume: exp(-4.25) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0\| 1111111111111 2222222222222 \| +1.0 param1: +0.0\| 1111111111111 0222222222222 \| +1.0 param2: +0.0\| 1111111111111 2222222222222 \| +1.0 Z=-4.0(67.97%) \| Like=-0.75..-0.00 [-30.6766..-0.5047] \| it/evals=1720/16145 eff=10.9241% N=400 Z=-4.0(69.72%) \| Like=-0.70..-0.00 [-30.6766..-0.5047] \| it/evals=1750/16533 eff=10.8473% N=400 Z=-3.9(71.45%) \| Like=-0.67..-0.00 [-30.6766..-0.5047] \| it/evals=1781/16927 eff=10.7763% N=400 Have 2 modes Volume: ~exp(-8.66) * Expected Volume: exp(-4.45) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0\| 111111111111 2222222222222 \| +1.0 param1: +0.0\| 111111111111 222222222222 \| +1.0 param2: +0.0\| 111111111111 222222222222 \| +1.0 Z=-3.9(71.50%) \| Like=-0.67..-0.00 [-30.6766..-0.5047] \| it/evals=1782/16936 eff=10.7765% N=400 Z=-3.9(72.52%) \| Like=-0.66..-0.00 [-30.6766..-0.5047] \| it/evals=1800/17168 eff=10.7347% N=400 Z=-3.9(74.22%) \| Like=-0.62..-0.00 [-30.6766..-0.5047] \| it/evals=1834/17608 eff=10.6578% N=400 Z=-3.9(74.94%) \| Like=-0.61..-0.00 [-30.6766..-0.5047] \| it/evals=1850/17795 eff=10.6352% N=400 Have 2 modes Volume: ~exp(-8.66) Expected Volume: exp(-4.66) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 1111111111 22222222222 +0.8 \| +1.0 param1: +0.0\| 01111111111 02222222222 +0.8 \| +1.0 param2: +0.0\| 11111111111 222222222222 \| +1.0 Z=-3.9(75.90%) \| Like=-0.59..-0.00 [-30.6766..-0.5047] \| it/evals=1870/18037 eff=10.6027% N=400 Z=-3.8(77.23%) \| Like=-0.55..-0.00 [-30.6766..-0.5047] \| it/evals=1899/18393 eff=10.5541% N=400 Z=-3.8(77.27%) \| Like=-0.55..-0.00 [-30.6766..-0.5047] \| it/evals=1900/18405 eff=10.5526% N=400 Z=-3.8(78.43%) \| Like=-0.53..-0.00 [-30.6766..-0.5047] \| it/evals=1926/18750 eff=10.4959% N=400 Have 2 modes Volume: ~exp(-8.66) Expected Volume: exp(-4.86) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 1111111111 22222222222 +0.8 \| +1.0 param1: +0.0\| 0111111111 02222222222 +0.8 \| +1.0 param2: +0.0\| 11111111111 22222222222 +0.8 \| +1.0 Z=-3.8(79.19%) \| Like=-0.51..-0.00 [-30.6766..-0.5047] \| it/evals=1944/18981 eff=10.4623% N=400 Z=-3.8(79.46%) \| Like=-0.50..-0.00 [-30.6766..-0.5047] \| it/evals=1950/19062 eff=10.4490% N=400 Z=-3.8(80.72%) \| Like=-0.48..-0.00 [-0.4834..-0.4820]\| it/evals=1982/19477 eff=10.3895% N=400 Z=-3.8(81.43%) \| Like=-0.47..-0.00 [-0.4704..-0.4697]\| it/evals=2000/19721 eff=10.3514% N=400 Z=-3.8(82.13%) \| Like=-0.45..-0.00 [-0.4532..-0.4529]\| it/evals=2019/19944 eff=10.3305% N=400 Have 2 modes Volume: ~exp(-9.42) Expected Volume: exp(-5.06) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param1 and param2: rho=0.77 param0: +0.0\| +0.2 111111111 2222222222 +0.8 \| +1.0 param1: +0.0\| 1111111111 2222222222 +0.8 \| +1.0 param2: +0.0\| 11111111111 2222222222 +0.8 \| +1.0 Z=-3.8(82.35%) \| Like=-0.45..-0.00 [-0.4496..-0.4496]\| it/evals=2025/20018 eff=10.3222% N=400 Z=-3.8(83.24%) \| Like=-0.43..-0.00 [-0.4308..-0.4304]\| it/evals=2050/20337 eff=10.2824% N=400 Z=-3.8(84.32%) \| Like=-0.41..-0.00 [-0.4062..-0.4056]\| it/evals=2081/20715 eff=10.2437% N=400 Z=-3.8(84.96%) \| Like=-0.40..-0.00 [-0.3961..-0.3958]\| it/evals=2100/20974 eff=10.2071% N=400 Have 2 modes Volume: ~exp(-9.67) * Expected Volume: exp(-5.27) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| 1111111111 222222222 +0.8 \| +1.0 param1: +0.0\| 1111111111 222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 Z=-3.8(85.15%) \| Like=-0.39..-0.00 [-0.3938..-0.3936]\| it/evals=2106/21048 eff=10.1995% N=400 Z=-3.7(86.03%) \| Like=-0.37..-0.00 [-0.3744..-0.3737]\| it/evals=2135/21418 eff=10.1580% N=400 Z=-3.7(86.48%) \| Like=-0.37..-0.00 [-0.3655..-0.3652]\| it/evals=2150/21601 eff=10.1410% N=400 Z=-3.7(87.29%) \| Like=-0.35..-0.00 [-0.3488..-0.3483]\| it/evals=2178/21968 eff=10.0983% N=400 Have 2 modes Volume: ~exp(-9.67) Expected Volume: exp(-5.47) positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| +0.2 111111111 222222220 +0.8 \| +1.0 param1: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 Z=-3.7(87.71%) \| Like=-0.34..-0.00 [-0.3419..-0.3411]\| it/evals=2193/22157 eff=10.0795% N=400 Z=-3.7(87.89%) \| Like=-0.34..-0.00 [-0.3361..-0.3360]\| it/evals=2200/22241 eff=10.0728% N=400 Z=-3.7(88.71%) \| Like=-0.32..-0.00 [-0.3232..-0.3228]\| it/evals=2232/22632 eff=10.0396% N=400 Z=-3.7(89.14%) \| Like=-0.31..-0.00 [-0.3134..-0.3133]\| it/evals=2250/22858 eff=10.0187% N=400 Have 2 modes Volume: ~exp(-9.67) Expected Volume: exp(-5.67) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| +0.2 111111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 param2: +0.0\| +0.2 111111111 222222222 +0.8 \| +1.0 Z=-3.7(89.56%) \| Like=-0.30..-0.00 [-0.3046..-0.3041]\| it/evals=2268/23089 eff=9.9960% N=400 Z=-3.7(90.21%) \| Like=-0.29..-0.00 [-0.2886..-0.2879]\| it/evals=2297/23474 eff=9.9549% N=400 Z=-3.7(90.27%) \| Like=-0.29..-0.00 [-0.2877..-0.2868]\| it/evals=2300/23509 eff=9.9528% N=400 Z=-3.7(90.74%) \| Like=-0.28..-0.00 [-0.2775..-0.2772]\| it/evals=2322/23792 eff=9.9265% N=400 Z=-3.7(91.26%) \| Like=-0.27..-0.00 [-0.2666..-0.2661]\| it/evals=2348/24092 eff=9.9105% N=400 Have 2 modes Volume: ~exp(-9.99) Expected Volume: exp(-5.87) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| +0.2 11111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 22222222 +0.8 \| +1.0 param2: +0.0\| +0.2 11111111 22222222 +0.8 \| +1.0 Z=-3.7(91.28%) \| Like=-0.27..-0.00 [-0.2661..-0.2660]\| it/evals=2349/24103 eff=9.9101% N=400 Z=-3.7(91.30%) \| Like=-0.27..-0.00 [-0.2660..-0.2648]\| it/evals=2350/24118 eff=9.9081% N=400 Z=-3.7(91.70%) \| Like=-0.26..-0.00 [-0.2569..-0.2564]\| it/evals=2371/24391 eff=9.8829% N=400 Z=-3.7(92.23%) \| Like=-0.24..-0.00 [-0.2445..-0.2444]\| it/evals=2400/24767 eff=9.8494% N=400 Have 2 modes Volume: ~exp(-10.34) * Expected Volume: exp(-6.08) positive degeneracy between param0 and param2: rho=0.78 param0: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.7(92.74%) \| Like=-0.23..-0.00 [-0.2336..-0.2331]\| it/evals=2430/25141 eff=9.8218% N=400 Z=-3.7(93.06%) \| Like=-0.23..-0.00 [-0.2272..-0.2266]\| it/evals=2450/25406 eff=9.7976% N=400 Z=-3.7(93.54%) \| Like=-0.21..-0.00 [-0.2147..-0.2143]\| it/evals=2482/25820 eff=9.7640% N=400 Z=-3.7(93.80%) \| Like=-0.21..-0.00 [-0.2076..-0.2059]\| it/evals=2500/26042 eff=9.7496% N=400 Have 2 modes Volume: ~exp(-10.34) Expected Volume: exp(-6.28) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.7(94.03%) \| Like=-0.20..-0.00 [-0.2019..-0.2005]\| it/evals=2516/26242 eff=9.7361% N=400 Z=-3.6(94.43%) \| Like=-0.19..-0.00 [-0.1916..-0.1914]\| it/evals=2546/26604 eff=9.7161% N=400 Z=-3.6(94.48%) \| Like=-0.19..-0.00 [-0.1908..-0.1899]\| it/evals=2550/26660 eff=9.7106% N=400 Z=-3.6(94.88%) \| Like=-0.18..-0.00 [-0.1825..-0.1820]\| it/evals=2582/27055 eff=9.6867% N=400 Have 2 modes Volume: ~exp(-10.46) * Expected Volume: exp(-6.48) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param1: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.8 \| +1.0 Z=-3.6(95.00%) \| Like=-0.18..-0.00 [-0.1809..-0.1809]\| it/evals=2592/27175 eff=9.6807% N=400 Z=-3.6(95.09%) \| Like=-0.18..-0.00 [-0.1793..-0.1790]\| it/evals=2600/27273 eff=9.6751% N=400 Z=-3.6(95.39%) \| Like=-0.17..-0.00 [-0.1716..-0.1713]\| it/evals=2627/27631 eff=9.6471% N=400 Z=-3.6(95.63%) \| Like=-0.17..-0.00 [-0.1656..-0.1655]\| it/evals=2650/27922 eff=9.6287% N=400 Have 2 modes Volume: ~exp(-10.59) * Expected Volume: exp(-6.68) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param1 and param2: rho=0.77 param0: +0.0\| +0.2 1111111 222222 +0.7 \| +1.0 param1: +0.0\| +0.3 1111111 222222 +0.8 \| +1.0 param2: +0.0\| +0.2 1111111 2222222 +0.7 \| +1.0 Z=-3.6(95.86%) \| Like=-0.15..-0.00 [-0.1549..-0.1543]\| it/evals=2673/28209 eff=9.6120% N=400 Z=-3.6(96.12%) \| Like=-0.15..-0.00 [-0.1479..-0.1478]\| it/evals=2700/28572 eff=9.5840% N=400 Z=-3.6(96.39%) \| Like=-0.14..-0.00 [-0.1409..-0.1409]\| it/evals=2731/28955 eff=9.5640% N=400 Z=-3.6(96.55%) \| Like=-0.14..-0.00 [-0.1361..-0.1360]\| it/evals=2750/29218 eff=9.5426% N=400 Have 2 modes Volume: ~exp(-11.16) * Expected Volume: exp(-6.89) positive degeneracy between param1 and param2: rho=0.77 param0: +0.0\| +0.3 111111 222222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 222222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 2222222 +0.7 \| +1.0 Z=-3.6(96.58%) \| Like=-0.14..-0.00 [-0.1357..-0.1357]\| it/evals=2754/29261 eff=9.5423% N=400 Z=-3.6(96.78%) \| Like=-0.13..-0.00 [-0.1303..-0.1303]\| it/evals=2780/29589 eff=9.5241% N=400 Z=-3.6(96.93%) \| Like=-0.13..-0.00 [-0.1272..-0.1271]\| it/evals=2800/29825 eff=9.5157% N=400 Z=-3.6(97.12%) \| Like=-0.12..-0.00 [-0.1219..-0.1217]\| it/evals=2826/30150 eff=9.4992% N=400 Have 2 modes Volume: ~exp(-11.28) * Expected Volume: exp(-7.09) positive degeneracy between param0 and param1: rho=0.76 param0: +0.0\| +0.3 111111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 222222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 222222 +0.7 \| +1.0 Z=-3.6(97.18%) \| Like=-0.12..-0.00 [-0.1202..-0.1199]\| it/evals=2835/30261 eff=9.4940% N=400 Z=-3.6(97.28%) \| Like=-0.12..-0.00 [-0.1176..-0.1173]\| it/evals=2850/30457 eff=9.4820% N=400 Z=-3.6(97.46%) \| Like=-0.11..-0.00 [-0.1114..-0.1113]\| it/evals=2879/30825 eff=9.4626% N=400 Z=-3.6(97.58%) \| Like=-0.11..-0.00 [-0.1064..-0.1064]\| it/evals=2900/31091 eff=9.4490% N=400 Have 2 modes Volume: ~exp(-11.29) * Expected Volume: exp(-7.29) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.6(97.68%) \| Like=-0.10..-0.00 [-0.1027..-0.1027]\| it/evals=2916/31291 eff=9.4396% N=400 Z=-3.6(97.82%) \| Like=-0.10..-0.00 [-0.0983..-0.0980]\| it/evals=2944/31641 eff=9.4235% N=400 Z=-3.6(97.86%) \| Like=-0.10..-0.00 [-0.0974..-0.0973]\| it/evals=2950/31716 eff=9.4201% N=400 Z=-3.6(98.00%) \| Like=-0.09..-0.00 [-0.0926..-0.0924]\| it/evals=2980/32109 eff=9.3980% N=400 Z=-3.6(98.07%) \| Like=-0.09..-0.00 [-0.0904..-0.0901]\| it/evals=2994/32299 eff=9.3859% N=400 Have 2 modes Volume: ~exp(-11.29) Expected Volume: exp(-7.49) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.6(98.10%) \| Like=-0.09..-0.00 [-0.0894..-0.0892]\| it/evals=3000/32381 eff=9.3806% N=400 Z=-3.6(98.27%) \| Like=-0.08..-0.00 [-0.0833..-0.0831]\| it/evals=3038/32874 eff=9.3552% N=400 Z=-3.6(98.31%) \| Like=-0.08..-0.00 [-0.0814..-0.0814]\| it/evals=3050/33032 eff=9.3467% N=400 Have 2 modes Volume: ~exp(-11.88) * Expected Volume: exp(-7.70) positive degeneracy between param0 and param1: rho=0.77 positive degeneracy between param1 and param2: rho=0.77 param0: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.6(98.42%) \| Like=-0.08..-0.00 [-0.0770..-0.0769]\| it/evals=3078/33375 eff=9.3343% N=400 Z=-3.6(98.51%) \| Like=-0.07..-0.00 [-0.0735..-0.0735]\| it/evals=3100/33644 eff=9.3250% N=400 Z=-3.6(98.64%) \| Like=-0.07..-0.00 [-0.0699..-0.0699]\| it/evals=3138/34137 eff=9.3014% N=400 Z=-3.6(98.68%) \| Like=-0.07..-0.00 [-0.0685..-0.0684]\| it/evals=3150/34287 eff=9.2956% N=400 Have 2 modes Volume: ~exp(-11.88) Expected Volume: exp(-7.90) positive degeneracy between param1 and param2: rho=0.77 param0: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 param1: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 param2: +0.0\| +0.3 11111 22222 +0.7 \| +1.0 Z=-3.6(98.75%) \| Like=-0.06..-0.00 [-0.0649..-0.0649]\| it/evals=3173/34582 eff=9.2827% N=400 Z=-3.6(98.83%) \| Like=-0.06..-0.00 [-0.0622..-0.0619]\| it/evals=3200/34937 eff=9.2654% N=400 Z=-3.6(98.93%) \| Like=-0.06..-0.00 [-0.0587..-0.0585]\| it/evals=3238/35417 eff=9.2469% N=400 Have 2 modes Volume: ~exp(-11.88) Expected Volume: exp(-8.10) positive degeneracy between param1 and param2: rho=0.77 param0: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 param1: +0.0\| +0.3 11110 2222 +0.7 \| +1.0 param2: +0.0\| +0.3 1111 2222 +0.7 \| +1.0 Z=-3.6(98.96%) \| Like=-0.06..-0.00 [-0.0573..-0.0573]\| it/evals=3250/35576 eff=9.2393% N=400 [ultranest] Explored until L=-0.001 [ultranest] Likelihood function evaluations: 35735 [ultranest] logZ = -3.577 +- 0.05911 [ultranest] Effective samples strategy satisfied (ESS = 1903.8, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [ultranest] logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [ultranest] done iterating. logZ = -3.591 +- 0.145 single instance: logZ = -3.591 +- 0.072 bootstrapped : logZ = -3.577 +- 0.145 tail : logZ = +- 0.010 param0 0.50 +- 0.22 param1 0.50 +- 0.22 param2 0.50 +- 0.22 -------------------------------Captured log call-------------------------------- [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=-0.001 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 35735 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.577 +- 0.05911 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1903.8, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.
Passed	tests/test_stepsampling.py::test_stepsampler	0.19
------------------------------Captured stdout call------------------------------ ineffective proposal scale (1). shrinking... [0.50145819 0.88258894 0.72125693] -3.6832317726231345 [0.13901781 0.7619484 0.2501404 ] -12.053904626865283
Passed	tests/test_stepsampling.py::test_stepsampler_adapt_when_stuck	0.24
------------------------------Captured stdout call------------------------------ CubeMHSampler ineffective proposal scale (1). shrinking... ineffective proposal scale (0.385543). shrinking... ineffective proposal scale (0.148644). shrinking... ineffective proposal scale (0.0573086). shrinking... ineffective proposal scale (0.0220949). shrinking... ineffective proposal scale (0.00851855). shrinking... CubeSliceSampler
Passed	tests/test_stepsampling.py::test_stepsampler_regionmh_adapt	1.29
------------------------------Captured stdout call------------------------------ RegionMHSampler(nsteps=3) ineffective proposal scale (1.1). shrinking... ineffective proposal scale (0.880663). shrinking... RegionMHSampler(adaptive_nsteps=move-distance) ineffective proposal scale (1.1). shrinking... ineffective proposal scale (1). shrinking... RegionMHSampler(adaptive_nsteps=proposal-total-distances) ineffective proposal scale (1.1). shrinking... RegionMHSampler(adaptive_nsteps=proposal-summed-distances) ineffective proposal scale (1.1). shrinking... CubeMHSampler(nsteps=3) ineffective proposal scale (1). shrinking... ineffective proposal scale (0.800603). shrinking... CubeMHSampler(adaptive_nsteps=move-distance) ineffective proposal scale (1). shrinking... ineffective proposal scale (0.800603). shrinking... CubeMHSampler(adaptive_nsteps=proposal-total-distances) ineffective proposal scale (1). shrinking... ineffective proposal scale (0.800603). shrinking... CubeMHSampler(adaptive_nsteps=proposal-summed-distances) ineffective proposal scale (1). shrinking... ineffective proposal scale (0.800603). shrinking... CubeSliceSampler(nsteps=3) CubeSliceSampler(adaptive_nsteps=move-distance) CubeSliceSampler(adaptive_nsteps=proposal-total-distances) CubeSliceSampler(adaptive_nsteps=proposal-summed-distances) RegionSliceSampler(nsteps=3) RegionSliceSampler(adaptive_nsteps=move-distance) RegionSliceSampler(adaptive_nsteps=proposal-total-distances) RegionSliceSampler(adaptive_nsteps=proposal-summed-distances)
Passed	tests/test_stepsampling.py::test_pathsampler	0.14
------------------------------Captured stdout call------------------------------ reset 1 set gradient function to nocall starting at [0.5 0.5] starting new direction [0.01 0.01] from [0.5 0.5] i: 0->1 (step 0) suggested point: [0.51 0.51] -> inside. i: 1->2 (step 1) suggested point: [0.52 0.52] -> inside. i: 2->3 (step 2) suggested point: [0.53 0.53] -> inside. i: 3->4 (step 3) suggested point: [0.54 0.54] -> inside. triggering re-orientation reset 1 walked 1 paths; returning sample adjusting scale 1.000000 up: istep=5 inside=4 outside=0 region=0 nstuck=0 make reflect set gradient function to gradient starting at [0.5 0.5] starting new direction [0.01 0.01] from [0.5 0.5] i: 0->1 (step 0) suggested point: [0.51 0.51] -> outside. trying to reflect at [0.51 0.51] trying [0.5 0.52] successful reflect! i: 1->2 (step 1) suggested point: [0.49 0.53] -> inside. i: 2->3 (step 2) suggested point: [0.48 0.54] -> inside. i: 3->4 (step 3) suggested point: [0.47 0.55] -> inside. triggering re-orientation reset 1 walked 1 paths; returning sample adjusting scale 1.100000 up: istep=5 inside=4 outside=0 region=0 nstuck=0 make stuck starting at [0.5 0.5] starting new direction [0.01 0.01] from [0.5 0.5] i: 0->1 (step 0) suggested point: [0.51 0.51] -> outside. trying to reflect at [0.51 0.51] trying [0.5 0.52] unsuccessful reflect i: 0->-1 (step 1) suggested point: [0.49 0.49] -> outside. trying to reflect at [0.49 0.49] trying [0.5 0.48] unsuccessful reflect i: 0->0 (step 2) i: 0->0 (step 3) triggering re-orientation reset 1 walked 1 paths; returning sample adjusting scale 1.210000 down: istep=5 inside=0 outside=4 region=0 nstuck=3
Passed	tests/test_store.py::test_text_store	0.00
------------------------------Captured stdout call------------------------------ [(1, [101.0, 155.0, 413.0, 213.0]), (2, [99.0, 156.0, 413.0, 213.0])]
Passed	tests/test_store.py::test_hdf5_store	0.05
------------------------------Captured stdout call------------------------------ [(1, array([101., 155., 413., 213.])), (2, array([ 99., 156., 413., 213.]))]
Passed	tests/test_store.py::test_nullstore	0.00
No log output captured.
Passed	tests/test_store.py::test_storemany	0.77
------------------------------Captured stdout call------------------------------ ======== <class 'ultranest.store.TextPointStore'> N=1 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.5, 1.5] reading... stack[0]: [(0, [-inf, -0.1, -0.1]), (1, [0.0, 1.0, 1.0]), (2, [-inf, -0.1, -0.1]), (3, [1.0, 1.5, 1.5])] stack[1]: [(1, [0.0, 1.0, 1.0]), (2, [-inf, -0.1, -0.1]), (3, [1.0, 1.5, 1.5])] 0 0.1 reading: [0.0, 1.0, 1.0] stack[2]: [(2, [-inf, -0.1, -0.1]), (3, [1.0, 1.5, 1.5])] stack[3]: [(3, [1.0, 1.5, 1.5])] 1 1.1 reading: [1.0, 1.5, 1.5] ======== <class 'ultranest.store.TextPointStore'> N=2 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] reading... stack[0]: [(0, [-inf, -0.1, -0.1]), (1, [-inf, 0.9, 0.9]), (2, [0.0, 1.0, 1.0]), (3, [1.0, 2.0, 2.0]), (4, [-inf, -0.1, -0.1]), (5, [-inf, 0.9, 0.9]), (6, [1.0, 1.5, 1.5]), (7, [2.0, 2.5, 2.5])] stack[1]: [(2, [0.0, 1.0, 1.0]), (3, [1.0, 2.0, 2.0]), (4, [-inf, -0.1, -0.1]), (5, [-inf, 0.9, 0.9]), (6, [1.0, 1.5, 1.5]), (7, [2.0, 2.5, 2.5])] 0 0.1 reading: [0.0, 1.0, 1.0] 1 1.1 reading: [1.0, 2.0, 2.0] stack[2]: [(4, [-inf, -0.1, -0.1]), (5, [-inf, 0.9, 0.9]), (6, [1.0, 1.5, 1.5]), (7, [2.0, 2.5, 2.5])] stack[3]: [(6, [1.0, 1.5, 1.5]), (7, [2.0, 2.5, 2.5])] 1 1.1 reading: [1.0, 1.5, 1.5] 2 2.1 reading: [2.0, 2.5, 2.5] ======== <class 'ultranest.store.TextPointStore'> N=10 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 2 3 storing: [2, 2.1, 2.1] 3 4 storing: [3, 3.1, 3.1] 4 5 storing: [4, 4.1, 4.1] 5 6 storing: [5, 5.1, 5.1] 6 7 storing: [6, 6.1, 6.1] 7 8 storing: [7, 7.1, 7.1] 8 9 storing: [8, 8.1, 8.1] 9 10 storing: [9, 9.1, 9.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] 3 4 storing: [3, 3.5, 3.5] 4 5 storing: [4, 4.5, 4.5] 5 6 storing: [5, 5.5, 5.5] 6 7 storing: [6, 6.5, 6.5] 7 8 storing: [7, 7.5, 7.5] 8 9 storing: [8, 8.5, 8.5] 9 10 storing: [9, 9.5, 9.5] 10 11 storing: [10, 10.5, 10.5] reading... stack[0]: [(0, [-inf, -0.1, -0.1]), (1, [-inf, 0.9, 0.9]), (2, [-inf, 1.9, 1.9]), (3, [-inf, 2.9, 2.9]), (4, [-inf, 3.9, 3.9]), (5, [-inf, 4.9, 4.9]), (6, [-inf, 5.9, 5.9]), (7, [-inf, 6.9, 6.9]), (8, [-inf, 7.9, 7.9]), (9, [-inf, 8.9, 8.9]), (10, [0.0, 1.0, 1.0]), (11, [1.0, 2.0, 2.0]), (12, [2.0, 3.0, 3.0]), (13, [3.0, 4.0, 4.0]), (14, [4.0, 5.0, 5.0]), (15, [5.0, 6.0, 6.0]), (16, [6.0, 7.0, 7.0]), (17, [7.0, 8.0, 8.0]), (18, [8.0, 9.0, 9.0]), (19, [9.0, 10.0, 10.0]), (20, [-inf, -0.1, -0.1]), (21, [-inf, 0.9, 0.9]), (22, [-inf, 1.9, 1.9]), (23, [-inf, 2.9, 2.9]), (24, [-inf, 3.9, 3.9]), (25, [-inf, 4.9, 4.9]), (26, [-inf, 5.9, 5.9]), (27, [-inf, 6.9, 6.9]), (28, [-inf, 7.9, 7.9]), (29, [-inf, 8.9, 8.9]), (30, [1.0, 1.5, 1.5]), (31, [2.0, 2.5, 2.5]), (32, [3.0, 3.5, 3.5]), (33, [4.0, 4.5, 4.5]), (34, [5.0, 5.5, 5.5]), (35, [6.0, 6.5, 6.5]), (36, [7.0, 7.5, 7.5]), (37, [8.0, 8.5, 8.5]), (38, [9.0, 9.5, 9.5]), (39, [10.0, 10.5, 10.5])] stack[1]: [(10, [0.0, 1.0, 1.0]), (11, [1.0, 2.0, 2.0]), (12, [2.0, 3.0, 3.0]), (13, [3.0, 4.0, 4.0]), (14, [4.0, 5.0, 5.0]), (15, [5.0, 6.0, 6.0]), (16, [6.0, 7.0, 7.0]), (17, [7.0, 8.0, 8.0]), (18, [8.0, 9.0, 9.0]), (19, [9.0, 10.0, 10.0]), (20, [-inf, -0.1, -0.1]), (21, [-inf, 0.9, 0.9]), (22, [-inf, 1.9, 1.9]), (23, [-inf, 2.9, 2.9]), (24, [-inf, 3.9, 3.9]), (25, [-inf, 4.9, 4.9]), (26, [-inf, 5.9, 5.9]), (27, [-inf, 6.9, 6.9]), (28, [-inf, 7.9, 7.9]), (29, [-inf, 8.9, 8.9]), (30, [1.0, 1.5, 1.5]), (31, [2.0, 2.5, 2.5]), (32, [3.0, 3.5, 3.5]), (33, [4.0, 4.5, 4.5]), (34, [5.0, 5.5, 5.5]), (35, [6.0, 6.5, 6.5]), (36, [7.0, 7.5, 7.5]), (37, [8.0, 8.5, 8.5]), (38, [9.0, 9.5, 9.5]), (39, [10.0, 10.5, 10.5])] 0 0.1 reading: [0.0, 1.0, 1.0] 1 1.1 reading: [1.0, 2.0, 2.0] 2 2.1 reading: [2.0, 3.0, 3.0] 3 3.1 reading: [3.0, 4.0, 4.0] 4 4.1 reading: [4.0, 5.0, 5.0] 5 5.1 reading: [5.0, 6.0, 6.0] 6 6.1 reading: [6.0, 7.0, 7.0] 7 7.1 reading: [7.0, 8.0, 8.0] 8 8.1 reading: [8.0, 9.0, 9.0] 9 9.1 reading: [9.0, 10.0, 10.0] stack[2]: [(20, [-inf, -0.1, -0.1]), (21, [-inf, 0.9, 0.9]), (22, [-inf, 1.9, 1.9]), (23, [-inf, 2.9, 2.9]), (24, [-inf, 3.9, 3.9]), (25, [-inf, 4.9, 4.9]), (26, [-inf, 5.9, 5.9]), (27, [-inf, 6.9, 6.9]), (28, [-inf, 7.9, 7.9]), (29, [-inf, 8.9, 8.9]), (30, [1.0, 1.5, 1.5]), (31, [2.0, 2.5, 2.5]), (32, [3.0, 3.5, 3.5]), (33, [4.0, 4.5, 4.5]), (34, [5.0, 5.5, 5.5]), (35, [6.0, 6.5, 6.5]), (36, [7.0, 7.5, 7.5]), (37, [8.0, 8.5, 8.5]), (38, [9.0, 9.5, 9.5]), (39, [10.0, 10.5, 10.5])] stack[3]: [(30, [1.0, 1.5, 1.5]), (31, [2.0, 2.5, 2.5]), (32, [3.0, 3.5, 3.5]), (33, [4.0, 4.5, 4.5]), (34, [5.0, 5.5, 5.5]), (35, [6.0, 6.5, 6.5]), (36, [7.0, 7.5, 7.5]), (37, [8.0, 8.5, 8.5]), (38, [9.0, 9.5, 9.5]), (39, [10.0, 10.5, 10.5])] 1 1.1 reading: [1.0, 1.5, 1.5] 2 2.1 reading: [2.0, 2.5, 2.5] 3 3.1 reading: [3.0, 3.5, 3.5] 4 4.1 reading: [4.0, 4.5, 4.5] 5 5.1 reading: [5.0, 5.5, 5.5] 6 6.1 reading: [6.0, 6.5, 6.5] 7 7.1 reading: [7.0, 7.5, 7.5] 8 8.1 reading: [8.0, 8.5, 8.5] 9 9.1 reading: [9.0, 9.5, 9.5] 10 10.1 reading: [10.0, 10.5, 10.5] ======== <class 'ultranest.store.TextPointStore'> N=100 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 2 3 storing: [2, 2.1, 2.1] 3 4 storing: [3, 3.1, 3.1] 4 5 storing: [4, 4.1, 4.1] 5 6 storing: [5, 5.1, 5.1] 6 7 storing: [6, 6.1, 6.1] 7 8 storing: [7, 7.1, 7.1] 8 9 storing: [8, 8.1, 8.1] 9 10 storing: [9, 9.1, 9.1] 10 11 storing: [10, 10.1, 10.1] 11 12 storing: [11, 11.1, 11.1] 12 13 storing: [12, 12.1, 12.1] 13 14 storing: [13, 13.1, 13.1] 14 15 storing: [14, 14.1, 14.1] 15 16 storing: [15, 15.1, 15.1] 16 17 storing: [16, 16.1, 16.1] 17 18 storing: [17, 17.1, 17.1] 18 19 storing: [18, 18.1, 18.1] 19 20 storing: [19, 19.1, 19.1] 20 21 storing: [20, 20.1, 20.1] 21 22 storing: [21, 21.1, 21.1] 22 23 storing: [22, 22.1, 22.1] 23 24 storing: [23, 23.1, 23.1] 24 25 storing: [24, 24.1, 24.1] 25 26 storing: [25, 25.1, 25.1] 26 27 storing: [26, 26.1, 26.1] 27 28 storing: [27, 27.1, 27.1] 28 29 storing: [28, 28.1, 28.1] 29 30 storing: [29, 29.1, 29.1] 30 31 storing: [30, 30.1, 30.1] 31 32 storing: [31, 31.1, 31.1] 32 33 storing: [32, 32.1, 32.1] 33 34 storing: [33, 33.1, 33.1] 34 35 storing: [34, 34.1, 34.1] 35 36 storing: [35, 35.1, 35.1] 36 37 storing: [36, 36.1, 36.1] 37 38 storing: [37, 37.1, 37.1] 38 39 storing: [38, 38.1, 38.1] 39 40 storing: [39, 39.1, 39.1] 40 41 storing: [40, 40.1, 40.1] 41 42 storing: [41, 41.1, 41.1] 42 43 storing: [42, 42.1, 42.1] 43 44 storing: [43, 43.1, 43.1] 44 45 storing: [44, 44.1, 44.1] 45 46 storing: [45, 45.1, 45.1] 46 47 storing: [46, 46.1, 46.1] 47 48 storing: [47, 47.1, 47.1] 48 49 storing: [48, 48.1, 48.1] 49 50 storing: [49, 49.1, 49.1] 50 51 storing: [50, 50.1, 50.1] 51 52 storing: [51, 51.1, 51.1] 52 53 storing: [52, 52.1, 52.1] 53 54 storing: [53, 53.1, 53.1] 54 55 storing: [54, 54.1, 54.1] 55 56 storing: [55, 55.1, 55.1] 56 57 storing: [56, 56.1, 56.1] 57 58 storing: [57, 57.1, 57.1] 58 59 storing: [58, 58.1, 58.1] 59 60 storing: [59, 59.1, 59.1] 60 61 storing: [60, 60.1, 60.1] 61 62 storing: [61, 61.1, 61.1] 62 63 storing: [62, 62.1, 62.1] 63 64 storing: [63, 63.1, 63.1] 64 65 storing: [64, 64.1, 64.1] 65 66 storing: [65, 65.1, 65.1] 66 67 storing: [66, 66.1, 66.1] 67 68 storing: [67, 67.1, 67.1] 68 69 storing: [68, 68.1, 68.1] 69 70 storing: [69, 69.1, 69.1] 70 71 storing: [70, 70.1, 70.1] 71 72 storing: [71, 71.1, 71.1] 72 73 storing: [72, 72.1, 72.1] 73 74 storing: [73, 73.1, 73.1] 74 75 storing: [74, 74.1, 74.1] 75 76 storing: [75, 75.1, 75.1] 76 77 storing: [76, 76.1, 76.1] 77 78 storing: [77, 77.1, 77.1] 78 79 storing: [78, 78.1, 78.1] 79 80 storing: [79, 79.1, 79.1] 80 81 storing: [80, 80.1, 80.1] 81 82 storing: [81, 81.1, 81.1] 82 83 storing: [82, 82.1, 82.1] 83 84 storing: [83, 83.1, 83.1] 84 85 storing: [84, 84.1, 84.1] 85 86 storing: [85, 85.1, 85.1] 86 87 storing: [86, 86.1, 86.1] 87 88 storing: [87, 87.1, 87.1] 88 89 storing: [88, 88.1, 88.1] 89 90 storing: [89, 89.1, 89.1] 90 91 storing: [90, 90.1, 90.1] 91 92 storing: [91, 91.1, 91.1] 92 93 storing: [92, 92.1, 92.1] 93 94 storing: [93, 93.1, 93.1] 94 95 storing: [94, 94.1, 94.1] 95 96 storing: [95, 95.1, 95.1] 96 97 storing: [96, 96.1, 96.1] 97 98 storing: [97, 97.1, 97.1] 98 99 storing: [98, 98.1, 98.1] 99 100 storing: [99, 99.1, 99.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] 3 4 storing: [3, 3.5, 3.5] 4 5 storing: [4, 4.5, 4.5] 5 6 storing: [5, 5.5, 5.5] 6 7 storing: [6, 6.5, 6.5] 7 8 storing: [7, 7.5, 7.5] 8 9 storing: [8, 8.5, 8.5] 9 10 storing: [9, 9.5, 9.5] 10 11 storing: [10, 10.5, 10.5] 11 12 storing: [11, 11.5, 11.5] 12 13 storing: [12, 12.5, 12.5] 13 14 storing: [13, 13.5, 13.5] 14 15 storing: [14, 14.5, 14.5] 15 16 storing: [15, 15.5, 15.5] 16 17 storing: [16, 16.5, 16.5] 17 18 storing: [17, 17.5, 17.5] 18 19 storing: [18, 18.5, 18.5] 19 20 storing: [19, 19.5, 19.5] 20 21 storing: [20, 20.5, 20.5] 21 22 storing: [21, 21.5, 21.5] 22 23 storing: [22, 22.5, 22.5] 23 24 storing: [23, 23.5, 23.5] 24 25 storing: [24, 24.5, 24.5] 25 26 storing: [25, 25.5, 25.5] 26 27 storing: [26, 26.5, 26.5] 27 28 storing: [27, 27.5, 27.5] 28 29 storing: [28, 28.5, 28.5] 29 30 storing: [29, 29.5, 29.5] 30 31 storing: [30, 30.5, 30.5] 31 32 storing: [31, 31.5, 31.5] 32 33 storing: [32, 32.5, 32.5] 33 34 storing: [33, 33.5, 33.5] 34 35 storing: [34, 34.5, 34.5] 35 36 storing: [35, 35.5, 35.5] 36 37 storing: [36, 36.5, 36.5] 37 38 storing: [37, 37.5, 37.5] 38 39 storing: [38, 38.5, 38.5] 39 40 storing: [39, 39.5, 39.5] 40 41 storing: [40, 40.5, 40.5] 41 42 storing: [41, 41.5, 41.5] 42 43 storing: [42, 42.5, 42.5] 43 44 storing: [43, 43.5, 43.5] 44 45 storing: [44, 44.5, 44.5] 45 46 storing: [45, 45.5, 45.5] 46 47 storing: [46, 46.5, 46.5] 47 48 storing: [47, 47.5, 47.5] 48 49 storing: [48, 48.5, 48.5] 49 50 storing: [49, 49.5, 49.5] 50 51 storing: [50, 50.5, 50.5] 51 52 storing: [51, 51.5, 51.5] 52 53 storing: [52, 52.5, 52.5] 53 54 storing: [53, 53.5, 53.5] 54 55 storing: [54, 54.5, 54.5] 55 56 storing: [55, 55.5, 55.5] 56 57 storing: [56, 56.5, 56.5] 57 58 storing: [57, 57.5, 57.5] 58 59 storing: [58, 58.5, 58.5] 59 60 storing: [59, 59.5, 59.5] 60 61 storing: [60, 60.5, 60.5] 61 62 storing: [61, 61.5, 61.5] 62 63 storing: [62, 62.5, 62.5] 63 64 storing: [63, 63.5, 63.5] 64 65 storing: [64, 64.5, 64.5] 65 66 storing: [65, 65.5, 65.5] 66 67 storing: [66, 66.5, 66.5] 67 68 storing: [67, 67.5, 67.5] 68 69 storing: [68, 68.5, 68.5] 69 70 storing: [69, 69.5, 69.5] 70 71 storing: [70, 70.5, 70.5] 71 72 storing: [71, 71.5, 71.5] 72 73 storing: [72, 72.5, 72.5] 73 74 storing: [73, 73.5, 73.5] 74 75 storing: [74, 74.5, 74.5] 75 76 storing: [75, 75.5, 75.5] 76 77 storing: [76, 76.5, 76.5] 77 78 storing: [77, 77.5, 77.5] 78 79 storing: [78, 78.5, 78.5] 79 80 storing: [79, 79.5, 79.5] 80 81 storing: [80, 80.5, 80.5] 81 82 storing: [81, 81.5, 81.5] 82 83 storing: [82, 82.5, 82.5] 83 84 storing: [83, 83.5, 83.5] 84 85 storing: [84, 84.5, 84.5] 85 86 storing: [85, 85.5, 85.5] 86 87 storing: [86, 86.5, 86.5] 87 88 storing: [87, 87.5, 87.5] 88 89 storing: [88, 88.5, 88.5] 89 90 storing: [89, 89.5, 89.5] 90 91 storing: [90, 90.5, 90.5] 91 92 storing: [91, 91.5, 91.5] 92 93 storing: [92, 92.5, 92.5] 93 94 storing: [93, 93.5, 93.5] 94 95 storing: [94, 94.5, 94.5] 95 96 storing: [95, 95.5, 95.5] 96 97 storing: [96, 96.5, 96.5] 97 98 storing: [97, 97.5, 97.5] 98 99 storing: [98, 98.5, 98.5] 99 100 storing: [99, 99.5, 99.5] 100 101 storing: [100, 100.5, 100.5] reading... stack[0]: [(0, [-inf, -0.1, -0.1]), (1, [-inf, 0.9, 0.9]), (2, [-inf, 1.9, 1.9]), (3, [-inf, 2.9, 2.9]), (4, [-inf, 3.9, 3.9]), (5, [-inf, 4.9, 4.9]), (6, [-inf, 5.9, 5.9]), (7, [-inf, 6.9, 6.9]), (8, [-inf, 7.9, 7.9]), (9, [-inf, 8.9, 8.9]), (10, [-inf, 9.9, 9.9]), (11, [-inf, 10.9, 10.9]), (12, [-inf, 11.9, 11.9]), (13, [-inf, 12.9, 12.9]), (14, [-inf, 13.9, 13.9]), (15, [-inf, 14.9, 14.9]), (16, [-inf, 15.9, 15.9]), (17, [-inf, 16.9, 16.9]), (18, [-inf, 17.9, 17.9]), (19, [-inf, 18.9, 18.9]), (20, [-inf, 19.9, 19.9]), (21, [-inf, 20.9, 20.9]), (22, [-inf, 21.9, 21.9]), (23, [-inf, 22.9, 22.9]), (24, [-inf, 23.9, 23.9]), (25, [-inf, 24.9, 24.9]), (26, [-inf, 25.9, 25.9]), (27, [-inf, 26.9, 26.9]), (28, [-inf, 27.9, 27.9]), (29, [-inf, 28.9, 28.9]), (30, [-inf, 29.9, 29.9]), (31, [-inf, 30.9, 30.9]), (32, [-inf, 31.9, 31.9]), (33, [-inf, 32.9, 32.9]), (34, [-inf, 33.9, 33.9]), (35, [-inf, 34.9, 34.9]), (36, [-inf, 35.9, 35.9]), (37, [-inf, 36.9, 36.9]), (38, [-inf, 37.9, 37.9]), (39, [-inf, 38.9, 38.9]), (40, [-inf, 39.9, 39.9]), (41, [-inf, 40.9, 40.9]), (42, [-inf, 41.9, 41.9]), (43, [-inf, 42.9, 42.9]), (44, [-inf, 43.9, 43.9]), (45, [-inf, 44.9, 44.9]), (46, [-inf, 45.9, 45.9]), (47, [-inf, 46.9, 46.9]), (48, [-inf, 47.9, 47.9]), (49, [-inf, 48.9, 48.9]), (50, [-inf, 49.9, 49.9]), (51, [-inf, 50.9, 50.9]), (52, [-inf, 51.9, 51.9]), (53, [-inf, 52.9, 52.9]), (54, [-inf, 53.9, 53.9]), (55, [-inf, 54.9, 54.9]), (56, [-inf, 55.9, 55.9]), (57, [-inf, 56.9, 56.9]), (58, [-inf, 57.9, 57.9]), (59, [-inf, 58.9, 58.9]), (60, [-inf, 59.9, 59.9]), (61, [-inf, 60.9, 60.9]), (62, [-inf, 61.9, 61.9]), (63, [-inf, 62.9, 62.9]), (64, [-inf, 63.9, 63.9]), (65, [-inf, 64.9, 64.9]), (66, [-inf, 65.9, 65.9]), (67, [-inf, 66.9, 66.9]), (68, [-inf, 67.9, 67.9]), (69, [-inf, 68.9, 68.9]), (70, [-inf, 69.9, 69.9]), (71, [-inf, 70.9, 70.9]), (72, [-inf, 71.9, 71.9]), (73, [-inf, 72.9, 72.9]), (74, [-inf, 73.9, 73.9]), (75, [-inf, 74.9, 74.9]), (76, [-inf, 75.9, 75.9]), (77, [-inf, 76.9, 76.9]), (78, [-inf, 77.9, 77.9]), (79, [-inf, 78.9, 78.9]), (80, [-inf, 79.9, 79.9]), (81, [-inf, 80.9, 80.9]), (82, [-inf, 81.9, 81.9]), (83, [-inf, 82.9, 82.9]), (84, [-inf, 83.9, 83.9]), (85, [-inf, 84.9, 84.9]), (86, [-inf, 85.9, 85.9]), (87, [-inf, 86.9, 86.9]), (88, [-inf, 87.9, 87.9]), (89, [-inf, 88.9, 88.9]), (90, [-inf, 89.9, 89.9]), (91, [-inf, 90.9, 90.9]), (92, [-inf, 91.9, 91.9]), (93, [-inf, 92.9, 92.9]), (94, [-inf, 93.9, 93.9]), (95, [-inf, 94.9, 94.9]), (96, [-inf, 95.9, 95.9]), (97, [-inf, 96.9, 96.9]), (98, [-inf, 97.9, 97.9]), (99, [-inf, 98.9, 98.9]), (100, [0.0, 1.0, 1.0]), (101, [1.0, 2.0, 2.0]), (102, [2.0, 3.0, 3.0]), (103, [3.0, 4.0, 4.0]), (104, [4.0, 5.0, 5.0]), (105, [5.0, 6.0, 6.0]), (106, [6.0, 7.0, 7.0]), (107, [7.0, 8.0, 8.0]), (108, [8.0, 9.0, 9.0]), (109, [9.0, 10.0, 10.0]), (110, [10.0, 11.0, 11.0]), (111, [11.0, 12.0, 12.0]), (112, [12.0, 13.0, 13.0]), (113, [13.0, 14.0, 14.0]), (114, [14.0, 15.0, 15.0]), (115, [15.0, 16.0, 16.0]), (116, [16.0, 17.0, 17.0]), (117, [17.0, 18.0, 18.0]), (118, [18.0, 19.0, 19.0]), (119, [19.0, 20.0, 20.0]), (120, [20.0, 21.0, 21.0]), (121, [21.0, 22.0, 22.0]), (122, [22.0, 23.0, 23.0]), (123, [23.0, 24.0, 24.0]), (124, [24.0, 25.0, 25.0]), (125, [25.0, 26.0, 26.0]), (126, [26.0, 27.0, 27.0]), (127, [27.0, 28.0, 28.0]), (128, [28.0, 29.0, 29.0]), (129, [29.0, 30.0, 30.0]), (130, [30.0, 31.0, 31.0]), (131, [31.0, 32.0, 32.0]), (132, [32.0, 33.0, 33.0]), (133, [33.0, 34.0, 34.0]), (134, [34.0, 35.0, 35.0]), (135, [35.0, 36.0, 36.0]), (136, [36.0, 37.0, 37.0]), (137, [37.0, 38.0, 38.0]), (138, [38.0, 39.0, 39.0]), (139, [39.0, 40.0, 40.0]), (140, [40.0, 41.0, 41.0]), (141, [41.0, 42.0, 42.0]), (142, [42.0, 43.0, 43.0]), (143, [43.0, 44.0, 44.0]), (144, [44.0, 45.0, 45.0]), (145, [45.0, 46.0, 46.0]), (146, [46.0, 47.0, 47.0]), (147, [47.0, 48.0, 48.0]), (148, [48.0, 49.0, 49.0]), (149, [49.0, 50.0, 50.0]), (150, [50.0, 51.0, 51.0]), (151, [51.0, 52.0, 52.0]), (152, [52.0, 53.0, 53.0]), (153, [53.0, 54.0, 54.0]), (154, [54.0, 55.0, 55.0]), (155, [55.0, 56.0, 56.0]), (156, [56.0, 57.0, 57.0]), (157, [57.0, 58.0, 58.0]), (158, [58.0, 59.0, 59.0]), (159, [59.0, 60.0, 60.0]), (160, [60.0, 61.0, 61.0]), (161, [61.0, 62.0, 62.0]), (162, [62.0, 63.0, 63.0]), (163, [63.0, 64.0, 64.0]), (164, [64.0, 65.0, 65.0]), (165, [65.0, 66.0, 66.0]), (166, [66.0, 67.0, 67.0]), (167, [67.0, 68.0, 68.0]), (168, [68.0, 69.0, 69.0]), (169, [69.0, 70.0, 70.0]), (170, [70.0, 71.0, 71.0]), (171, [71.0, 72.0, 72.0]), (172, [72.0, 73.0, 73.0]), (173, [73.0, 74.0, 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[22.0, 22.5, 22.5]), (322, [23.0, 23.5, 23.5]), (323, [24.0, 24.5, 24.5]), (324, [25.0, 25.5, 25.5]), (325, [26.0, 26.5, 26.5]), (326, [27.0, 27.5, 27.5]), (327, [28.0, 28.5, 28.5]), (328, [29.0, 29.5, 29.5]), (329, [30.0, 30.5, 30.5]), (330, [31.0, 31.5, 31.5]), (331, [32.0, 32.5, 32.5]), (332, [33.0, 33.5, 33.5]), (333, [34.0, 34.5, 34.5]), (334, [35.0, 35.5, 35.5]), (335, [36.0, 36.5, 36.5]), (336, [37.0, 37.5, 37.5]), (337, [38.0, 38.5, 38.5]), (338, [39.0, 39.5, 39.5]), (339, [40.0, 40.5, 40.5]), (340, [41.0, 41.5, 41.5]), (341, [42.0, 42.5, 42.5]), (342, [43.0, 43.5, 43.5]), (343, [44.0, 44.5, 44.5]), (344, [45.0, 45.5, 45.5]), (345, [46.0, 46.5, 46.5]), (346, [47.0, 47.5, 47.5]), (347, [48.0, 48.5, 48.5]), (348, [49.0, 49.5, 49.5]), (349, [50.0, 50.5, 50.5]), (350, [51.0, 51.5, 51.5]), (351, [52.0, 52.5, 52.5]), (352, [53.0, 53.5, 53.5]), (353, [54.0, 54.5, 54.5]), (354, [55.0, 55.5, 55.5]), (355, [56.0, 56.5, 56.5]), (356, [57.0, 57.5, 57.5]), (357, [58.0, 58.5, 58.5]), (358, [59.0, 59.5, 59.5]), (359, [60.0, 60.5, 60.5]), (360, [61.0, 61.5, 61.5]), (361, [62.0, 62.5, 62.5]), (362, [63.0, 63.5, 63.5]), (363, [64.0, 64.5, 64.5]), (364, [65.0, 65.5, 65.5]), (365, [66.0, 66.5, 66.5]), (366, [67.0, 67.5, 67.5]), (367, [68.0, 68.5, 68.5]), (368, [69.0, 69.5, 69.5]), (369, [70.0, 70.5, 70.5]), (370, [71.0, 71.5, 71.5]), (371, [72.0, 72.5, 72.5]), (372, [73.0, 73.5, 73.5]), (373, [74.0, 74.5, 74.5]), (374, [75.0, 75.5, 75.5]), (375, [76.0, 76.5, 76.5]), (376, [77.0, 77.5, 77.5]), (377, [78.0, 78.5, 78.5]), (378, [79.0, 79.5, 79.5]), (379, [80.0, 80.5, 80.5]), (380, [81.0, 81.5, 81.5]), (381, [82.0, 82.5, 82.5]), (382, [83.0, 83.5, 83.5]), (383, [84.0, 84.5, 84.5]), (384, [85.0, 85.5, 85.5]), (385, [86.0, 86.5, 86.5]), (386, [87.0, 87.5, 87.5]), (387, [88.0, 88.5, 88.5]), (388, [89.0, 89.5, 89.5]), (389, [90.0, 90.5, 90.5]), (390, [91.0, 91.5, 91.5]), (391, [92.0, 92.5, 92.5]), (392, [93.0, 93.5, 93.5]), (393, [94.0, 94.5, 94.5]), (394, [95.0, 95.5, 95.5]), (395, [96.0, 96.5, 96.5]), (396, [97.0, 97.5, 97.5]), (397, [98.0, 98.5, 98.5]), (398, [99.0, 99.5, 99.5]), (399, [100.0, 100.5, 100.5])] 0 0.1 reading: [0.0, 1.0, 1.0] 1 1.1 reading: [1.0, 2.0, 2.0] 2 2.1 reading: [2.0, 3.0, 3.0] 3 3.1 reading: [3.0, 4.0, 4.0] 4 4.1 reading: [4.0, 5.0, 5.0] 5 5.1 reading: [5.0, 6.0, 6.0] 6 6.1 reading: [6.0, 7.0, 7.0] 7 7.1 reading: [7.0, 8.0, 8.0] 8 8.1 reading: [8.0, 9.0, 9.0] 9 9.1 reading: [9.0, 10.0, 10.0] 10 10.1 reading: [10.0, 11.0, 11.0] 11 11.1 reading: [11.0, 12.0, 12.0] 12 12.1 reading: [12.0, 13.0, 13.0] 13 13.1 reading: [13.0, 14.0, 14.0] 14 14.1 reading: [14.0, 15.0, 15.0] 15 15.1 reading: [15.0, 16.0, 16.0] 16 16.1 reading: [16.0, 17.0, 17.0] 17 17.1 reading: [17.0, 18.0, 18.0] 18 18.1 reading: [18.0, 19.0, 19.0] 19 19.1 reading: [19.0, 20.0, 20.0] 20 20.1 reading: [20.0, 21.0, 21.0] 21 21.1 reading: [21.0, 22.0, 22.0] 22 22.1 reading: [22.0, 23.0, 23.0] 23 23.1 reading: [23.0, 24.0, 24.0] 24 24.1 reading: [24.0, 25.0, 25.0] 25 25.1 reading: [25.0, 26.0, 26.0] 26 26.1 reading: [26.0, 27.0, 27.0] 27 27.1 reading: [27.0, 28.0, 28.0] 28 28.1 reading: [28.0, 29.0, 29.0] 29 29.1 reading: [29.0, 30.0, 30.0] 30 30.1 reading: [30.0, 31.0, 31.0] 31 31.1 reading: [31.0, 32.0, 32.0] 32 32.1 reading: [32.0, 33.0, 33.0] 33 33.1 reading: [33.0, 34.0, 34.0] 34 34.1 reading: [34.0, 35.0, 35.0] 35 35.1 reading: [35.0, 36.0, 36.0] 36 36.1 reading: [36.0, 37.0, 37.0] 37 37.1 reading: [37.0, 38.0, 38.0] 38 38.1 reading: [38.0, 39.0, 39.0] 39 39.1 reading: [39.0, 40.0, 40.0] 40 40.1 reading: [40.0, 41.0, 41.0] 41 41.1 reading: [41.0, 42.0, 42.0] 42 42.1 reading: [42.0, 43.0, 43.0] 43 43.1 reading: [43.0, 44.0, 44.0] 44 44.1 reading: [44.0, 45.0, 45.0] 45 45.1 reading: [45.0, 46.0, 46.0] 46 46.1 reading: [46.0, 47.0, 47.0] 47 47.1 reading: [47.0, 48.0, 48.0] 48 48.1 reading: [48.0, 49.0, 49.0] 49 49.1 reading: [49.0, 50.0, 50.0] 50 50.1 reading: [50.0, 51.0, 51.0] 51 51.1 reading: [51.0, 52.0, 52.0] 52 52.1 reading: [52.0, 53.0, 53.0] 53 53.1 reading: [53.0, 54.0, 54.0] 54 54.1 reading: [54.0, 55.0, 55.0] 55 55.1 reading: [55.0, 56.0, 56.0] 56 56.1 reading: [56.0, 57.0, 57.0] 57 57.1 reading: [57.0, 58.0, 58.0] 58 58.1 reading: [58.0, 59.0, 59.0] 59 59.1 reading: [59.0, 60.0, 60.0] 60 60.1 reading: [60.0, 61.0, 61.0] 61 61.1 reading: [61.0, 62.0, 62.0] 62 62.1 reading: [62.0, 63.0, 63.0] 63 63.1 reading: [63.0, 64.0, 64.0] 64 64.1 reading: [64.0, 65.0, 65.0] 65 65.1 reading: [65.0, 66.0, 66.0] 66 66.1 reading: [66.0, 67.0, 67.0] 67 67.1 reading: [67.0, 68.0, 68.0] 68 68.1 reading: [68.0, 69.0, 69.0] 69 69.1 reading: [69.0, 70.0, 70.0] 70 70.1 reading: [70.0, 71.0, 71.0] 71 71.1 reading: [71.0, 72.0, 72.0] 72 72.1 reading: [72.0, 73.0, 73.0] 73 73.1 reading: [73.0, 74.0, 74.0] 74 74.1 reading: [74.0, 75.0, 75.0] 75 75.1 reading: [75.0, 76.0, 76.0] 76 76.1 reading: [76.0, 77.0, 77.0] 77 77.1 reading: [77.0, 78.0, 78.0] 78 78.1 reading: [78.0, 79.0, 79.0] 79 79.1 reading: [79.0, 80.0, 80.0] 80 80.1 reading: [80.0, 81.0, 81.0] 81 81.1 reading: [81.0, 82.0, 82.0] 82 82.1 reading: [82.0, 83.0, 83.0] 83 83.1 reading: [83.0, 84.0, 84.0] 84 84.1 reading: [84.0, 85.0, 85.0] 85 85.1 reading: [85.0, 86.0, 86.0] 86 86.1 reading: [86.0, 87.0, 87.0] 87 87.1 reading: [87.0, 88.0, 88.0] 88 88.1 reading: [88.0, 89.0, 89.0] 89 89.1 reading: [89.0, 90.0, 90.0] 90 90.1 reading: [90.0, 91.0, 91.0] 91 91.1 reading: [91.0, 92.0, 92.0] 92 92.1 reading: [92.0, 93.0, 93.0] 93 93.1 reading: [93.0, 94.0, 94.0] 94 94.1 reading: [94.0, 95.0, 95.0] 95 95.1 reading: [95.0, 96.0, 96.0] 96 96.1 reading: [96.0, 97.0, 97.0] 97 97.1 reading: [97.0, 98.0, 98.0] 98 98.1 reading: [98.0, 99.0, 99.0] 99 99.1 reading: [99.0, 100.0, 100.0] stack[2]: [(200, [-inf, -0.1, -0.1]), (201, [-inf, 0.9, 0.9]), (202, [-inf, 1.9, 1.9]), (203, [-inf, 2.9, 2.9]), (204, [-inf, 3.9, 3.9]), (205, [-inf, 4.9, 4.9]), (206, [-inf, 5.9, 5.9]), (207, [-inf, 6.9, 6.9]), (208, [-inf, 7.9, 7.9]), (209, [-inf, 8.9, 8.9]), (210, [-inf, 9.9, 9.9]), (211, [-inf, 10.9, 10.9]), (212, [-inf, 11.9, 11.9]), (213, [-inf, 12.9, 12.9]), (214, [-inf, 13.9, 13.9]), (215, [-inf, 14.9, 14.9]), (216, [-inf, 15.9, 15.9]), (217, [-inf, 16.9, 16.9]), (218, [-inf, 17.9, 17.9]), (219, [-inf, 18.9, 18.9]), (220, [-inf, 19.9, 19.9]), (221, [-inf, 20.9, 20.9]), (222, [-inf, 21.9, 21.9]), (223, [-inf, 22.9, 22.9]), (224, [-inf, 23.9, 23.9]), (225, [-inf, 24.9, 24.9]), (226, [-inf, 25.9, 25.9]), (227, [-inf, 26.9, 26.9]), (228, [-inf, 27.9, 27.9]), (229, [-inf, 28.9, 28.9]), (230, [-inf, 29.9, 29.9]), (231, [-inf, 30.9, 30.9]), (232, [-inf, 31.9, 31.9]), (233, [-inf, 32.9, 32.9]), (234, [-inf, 33.9, 33.9]), (235, [-inf, 34.9, 34.9]), (236, [-inf, 35.9, 35.9]), (237, [-inf, 36.9, 36.9]), (238, [-inf, 37.9, 37.9]), (239, [-inf, 38.9, 38.9]), (240, [-inf, 39.9, 39.9]), (241, [-inf, 40.9, 40.9]), (242, [-inf, 41.9, 41.9]), (243, [-inf, 42.9, 42.9]), (244, [-inf, 43.9, 43.9]), (245, [-inf, 44.9, 44.9]), (246, [-inf, 45.9, 45.9]), (247, [-inf, 46.9, 46.9]), (248, [-inf, 47.9, 47.9]), (249, [-inf, 48.9, 48.9]), (250, [-inf, 49.9, 49.9]), (251, [-inf, 50.9, 50.9]), (252, [-inf, 51.9, 51.9]), (253, [-inf, 52.9, 52.9]), (254, [-inf, 53.9, 53.9]), (255, [-inf, 54.9, 54.9]), (256, [-inf, 55.9, 55.9]), (257, [-inf, 56.9, 56.9]), (258, [-inf, 57.9, 57.9]), (259, [-inf, 58.9, 58.9]), (260, [-inf, 59.9, 59.9]), (261, [-inf, 60.9, 60.9]), (262, [-inf, 61.9, 61.9]), (263, [-inf, 62.9, 62.9]), (264, [-inf, 63.9, 63.9]), (265, [-inf, 64.9, 64.9]), (266, [-inf, 65.9, 65.9]), (267, [-inf, 66.9, 66.9]), (268, [-inf, 67.9, 67.9]), (269, [-inf, 68.9, 68.9]), (270, [-inf, 69.9, 69.9]), (271, [-inf, 70.9, 70.9]), (272, [-inf, 71.9, 71.9]), (273, [-inf, 72.9, 72.9]), (274, [-inf, 73.9, 73.9]), (275, [-inf, 74.9, 74.9]), (276, [-inf, 75.9, 75.9]), (277, [-inf, 76.9, 76.9]), (278, [-inf, 77.9, 77.9]), (279, [-inf, 78.9, 78.9]), (280, [-inf, 79.9, 79.9]), (281, [-inf, 80.9, 80.9]), (282, [-inf, 81.9, 81.9]), (283, [-inf, 82.9, 82.9]), (284, [-inf, 83.9, 83.9]), (285, [-inf, 84.9, 84.9]), (286, [-inf, 85.9, 85.9]), (287, [-inf, 86.9, 86.9]), (288, [-inf, 87.9, 87.9]), (289, [-inf, 88.9, 88.9]), (290, [-inf, 89.9, 89.9]), (291, [-inf, 90.9, 90.9]), (292, [-inf, 91.9, 91.9]), (293, [-inf, 92.9, 92.9]), (294, [-inf, 93.9, 93.9]), (295, [-inf, 94.9, 94.9]), (296, [-inf, 95.9, 95.9]), (297, [-inf, 96.9, 96.9]), (298, [-inf, 97.9, 97.9]), (299, [-inf, 98.9, 98.9]), (300, [1.0, 1.5, 1.5]), (301, [2.0, 2.5, 2.5]), (302, [3.0, 3.5, 3.5]), (303, [4.0, 4.5, 4.5]), (304, [5.0, 5.5, 5.5]), (305, [6.0, 6.5, 6.5]), (306, [7.0, 7.5, 7.5]), (307, [8.0, 8.5, 8.5]), (308, [9.0, 9.5, 9.5]), (309, [10.0, 10.5, 10.5]), (310, [11.0, 11.5, 11.5]), (311, [12.0, 12.5, 12.5]), (312, [13.0, 13.5, 13.5]), (313, [14.0, 14.5, 14.5]), (314, [15.0, 15.5, 15.5]), (315, [16.0, 16.5, 16.5]), (316, [17.0, 17.5, 17.5]), (317, [18.0, 18.5, 18.5]), (318, [19.0, 19.5, 19.5]), (319, [20.0, 20.5, 20.5]), (320, [21.0, 21.5, 21.5]), (321, [22.0, 22.5, 22.5]), (322, [23.0, 23.5, 23.5]), (323, [24.0, 24.5, 24.5]), (324, [25.0, 25.5, 25.5]), (325, [26.0, 26.5, 26.5]), (326, [27.0, 27.5, 27.5]), (327, [28.0, 28.5, 28.5]), (328, [29.0, 29.5, 29.5]), (329, [30.0, 30.5, 30.5]), (330, [31.0, 31.5, 31.5]), (331, [32.0, 32.5, 32.5]), (332, [33.0, 33.5, 33.5]), (333, [34.0, 34.5, 34.5]), (334, [35.0, 35.5, 35.5]), (335, [36.0, 36.5, 36.5]), (336, [37.0, 37.5, 37.5]), (337, [38.0, 38.5, 38.5]), (338, [39.0, 39.5, 39.5]), (339, [40.0, 40.5, 40.5]), (340, [41.0, 41.5, 41.5]), (341, [42.0, 42.5, 42.5]), (342, [43.0, 43.5, 43.5]), (343, [44.0, 44.5, 44.5]), (344, [45.0, 45.5, 45.5]), (345, [46.0, 46.5, 46.5]), (346, [47.0, 47.5, 47.5]), (347, [48.0, 48.5, 48.5]), (348, [49.0, 49.5, 49.5]), (349, [50.0, 50.5, 50.5]), (350, [51.0, 51.5, 51.5]), (351, [52.0, 52.5, 52.5]), (352, [53.0, 53.5, 53.5]), (353, [54.0, 54.5, 54.5]), (354, [55.0, 55.5, 55.5]), (355, [56.0, 56.5, 56.5]), (356, [57.0, 57.5, 57.5]), (357, [58.0, 58.5, 58.5]), (358, [59.0, 59.5, 59.5]), (359, [60.0, 60.5, 60.5]), (360, [61.0, 61.5, 61.5]), (361, [62.0, 62.5, 62.5]), (362, [63.0, 63.5, 63.5]), (363, [64.0, 64.5, 64.5]), (364, [65.0, 65.5, 65.5]), (365, [66.0, 66.5, 66.5]), (366, [67.0, 67.5, 67.5]), (367, [68.0, 68.5, 68.5]), (368, [69.0, 69.5, 69.5]), (369, [70.0, 70.5, 70.5]), (370, [71.0, 71.5, 71.5]), (371, [72.0, 72.5, 72.5]), (372, [73.0, 73.5, 73.5]), (373, [74.0, 74.5, 74.5]), (374, [75.0, 75.5, 75.5]), (375, [76.0, 76.5, 76.5]), (376, [77.0, 77.5, 77.5]), (377, [78.0, 78.5, 78.5]), (378, [79.0, 79.5, 79.5]), (379, [80.0, 80.5, 80.5]), (380, [81.0, 81.5, 81.5]), (381, [82.0, 82.5, 82.5]), (382, [83.0, 83.5, 83.5]), (383, [84.0, 84.5, 84.5]), (384, [85.0, 85.5, 85.5]), (385, [86.0, 86.5, 86.5]), (386, [87.0, 87.5, 87.5]), (387, [88.0, 88.5, 88.5]), (388, [89.0, 89.5, 89.5]), (389, [90.0, 90.5, 90.5]), (390, [91.0, 91.5, 91.5]), (391, [92.0, 92.5, 92.5]), (392, [93.0, 93.5, 93.5]), (393, [94.0, 94.5, 94.5]), (394, [95.0, 95.5, 95.5]), (395, [96.0, 96.5, 96.5]), (396, [97.0, 97.5, 97.5]), (397, [98.0, 98.5, 98.5]), (398, [99.0, 99.5, 99.5]), (399, [100.0, 100.5, 100.5])] stack[3]: [(300, [1.0, 1.5, 1.5]), (301, [2.0, 2.5, 2.5]), (302, [3.0, 3.5, 3.5]), (303, [4.0, 4.5, 4.5]), (304, [5.0, 5.5, 5.5]), (305, [6.0, 6.5, 6.5]), (306, [7.0, 7.5, 7.5]), (307, [8.0, 8.5, 8.5]), (308, [9.0, 9.5, 9.5]), (309, [10.0, 10.5, 10.5]), (310, [11.0, 11.5, 11.5]), (311, [12.0, 12.5, 12.5]), (312, [13.0, 13.5, 13.5]), (313, [14.0, 14.5, 14.5]), (314, [15.0, 15.5, 15.5]), (315, [16.0, 16.5, 16.5]), (316, [17.0, 17.5, 17.5]), (317, [18.0, 18.5, 18.5]), (318, [19.0, 19.5, 19.5]), (319, [20.0, 20.5, 20.5]), (320, [21.0, 21.5, 21.5]), (321, [22.0, 22.5, 22.5]), (322, [23.0, 23.5, 23.5]), (323, [24.0, 24.5, 24.5]), (324, [25.0, 25.5, 25.5]), (325, [26.0, 26.5, 26.5]), (326, [27.0, 27.5, 27.5]), (327, [28.0, 28.5, 28.5]), (328, [29.0, 29.5, 29.5]), (329, [30.0, 30.5, 30.5]), (330, [31.0, 31.5, 31.5]), (331, [32.0, 32.5, 32.5]), (332, [33.0, 33.5, 33.5]), (333, [34.0, 34.5, 34.5]), (334, [35.0, 35.5, 35.5]), (335, [36.0, 36.5, 36.5]), (336, [37.0, 37.5, 37.5]), (337, [38.0, 38.5, 38.5]), (338, [39.0, 39.5, 39.5]), (339, [40.0, 40.5, 40.5]), (340, [41.0, 41.5, 41.5]), (341, [42.0, 42.5, 42.5]), (342, [43.0, 43.5, 43.5]), (343, [44.0, 44.5, 44.5]), (344, [45.0, 45.5, 45.5]), (345, [46.0, 46.5, 46.5]), (346, [47.0, 47.5, 47.5]), (347, [48.0, 48.5, 48.5]), (348, [49.0, 49.5, 49.5]), (349, [50.0, 50.5, 50.5]), (350, [51.0, 51.5, 51.5]), (351, [52.0, 52.5, 52.5]), (352, [53.0, 53.5, 53.5]), (353, [54.0, 54.5, 54.5]), (354, [55.0, 55.5, 55.5]), (355, [56.0, 56.5, 56.5]), (356, [57.0, 57.5, 57.5]), (357, [58.0, 58.5, 58.5]), (358, [59.0, 59.5, 59.5]), (359, [60.0, 60.5, 60.5]), (360, [61.0, 61.5, 61.5]), (361, [62.0, 62.5, 62.5]), (362, [63.0, 63.5, 63.5]), (363, [64.0, 64.5, 64.5]), (364, [65.0, 65.5, 65.5]), (365, [66.0, 66.5, 66.5]), (366, [67.0, 67.5, 67.5]), (367, [68.0, 68.5, 68.5]), (368, [69.0, 69.5, 69.5]), (369, [70.0, 70.5, 70.5]), (370, [71.0, 71.5, 71.5]), (371, [72.0, 72.5, 72.5]), (372, [73.0, 73.5, 73.5]), (373, [74.0, 74.5, 74.5]), (374, [75.0, 75.5, 75.5]), (375, [76.0, 76.5, 76.5]), (376, [77.0, 77.5, 77.5]), (377, [78.0, 78.5, 78.5]), (378, [79.0, 79.5, 79.5]), (379, [80.0, 80.5, 80.5]), (380, [81.0, 81.5, 81.5]), (381, [82.0, 82.5, 82.5]), (382, [83.0, 83.5, 83.5]), (383, [84.0, 84.5, 84.5]), (384, [85.0, 85.5, 85.5]), (385, [86.0, 86.5, 86.5]), (386, [87.0, 87.5, 87.5]), (387, [88.0, 88.5, 88.5]), (388, [89.0, 89.5, 89.5]), (389, [90.0, 90.5, 90.5]), (390, [91.0, 91.5, 91.5]), (391, [92.0, 92.5, 92.5]), (392, [93.0, 93.5, 93.5]), (393, [94.0, 94.5, 94.5]), (394, [95.0, 95.5, 95.5]), (395, [96.0, 96.5, 96.5]), (396, [97.0, 97.5, 97.5]), (397, [98.0, 98.5, 98.5]), (398, [99.0, 99.5, 99.5]), (399, [100.0, 100.5, 100.5])] 1 1.1 reading: [1.0, 1.5, 1.5] 2 2.1 reading: [2.0, 2.5, 2.5] 3 3.1 reading: [3.0, 3.5, 3.5] 4 4.1 reading: [4.0, 4.5, 4.5] 5 5.1 reading: [5.0, 5.5, 5.5] 6 6.1 reading: [6.0, 6.5, 6.5] 7 7.1 reading: [7.0, 7.5, 7.5] 8 8.1 reading: [8.0, 8.5, 8.5] 9 9.1 reading: [9.0, 9.5, 9.5] 10 10.1 reading: [10.0, 10.5, 10.5] 11 11.1 reading: [11.0, 11.5, 11.5] 12 12.1 reading: [12.0, 12.5, 12.5] 13 13.1 reading: [13.0, 13.5, 13.5] 14 14.1 reading: [14.0, 14.5, 14.5] 15 15.1 reading: [15.0, 15.5, 15.5] 16 16.1 reading: [16.0, 16.5, 16.5] 17 17.1 reading: [17.0, 17.5, 17.5] 18 18.1 reading: [18.0, 18.5, 18.5] 19 19.1 reading: [19.0, 19.5, 19.5] 20 20.1 reading: [20.0, 20.5, 20.5] 21 21.1 reading: [21.0, 21.5, 21.5] 22 22.1 reading: [22.0, 22.5, 22.5] 23 23.1 reading: [23.0, 23.5, 23.5] 24 24.1 reading: [24.0, 24.5, 24.5] 25 25.1 reading: [25.0, 25.5, 25.5] 26 26.1 reading: [26.0, 26.5, 26.5] 27 27.1 reading: [27.0, 27.5, 27.5] 28 28.1 reading: [28.0, 28.5, 28.5] 29 29.1 reading: [29.0, 29.5, 29.5] 30 30.1 reading: [30.0, 30.5, 30.5] 31 31.1 reading: [31.0, 31.5, 31.5] 32 32.1 reading: [32.0, 32.5, 32.5] 33 33.1 reading: [33.0, 33.5, 33.5] 34 34.1 reading: [34.0, 34.5, 34.5] 35 35.1 reading: [35.0, 35.5, 35.5] 36 36.1 reading: [36.0, 36.5, 36.5] 37 37.1 reading: [37.0, 37.5, 37.5] 38 38.1 reading: [38.0, 38.5, 38.5] 39 39.1 reading: [39.0, 39.5, 39.5] 40 40.1 reading: [40.0, 40.5, 40.5] 41 41.1 reading: [41.0, 41.5, 41.5] 42 42.1 reading: [42.0, 42.5, 42.5] 43 43.1 reading: [43.0, 43.5, 43.5] 44 44.1 reading: [44.0, 44.5, 44.5] 45 45.1 reading: [45.0, 45.5, 45.5] 46 46.1 reading: [46.0, 46.5, 46.5] 47 47.1 reading: [47.0, 47.5, 47.5] 48 48.1 reading: [48.0, 48.5, 48.5] 49 49.1 reading: [49.0, 49.5, 49.5] 50 50.1 reading: [50.0, 50.5, 50.5] 51 51.1 reading: [51.0, 51.5, 51.5] 52 52.1 reading: [52.0, 52.5, 52.5] 53 53.1 reading: [53.0, 53.5, 53.5] 54 54.1 reading: [54.0, 54.5, 54.5] 55 55.1 reading: [55.0, 55.5, 55.5] 56 56.1 reading: [56.0, 56.5, 56.5] 57 57.1 reading: [57.0, 57.5, 57.5] 58 58.1 reading: [58.0, 58.5, 58.5] 59 59.1 reading: [59.0, 59.5, 59.5] 60 60.1 reading: [60.0, 60.5, 60.5] 61 61.1 reading: [61.0, 61.5, 61.5] 62 62.1 reading: [62.0, 62.5, 62.5] 63 63.1 reading: [63.0, 63.5, 63.5] 64 64.1 reading: [64.0, 64.5, 64.5] 65 65.1 reading: [65.0, 65.5, 65.5] 66 66.1 reading: [66.0, 66.5, 66.5] 67 67.1 reading: [67.0, 67.5, 67.5] 68 68.1 reading: [68.0, 68.5, 68.5] 69 69.1 reading: [69.0, 69.5, 69.5] 70 70.1 reading: [70.0, 70.5, 70.5] 71 71.1 reading: [71.0, 71.5, 71.5] 72 72.1 reading: [72.0, 72.5, 72.5] 73 73.1 reading: [73.0, 73.5, 73.5] 74 74.1 reading: [74.0, 74.5, 74.5] 75 75.1 reading: [75.0, 75.5, 75.5] 76 76.1 reading: [76.0, 76.5, 76.5] 77 77.1 reading: [77.0, 77.5, 77.5] 78 78.1 reading: [78.0, 78.5, 78.5] 79 79.1 reading: [79.0, 79.5, 79.5] 80 80.1 reading: [80.0, 80.5, 80.5] 81 81.1 reading: [81.0, 81.5, 81.5] 82 82.1 reading: [82.0, 82.5, 82.5] 83 83.1 reading: [83.0, 83.5, 83.5] 84 84.1 reading: [84.0, 84.5, 84.5] 85 85.1 reading: [85.0, 85.5, 85.5] 86 86.1 reading: [86.0, 86.5, 86.5] 87 87.1 reading: [87.0, 87.5, 87.5] 88 88.1 reading: [88.0, 88.5, 88.5] 89 89.1 reading: [89.0, 89.5, 89.5] 90 90.1 reading: [90.0, 90.5, 90.5] 91 91.1 reading: [91.0, 91.5, 91.5] 92 92.1 reading: [92.0, 92.5, 92.5] 93 93.1 reading: [93.0, 93.5, 93.5] 94 94.1 reading: [94.0, 94.5, 94.5] 95 95.1 reading: [95.0, 95.5, 95.5] 96 96.1 reading: [96.0, 96.5, 96.5] 97 97.1 reading: [97.0, 97.5, 97.5] 98 98.1 reading: [98.0, 98.5, 98.5] 99 99.1 reading: [99.0, 99.5, 99.5] 100 100.1 reading: [100.0, 100.5, 100.5] ======== <class 'ultranest.store.HDF5PointStore'> N=1 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.5, 1.5] reading... stack[0]: [(0, array([-inf, -0.1, -0.1])), (1, array([0., 1., 1.])), (2, array([-inf, -0.1, -0.1])), (3, array([1. , 1.5, 1.5]))] stack[1]: [(1, array([0., 1., 1.])), (2, array([-inf, -0.1, -0.1])), (3, array([1. , 1.5, 1.5]))] 0 0.1 reading: [0. 1. 1.] stack[2]: [(2, array([-inf, -0.1, -0.1])), (3, array([1. , 1.5, 1.5]))] stack[3]: [(3, array([1. , 1.5, 1.5]))] 1 1.1 reading: [1. 1.5 1.5] ======== <class 'ultranest.store.HDF5PointStore'> N=2 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] reading... stack[0]: [(0, array([-inf, -0.1, -0.1])), (1, array([-inf, 0.9, 0.9])), (2, array([0., 1., 1.])), (3, array([1., 2., 2.])), (4, array([-inf, -0.1, -0.1])), (5, array([-inf, 0.9, 0.9])), (6, array([1. , 1.5, 1.5])), (7, array([2. , 2.5, 2.5]))] stack[1]: [(2, array([0., 1., 1.])), (3, array([1., 2., 2.])), (4, array([-inf, -0.1, -0.1])), (5, array([-inf, 0.9, 0.9])), (6, array([1. , 1.5, 1.5])), (7, array([2. , 2.5, 2.5]))] 0 0.1 reading: [0. 1. 1.] 1 1.1 reading: [1. 2. 2.] stack[2]: [(4, array([-inf, -0.1, -0.1])), (5, array([-inf, 0.9, 0.9])), (6, array([1. , 1.5, 1.5])), (7, array([2. , 2.5, 2.5]))] stack[3]: [(6, array([1. , 1.5, 1.5])), (7, array([2. , 2.5, 2.5]))] 1 1.1 reading: [1. 1.5 1.5] 2 2.1 reading: [2. 2.5 2.5] ======== <class 'ultranest.store.HDF5PointStore'> N=10 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 2 3 storing: [2, 2.1, 2.1] 3 4 storing: [3, 3.1, 3.1] 4 5 storing: [4, 4.1, 4.1] 5 6 storing: [5, 5.1, 5.1] 6 7 storing: [6, 6.1, 6.1] 7 8 storing: [7, 7.1, 7.1] 8 9 storing: [8, 8.1, 8.1] 9 10 storing: [9, 9.1, 9.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] 3 4 storing: [3, 3.5, 3.5] 4 5 storing: [4, 4.5, 4.5] 5 6 storing: [5, 5.5, 5.5] 6 7 storing: [6, 6.5, 6.5] 7 8 storing: [7, 7.5, 7.5] 8 9 storing: [8, 8.5, 8.5] 9 10 storing: [9, 9.5, 9.5] 10 11 storing: [10, 10.5, 10.5] reading... stack[0]: [(0, array([-inf, -0.1, -0.1])), (1, array([-inf, 0.9, 0.9])), (2, array([-inf, 1.9, 1.9])), (3, array([-inf, 2.9, 2.9])), (4, array([-inf, 3.9, 3.9])), (5, array([-inf, 4.9, 4.9])), (6, array([-inf, 5.9, 5.9])), (7, array([-inf, 6.9, 6.9])), (8, array([-inf, 7.9, 7.9])), (9, array([-inf, 8.9, 8.9])), (10, array([0., 1., 1.])), (11, array([1., 2., 2.])), (12, array([2., 3., 3.])), (13, array([3., 4., 4.])), (14, array([4., 5., 5.])), (15, array([5., 6., 6.])), (16, array([6., 7., 7.])), (17, array([7., 8., 8.])), (18, array([8., 9., 9.])), (19, array([ 9., 10., 10.])), (20, array([-inf, -0.1, -0.1])), (21, array([-inf, 0.9, 0.9])), (22, array([-inf, 1.9, 1.9])), (23, array([-inf, 2.9, 2.9])), (24, array([-inf, 3.9, 3.9])), (25, array([-inf, 4.9, 4.9])), (26, array([-inf, 5.9, 5.9])), (27, array([-inf, 6.9, 6.9])), (28, array([-inf, 7.9, 7.9])), (29, array([-inf, 8.9, 8.9])), (30, array([1. , 1.5, 1.5])), (31, array([2. , 2.5, 2.5])), (32, array([3. , 3.5, 3.5])), (33, array([4. , 4.5, 4.5])), (34, array([5. , 5.5, 5.5])), (35, array([6. , 6.5, 6.5])), (36, array([7. , 7.5, 7.5])), (37, array([8. , 8.5, 8.5])), (38, array([9. , 9.5, 9.5])), (39, array([10. , 10.5, 10.5]))] stack[1]: [(10, array([0., 1., 1.])), (11, array([1., 2., 2.])), (12, array([2., 3., 3.])), (13, array([3., 4., 4.])), (14, array([4., 5., 5.])), (15, array([5., 6., 6.])), (16, array([6., 7., 7.])), (17, array([7., 8., 8.])), (18, array([8., 9., 9.])), (19, array([ 9., 10., 10.])), (20, array([-inf, -0.1, -0.1])), (21, array([-inf, 0.9, 0.9])), (22, array([-inf, 1.9, 1.9])), (23, array([-inf, 2.9, 2.9])), (24, array([-inf, 3.9, 3.9])), (25, array([-inf, 4.9, 4.9])), (26, array([-inf, 5.9, 5.9])), (27, array([-inf, 6.9, 6.9])), (28, array([-inf, 7.9, 7.9])), (29, array([-inf, 8.9, 8.9])), (30, array([1. , 1.5, 1.5])), (31, array([2. , 2.5, 2.5])), (32, array([3. , 3.5, 3.5])), (33, array([4. , 4.5, 4.5])), (34, array([5. , 5.5, 5.5])), (35, array([6. , 6.5, 6.5])), (36, array([7. , 7.5, 7.5])), (37, array([8. , 8.5, 8.5])), (38, array([9. , 9.5, 9.5])), (39, array([10. , 10.5, 10.5]))] 0 0.1 reading: [0. 1. 1.] 1 1.1 reading: [1. 2. 2.] 2 2.1 reading: [2. 3. 3.] 3 3.1 reading: [3. 4. 4.] 4 4.1 reading: [4. 5. 5.] 5 5.1 reading: [5. 6. 6.] 6 6.1 reading: [6. 7. 7.] 7 7.1 reading: [7. 8. 8.] 8 8.1 reading: [8. 9. 9.] 9 9.1 reading: [ 9. 10. 10.] stack[2]: [(20, array([-inf, -0.1, -0.1])), (21, array([-inf, 0.9, 0.9])), (22, array([-inf, 1.9, 1.9])), (23, array([-inf, 2.9, 2.9])), (24, array([-inf, 3.9, 3.9])), (25, array([-inf, 4.9, 4.9])), (26, array([-inf, 5.9, 5.9])), (27, array([-inf, 6.9, 6.9])), (28, array([-inf, 7.9, 7.9])), (29, array([-inf, 8.9, 8.9])), (30, array([1. , 1.5, 1.5])), (31, array([2. , 2.5, 2.5])), (32, array([3. , 3.5, 3.5])), (33, array([4. , 4.5, 4.5])), (34, array([5. , 5.5, 5.5])), (35, array([6. , 6.5, 6.5])), (36, array([7. , 7.5, 7.5])), (37, array([8. , 8.5, 8.5])), (38, array([9. , 9.5, 9.5])), (39, array([10. , 10.5, 10.5]))] stack[3]: [(30, array([1. , 1.5, 1.5])), (31, array([2. , 2.5, 2.5])), (32, array([3. , 3.5, 3.5])), (33, array([4. , 4.5, 4.5])), (34, array([5. , 5.5, 5.5])), (35, array([6. , 6.5, 6.5])), (36, array([7. , 7.5, 7.5])), (37, array([8. , 8.5, 8.5])), (38, array([9. , 9.5, 9.5])), (39, array([10. , 10.5, 10.5]))] 1 1.1 reading: [1. 1.5 1.5] 2 2.1 reading: [2. 2.5 2.5] 3 3.1 reading: [3. 3.5 3.5] 4 4.1 reading: [4. 4.5 4.5] 5 5.1 reading: [5. 5.5 5.5] 6 6.1 reading: [6. 6.5 6.5] 7 7.1 reading: [7. 7.5 7.5] 8 8.1 reading: [8. 8.5 8.5] 9 9.1 reading: [9. 9.5 9.5] 10 10.1 reading: [10. 10.5 10.5] ======== <class 'ultranest.store.HDF5PointStore'> N=100 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 2 3 storing: [2, 2.1, 2.1] 3 4 storing: [3, 3.1, 3.1] 4 5 storing: [4, 4.1, 4.1] 5 6 storing: [5, 5.1, 5.1] 6 7 storing: [6, 6.1, 6.1] 7 8 storing: [7, 7.1, 7.1] 8 9 storing: [8, 8.1, 8.1] 9 10 storing: [9, 9.1, 9.1] 10 11 storing: [10, 10.1, 10.1] 11 12 storing: [11, 11.1, 11.1] 12 13 storing: [12, 12.1, 12.1] 13 14 storing: [13, 13.1, 13.1] 14 15 storing: [14, 14.1, 14.1] 15 16 storing: [15, 15.1, 15.1] 16 17 storing: [16, 16.1, 16.1] 17 18 storing: [17, 17.1, 17.1] 18 19 storing: [18, 18.1, 18.1] 19 20 storing: [19, 19.1, 19.1] 20 21 storing: [20, 20.1, 20.1] 21 22 storing: [21, 21.1, 21.1] 22 23 storing: [22, 22.1, 22.1] 23 24 storing: [23, 23.1, 23.1] 24 25 storing: [24, 24.1, 24.1] 25 26 storing: [25, 25.1, 25.1] 26 27 storing: [26, 26.1, 26.1] 27 28 storing: [27, 27.1, 27.1] 28 29 storing: [28, 28.1, 28.1] 29 30 storing: [29, 29.1, 29.1] 30 31 storing: [30, 30.1, 30.1] 31 32 storing: [31, 31.1, 31.1] 32 33 storing: [32, 32.1, 32.1] 33 34 storing: [33, 33.1, 33.1] 34 35 storing: [34, 34.1, 34.1] 35 36 storing: [35, 35.1, 35.1] 36 37 storing: [36, 36.1, 36.1] 37 38 storing: [37, 37.1, 37.1] 38 39 storing: [38, 38.1, 38.1] 39 40 storing: [39, 39.1, 39.1] 40 41 storing: [40, 40.1, 40.1] 41 42 storing: [41, 41.1, 41.1] 42 43 storing: [42, 42.1, 42.1] 43 44 storing: [43, 43.1, 43.1] 44 45 storing: [44, 44.1, 44.1] 45 46 storing: [45, 45.1, 45.1] 46 47 storing: [46, 46.1, 46.1] 47 48 storing: [47, 47.1, 47.1] 48 49 storing: [48, 48.1, 48.1] 49 50 storing: [49, 49.1, 49.1] 50 51 storing: [50, 50.1, 50.1] 51 52 storing: [51, 51.1, 51.1] 52 53 storing: [52, 52.1, 52.1] 53 54 storing: [53, 53.1, 53.1] 54 55 storing: [54, 54.1, 54.1] 55 56 storing: [55, 55.1, 55.1] 56 57 storing: [56, 56.1, 56.1] 57 58 storing: [57, 57.1, 57.1] 58 59 storing: [58, 58.1, 58.1] 59 60 storing: [59, 59.1, 59.1] 60 61 storing: [60, 60.1, 60.1] 61 62 storing: [61, 61.1, 61.1] 62 63 storing: [62, 62.1, 62.1] 63 64 storing: [63, 63.1, 63.1] 64 65 storing: [64, 64.1, 64.1] 65 66 storing: [65, 65.1, 65.1] 66 67 storing: [66, 66.1, 66.1] 67 68 storing: [67, 67.1, 67.1] 68 69 storing: [68, 68.1, 68.1] 69 70 storing: [69, 69.1, 69.1] 70 71 storing: [70, 70.1, 70.1] 71 72 storing: [71, 71.1, 71.1] 72 73 storing: [72, 72.1, 72.1] 73 74 storing: [73, 73.1, 73.1] 74 75 storing: [74, 74.1, 74.1] 75 76 storing: [75, 75.1, 75.1] 76 77 storing: [76, 76.1, 76.1] 77 78 storing: [77, 77.1, 77.1] 78 79 storing: [78, 78.1, 78.1] 79 80 storing: [79, 79.1, 79.1] 80 81 storing: [80, 80.1, 80.1] 81 82 storing: [81, 81.1, 81.1] 82 83 storing: [82, 82.1, 82.1] 83 84 storing: [83, 83.1, 83.1] 84 85 storing: [84, 84.1, 84.1] 85 86 storing: [85, 85.1, 85.1] 86 87 storing: [86, 86.1, 86.1] 87 88 storing: [87, 87.1, 87.1] 88 89 storing: [88, 88.1, 88.1] 89 90 storing: [89, 89.1, 89.1] 90 91 storing: [90, 90.1, 90.1] 91 92 storing: [91, 91.1, 91.1] 92 93 storing: [92, 92.1, 92.1] 93 94 storing: [93, 93.1, 93.1] 94 95 storing: [94, 94.1, 94.1] 95 96 storing: [95, 95.1, 95.1] 96 97 storing: [96, 96.1, 96.1] 97 98 storing: [97, 97.1, 97.1] 98 99 storing: [98, 98.1, 98.1] 99 100 storing: [99, 99.1, 99.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] 3 4 storing: [3, 3.5, 3.5] 4 5 storing: [4, 4.5, 4.5] 5 6 storing: [5, 5.5, 5.5] 6 7 storing: [6, 6.5, 6.5] 7 8 storing: [7, 7.5, 7.5] 8 9 storing: [8, 8.5, 8.5] 9 10 storing: [9, 9.5, 9.5] 10 11 storing: [10, 10.5, 10.5] 11 12 storing: [11, 11.5, 11.5] 12 13 storing: [12, 12.5, 12.5] 13 14 storing: [13, 13.5, 13.5] 14 15 storing: [14, 14.5, 14.5] 15 16 storing: [15, 15.5, 15.5] 16 17 storing: [16, 16.5, 16.5] 17 18 storing: [17, 17.5, 17.5] 18 19 storing: [18, 18.5, 18.5] 19 20 storing: [19, 19.5, 19.5] 20 21 storing: [20, 20.5, 20.5] 21 22 storing: [21, 21.5, 21.5] 22 23 storing: [22, 22.5, 22.5] 23 24 storing: [23, 23.5, 23.5] 24 25 storing: [24, 24.5, 24.5] 25 26 storing: [25, 25.5, 25.5] 26 27 storing: [26, 26.5, 26.5] 27 28 storing: [27, 27.5, 27.5] 28 29 storing: [28, 28.5, 28.5] 29 30 storing: [29, 29.5, 29.5] 30 31 storing: [30, 30.5, 30.5] 31 32 storing: [31, 31.5, 31.5] 32 33 storing: [32, 32.5, 32.5] 33 34 storing: [33, 33.5, 33.5] 34 35 storing: [34, 34.5, 34.5] 35 36 storing: [35, 35.5, 35.5] 36 37 storing: [36, 36.5, 36.5] 37 38 storing: [37, 37.5, 37.5] 38 39 storing: [38, 38.5, 38.5] 39 40 storing: [39, 39.5, 39.5] 40 41 storing: [40, 40.5, 40.5] 41 42 storing: [41, 41.5, 41.5] 42 43 storing: [42, 42.5, 42.5] 43 44 storing: [43, 43.5, 43.5] 44 45 storing: [44, 44.5, 44.5] 45 46 storing: [45, 45.5, 45.5] 46 47 storing: [46, 46.5, 46.5] 47 48 storing: [47, 47.5, 47.5] 48 49 storing: [48, 48.5, 48.5] 49 50 storing: [49, 49.5, 49.5] 50 51 storing: [50, 50.5, 50.5] 51 52 storing: [51, 51.5, 51.5] 52 53 storing: [52, 52.5, 52.5] 53 54 storing: [53, 53.5, 53.5] 54 55 storing: [54, 54.5, 54.5] 55 56 storing: [55, 55.5, 55.5] 56 57 storing: [56, 56.5, 56.5] 57 58 storing: [57, 57.5, 57.5] 58 59 storing: [58, 58.5, 58.5] 59 60 storing: [59, 59.5, 59.5] 60 61 storing: [60, 60.5, 60.5] 61 62 storing: [61, 61.5, 61.5] 62 63 storing: [62, 62.5, 62.5] 63 64 storing: [63, 63.5, 63.5] 64 65 storing: [64, 64.5, 64.5] 65 66 storing: [65, 65.5, 65.5] 66 67 storing: [66, 66.5, 66.5] 67 68 storing: [67, 67.5, 67.5] 68 69 storing: [68, 68.5, 68.5] 69 70 storing: [69, 69.5, 69.5] 70 71 storing: [70, 70.5, 70.5] 71 72 storing: [71, 71.5, 71.5] 72 73 storing: [72, 72.5, 72.5] 73 74 storing: [73, 73.5, 73.5] 74 75 storing: [74, 74.5, 74.5] 75 76 storing: [75, 75.5, 75.5] 76 77 storing: [76, 76.5, 76.5] 77 78 storing: [77, 77.5, 77.5] 78 79 storing: [78, 78.5, 78.5] 79 80 storing: [79, 79.5, 79.5] 80 81 storing: [80, 80.5, 80.5] 81 82 storing: [81, 81.5, 81.5] 82 83 storing: [82, 82.5, 82.5] 83 84 storing: [83, 83.5, 83.5] 84 85 storing: [84, 84.5, 84.5] 85 86 storing: [85, 85.5, 85.5] 86 87 storing: [86, 86.5, 86.5] 87 88 storing: [87, 87.5, 87.5] 88 89 storing: [88, 88.5, 88.5] 89 90 storing: [89, 89.5, 89.5] 90 91 storing: [90, 90.5, 90.5] 91 92 storing: [91, 91.5, 91.5] 92 93 storing: [92, 92.5, 92.5] 93 94 storing: [93, 93.5, 93.5] 94 95 storing: [94, 94.5, 94.5] 95 96 storing: [95, 95.5, 95.5] 96 97 storing: [96, 96.5, 96.5] 97 98 storing: [97, 97.5, 97.5] 98 99 storing: [98, 98.5, 98.5] 99 100 storing: [99, 99.5, 99.5] 100 101 storing: [100, 100.5, 100.5] reading... stack[0]: [(0, array([-inf, -0.1, -0.1])), (1, array([-inf, 0.9, 0.9])), (2, array([-inf, 1.9, 1.9])), (3, array([-inf, 2.9, 2.9])), (4, array([-inf, 3.9, 3.9])), (5, array([-inf, 4.9, 4.9])), (6, array([-inf, 5.9, 5.9])), (7, array([-inf, 6.9, 6.9])), (8, array([-inf, 7.9, 7.9])), (9, array([-inf, 8.9, 8.9])), (10, array([-inf, 9.9, 9.9])), (11, array([-inf, 10.9, 10.9])), (12, array([-inf, 11.9, 11.9])), (13, array([-inf, 12.9, 12.9])), (14, array([-inf, 13.9, 13.9])), (15, array([-inf, 14.9, 14.9])), (16, array([-inf, 15.9, 15.9])), (17, array([-inf, 16.9, 16.9])), (18, array([-inf, 17.9, 17.9])), (19, array([-inf, 18.9, 18.9])), (20, array([-inf, 19.9, 19.9])), (21, array([-inf, 20.9, 20.9])), (22, array([-inf, 21.9, 21.9])), (23, array([-inf, 22.9, 22.9])), (24, array([-inf, 23.9, 23.9])), (25, array([-inf, 24.9, 24.9])), (26, array([-inf, 25.9, 25.9])), (27, array([-inf, 26.9, 26.9])), (28, array([-inf, 27.9, 27.9])), (29, array([-inf, 28.9, 28.9])), (30, array([-inf, 29.9, 29.9])), (31, array([-inf, 30.9, 30.9])), (32, array([-inf, 31.9, 31.9])), (33, array([-inf, 32.9, 32.9])), (34, array([-inf, 33.9, 33.9])), (35, array([-inf, 34.9, 34.9])), (36, array([-inf, 35.9, 35.9])), (37, array([-inf, 36.9, 36.9])), (38, array([-inf, 37.9, 37.9])), (39, array([-inf, 38.9, 38.9])), (40, array([-inf, 39.9, 39.9])), (41, array([-inf, 40.9, 40.9])), (42, array([-inf, 41.9, 41.9])), (43, array([-inf, 42.9, 42.9])), (44, array([-inf, 43.9, 43.9])), (45, array([-inf, 44.9, 44.9])), (46, array([-inf, 45.9, 45.9])), (47, array([-inf, 46.9, 46.9])), (48, array([-inf, 47.9, 47.9])), (49, array([-inf, 48.9, 48.9])), (50, array([-inf, 49.9, 49.9])), (51, array([-inf, 50.9, 50.9])), (52, array([-inf, 51.9, 51.9])), (53, array([-inf, 52.9, 52.9])), (54, array([-inf, 53.9, 53.9])), (55, array([-inf, 54.9, 54.9])), (56, array([-inf, 55.9, 55.9])), (57, array([-inf, 56.9, 56.9])), (58, array([-inf, 57.9, 57.9])), (59, array([-inf, 58.9, 58.9])), (60, array([-inf, 59.9, 59.9])), (61, array([-inf, 60.9, 60.9])), (62, array([-inf, 61.9, 61.9])), (63, array([-inf, 62.9, 62.9])), (64, array([-inf, 63.9, 63.9])), (65, array([-inf, 64.9, 64.9])), (66, array([-inf, 65.9, 65.9])), (67, array([-inf, 66.9, 66.9])), (68, array([-inf, 67.9, 67.9])), (69, array([-inf, 68.9, 68.9])), (70, array([-inf, 69.9, 69.9])), (71, array([-inf, 70.9, 70.9])), (72, array([-inf, 71.9, 71.9])), (73, array([-inf, 72.9, 72.9])), (74, array([-inf, 73.9, 73.9])), (75, array([-inf, 74.9, 74.9])), (76, array([-inf, 75.9, 75.9])), (77, array([-inf, 76.9, 76.9])), (78, array([-inf, 77.9, 77.9])), (79, array([-inf, 78.9, 78.9])), (80, array([-inf, 79.9, 79.9])), (81, array([-inf, 80.9, 80.9])), (82, array([-inf, 81.9, 81.9])), (83, array([-inf, 82.9, 82.9])), (84, array([-inf, 83.9, 83.9])), (85, array([-inf, 84.9, 84.9])), (86, array([-inf, 85.9, 85.9])), (87, array([-inf, 86.9, 86.9])), (88, array([-inf, 87.9, 87.9])), (89, array([-inf, 88.9, 88.9])), (90, array([-inf, 89.9, 89.9])), (91, array([-inf, 90.9, 90.9])), (92, array([-inf, 91.9, 91.9])), (93, array([-inf, 92.9, 92.9])), (94, array([-inf, 93.9, 93.9])), (95, array([-inf, 94.9, 94.9])), (96, array([-inf, 95.9, 95.9])), (97, array([-inf, 96.9, 96.9])), (98, array([-inf, 97.9, 97.9])), (99, array([-inf, 98.9, 98.9])), (100, array([0., 1., 1.])), (101, array([1., 2., 2.])), (102, array([2., 3., 3.])), (103, array([3., 4., 4.])), (104, array([4., 5., 5.])), (105, array([5., 6., 6.])), (106, array([6., 7., 7.])), (107, array([7., 8., 8.])), (108, array([8., 9., 9.])), (109, array([ 9., 10., 10.])), (110, array([10., 11., 11.])), (111, array([11., 12., 12.])), (112, array([12., 13., 13.])), (113, array([13., 14., 14.])), (114, array([14., 15., 15.])), (115, array([15., 16., 16.])), (116, array([16., 17., 17.])), (117, array([17., 18., 18.])), (118, array([18., 19., 19.])), (119, array([19., 20., 20.])), (120, array([20., 21., 21.])), (121, array([21., 22., 22.])), (122, array([22., 23., 23.])), (123, array([23., 24., 24.])), (124, array([24., 25., 25.])), (125, array([25., 26., 26.])), (126, array([26., 27., 27.])), (127, array([27., 28., 28.])), (128, array([28., 29., 29.])), (129, array([29., 30., 30.])), (130, array([30., 31., 31.])), (131, array([31., 32., 32.])), (132, array([32., 33., 33.])), (133, array([33., 34., 34.])), (134, array([34., 35., 35.])), (135, array([35., 36., 36.])), (136, array([36., 37., 37.])), (137, array([37., 38., 38.])), (138, array([38., 39., 39.])), (139, array([39., 40., 40.])), (140, array([40., 41., 41.])), (141, array([41., 42., 42.])), (142, array([42., 43., 43.])), (143, array([43., 44., 44.])), (144, array([44., 45., 45.])), (145, array([45., 46., 46.])), (146, array([46., 47., 47.])), (147, array([47., 48., 48.])), (148, array([48., 49., 49.])), (149, array([49., 50., 50.])), (150, array([50., 51., 51.])), (151, array([51., 52., 52.])), (152, array([52., 53., 53.])), (153, array([53., 54., 54.])), (154, array([54., 55., 55.])), (155, array([55., 56., 56.])), (156, array([56., 57., 57.])), (157, array([57., 58., 58.])), (158, array([58., 59., 59.])), (159, array([59., 60., 60.])), (160, array([60., 61., 61.])), (161, array([61., 62., 62.])), (162, array([62., 63., 63.])), (163, array([63., 64., 64.])), (164, array([64., 65., 65.])), (165, array([65., 66., 66.])), (166, array([66., 67., 67.])), (167, array([67., 68., 68.])), (168, array([68., 69., 69.])), (169, array([69., 70., 70.])), (170, array([70., 71., 71.])), (171, array([71., 72., 72.])), (172, array([72., 73., 73.])), (173, array([73., 74., 74.])), (174, array([74., 75., 75.])), (175, array([75., 76., 76.])), (176, array([76., 77., 77.])), (177, array([77., 78., 78.])), (178, array([78., 79., 79.])), (179, array([79., 80., 80.])), (180, array([80., 81., 81.])), (181, array([81., 82., 82.])), (182, array([82., 83., 83.])), (183, array([83., 84., 84.])), (184, array([84., 85., 85.])), (185, array([85., 86., 86.])), (186, array([86., 87., 87.])), (187, array([87., 88., 88.])), (188, array([88., 89., 89.])), (189, array([89., 90., 90.])), (190, array([90., 91., 91.])), (191, array([91., 92., 92.])), (192, array([92., 93., 93.])), (193, array([93., 94., 94.])), (194, array([94., 95., 95.])), (195, array([95., 96., 96.])), (196, array([96., 97., 97.])), (197, array([97., 98., 98.])), (198, array([98., 99., 99.])), (199, array([ 99., 100., 100.])), (200, array([-inf, -0.1, -0.1])), (201, array([-inf, 0.9, 0.9])), (202, array([-inf, 1.9, 1.9])), (203, array([-inf, 2.9, 2.9])), (204, array([-inf, 3.9, 3.9])), (205, array([-inf, 4.9, 4.9])), (206, array([-inf, 5.9, 5.9])), (207, array([-inf, 6.9, 6.9])), (208, array([-inf, 7.9, 7.9])), (209, array([-inf, 8.9, 8.9])), (210, array([-inf, 9.9, 9.9])), (211, array([-inf, 10.9, 10.9])), (212, array([-inf, 11.9, 11.9])), (213, array([-inf, 12.9, 12.9])), (214, array([-inf, 13.9, 13.9])), (215, array([-inf, 14.9, 14.9])), (216, array([-inf, 15.9, 15.9])), (217, array([-inf, 16.9, 16.9])), (218, array([-inf, 17.9, 17.9])), (219, array([-inf, 18.9, 18.9])), (220, array([-inf, 19.9, 19.9])), (221, array([-inf, 20.9, 20.9])), (222, array([-inf, 21.9, 21.9])), (223, array([-inf, 22.9, 22.9])), (224, array([-inf, 23.9, 23.9])), (225, array([-inf, 24.9, 24.9])), (226, array([-inf, 25.9, 25.9])), (227, array([-inf, 26.9, 26.9])), (228, array([-inf, 27.9, 27.9])), (229, array([-inf, 28.9, 28.9])), (230, array([-inf, 29.9, 29.9])), (231, array([-inf, 30.9, 30.9])), (232, array([-inf, 31.9, 31.9])), (233, array([-inf, 32.9, 32.9])), (234, array([-inf, 33.9, 33.9])), (235, array([-inf, 34.9, 34.9])), (236, array([-inf, 35.9, 35.9])), (237, array([-inf, 36.9, 36.9])), (238, array([-inf, 37.9, 37.9])), (239, array([-inf, 38.9, 38.9])), (240, array([-inf, 39.9, 39.9])), (241, array([-inf, 40.9, 40.9])), (242, array([-inf, 41.9, 41.9])), (243, array([-inf, 42.9, 42.9])), (244, array([-inf, 43.9, 43.9])), (245, array([-inf, 44.9, 44.9])), (246, array([-inf, 45.9, 45.9])), (247, array([-inf, 46.9, 46.9])), (248, array([-inf, 47.9, 47.9])), (249, array([-inf, 48.9, 48.9])), (250, array([-inf, 49.9, 49.9])), (251, array([-inf, 50.9, 50.9])), (252, array([-inf, 51.9, 51.9])), (253, array([-inf, 52.9, 52.9])), (254, array([-inf, 53.9, 53.9])), (255, array([-inf, 54.9, 54.9])), (256, array([-inf, 55.9, 55.9])), (257, array([-inf, 56.9, 56.9])), (258, array([-inf, 57.9, 57.9])), (259, array([-inf, 58.9, 58.9])), (260, array([-inf, 59.9, 59.9])), (261, array([-inf, 60.9, 60.9])), (262, array([-inf, 61.9, 61.9])), (263, array([-inf, 62.9, 62.9])), (264, array([-inf, 63.9, 63.9])), (265, array([-inf, 64.9, 64.9])), (266, array([-inf, 65.9, 65.9])), (267, array([-inf, 66.9, 66.9])), (268, array([-inf, 67.9, 67.9])), (269, array([-inf, 68.9, 68.9])), (270, array([-inf, 69.9, 69.9])), (271, array([-inf, 70.9, 70.9])), (272, array([-inf, 71.9, 71.9])), (273, array([-inf, 72.9, 72.9])), (274, array([-inf, 73.9, 73.9])), (275, array([-inf, 74.9, 74.9])), (276, array([-inf, 75.9, 75.9])), (277, array([-inf, 76.9, 76.9])), (278, array([-inf, 77.9, 77.9])), (279, array([-inf, 78.9, 78.9])), (280, array([-inf, 79.9, 79.9])), (281, array([-inf, 80.9, 80.9])), (282, array([-inf, 81.9, 81.9])), (283, array([-inf, 82.9, 82.9])), (284, array([-inf, 83.9, 83.9])), (285, array([-inf, 84.9, 84.9])), (286, array([-inf, 85.9, 85.9])), (287, array([-inf, 86.9, 86.9])), (288, array([-inf, 87.9, 87.9])), (289, array([-inf, 88.9, 88.9])), (290, array([-inf, 89.9, 89.9])), (291, array([-inf, 90.9, 90.9])), (292, array([-inf, 91.9, 91.9])), (293, array([-inf, 92.9, 92.9])), (294, array([-inf, 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array([55. , 55.5, 55.5])), (355, array([56. , 56.5, 56.5])), (356, array([57. , 57.5, 57.5])), (357, array([58. , 58.5, 58.5])), (358, array([59. , 59.5, 59.5])), (359, array([60. , 60.5, 60.5])), (360, array([61. , 61.5, 61.5])), (361, array([62. , 62.5, 62.5])), (362, array([63. , 63.5, 63.5])), (363, array([64. , 64.5, 64.5])), (364, array([65. , 65.5, 65.5])), (365, array([66. , 66.5, 66.5])), (366, array([67. , 67.5, 67.5])), (367, array([68. , 68.5, 68.5])), (368, array([69. , 69.5, 69.5])), (369, array([70. , 70.5, 70.5])), (370, array([71. , 71.5, 71.5])), (371, array([72. , 72.5, 72.5])), (372, array([73. , 73.5, 73.5])), (373, array([74. , 74.5, 74.5])), (374, array([75. , 75.5, 75.5])), (375, array([76. , 76.5, 76.5])), (376, array([77. , 77.5, 77.5])), (377, array([78. , 78.5, 78.5])), (378, array([79. , 79.5, 79.5])), (379, array([80. , 80.5, 80.5])), (380, array([81. , 81.5, 81.5])), (381, array([82. , 82.5, 82.5])), (382, array([83. , 83.5, 83.5])), (383, array([84. , 84.5, 84.5])), (384, array([85. , 85.5, 85.5])), (385, array([86. , 86.5, 86.5])), (386, array([87. , 87.5, 87.5])), (387, array([88. , 88.5, 88.5])), (388, array([89. , 89.5, 89.5])), (389, array([90. , 90.5, 90.5])), (390, array([91. , 91.5, 91.5])), (391, array([92. , 92.5, 92.5])), (392, array([93. , 93.5, 93.5])), (393, array([94. , 94.5, 94.5])), (394, array([95. , 95.5, 95.5])), (395, array([96. , 96.5, 96.5])), (396, array([97. , 97.5, 97.5])), (397, array([98. , 98.5, 98.5])), (398, array([99. , 99.5, 99.5])), (399, array([100. , 100.5, 100.5]))] stack[1]: [(100, array([0., 1., 1.])), (101, array([1., 2., 2.])), (102, array([2., 3., 3.])), (103, array([3., 4., 4.])), (104, array([4., 5., 5.])), (105, array([5., 6., 6.])), (106, array([6., 7., 7.])), (107, array([7., 8., 8.])), (108, array([8., 9., 9.])), (109, array([ 9., 10., 10.])), (110, array([10., 11., 11.])), (111, array([11., 12., 12.])), (112, array([12., 13., 13.])), (113, array([13., 14., 14.])), (114, array([14., 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47.])), (147, array([47., 48., 48.])), (148, array([48., 49., 49.])), (149, array([49., 50., 50.])), (150, array([50., 51., 51.])), (151, array([51., 52., 52.])), (152, array([52., 53., 53.])), (153, array([53., 54., 54.])), (154, array([54., 55., 55.])), (155, array([55., 56., 56.])), (156, array([56., 57., 57.])), (157, array([57., 58., 58.])), (158, array([58., 59., 59.])), (159, array([59., 60., 60.])), (160, array([60., 61., 61.])), (161, array([61., 62., 62.])), (162, array([62., 63., 63.])), (163, array([63., 64., 64.])), (164, array([64., 65., 65.])), (165, array([65., 66., 66.])), (166, array([66., 67., 67.])), (167, array([67., 68., 68.])), (168, array([68., 69., 69.])), (169, array([69., 70., 70.])), (170, array([70., 71., 71.])), (171, array([71., 72., 72.])), (172, array([72., 73., 73.])), (173, array([73., 74., 74.])), (174, array([74., 75., 75.])), (175, array([75., 76., 76.])), (176, array([76., 77., 77.])), (177, array([77., 78., 78.])), (178, array([78., 79., 79.])), (179, array([79., 80., 80.])), (180, array([80., 81., 81.])), (181, array([81., 82., 82.])), (182, array([82., 83., 83.])), (183, array([83., 84., 84.])), (184, array([84., 85., 85.])), (185, array([85., 86., 86.])), (186, array([86., 87., 87.])), (187, array([87., 88., 88.])), (188, array([88., 89., 89.])), (189, array([89., 90., 90.])), (190, array([90., 91., 91.])), (191, array([91., 92., 92.])), (192, array([92., 93., 93.])), (193, array([93., 94., 94.])), (194, array([94., 95., 95.])), (195, array([95., 96., 96.])), (196, array([96., 97., 97.])), (197, array([97., 98., 98.])), (198, array([98., 99., 99.])), (199, array([ 99., 100., 100.])), (200, array([-inf, -0.1, -0.1])), (201, array([-inf, 0.9, 0.9])), (202, array([-inf, 1.9, 1.9])), (203, array([-inf, 2.9, 2.9])), (204, array([-inf, 3.9, 3.9])), (205, array([-inf, 4.9, 4.9])), (206, array([-inf, 5.9, 5.9])), (207, array([-inf, 6.9, 6.9])), (208, array([-inf, 7.9, 7.9])), (209, array([-inf, 8.9, 8.9])), (210, array([-inf, 9.9, 9.9])), (211, array([-inf, 10.9, 10.9])), (212, array([-inf, 11.9, 11.9])), (213, array([-inf, 12.9, 12.9])), (214, array([-inf, 13.9, 13.9])), (215, array([-inf, 14.9, 14.9])), (216, array([-inf, 15.9, 15.9])), (217, array([-inf, 16.9, 16.9])), (218, array([-inf, 17.9, 17.9])), (219, array([-inf, 18.9, 18.9])), (220, array([-inf, 19.9, 19.9])), (221, array([-inf, 20.9, 20.9])), (222, array([-inf, 21.9, 21.9])), (223, array([-inf, 22.9, 22.9])), (224, array([-inf, 23.9, 23.9])), (225, array([-inf, 24.9, 24.9])), (226, array([-inf, 25.9, 25.9])), (227, array([-inf, 26.9, 26.9])), (228, array([-inf, 27.9, 27.9])), (229, array([-inf, 28.9, 28.9])), (230, array([-inf, 29.9, 29.9])), (231, array([-inf, 30.9, 30.9])), (232, array([-inf, 31.9, 31.9])), (233, array([-inf, 32.9, 32.9])), (234, array([-inf, 33.9, 33.9])), (235, array([-inf, 34.9, 34.9])), (236, array([-inf, 35.9, 35.9])), (237, array([-inf, 36.9, 36.9])), (238, array([-inf, 37.9, 37.9])), (239, array([-inf, 38.9, 38.9])), (240, array([-inf, 39.9, 39.9])), (241, array([-inf, 40.9, 40.9])), (242, array([-inf, 41.9, 41.9])), (243, array([-inf, 42.9, 42.9])), (244, array([-inf, 43.9, 43.9])), (245, array([-inf, 44.9, 44.9])), (246, array([-inf, 45.9, 45.9])), (247, array([-inf, 46.9, 46.9])), (248, array([-inf, 47.9, 47.9])), (249, array([-inf, 48.9, 48.9])), (250, array([-inf, 49.9, 49.9])), (251, array([-inf, 50.9, 50.9])), (252, array([-inf, 51.9, 51.9])), (253, array([-inf, 52.9, 52.9])), (254, array([-inf, 53.9, 53.9])), (255, array([-inf, 54.9, 54.9])), (256, array([-inf, 55.9, 55.9])), (257, array([-inf, 56.9, 56.9])), (258, array([-inf, 57.9, 57.9])), (259, array([-inf, 58.9, 58.9])), (260, array([-inf, 59.9, 59.9])), (261, array([-inf, 60.9, 60.9])), (262, array([-inf, 61.9, 61.9])), (263, array([-inf, 62.9, 62.9])), (264, array([-inf, 63.9, 63.9])), (265, array([-inf, 64.9, 64.9])), (266, array([-inf, 65.9, 65.9])), (267, array([-inf, 66.9, 66.9])), (268, array([-inf, 67.9, 67.9])), (269, array([-inf, 68.9, 68.9])), (270, array([-inf, 69.9, 69.9])), (271, array([-inf, 70.9, 70.9])), (272, array([-inf, 71.9, 71.9])), (273, array([-inf, 72.9, 72.9])), (274, array([-inf, 73.9, 73.9])), (275, array([-inf, 74.9, 74.9])), (276, array([-inf, 75.9, 75.9])), (277, array([-inf, 76.9, 76.9])), (278, array([-inf, 77.9, 77.9])), (279, array([-inf, 78.9, 78.9])), (280, array([-inf, 79.9, 79.9])), (281, array([-inf, 80.9, 80.9])), (282, array([-inf, 81.9, 81.9])), (283, array([-inf, 82.9, 82.9])), (284, array([-inf, 83.9, 83.9])), (285, array([-inf, 84.9, 84.9])), (286, array([-inf, 85.9, 85.9])), (287, array([-inf, 86.9, 86.9])), (288, array([-inf, 87.9, 87.9])), (289, array([-inf, 88.9, 88.9])), (290, array([-inf, 89.9, 89.9])), (291, array([-inf, 90.9, 90.9])), (292, array([-inf, 91.9, 91.9])), (293, array([-inf, 92.9, 92.9])), (294, array([-inf, 93.9, 93.9])), (295, array([-inf, 94.9, 94.9])), (296, array([-inf, 95.9, 95.9])), (297, array([-inf, 96.9, 96.9])), (298, array([-inf, 97.9, 97.9])), (299, array([-inf, 98.9, 98.9])), (300, array([1. , 1.5, 1.5])), (301, array([2. , 2.5, 2.5])), (302, array([3. , 3.5, 3.5])), (303, array([4. , 4.5, 4.5])), (304, array([5. , 5.5, 5.5])), (305, array([6. , 6.5, 6.5])), (306, array([7. , 7.5, 7.5])), (307, array([8. , 8.5, 8.5])), (308, array([9. , 9.5, 9.5])), (309, array([10. , 10.5, 10.5])), (310, array([11. , 11.5, 11.5])), (311, array([12. , 12.5, 12.5])), (312, array([13. , 13.5, 13.5])), (313, array([14. , 14.5, 14.5])), (314, array([15. , 15.5, 15.5])), (315, array([16. , 16.5, 16.5])), (316, array([17. , 17.5, 17.5])), (317, array([18. , 18.5, 18.5])), (318, array([19. , 19.5, 19.5])), (319, array([20. , 20.5, 20.5])), (320, array([21. , 21.5, 21.5])), (321, array([22. , 22.5, 22.5])), (322, array([23. , 23.5, 23.5])), (323, array([24. , 24.5, 24.5])), (324, array([25. , 25.5, 25.5])), (325, array([26. , 26.5, 26.5])), (326, array([27. , 27.5, 27.5])), (327, array([28. , 28.5, 28.5])), (328, array([29. , 29.5, 29.5])), (329, array([30. , 30.5, 30.5])), (330, array([31. , 31.5, 31.5])), (331, array([32. , 32.5, 32.5])), (332, array([33. , 33.5, 33.5])), (333, array([34. , 34.5, 34.5])), (334, array([35. , 35.5, 35.5])), (335, array([36. , 36.5, 36.5])), (336, array([37. , 37.5, 37.5])), (337, array([38. , 38.5, 38.5])), (338, array([39. , 39.5, 39.5])), (339, array([40. , 40.5, 40.5])), (340, array([41. , 41.5, 41.5])), (341, array([42. , 42.5, 42.5])), (342, array([43. , 43.5, 43.5])), (343, array([44. , 44.5, 44.5])), (344, array([45. , 45.5, 45.5])), (345, array([46. , 46.5, 46.5])), (346, array([47. , 47.5, 47.5])), (347, array([48. , 48.5, 48.5])), (348, array([49. , 49.5, 49.5])), (349, array([50. , 50.5, 50.5])), (350, array([51. , 51.5, 51.5])), (351, array([52. , 52.5, 52.5])), (352, array([53. , 53.5, 53.5])), (353, array([54. , 54.5, 54.5])), (354, array([55. , 55.5, 55.5])), (355, array([56. , 56.5, 56.5])), (356, array([57. , 57.5, 57.5])), (357, array([58. , 58.5, 58.5])), (358, array([59. , 59.5, 59.5])), (359, array([60. , 60.5, 60.5])), (360, array([61. , 61.5, 61.5])), (361, array([62. , 62.5, 62.5])), (362, array([63. , 63.5, 63.5])), (363, array([64. , 64.5, 64.5])), (364, array([65. , 65.5, 65.5])), (365, array([66. , 66.5, 66.5])), (366, array([67. , 67.5, 67.5])), (367, array([68. , 68.5, 68.5])), (368, array([69. , 69.5, 69.5])), (369, array([70. , 70.5, 70.5])), (370, array([71. , 71.5, 71.5])), (371, array([72. , 72.5, 72.5])), (372, array([73. , 73.5, 73.5])), (373, array([74. , 74.5, 74.5])), (374, array([75. , 75.5, 75.5])), (375, array([76. , 76.5, 76.5])), (376, array([77. , 77.5, 77.5])), (377, array([78. , 78.5, 78.5])), (378, array([79. , 79.5, 79.5])), (379, array([80. , 80.5, 80.5])), (380, array([81. , 81.5, 81.5])), (381, array([82. , 82.5, 82.5])), (382, array([83. , 83.5, 83.5])), (383, array([84. , 84.5, 84.5])), (384, array([85. , 85.5, 85.5])), (385, array([86. , 86.5, 86.5])), (386, array([87. , 87.5, 87.5])), (387, array([88. , 88.5, 88.5])), (388, array([89. , 89.5, 89.5])), (389, array([90. , 90.5, 90.5])), (390, array([91. , 91.5, 91.5])), (391, array([92. , 92.5, 92.5])), (392, array([93. , 93.5, 93.5])), (393, array([94. , 94.5, 94.5])), (394, array([95. , 95.5, 95.5])), (395, array([96. , 96.5, 96.5])), (396, array([97. , 97.5, 97.5])), (397, array([98. , 98.5, 98.5])), (398, array([99. , 99.5, 99.5])), (399, array([100. , 100.5, 100.5]))] 0 0.1 reading: [0. 1. 1.] 1 1.1 reading: [1. 2. 2.] 2 2.1 reading: [2. 3. 3.] 3 3.1 reading: [3. 4. 4.] 4 4.1 reading: [4. 5. 5.] 5 5.1 reading: [5. 6. 6.] 6 6.1 reading: [6. 7. 7.] 7 7.1 reading: [7. 8. 8.] 8 8.1 reading: [8. 9. 9.] 9 9.1 reading: [ 9. 10. 10.] 10 10.1 reading: [10. 11. 11.] 11 11.1 reading: [11. 12. 12.] 12 12.1 reading: [12. 13. 13.] 13 13.1 reading: [13. 14. 14.] 14 14.1 reading: [14. 15. 15.] 15 15.1 reading: [15. 16. 16.] 16 16.1 reading: [16. 17. 17.] 17 17.1 reading: [17. 18. 18.] 18 18.1 reading: [18. 19. 19.] 19 19.1 reading: [19. 20. 20.] 20 20.1 reading: [20. 21. 21.] 21 21.1 reading: [21. 22. 22.] 22 22.1 reading: [22. 23. 23.] 23 23.1 reading: [23. 24. 24.] 24 24.1 reading: [24. 25. 25.] 25 25.1 reading: [25. 26. 26.] 26 26.1 reading: [26. 27. 27.] 27 27.1 reading: [27. 28. 28.] 28 28.1 reading: [28. 29. 29.] 29 29.1 reading: [29. 30. 30.] 30 30.1 reading: [30. 31. 31.] 31 31.1 reading: [31. 32. 32.] 32 32.1 reading: [32. 33. 33.] 33 33.1 reading: [33. 34. 34.] 34 34.1 reading: [34. 35. 35.] 35 35.1 reading: [35. 36. 36.] 36 36.1 reading: [36. 37. 37.] 37 37.1 reading: [37. 38. 38.] 38 38.1 reading: [38. 39. 39.] 39 39.1 reading: [39. 40. 40.] 40 40.1 reading: [40. 41. 41.] 41 41.1 reading: [41. 42. 42.] 42 42.1 reading: [42. 43. 43.] 43 43.1 reading: [43. 44. 44.] 44 44.1 reading: [44. 45. 45.] 45 45.1 reading: [45. 46. 46.] 46 46.1 reading: [46. 47. 47.] 47 47.1 reading: [47. 48. 48.] 48 48.1 reading: [48. 49. 49.] 49 49.1 reading: [49. 50. 50.] 50 50.1 reading: [50. 51. 51.] 51 51.1 reading: [51. 52. 52.] 52 52.1 reading: [52. 53. 53.] 53 53.1 reading: [53. 54. 54.] 54 54.1 reading: [54. 55. 55.] 55 55.1 reading: [55. 56. 56.] 56 56.1 reading: [56. 57. 57.] 57 57.1 reading: [57. 58. 58.] 58 58.1 reading: [58. 59. 59.] 59 59.1 reading: [59. 60. 60.] 60 60.1 reading: [60. 61. 61.] 61 61.1 reading: [61. 62. 62.] 62 62.1 reading: [62. 63. 63.] 63 63.1 reading: [63. 64. 64.] 64 64.1 reading: [64. 65. 65.] 65 65.1 reading: [65. 66. 66.] 66 66.1 reading: [66. 67. 67.] 67 67.1 reading: [67. 68. 68.] 68 68.1 reading: [68. 69. 69.] 69 69.1 reading: [69. 70. 70.] 70 70.1 reading: [70. 71. 71.] 71 71.1 reading: [71. 72. 72.] 72 72.1 reading: [72. 73. 73.] 73 73.1 reading: [73. 74. 74.] 74 74.1 reading: [74. 75. 75.] 75 75.1 reading: [75. 76. 76.] 76 76.1 reading: [76. 77. 77.] 77 77.1 reading: [77. 78. 78.] 78 78.1 reading: [78. 79. 79.] 79 79.1 reading: [79. 80. 80.] 80 80.1 reading: [80. 81. 81.] 81 81.1 reading: [81. 82. 82.] 82 82.1 reading: [82. 83. 83.] 83 83.1 reading: [83. 84. 84.] 84 84.1 reading: [84. 85. 85.] 85 85.1 reading: [85. 86. 86.] 86 86.1 reading: [86. 87. 87.] 87 87.1 reading: [87. 88. 88.] 88 88.1 reading: [88. 89. 89.] 89 89.1 reading: [89. 90. 90.] 90 90.1 reading: [90. 91. 91.] 91 91.1 reading: [91. 92. 92.] 92 92.1 reading: [92. 93. 93.] 93 93.1 reading: [93. 94. 94.] 94 94.1 reading: [94. 95. 95.] 95 95.1 reading: [95. 96. 96.] 96 96.1 reading: [96. 97. 97.] 97 97.1 reading: [97. 98. 98.] 98 98.1 reading: [98. 99. 99.] 99 99.1 reading: [ 99. 100. 100.] stack[2]: [(200, array([-inf, -0.1, -0.1])), (201, array([-inf, 0.9, 0.9])), (202, array([-inf, 1.9, 1.9])), (203, array([-inf, 2.9, 2.9])), (204, array([-inf, 3.9, 3.9])), (205, array([-inf, 4.9, 4.9])), (206, array([-inf, 5.9, 5.9])), (207, array([-inf, 6.9, 6.9])), (208, array([-inf, 7.9, 7.9])), (209, array([-inf, 8.9, 8.9])), (210, array([-inf, 9.9, 9.9])), (211, array([-inf, 10.9, 10.9])), (212, array([-inf, 11.9, 11.9])), (213, array([-inf, 12.9, 12.9])), (214, array([-inf, 13.9, 13.9])), (215, array([-inf, 14.9, 14.9])), (216, array([-inf, 15.9, 15.9])), (217, array([-inf, 16.9, 16.9])), (218, array([-inf, 17.9, 17.9])), (219, array([-inf, 18.9, 18.9])), (220, array([-inf, 19.9, 19.9])), (221, array([-inf, 20.9, 20.9])), (222, array([-inf, 21.9, 21.9])), (223, array([-inf, 22.9, 22.9])), (224, array([-inf, 23.9, 23.9])), (225, array([-inf, 24.9, 24.9])), (226, array([-inf, 25.9, 25.9])), (227, array([-inf, 26.9, 26.9])), (228, array([-inf, 27.9, 27.9])), (229, array([-inf, 28.9, 28.9])), (230, array([-inf, 29.9, 29.9])), (231, array([-inf, 30.9, 30.9])), (232, array([-inf, 31.9, 31.9])), (233, array([-inf, 32.9, 32.9])), (234, array([-inf, 33.9, 33.9])), (235, array([-inf, 34.9, 34.9])), (236, array([-inf, 35.9, 35.9])), (237, array([-inf, 36.9, 36.9])), (238, array([-inf, 37.9, 37.9])), (239, array([-inf, 38.9, 38.9])), (240, array([-inf, 39.9, 39.9])), (241, array([-inf, 40.9, 40.9])), (242, array([-inf, 41.9, 41.9])), (243, array([-inf, 42.9, 42.9])), (244, array([-inf, 43.9, 43.9])), (245, array([-inf, 44.9, 44.9])), (246, array([-inf, 45.9, 45.9])), (247, array([-inf, 46.9, 46.9])), (248, array([-inf, 47.9, 47.9])), (249, array([-inf, 48.9, 48.9])), (250, array([-inf, 49.9, 49.9])), (251, array([-inf, 50.9, 50.9])), (252, array([-inf, 51.9, 51.9])), (253, array([-inf, 52.9, 52.9])), (254, array([-inf, 53.9, 53.9])), (255, array([-inf, 54.9, 54.9])), (256, array([-inf, 55.9, 55.9])), (257, array([-inf, 56.9, 56.9])), (258, array([-inf, 57.9, 57.9])), (259, array([-inf, 58.9, 58.9])), (260, array([-inf, 59.9, 59.9])), (261, array([-inf, 60.9, 60.9])), (262, array([-inf, 61.9, 61.9])), (263, array([-inf, 62.9, 62.9])), (264, array([-inf, 63.9, 63.9])), (265, array([-inf, 64.9, 64.9])), (266, array([-inf, 65.9, 65.9])), (267, array([-inf, 66.9, 66.9])), (268, array([-inf, 67.9, 67.9])), (269, array([-inf, 68.9, 68.9])), (270, array([-inf, 69.9, 69.9])), (271, array([-inf, 70.9, 70.9])), (272, array([-inf, 71.9, 71.9])), (273, array([-inf, 72.9, 72.9])), (274, array([-inf, 73.9, 73.9])), (275, array([-inf, 74.9, 74.9])), (276, array([-inf, 75.9, 75.9])), (277, array([-inf, 76.9, 76.9])), (278, array([-inf, 77.9, 77.9])), (279, array([-inf, 78.9, 78.9])), (280, array([-inf, 79.9, 79.9])), (281, array([-inf, 80.9, 80.9])), (282, array([-inf, 81.9, 81.9])), (283, array([-inf, 82.9, 82.9])), (284, array([-inf, 83.9, 83.9])), (285, array([-inf, 84.9, 84.9])), (286, array([-inf, 85.9, 85.9])), (287, array([-inf, 86.9, 86.9])), (288, array([-inf, 87.9, 87.9])), (289, array([-inf, 88.9, 88.9])), (290, array([-inf, 89.9, 89.9])), (291, array([-inf, 90.9, 90.9])), (292, array([-inf, 91.9, 91.9])), (293, array([-inf, 92.9, 92.9])), (294, array([-inf, 93.9, 93.9])), (295, array([-inf, 94.9, 94.9])), (296, array([-inf, 95.9, 95.9])), (297, array([-inf, 96.9, 96.9])), (298, array([-inf, 97.9, 97.9])), (299, array([-inf, 98.9, 98.9])), (300, array([1. , 1.5, 1.5])), (301, array([2. , 2.5, 2.5])), (302, array([3. , 3.5, 3.5])), (303, array([4. , 4.5, 4.5])), (304, array([5. , 5.5, 5.5])), (305, array([6. , 6.5, 6.5])), (306, array([7. , 7.5, 7.5])), (307, array([8. , 8.5, 8.5])), (308, array([9. , 9.5, 9.5])), (309, array([10. , 10.5, 10.5])), (310, array([11. , 11.5, 11.5])), (311, array([12. , 12.5, 12.5])), (312, array([13. , 13.5, 13.5])), (313, array([14. , 14.5, 14.5])), (314, array([15. , 15.5, 15.5])), (315, array([16. , 16.5, 16.5])), (316, array([17. , 17.5, 17.5])), (317, array([18. , 18.5, 18.5])), (318, array([19. , 19.5, 19.5])), (319, array([20. , 20.5, 20.5])), (320, array([21. , 21.5, 21.5])), (321, array([22. , 22.5, 22.5])), (322, array([23. , 23.5, 23.5])), (323, array([24. , 24.5, 24.5])), (324, array([25. , 25.5, 25.5])), (325, array([26. , 26.5, 26.5])), (326, array([27. , 27.5, 27.5])), (327, array([28. , 28.5, 28.5])), (328, array([29. , 29.5, 29.5])), (329, array([30. , 30.5, 30.5])), (330, array([31. , 31.5, 31.5])), (331, array([32. , 32.5, 32.5])), (332, array([33. , 33.5, 33.5])), (333, array([34. , 34.5, 34.5])), (334, array([35. , 35.5, 35.5])), (335, array([36. , 36.5, 36.5])), (336, array([37. , 37.5, 37.5])), (337, array([38. , 38.5, 38.5])), (338, array([39. , 39.5, 39.5])), (339, array([40. , 40.5, 40.5])), (340, array([41. , 41.5, 41.5])), (341, array([42. , 42.5, 42.5])), (342, array([43. , 43.5, 43.5])), (343, array([44. , 44.5, 44.5])), (344, array([45. , 45.5, 45.5])), (345, array([46. , 46.5, 46.5])), (346, array([47. , 47.5, 47.5])), (347, array([48. , 48.5, 48.5])), (348, array([49. , 49.5, 49.5])), (349, array([50. , 50.5, 50.5])), (350, array([51. , 51.5, 51.5])), (351, array([52. , 52.5, 52.5])), (352, array([53. , 53.5, 53.5])), (353, array([54. , 54.5, 54.5])), (354, array([55. , 55.5, 55.5])), (355, array([56. , 56.5, 56.5])), (356, array([57. , 57.5, 57.5])), (357, array([58. , 58.5, 58.5])), (358, array([59. , 59.5, 59.5])), (359, array([60. , 60.5, 60.5])), (360, array([61. , 61.5, 61.5])), (361, array([62. , 62.5, 62.5])), (362, array([63. , 63.5, 63.5])), (363, array([64. , 64.5, 64.5])), (364, array([65. , 65.5, 65.5])), (365, array([66. , 66.5, 66.5])), (366, array([67. , 67.5, 67.5])), (367, array([68. , 68.5, 68.5])), (368, array([69. , 69.5, 69.5])), (369, array([70. , 70.5, 70.5])), (370, array([71. , 71.5, 71.5])), (371, array([72. , 72.5, 72.5])), (372, array([73. , 73.5, 73.5])), (373, array([74. , 74.5, 74.5])), (374, array([75. , 75.5, 75.5])), (375, array([76. , 76.5, 76.5])), (376, array([77. , 77.5, 77.5])), (377, array([78. , 78.5, 78.5])), (378, array([79. , 79.5, 79.5])), (379, array([80. , 80.5, 80.5])), (380, array([81. , 81.5, 81.5])), (381, array([82. , 82.5, 82.5])), (382, array([83. , 83.5, 83.5])), (383, array([84. , 84.5, 84.5])), (384, array([85. , 85.5, 85.5])), (385, array([86. , 86.5, 86.5])), (386, array([87. , 87.5, 87.5])), (387, array([88. , 88.5, 88.5])), (388, array([89. , 89.5, 89.5])), (389, array([90. , 90.5, 90.5])), (390, array([91. , 91.5, 91.5])), (391, array([92. , 92.5, 92.5])), (392, array([93. , 93.5, 93.5])), (393, array([94. , 94.5, 94.5])), (394, array([95. , 95.5, 95.5])), (395, array([96. , 96.5, 96.5])), (396, array([97. , 97.5, 97.5])), (397, array([98. , 98.5, 98.5])), (398, array([99. , 99.5, 99.5])), (399, array([100. , 100.5, 100.5]))] stack[3]: [(300, array([1. , 1.5, 1.5])), (301, array([2. , 2.5, 2.5])), (302, array([3. , 3.5, 3.5])), (303, array([4. , 4.5, 4.5])), (304, array([5. , 5.5, 5.5])), (305, array([6. , 6.5, 6.5])), (306, array([7. , 7.5, 7.5])), (307, array([8. , 8.5, 8.5])), (308, array([9. , 9.5, 9.5])), (309, array([10. , 10.5, 10.5])), (310, array([11. , 11.5, 11.5])), (311, array([12. , 12.5, 12.5])), (312, array([13. , 13.5, 13.5])), (313, array([14. , 14.5, 14.5])), (314, array([15. , 15.5, 15.5])), (315, array([16. , 16.5, 16.5])), (316, array([17. , 17.5, 17.5])), (317, array([18. , 18.5, 18.5])), (318, array([19. , 19.5, 19.5])), (319, array([20. , 20.5, 20.5])), (320, array([21. , 21.5, 21.5])), (321, array([22. , 22.5, 22.5])), (322, array([23. , 23.5, 23.5])), (323, array([24. , 24.5, 24.5])), (324, array([25. , 25.5, 25.5])), (325, array([26. , 26.5, 26.5])), (326, array([27. , 27.5, 27.5])), (327, array([28. , 28.5, 28.5])), (328, array([29. , 29.5, 29.5])), (329, array([30. , 30.5, 30.5])), (330, array([31. , 31.5, 31.5])), (331, array([32. , 32.5, 32.5])), (332, array([33. , 33.5, 33.5])), (333, array([34. , 34.5, 34.5])), (334, array([35. , 35.5, 35.5])), (335, array([36. , 36.5, 36.5])), (336, array([37. , 37.5, 37.5])), (337, array([38. , 38.5, 38.5])), (338, array([39. , 39.5, 39.5])), (339, array([40. , 40.5, 40.5])), (340, array([41. , 41.5, 41.5])), (341, array([42. , 42.5, 42.5])), (342, array([43. , 43.5, 43.5])), (343, array([44. , 44.5, 44.5])), (344, array([45. , 45.5, 45.5])), (345, array([46. , 46.5, 46.5])), (346, array([47. , 47.5, 47.5])), (347, array([48. , 48.5, 48.5])), (348, array([49. , 49.5, 49.5])), (349, array([50. , 50.5, 50.5])), (350, array([51. , 51.5, 51.5])), (351, array([52. , 52.5, 52.5])), (352, array([53. , 53.5, 53.5])), (353, array([54. , 54.5, 54.5])), (354, array([55. , 55.5, 55.5])), (355, array([56. , 56.5, 56.5])), (356, array([57. , 57.5, 57.5])), (357, array([58. , 58.5, 58.5])), (358, array([59. , 59.5, 59.5])), (359, array([60. , 60.5, 60.5])), (360, array([61. , 61.5, 61.5])), (361, array([62. , 62.5, 62.5])), (362, array([63. , 63.5, 63.5])), (363, array([64. , 64.5, 64.5])), (364, array([65. , 65.5, 65.5])), (365, array([66. , 66.5, 66.5])), (366, array([67. , 67.5, 67.5])), (367, array([68. , 68.5, 68.5])), (368, array([69. , 69.5, 69.5])), (369, array([70. , 70.5, 70.5])), (370, array([71. , 71.5, 71.5])), (371, array([72. , 72.5, 72.5])), (372, array([73. , 73.5, 73.5])), (373, array([74. , 74.5, 74.5])), (374, array([75. , 75.5, 75.5])), (375, array([76. , 76.5, 76.5])), (376, array([77. , 77.5, 77.5])), (377, array([78. , 78.5, 78.5])), (378, array([79. , 79.5, 79.5])), (379, array([80. , 80.5, 80.5])), (380, array([81. , 81.5, 81.5])), (381, array([82. , 82.5, 82.5])), (382, array([83. , 83.5, 83.5])), (383, array([84. , 84.5, 84.5])), (384, array([85. , 85.5, 85.5])), (385, array([86. , 86.5, 86.5])), (386, array([87. , 87.5, 87.5])), (387, array([88. , 88.5, 88.5])), (388, array([89. , 89.5, 89.5])), (389, array([90. , 90.5, 90.5])), (390, array([91. , 91.5, 91.5])), (391, array([92. , 92.5, 92.5])), (392, array([93. , 93.5, 93.5])), (393, array([94. , 94.5, 94.5])), (394, array([95. , 95.5, 95.5])), (395, array([96. , 96.5, 96.5])), (396, array([97. , 97.5, 97.5])), (397, array([98. , 98.5, 98.5])), (398, array([99. , 99.5, 99.5])), (399, array([100. , 100.5, 100.5]))] 1 1.1 reading: [1. 1.5 1.5] 2 2.1 reading: [2. 2.5 2.5] 3 3.1 reading: [3. 3.5 3.5] 4 4.1 reading: [4. 4.5 4.5] 5 5.1 reading: [5. 5.5 5.5] 6 6.1 reading: [6. 6.5 6.5] 7 7.1 reading: [7. 7.5 7.5] 8 8.1 reading: [8. 8.5 8.5] 9 9.1 reading: [9. 9.5 9.5] 10 10.1 reading: [10. 10.5 10.5] 11 11.1 reading: [11. 11.5 11.5] 12 12.1 reading: [12. 12.5 12.5] 13 13.1 reading: [13. 13.5 13.5] 14 14.1 reading: [14. 14.5 14.5] 15 15.1 reading: [15. 15.5 15.5] 16 16.1 reading: [16. 16.5 16.5] 17 17.1 reading: [17. 17.5 17.5] 18 18.1 reading: [18. 18.5 18.5] 19 19.1 reading: [19. 19.5 19.5] 20 20.1 reading: [20. 20.5 20.5] 21 21.1 reading: [21. 21.5 21.5] 22 22.1 reading: [22. 22.5 22.5] 23 23.1 reading: [23. 23.5 23.5] 24 24.1 reading: [24. 24.5 24.5] 25 25.1 reading: [25. 25.5 25.5] 26 26.1 reading: [26. 26.5 26.5] 27 27.1 reading: [27. 27.5 27.5] 28 28.1 reading: [28. 28.5 28.5] 29 29.1 reading: [29. 29.5 29.5] 30 30.1 reading: [30. 30.5 30.5] 31 31.1 reading: [31. 31.5 31.5] 32 32.1 reading: [32. 32.5 32.5] 33 33.1 reading: [33. 33.5 33.5] 34 34.1 reading: [34. 34.5 34.5] 35 35.1 reading: [35. 35.5 35.5] 36 36.1 reading: [36. 36.5 36.5] 37 37.1 reading: [37. 37.5 37.5] 38 38.1 reading: [38. 38.5 38.5] 39 39.1 reading: [39. 39.5 39.5] 40 40.1 reading: [40. 40.5 40.5] 41 41.1 reading: [41. 41.5 41.5] 42 42.1 reading: [42. 42.5 42.5] 43 43.1 reading: [43. 43.5 43.5] 44 44.1 reading: [44. 44.5 44.5] 45 45.1 reading: [45. 45.5 45.5] 46 46.1 reading: [46. 46.5 46.5] 47 47.1 reading: [47. 47.5 47.5] 48 48.1 reading: [48. 48.5 48.5] 49 49.1 reading: [49. 49.5 49.5] 50 50.1 reading: [50. 50.5 50.5] 51 51.1 reading: [51. 51.5 51.5] 52 52.1 reading: [52. 52.5 52.5] 53 53.1 reading: [53. 53.5 53.5] 54 54.1 reading: [54. 54.5 54.5] 55 55.1 reading: [55. 55.5 55.5] 56 56.1 reading: [56. 56.5 56.5] 57 57.1 reading: [57. 57.5 57.5] 58 58.1 reading: [58. 58.5 58.5] 59 59.1 reading: [59. 59.5 59.5] 60 60.1 reading: [60. 60.5 60.5] 61 61.1 reading: [61. 61.5 61.5] 62 62.1 reading: [62. 62.5 62.5] 63 63.1 reading: [63. 63.5 63.5] 64 64.1 reading: [64. 64.5 64.5] 65 65.1 reading: [65. 65.5 65.5] 66 66.1 reading: [66. 66.5 66.5] 67 67.1 reading: [67. 67.5 67.5] 68 68.1 reading: [68. 68.5 68.5] 69 69.1 reading: [69. 69.5 69.5] 70 70.1 reading: [70. 70.5 70.5] 71 71.1 reading: [71. 71.5 71.5] 72 72.1 reading: [72. 72.5 72.5] 73 73.1 reading: [73. 73.5 73.5] 74 74.1 reading: [74. 74.5 74.5] 75 75.1 reading: [75. 75.5 75.5] 76 76.1 reading: [76. 76.5 76.5] 77 77.1 reading: [77. 77.5 77.5] 78 78.1 reading: [78. 78.5 78.5] 79 79.1 reading: [79. 79.5 79.5] 80 80.1 reading: [80. 80.5 80.5] 81 81.1 reading: [81. 81.5 81.5] 82 82.1 reading: [82. 82.5 82.5] 83 83.1 reading: [83. 83.5 83.5] 84 84.1 reading: [84. 84.5 84.5] 85 85.1 reading: [85. 85.5 85.5] 86 86.1 reading: [86. 86.5 86.5] 87 87.1 reading: [87. 87.5 87.5] 88 88.1 reading: [88. 88.5 88.5] 89 89.1 reading: [89. 89.5 89.5] 90 90.1 reading: [90. 90.5 90.5] 91 91.1 reading: [91. 91.5 91.5] 92 92.1 reading: [92. 92.5 92.5] 93 93.1 reading: [93. 93.5 93.5] 94 94.1 reading: [94. 94.5 94.5] 95 95.1 reading: [95. 95.5 95.5] 96 96.1 reading: [96. 96.5 96.5] 97 97.1 reading: [97. 97.5 97.5] 98 98.1 reading: [98. 98.5 98.5] 99 99.1 reading: [99. 99.5 99.5] 100 100.1 reading: [100. 100.5 100.5]
Passed	tests/test_transforms.py::test_transform	0.05
------------------------------Captured stdout call------------------------------ -0.999 1 [ 1. -0.999 -0.999 1. ] (1000, 2) -0.999 0.001 [ 1. -0.999 -0.999 1. ] (1000, 2) -0.8991 1 [ 1. -0.8991 -0.8991 1. ] (1000, 2) -0.8991 0.001 [ 1. -0.8991 -0.8991 1. ] (1000, 2) -0.7992 1 [ 1. -0.7992 -0.7992 1. ] (1000, 2) -0.7992 0.001 [ 1. -0.7992 -0.7992 1. ] (1000, 2) -0.6993 1 [ 1. -0.6993 -0.6993 1. ] (1000, 2) -0.6993 0.001 [ 1. -0.6993 -0.6993 1. ] (1000, 2) -0.5994 1 [ 1. -0.5994 -0.5994 1. ] (1000, 2) -0.5994 0.001 [ 1. -0.5994 -0.5994 1. ] (1000, 2) -0.4995000000000001 1 [ 1. -0.4995 -0.4995 1. ] (1000, 2) -0.4995000000000001 0.001 [ 1. -0.4995 -0.4995 1. ] (1000, 2) -0.3996000000000001 1 [ 1. -0.3996 -0.3996 1. ] (1000, 2) -0.3996000000000001 0.001 [ 1. -0.3996 -0.3996 1. ] (1000, 2) -0.29970000000000013 1 [ 1. -0.2997 -0.2997 1. ] (1000, 2) -0.29970000000000013 0.001 [ 1. -0.2997 -0.2997 1. ] (1000, 2) -0.19980000000000017 1 [ 1. -0.1998 -0.1998 1. ] (1000, 2) -0.19980000000000017 0.001 [ 1. -0.1998 -0.1998 1. ] (1000, 2) -0.0999000000000002 1 [ 1. -0.0999 -0.0999 1. ] (1000, 2) -0.0999000000000002 0.001 [ 1. -0.0999 -0.0999 1. ] (1000, 2) -2.2182256032010628e-16 1 [ 1.0000000e+00 -2.2182256e-16 -2.2182256e-16 1.0000000e+00] (1000, 2) -2.2182256032010628e-16 0.001 [ 1.0000000e+00 -2.2182256e-16 -2.2182256e-16 1.0000000e+00] (1000, 2) 0.09989999999999964 1 [1. 0.0999 0.0999 1. ] (1000, 2) 0.09989999999999964 0.001 [1. 0.0999 0.0999 1. ] (1000, 2) 0.19979999999999973 1 [1. 0.1998 0.1998 1. ] (1000, 2) 0.19979999999999973 0.001 [1. 0.1998 0.1998 1. ] (1000, 2) 0.2996999999999998 1 [1. 0.2997 0.2997 1. ] (1000, 2) 0.2996999999999998 0.001 [1. 0.2997 0.2997 1. ] (1000, 2) 0.3995999999999997 1 [1. 0.3996 0.3996 1. ] (1000, 2) 0.3995999999999997 0.001 [1. 0.3996 0.3996 1. ] (1000, 2) 0.49949999999999956 1 [1. 0.4995 0.4995 1. ] (1000, 2) 0.49949999999999956 0.001 [1. 0.4995 0.4995 1. ] (1000, 2) 0.5993999999999996 1 [1. 0.5994 0.5994 1. ] (1000, 2) 0.5993999999999996 0.001 [1. 0.5994 0.5994 1. ] (1000, 2) 0.6992999999999997 1 [1. 0.6993 0.6993 1. ] (1000, 2) 0.6992999999999997 0.001 [1. 0.6993 0.6993 1. ] (1000, 2) 0.7991999999999996 1 [1. 0.7992 0.7992 1. ] (1000, 2) 0.7991999999999996 0.001 [1. 0.7992 0.7992 1. ] (1000, 2) 0.8990999999999995 1 [1. 0.8991 0.8991 1. ] (1000, 2) 0.8990999999999995 0.001 [1. 0.8991 0.8991 1. ] (1000, 2)
Passed	tests/test_transforms.py::test_affine_transform	0.10
------------------------------Captured stdout call------------------------------ settings: corr: 0 scaleratio: 1 covmatrix: [1. 0. 0. 1.] (400, 2) settings: corr: 0.6 scaleratio: 1 covmatrix: [1. 0.6 0.6 1. ] (400, 2) settings: corr: 0.95 scaleratio: 1 covmatrix: [1. 0.95 0.95 1. ] (400, 2) settings: corr: 0.999 scaleratio: 1 covmatrix: [1. 0.999 0.999 1. ] (400, 2)
Passed	tests/test_transforms.py::test_wrap	0.04
------------------------------Captured stdout call------------------------------ Npoints=10 wrapped_dims=[] Npoints=10 wrapped_dims=[0] Npoints=10 wrapped_dims=[1] Npoints=10 wrapped_dims=[0, 1] Npoints=100 wrapped_dims=[] Npoints=100 wrapped_dims=[0] Npoints=100 wrapped_dims=[1] Npoints=100 wrapped_dims=[0, 1] Npoints=1000 wrapped_dims=[] Npoints=1000 wrapped_dims=[0] Npoints=1000 wrapped_dims=[1] Npoints=1000 wrapped_dims=[0, 1]
Passed	tests/test_utils.py::test_vectorize	0.00
No log output captured.
Passed	tests/test_viz.py::test_rounding_pos	0.01
No log output captured.
Passed	tests/test_viz.py::test_rounding_u	0.00
No log output captured.
Passed	tests/test_viz.py::test_rounding_negpos	0.00
No log output captured.
Passed	tests/test_viz.py::test_rounding_withguess	0.00
No log output captured.
Passed	tests/test_viz.py::test_fmt	0.00
No log output captured.

Result

Test

Duration

Links

Passed

tests/test_clustering.py::test_clustering

5.15

No log output captured.

Passed

tests/test_clustering.py::test_clusteringcase

0.53

------------------------------Captured stdout call------------------------------
maxradius: 11.45313971598804

Passed

tests/test_clustering.py::test_clusteringcase_eggbox

0.17

------------------------------Captured stdout call------------------------------
maxradius: 1.8439766380495826e-10

Passed

tests/test_clustering.py::test_overclustering_eggbox_txt

1.35

------------------------------Captured stdout call------------------------------
==== TEST CASE 20 ===================== manual: r=2.989717e-03 nc=1 reclustered: nc=18 manual: r=2.989717e-03 nc=1 reclustered: nc=18 manual: r=2.270048e-03 nc=1 reclustered: nc=18 ==== TEST CASE 23 ===================== manual: r=1.212573e-05 nc=1 reclustered: nc=18 manual: r=1.353579e-05 nc=1 reclustered: nc=18 manual: r=1.235571e-05 nc=1 reclustered: nc=18 ==== TEST CASE 24 ===================== manual: r=3.947988e-05 nc=1 reclustered: nc=18 manual: r=4.172909e-05 nc=1 reclustered: nc=18 manual: r=7.273383e-05 nc=1 reclustered: nc=18 ==== TEST CASE 27 ===================== manual: r=1.978904e-08 nc=1 reclustered: nc=18 manual: r=1.890650e-08 nc=1 reclustered: nc=18 manual: r=1.605539e-08 nc=1 reclustered: nc=18 ==== TEST CASE 49 ===================== manual: r=6.815424e-05 nc=1 reclustered: nc=18 manual: r=4.236106e-05 nc=1 reclustered: nc=18 manual: r=5.657479e-05 nc=1 reclustered: nc=18

Passed

tests/test_clustering.py::test_overclustering_eggbox_update

14.76

------------------------------Captured stdout call------------------------------
==== TEST CASE 20 ===================== loading... loading... done u0:960 -> u:960 : 881 points are common initialised with: r=3.861322e-01 nc=18 --- intermediate tests how create_new reacts --- updated to (with same data): r=3.861322e-01 nc=18 updated to (with new data): r=3.861322e-01 nc=19 --- end --- setting maxradiussq to None transitioned to : r=4.254452e-01 nc=18 True cluster 1/18: 82 points @ 0.40067 +- 0.01202 , 0.40022 +- 0.01511 cluster 2/18: 44 points @ 0.60378 +- 0.01234 , 0.98922 +- 0.00757 cluster 3/18: 89 points @ 0.59884 +- 0.01297 , 0.19993 +- 0.01399 cluster 4/18: 70 points @ 0.59770 +- 0.01321 , 0.59970 +- 0.01270 cluster 5/18: 66 points @ 0.79962 +- 0.01283 , 0.40189 +- 0.01364 cluster 6/18: 75 points @ 0.20262 +- 0.01346 , 0.20165 +- 0.01254 cluster 7/18: 32 points @ 0.19776 +- 0.01239 , 0.98809 +- 0.00597 cluster 8/18: 31 points @ 0.01257 +- 0.00703 , 0.39886 +- 0.01234 cluster 9/18: 67 points @ 0.79925 +- 0.01331 , 0.80076 +- 0.01356 cluster 10/18: 42 points @ 0.79877 +- 0.01327 , 0.01046 +- 0.00668 cluster 11/18: 41 points @ 0.99046 +- 0.00685 , 0.19675 +- 0.01388 cluster 12/18: 39 points @ 0.39798 +- 0.01322 , 0.00984 +- 0.00698 cluster 13/18: 23 points @ 0.01097 +- 0.00852 , 0.01041 +- 0.00711 cluster 14/18: 73 points @ 0.20029 +- 0.01323 , 0.59918 +- 0.01368 cluster 15/18: 44 points @ 0.98858 +- 0.00665 , 0.60129 +- 0.01259 cluster 16/18: 41 points @ 0.01238 +- 0.00658 , 0.80156 +- 0.01229 cluster 17/18: 84 points @ 0.40175 +- 0.01292 , 0.79791 +- 0.01272 cluster 18/18: 17 points @ 0.98546 +- 0.00732 , 0.98774 +- 0.00694 ==== TEST CASE 23 ===================== loading... loading... done u0:1040 -> u:1040 : 966 points are common initialised with: r=6.160003e-03 nc=1 --- intermediate tests how create_new reacts --- updated to (with same data): r=6.160003e-03 nc=1 updated to (with new data): r=6.160003e-03 nc=18 found lonely points 1039 18 (array([1]), array([1040])) --- end --- setting maxradiussq to None transitioned to : r=3.440933e-01 nc=18 True cluster 1/18: 73 points @ 0.60558 +- 0.03956 , 0.60161 +- 0.03742 cluster 2/18: 79 points @ 0.40034 +- 0.03940 , 0.40519 +- 0.03757 cluster 3/18: 41 points @ 0.97203 +- 0.02060 , 0.20253 +- 0.03872 cluster 4/18: 84 points @ 0.19581 +- 0.04039 , 0.60134 +- 0.03804 cluster 5/18: 87 points @ 0.20159 +- 0.03605 , 0.20771 +- 0.03841 cluster 6/18: 85 points @ 0.80668 +- 0.03802 , 0.40101 +- 0.03809 cluster 7/18: 39 points @ 0.03874 +- 0.02094 , 0.80033 +- 0.03636 cluster 8/18: 80 points @ 0.79850 +- 0.03921 , 0.79083 +- 0.03705 cluster 9/18: 40 points @ 0.96956 +- 0.02038 , 0.60841 +- 0.03341 cluster 10/18: 99 points @ 0.60042 +- 0.03532 , 0.19601 +- 0.03848 cluster 11/18: 19 points @ 0.04123 +- 0.02000 , 0.02673 +- 0.02228 cluster 12/18: 40 points @ 0.40610 +- 0.03892 , 0.03809 +- 0.02090 cluster 13/18: 87 points @ 0.40176 +- 0.03955 , 0.79885 +- 0.03542 cluster 14/18: 52 points @ 0.20797 +- 0.03841 , 0.96717 +- 0.02119 cluster 15/18: 38 points @ 0.59639 +- 0.03805 , 0.96716 +- 0.01828 cluster 16/18: 44 points @ 0.80236 +- 0.04018 , 0.03255 +- 0.01736 cluster 17/18: 21 points @ 0.96129 +- 0.01684 , 0.96388 +- 0.01766 cluster 18/18: 32 points @ 0.03640 +- 0.01610 , 0.39737 +- 0.03884 ==== TEST CASE 24 ===================== loading... loading... done u0:1080 -> u:1080 : 720 points are common initialised with: r=2.523267e-03 nc=1 --- intermediate tests how create_new reacts --- updated to (with same data): r=2.523267e-03 nc=1 updated to (with new data): r=2.523267e-03 nc=19 --- end --- setting maxradiussq to None transitioned to : r=7.393072e-01 nc=18 True cluster 1/18: 50 points @ 0.80133 +- 0.02367 , 0.40736 +- 0.02143 cluster 2/18: 67 points @ 0.40401 +- 0.02029 , 0.40261 +- 0.02217 cluster 3/18: 23 points @ 0.01998 +- 0.01209 , 0.81024 +- 0.01845 cluster 4/18: 60 points @ 0.20213 +- 0.02305 , 0.20032 +- 0.01965 cluster 5/18: 32 points @ 0.60086 +- 0.02176 , 0.98367 +- 0.01059 cluster 6/18: 47 points @ 0.80338 +- 0.02194 , 0.79993 +- 0.01991 cluster 7/18: 36 points @ 0.98306 +- 0.01107 , 0.59781 +- 0.02273 cluster 8/18: 76 points @ 0.59943 +- 0.01980 , 0.19632 +- 0.02156 cluster 9/18: 56 points @ 0.20016 +- 0.01965 , 0.59828 +- 0.02257 cluster 10/18: 9 points @ 0.01908 +- 0.01199 , 0.01513 +- 0.01132 cluster 11/18: 59 points @ 0.39933 +- 0.02184 , 0.80070 +- 0.02167 cluster 12/18: 29 points @ 0.98462 +- 0.01006 , 0.20604 +- 0.02154 cluster 13/18: 30 points @ 0.80514 +- 0.02107 , 0.01876 +- 0.00936 cluster 14/18: 14 points @ 0.98169 +- 0.01256 , 0.97917 +- 0.01043 cluster 15/18: 49 points @ 0.59988 +- 0.02080 , 0.59826 +- 0.02404 cluster 16/18: 22 points @ 0.02401 +- 0.00978 , 0.40533 +- 0.01845 cluster 17/18: 32 points @ 0.20429 +- 0.02222 , 0.97957 +- 0.00988 cluster 18/18: 29 points @ 0.39559 +- 0.02135 , 0.01376 +- 0.01155 ==== TEST CASE 27 ===================== loading... loading... done u0:1160 -> u:1160 : 790 points are common initialised with: r=4.168517e-03 nc=1 --- intermediate tests how create_new reacts --- updated to (with same data): r=4.168517e-03 nc=1 updated to (with new data): r=4.168517e-03 nc=18 found lonely points 879 18 (array([1]), array([1160])) --- end --- setting maxradiussq to None transitioned to : r=4.282518e-01 nc=18 True cluster 1/18: 28 points @ 0.02876 +- 0.01072 , 0.40418 +- 0.02504 cluster 2/18: 72 points @ 0.40427 +- 0.02589 , 0.40337 +- 0.02568 cluster 3/18: 66 points @ 0.80063 +- 0.03025 , 0.79903 +- 0.02314 cluster 4/18: 69 points @ 0.80137 +- 0.02777 , 0.40462 +- 0.02720 cluster 5/18: 31 points @ 0.02746 +- 0.01466 , 0.79860 +- 0.02690 cluster 6/18: 62 points @ 0.59600 +- 0.02452 , 0.59711 +- 0.02909 cluster 7/18: 64 points @ 0.20064 +- 0.02644 , 0.20221 +- 0.02651 cluster 8/18: 36 points @ 0.59915 +- 0.02534 , 0.97793 +- 0.01435 cluster 9/18: 39 points @ 0.97736 +- 0.01458 , 0.59960 +- 0.02338 cluster 10/18: 86 points @ 0.60015 +- 0.02393 , 0.19435 +- 0.02628 cluster 11/18: 32 points @ 0.98151 +- 0.01174 , 0.20348 +- 0.02462 cluster 12/18: 65 points @ 0.19863 +- 0.02526 , 0.59691 +- 0.02542 cluster 13/18: 15 points @ 0.02567 +- 0.01173 , 0.02191 +- 0.01523 cluster 14/18: 41 points @ 0.39375 +- 0.02798 , 0.02135 +- 0.01484 cluster 15/18: 77 points @ 0.40243 +- 0.02649 , 0.80397 +- 0.02748 cluster 16/18: 38 points @ 0.80371 +- 0.02372 , 0.02465 +- 0.01314 cluster 17/18: 18 points @ 0.97856 +- 0.01405 , 0.97604 +- 0.01338 cluster 18/18: 41 points @ 0.19975 +- 0.02576 , 0.97554 +- 0.01299 ==== TEST CASE 42 ===================== loading... loading... done u0:1640 -> u:1640 : 1324 points are common initialised with: r=2.155017e-01 nc=18 --- intermediate tests how create_new reacts --- updated to (with same data): r=2.155017e-01 nc=18 updated to (with new data): r=2.155017e-01 nc=20 --- end --- setting maxradiussq to None transitioned to : r=2.029861e-01 nc=18 True cluster 1/18: 134 points @ 0.20129 +- 0.00945 , 0.20101 +- 0.01049 cluster 2/18: 65 points @ 0.59936 +- 0.00932 , 0.99209 +- 0.00545 cluster 3/18: 85 points @ 0.99089 +- 0.00488 , 0.60043 +- 0.01046 cluster 4/18: 130 points @ 0.60003 +- 0.00928 , 0.20093 +- 0.01017 cluster 5/18: 129 points @ 0.59949 +- 0.00979 , 0.60100 +- 0.01016 cluster 6/18: 70 points @ 0.00947 +- 0.00504 , 0.79955 +- 0.00842 cluster 7/18: 130 points @ 0.40067 +- 0.00968 , 0.40022 +- 0.01000 cluster 8/18: 122 points @ 0.79990 +- 0.00981 , 0.80044 +- 0.00967 cluster 9/18: 65 points @ 0.19964 +- 0.00934 , 0.99144 +- 0.00504 cluster 10/18: 72 points @ 0.00860 +- 0.00543 , 0.40071 +- 0.01088 cluster 11/18: 128 points @ 0.19967 +- 0.01029 , 0.60159 +- 0.01024 cluster 12/18: 79 points @ 0.79941 +- 0.00983 , 0.00749 +- 0.00504 cluster 13/18: 76 points @ 0.99223 +- 0.00521 , 0.19896 +- 0.00995 cluster 14/18: 69 points @ 0.39964 +- 0.00971 , 0.00907 +- 0.00538 cluster 15/18: 126 points @ 0.40202 +- 0.00982 , 0.79926 +- 0.00912 cluster 16/18: 99 points @ 0.80119 +- 0.00999 , 0.39961 +- 0.00929 cluster 17/18: 29 points @ 0.98948 +- 0.00510 , 0.99242 +- 0.00478 cluster 18/18: 32 points @ 0.00711 +- 0.00510 , 0.00782 +- 0.00532

Passed

tests/test_flatnuts.py::test_detailed_balance

8.51

------------------------------Captured stdout call------------------------------
---- seed=1 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [1.14374817e-04 3.02332573e-01] [-0.02893116 -0.02762223] -0.48840515457013567 BACKWARD SAMPLING FROM 4 [0.14168242 0.38811823] [0.02821641 0.02835197] -0.16650609173626083 BACKWARD SAMPLING FROM -4 [0.11583903 0.41282151] [-0.02893116 -0.02762223] -0.10171045505355579 BisectSampler ---- FORWARD SAMPLING FROM 0 [1.14374817e-04 3.02332573e-01] [-0.02893116 -0.02762223] -0.48840515457013567 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([1.14374817e-04, 3.02332573e-01]), array([-0.02893116, -0.02762223]), None, None, None, 10, array([0.28919725, 0.02611023]), array([ 0.02893116, -0.02762223]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([1.14374817e-04, 3.02332573e-01]), array([-0.02893116, -0.02762223]), 5, array([0.14454144, 0.1642214 ]), array([ 0.02893116, -0.02762223]), 10, array([0.28919725, 0.02611023]), array([ 0.02893116, -0.02762223]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([1.14374817e-04, 3.02332573e-01]), array([-0.02893116, -0.02762223]), 2, array([0.05774795, 0.2470881 ]), array([ 0.02893116, -0.02762223]), 5, array([0.14454144, 0.1642214 ]), array([ 0.02893116, -0.02762223]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([1.14374817e-04, 3.02332573e-01]), array([-0.02893116, -0.02762223]), 1, array([0.02881679, 0.27471034]), array([ 0.02893116, -0.02762223]), 2, array([0.05774795, 0.2470881 ]), array([ 0.02893116, -0.02762223]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.02881679 0.27471034] [ 0.02893116 -0.02762223] new direction: [0.02821641 0.02835197] reversing there [ 0.02893116 -0.02762223] making one step from [0.02881679 0.27471034] [ 0.02893116 -0.02762223] --> [0.0570332 0.30306231] [0.02821641 0.02835197] trying new point, [0.0570332 0.30306231] next() call -0.4864320611274539 goals: [('reflect-at', 1, array([0.0570332 , 0.30306231]), array([0.02821641, 0.02835197]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.09073879959265024 goals: [('bisect', 1, array([0.0570332 , 0.30306231]), array([0.02821641, 0.02835197]), None, None, None, 10, array([0.31098087, 0.55823006]), array([0.02821641, 0.02835197]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.31098087 0.55823006] [0.02821641 0.02835197] -0.09073879959265024 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.31098087, 0.55823006]), array([-0.02821641, -0.02835197]), None, None, None, 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.10164814983836501 goals: [('bisect', 0, array([0.31098087, 0.55823006]), array([-0.02821641, -0.02835197]), 5, array([0.16989883, 0.4164702 ]), array([-0.02821641, -0.02835197]), 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2522560575837411 goals: [('bisect', 5, array([0.16989883, 0.4164702 ]), array([-0.02821641, -0.02835197]), 7, array([0.11346601, 0.35976626]), array([-0.02821641, -0.02835197]), 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.3588980473808055 goals: [('bisect', 7, array([0.11346601, 0.35976626]), array([-0.02821641, -0.02835197]), 8, array([0.0852496 , 0.33141428]), array([-0.02821641, -0.02835197]), 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.48643206112745424 goals: [('bisect', 8, array([0.0852496 , 0.33141428]), array([-0.02821641, -0.02835197]), 9, array([0.0570332 , 0.30306231]), array([-0.02821641, -0.02835197]), 10, array([0.02881679, 0.27471034]), array([-0.02821641, -0.02835197]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.02881679 0.27471034] [-0.02821641 -0.02835197] new direction: [-0.02893116 0.02762223] reversing there [-0.02821641 -0.02835197] making one step from [0.02881679 0.27471034] [-0.02821641 -0.02835197] --> [1.14374817e-04 3.02332573e-01] [0.02893116 0.02762223] trying new point, [1.14374817e-04 3.02332573e-01] next() call -0.4884051545701362 goals: [('reflect-at', 10, array([1.14374817e-04, 3.02332573e-01]), array([0.02893116, 0.02762223]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [1.14374817e-04 3.02332573e-01] [-0.02893116 -0.02762223] -0.48840515457013567 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [1.14374817e-04 3.02332573e-01] [-0.02893116 -0.02762223] -0.48840515457013567 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 sampling between (-3, 4) ---- seed=2 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.54966248 0.43532239] [0.00022913 0.03999934] -0.2033543310016853 BACKWARD SAMPLING FROM 4 [0.550579 0.59531977] [0.00022913 0.03999934] -0.2651418446056711 BACKWARD SAMPLING FROM -2 [0.54920422 0.35532371] [0.00022913 0.03999934] -0.4124530140569493 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.54966248 0.43532239] [0.00022913 0.03999934] -0.2033543310016853 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.54966248, 0.43532239]), array([0.00022913, 0.03999934]), None, None, None, 10, array([0.55195379, 0.83531583]), array([0.00022913, 0.03999934]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3805855729471914 goals: [('bisect', 0, array([0.54966248, 0.43532239]), array([0.00022913, 0.03999934]), 5, array([0.55080813, 0.63531911]), array([0.00022913, 0.03999934]), 10, array([0.55195379, 0.83531583]), array([0.00022913, 0.03999934]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.55080813, 0.63531911]), array([0.00022913, 0.03999934]), 7, array([0.55126639, 0.7153178 ]), array([0.00022913, 0.03999934]), 10, array([0.55195379, 0.83531583]), array([0.00022913, 0.03999934]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.55080813, 0.63531911]), array([0.00022913, 0.03999934]), 6, array([0.55103726, 0.67531846]), array([0.00022913, 0.03999934]), 7, array([0.55126639, 0.7153178 ]), array([0.00022913, 0.03999934]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.55103726 0.67531846] [0.00022913 0.03999934] new direction: [-0.03532089 0.01877324] reversing there [0.00022913 0.03999934] making one step from [0.55103726 0.67531846] [0.00022913 0.03999934] --> [0.51571637 0.69409169] [-0.03532089 0.01877324] trying new point, [0.51571637 0.69409169] next() call None goals: [('reflect-at', 6, array([0.51571637, 0.69409169]), array([-0.03532089, 0.01877324]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 5... 5 steps to do at 5 -> [from 6, delta=5] targeting 1. goals: [('sample-at', 1)] target is on track, returning interpolation at 1... [0.54989161 0.47532174] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 5 [0.55080813 0.63531911] [0.00022913 0.03999934] -0.3805855729471914 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 5)] not done yet, continue expanding to 5... goals: [('expand-to', 5), ('sample-at', 5)] next() call -0.2033543310016853 goals: [('bisect', 0, array([0.55080813, 0.63531911]), array([-0.00022913, -0.03999934]), None, None, None, 5, array([0.54966248, 0.43532239]), array([-0.00022913, -0.03999934]), 1), ('sample-at', 5)] bisecting ... 0 None 5 successfully went all the way in one jump! goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.54966248 0.43532239] [0.00022913 0.03999934] -0.2033543310016853 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.54966248 0.43532239] [0.00022913 0.03999934] -0.2033543310016853 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-2, 1) ---- seed=3 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.29090474 0.51082761] [-0.01281883 0.03789034] -0.04377824648995989 BACKWARD SAMPLING FROM 4 [0.23962941 0.66238895] [-0.01281883 0.03789034] -0.3583382577658276 BACKWARD SAMPLING FROM -4 [0.34218007 0.35926626] [-0.01281883 0.03789034] -0.306118410872214 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.29090474 0.51082761] [-0.01281883 0.03789034] -0.04377824648995989 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.29090474, 0.51082761]), array([-0.01281883, 0.03789034]), None, None, None, 10, array([0.16271642, 0.88973096]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.29090474, 0.51082761]), array([-0.01281883, 0.03789034]), 5, array([0.22681058, 0.70027928]), array([-0.01281883, 0.03789034]), 10, array([0.16271642, 0.88973096]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.12894573017062852 goals: [('bisect', 0, array([0.29090474, 0.51082761]), array([-0.01281883, 0.03789034]), 2, array([0.26526707, 0.58660828]), array([-0.01281883, 0.03789034]), 5, array([0.22681058, 0.70027928]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.22561386347891177 goals: [('bisect', 2, array([0.26526707, 0.58660828]), array([-0.01281883, 0.03789034]), 3, array([0.25244824, 0.62449861]), array([-0.01281883, 0.03789034]), 5, array([0.22681058, 0.70027928]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.3583382577658276 goals: [('bisect', 3, array([0.25244824, 0.62449861]), array([-0.01281883, 0.03789034]), 4, array([0.23962941, 0.66238895]), array([-0.01281883, 0.03789034]), 5, array([0.22681058, 0.70027928]), array([-0.01281883, 0.03789034]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.22681058 0.70027928] [-0.01281883 0.03789034] new direction: [-0.03961561 -0.00553205] reversing there [-0.01281883 0.03789034] making one step from [0.22681058 0.70027928] [-0.01281883 0.03789034] --> [0.18719497 0.69474723] [-0.03961561 -0.00553205] trying new point, [0.18719497 0.69474723] next() call -0.4916020278270096 goals: [('reflect-at', 5, array([0.18719497, 0.69474723]), array([-0.03961561, -0.00553205]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3490349009637372 goals: [('bisect', 5, array([0.18719497, 0.69474723]), array([-0.03961561, -0.00553205]), None, None, None, 10, array([0.01088307, 0.66708697]), array([ 0.03961561, -0.00553205]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.01088307 0.66708697] [ 0.03961561 -0.00553205] -0.3490349009637372 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.01088307, 0.66708697]), array([-0.03961561, 0.00553205]), None, None, None, 10, array([0.38527301, 0.7224075 ]), array([0.03961561, 0.00553205]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4916020278270096 goals: [('bisect', 0, array([0.01088307, 0.66708697]), array([-0.03961561, 0.00553205]), 5, array([0.18719497, 0.69474723]), array([0.03961561, 0.00553205]), 10, array([0.38527301, 0.7224075 ]), array([0.03961561, 0.00553205]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.18719497, 0.69474723]), array([0.03961561, 0.00553205]), 7, array([0.26642619, 0.70581134]), array([0.03961561, 0.00553205]), 10, array([0.38527301, 0.7224075 ]), array([0.03961561, 0.00553205]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.18719497, 0.69474723]), array([0.03961561, 0.00553205]), 6, array([0.22681058, 0.70027928]), array([0.03961561, 0.00553205]), 7, array([0.26642619, 0.70581134]), array([0.03961561, 0.00553205]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.22681058 0.70027928] [0.03961561 0.00553205] new direction: [ 0.01281883 -0.03789034] reversing there [0.03961561 0.00553205] making one step from [0.22681058 0.70027928] [0.03961561 0.00553205] --> [0.23962941 0.66238895] [ 0.01281883 -0.03789034] trying new point, [0.23962941 0.66238895] next() call -0.3583382577658272 goals: [('reflect-at', 6, array([0.23962941, 0.66238895]), array([ 0.01281883, -0.03789034]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.04377824648995989 goals: [('bisect', 6, array([0.23962941, 0.66238895]), array([ 0.01281883, -0.03789034]), None, None, None, 10, array([0.29090474, 0.51082761]), array([ 0.01281883, -0.03789034]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.29090474 0.51082761] [-0.01281883 0.03789034] -0.04377824648995989 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.29090474 0.51082761] [-0.01281883 0.03789034] -0.04377824648995989 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-4, 3) ---- seed=4 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 BACKWARD SAMPLING FROM 4 [0.80905758 0.52184001] [-0.03949306 -0.00634806] -0.33324941010291637 BACKWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.16694885584599184 goals: [('bisect', 0, array([0.96702984, 0.54723225]), array([-0.03949306, -0.00634806]), None, None, None, 10, array([0.5720992 , 0.48375165]), array([-0.03949306, -0.00634806]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.5720992 0.48375165] [-0.03949306 -0.00634806] -0.16694885584599184 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.49545942179887775 goals: [('bisect', 0, array([0.5720992 , 0.48375165]), array([0.03949306, 0.00634806]), None, None, None, 10, array([0.96702984, 0.54723225]), array([0.03949306, 0.00634806]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.96702984 0.54723225] [-0.03949306 -0.00634806] -0.49545942179887775 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 sampling between (-4, 3) ---- seed=5 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.48841119 0.61174386] [ 0.03653803 -0.01627797] -0.2753563808750551 BACKWARD SAMPLING FROM 4 [0.63456332 0.54663199] [ 0.03653803 -0.01627797] -0.22851708746536278 BACKWARD SAMPLING FROM -4 [0.34225906 0.67685573] [ 0.03653803 -0.01627797] -0.4495450053329357 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.48841119 0.61174386] [ 0.03653803 -0.01627797] -0.2753563808750551 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3970381430661767 goals: [('bisect', 0, array([0.48841119, 0.61174386]), array([ 0.03653803, -0.01627797]), None, None, None, 10, array([0.85379151, 0.44896419]), array([ 0.03653803, -0.01627797]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.85379151 0.44896419] [ 0.03653803 -0.01627797] -0.3970381430661767 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.27535638087505515 goals: [('bisect', 0, array([0.85379151, 0.44896419]), array([-0.03653803, 0.01627797]), None, None, None, 10, array([0.48841119, 0.61174386]), array([-0.03653803, 0.01627797]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.48841119 0.61174386] [ 0.03653803 -0.01627797] -0.2753563808750551 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.48841119 0.61174386] [ 0.03653803 -0.01627797] -0.2753563808750551 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -13..2 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-13, 2) ---- seed=6 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.10765668 0.59505206] [-0.036206 0.01700369] -0.11873116674075794 BACKWARD SAMPLING FROM 4 [0.03716733 0.66306682] [0.036206 0.01700369] -0.3330755453049499 BACKWARD SAMPLING FROM -4 [0.25248069 0.52703731] [-0.036206 0.01700369] -0.041010950598001826 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.10765668 0.59505206] [-0.036206 0.01700369] -0.11873116674075794 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.10765668, 0.59505206]), array([-0.036206 , 0.01700369]), None, None, None, 10, array([0.25440334, 0.76508895]), array([0.036206 , 0.01700369]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4080091653243474 goals: [('bisect', 0, array([0.10765668, 0.59505206]), array([-0.036206 , 0.01700369]), 5, array([0.07337333, 0.68007051]), array([0.036206 , 0.01700369]), 10, array([0.25440334, 0.76508895]), array([0.036206 , 0.01700369]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.07337333, 0.68007051]), array([0.036206 , 0.01700369]), 7, array([0.14578533, 0.71407788]), array([0.036206 , 0.01700369]), 10, array([0.25440334, 0.76508895]), array([0.036206 , 0.01700369]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4914817954950847 goals: [('bisect', 5, array([0.07337333, 0.68007051]), array([0.036206 , 0.01700369]), 6, array([0.10957933, 0.6970742 ]), array([0.036206 , 0.01700369]), 7, array([0.14578533, 0.71407788]), array([0.036206 , 0.01700369]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.14578533 0.71407788] [0.036206 0.01700369] new direction: [ 0.02481099 -0.03137538] reversing there [0.036206 0.01700369] making one step from [0.14578533 0.71407788] [0.036206 0.01700369] --> [0.17059633 0.6827025 ] [ 0.02481099 -0.03137538] trying new point, [0.17059633 0.6827025 ] next() call -0.4318041009131332 goals: [('reflect-at', 7, array([0.17059633, 0.6827025 ]), array([ 0.02481099, -0.03137538]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.12809180647624227 goals: [('bisect', 7, array([0.17059633, 0.6827025 ]), array([ 0.02481099, -0.03137538]), None, None, None, 10, array([0.2450293 , 0.58857635]), array([ 0.02481099, -0.03137538]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.2450293 0.58857635] [ 0.02481099 -0.03137538] -0.12809180647624227 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.2450293 , 0.58857635]), array([-0.02481099, 0.03137538]), None, None, None, 10, array([0.00308062, 0.90233018]), array([0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.2450293 , 0.58857635]), array([-0.02481099, 0.03137538]), 5, array([0.12097434, 0.74545327]), array([-0.02481099, 0.03137538]), 10, array([0.00308062, 0.90233018]), array([0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.30534071772163773 goals: [('bisect', 0, array([0.2450293 , 0.58857635]), array([-0.02481099, 0.03137538]), 2, array([0.19540732, 0.65132712]), array([-0.02481099, 0.03137538]), 5, array([0.12097434, 0.74545327]), array([-0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4318041009131337 goals: [('bisect', 2, array([0.19540732, 0.65132712]), array([-0.02481099, 0.03137538]), 3, array([0.17059633, 0.6827025 ]), array([-0.02481099, 0.03137538]), 5, array([0.12097434, 0.74545327]), array([-0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.17059633, 0.6827025 ]), array([-0.02481099, 0.03137538]), 4, array([0.14578533, 0.71407788]), array([-0.02481099, 0.03137538]), 5, array([0.12097434, 0.74545327]), array([-0.02481099, 0.03137538]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.14578533 0.71407788] [-0.02481099 0.03137538] new direction: [-0.036206 -0.01700369] reversing there [-0.02481099 0.03137538] making one step from [0.14578533 0.71407788] [-0.02481099 0.03137538] --> [0.10957933 0.6970742 ] [-0.036206 -0.01700369] trying new point, [0.10957933 0.6970742 ] next() call -0.4914817954950847 goals: [('reflect-at', 4, array([0.10957933, 0.6970742 ]), array([-0.036206 , -0.01700369]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.1187311667407582 goals: [('bisect', 4, array([0.10957933, 0.6970742 ]), array([-0.036206 , -0.01700369]), None, None, None, 10, array([0.10765668, 0.59505206]), array([ 0.036206 , -0.01700369]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.10765668 0.59505206] [-0.036206 0.01700369] -0.11873116674075794 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.10765668 0.59505206] [-0.036206 0.01700369] -0.11873116674075794 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-6, 1) ---- seed=7 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 BACKWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 BACKWARD SAMPLING FROM -3 [0.91202793 0.42346309] [0.02932044 0.02720867] -0.48912121118231033 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), None, None, None, 10, array([0.75799217, 0.87256348]), array([-0.02199973, 0.03340676]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), 5, array([0.86799084, 0.70552968]), array([-0.02199973, 0.03340676]), 10, array([0.75799217, 0.87256348]), array([-0.02199973, 0.03340676]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), 2, array([0.93399004, 0.60530939]), array([-0.02199973, 0.03340676]), 5, array([0.86799084, 0.70552968]), array([-0.02199973, 0.03340676]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), 1, array([0.95598978, 0.57190263]), array([-0.02199973, 0.03340676]), 2, array([0.93399004, 0.60530939]), array([-0.02199973, 0.03340676]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.95598978 0.57190263] [-0.02199973 0.03340676] new direction: [-0.03029182 0.0261229 ] reversing there [-0.02199973 0.03340676] making one step from [0.95598978 0.57190263] [-0.02199973 0.03340676] --> [0.92569796 0.59802553] [-0.03029182 0.0261229 ] trying new point, [0.92569796 0.59802553] next() call None goals: [('reflect-at', 1, array([0.92569796, 0.59802553]), array([-0.03029182, 0.0261229 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), None, None, None, -9, array([0.82401288, 0.23783502]), array([0.02199973, 0.03340676]), -1), ('sample-at', -9)] bisecting ... 0 None -9 continue bisect at -5 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), -5, array([0.91201182, 0.37146206]), array([0.02199973, 0.03340676]), -9, array([0.82401288, 0.23783502]), array([0.02199973, 0.03340676]), -1), ('sample-at', -9)] bisecting ... 0 -5 -9 continue bisect at -3 next() call None goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), -3, array([0.95601129, 0.43827559]), array([0.02199973, 0.03340676]), -5, array([0.91201182, 0.37146206]), array([0.02199973, 0.03340676]), -1), ('sample-at', -9)] bisecting ... 0 -3 -5 continue bisect at -2 next() call -0.4882763953959062 goals: [('bisect', 0, array([0.97798951, 0.53849587]), array([-0.02199973, 0.03340676]), -2, array([0.97801102, 0.47168235]), array([0.02199973, 0.03340676]), -3, array([0.95601129, 0.43827559]), array([0.02199973, 0.03340676]), -1), ('sample-at', -9)] bisecting ... 0 -2 -3 bisecting gave reflection point -3 [0.95601129 0.43827559] [0.02199973 0.03340676] new direction: [ 0.01936874 -0.03499789] reversing there [0.02199973 0.03340676] making one step from [0.95601129 0.43827559] [0.02199973 0.03340676] --> [0.97538002 0.4032777 ] [-0.01936874 0.03499789] trying new point, [0.97538002 0.4032777 ] next() call None goals: [('reflect-at', -3, array([0.97538002, 0.4032777 ]), array([-0.01936874, 0.03499789]), -1), ('sample-at', -9)] goals: [('sample-at', -9)] reversing at -2... -7 steps to do at -2 -> [from -3, delta=-7] targeting 4. goals: [('sample-at', 4)] reversing at 0... 4 steps to do at 0 -> [from 1, delta=4] targeting -3. goals: [('sample-at', -3)] reversing at -2... -1 steps to do at -2 -> [from -3, delta=-1] targeting -2. goals: [('sample-at', -2)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -2 [0.97801102 0.47168235] [0.02199973 0.03340676] -0.4882763953959062 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -2)] not done yet, continue expanding to -2... goals: [('expand-to', -2), ('sample-at', -2)] next() call -0.49675589327088776 goals: [('bisect', 0, array([0.97801102, 0.47168235]), array([-0.02199973, -0.03340676]), None, None, None, -2, array([0.97798951, 0.53849587]), array([ 0.02199973, -0.03340676]), -1), ('sample-at', -2)] bisecting ... 0 None -2 successfully went all the way in one jump! goals: [('sample-at', -2)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.97798951 0.53849587] [-0.02199973 0.03340676] -0.49675589327088776 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (-1, 0) ---- seed=8 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.86919454 0.53085569] [ 0.02962799 -0.02687344] -0.38965049563602216 BACKWARD SAMPLING FROM 3 [0.95807852 0.45023536] [ 0.02962799 -0.02687344] -0.48991371862053074 BACKWARD SAMPLING FROM -3 [0.78031056 0.61147602] [ 0.02962799 -0.02687344] -0.45977857566680347 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.86919454 0.53085569] [ 0.02962799 -0.02687344] -0.38965049563602216 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.86919454, 0.53085569]), array([ 0.02962799, -0.02687344]), None, None, None, 10, array([0.83452552, 0.26212126]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.86919454, 0.53085569]), array([ 0.02962799, -0.02687344]), 5, array([0.98266549, 0.39648847]), array([-0.02962799, -0.02687344]), 10, array([0.83452552, 0.26212126]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4375602772906623 goals: [('bisect', 0, array([0.86919454, 0.53085569]), array([ 0.02962799, -0.02687344]), 2, array([0.92845053, 0.4771088 ]), array([ 0.02962799, -0.02687344]), 5, array([0.98266549, 0.39648847]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.48991371862053074 goals: [('bisect', 2, array([0.92845053, 0.4771088 ]), array([ 0.02962799, -0.02687344]), 3, array([0.95807852, 0.45023536]), array([ 0.02962799, -0.02687344]), 5, array([0.98266549, 0.39648847]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.95807852, 0.45023536]), array([ 0.02962799, -0.02687344]), 4, array([0.98770652, 0.42336192]), array([ 0.02962799, -0.02687344]), 5, array([0.98266549, 0.39648847]), array([-0.02962799, -0.02687344]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.98770652 0.42336192] [ 0.02962799 -0.02687344] new direction: [-0.03704999 -0.01507642] reversing there [ 0.02962799 -0.02687344] making one step from [0.98770652 0.42336192] [ 0.02962799 -0.02687344] --> [0.95065653 0.4082855 ] [-0.03704999 -0.01507642] trying new point, [0.95065653 0.4082855 ] next() call None goals: [('reflect-at', 4, array([0.95065653, 0.4082855 ]), array([-0.03704999, -0.01507642]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.45977857566680347 goals: [('bisect', 0, array([0.86919454, 0.53085569]), array([ 0.02962799, -0.02687344]), None, None, None, -3, array([0.78031056, 0.61147602]), array([ 0.02962799, -0.02687344]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.95807852 0.45023536] [ 0.02962799 -0.02687344] -0.48991371862053074 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.38965049563602216 goals: [('bisect', 0, array([0.95807852, 0.45023536]), array([-0.02962799, 0.02687344]), None, None, None, 3, array([0.86919454, 0.53085569]), array([-0.02962799, 0.02687344]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.78031056 0.61147602] [ 0.02962799 -0.02687344] -0.45977857566680347 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.38965049563602216 goals: [('bisect', 0, array([0.78031056, 0.61147602]), array([-0.02962799, 0.02687344]), None, None, None, -3, array([0.86919454, 0.53085569]), array([-0.02962799, 0.02687344]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.86919454 0.53085569] [ 0.02962799 -0.02687344] -0.38965049563602216 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-1, 2) ---- seed=9 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.01037415 0.50187459] [-0.03024815 -0.02617344] -9.773773097350387e-05 BACKWARD SAMPLING FROM 4 [0.11061846 0.39718082] [ 0.03024815 -0.02617344] -0.13826553062534178 BACKWARD SAMPLING FROM -4 [0.13136677 0.60656837] [-0.03024815 -0.02617344] -0.1505888292401249 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.01037415 0.50187459] [-0.03024815 -0.02617344] -9.773773097350387e-05 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.01037415, 0.50187459]), array([-0.03024815, -0.02617344]), None, None, None, 10, array([0.29210739, 0.24014015]), array([ 0.03024815, -0.02617344]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2179104295369838 goals: [('bisect', 0, array([0.01037415, 0.50187459]), array([-0.03024815, -0.02617344]), 5, array([0.14086662, 0.37100737]), array([ 0.03024815, -0.02617344]), 10, array([0.29210739, 0.24014015]), array([ 0.03024815, -0.02617344]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.43132376818592777 goals: [('bisect', 5, array([0.14086662, 0.37100737]), array([ 0.03024815, -0.02617344]), 7, array([0.20136292, 0.31866048]), array([ 0.03024815, -0.02617344]), 10, array([0.29210739, 0.24014015]), array([ 0.03024815, -0.02617344]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.20136292, 0.31866048]), array([ 0.03024815, -0.02617344]), 8, array([0.23161108, 0.29248704]), array([ 0.03024815, -0.02617344]), 10, array([0.29210739, 0.24014015]), array([ 0.03024815, -0.02617344]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.23161108 0.29248704] [ 0.03024815 -0.02617344] new direction: [0.02396606 0.03202542] reversing there [ 0.03024815 -0.02617344] making one step from [0.23161108 0.29248704] [ 0.03024815 -0.02617344] --> [0.25557714 0.32451246] [0.02396606 0.03202542] trying new point, [0.25557714 0.32451246] next() call -0.4176082798496187 goals: [('reflect-at', 8, array([0.25557714, 0.32451246]), array([0.02396606, 0.03202542]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.201285627296661 goals: [('bisect', 8, array([0.25557714, 0.32451246]), array([0.02396606, 0.03202542]), None, None, None, 10, array([0.30350927, 0.38856331]), array([0.02396606, 0.03202542]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.30350927 0.38856331] [0.02396606 0.03202542] -0.201285627296661 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.30350927, 0.38856331]), array([-0.02396606, -0.03202542]), None, None, None, 10, array([0.06384864, 0.06830907]), array([-0.02396606, -0.03202542]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.30350927, 0.38856331]), array([-0.02396606, -0.03202542]), 5, array([0.18367895, 0.22843619]), array([-0.02396606, -0.03202542]), 10, array([0.06384864, 0.06830907]), array([-0.02396606, -0.03202542]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4176082798496187 goals: [('bisect', 0, array([0.30350927, 0.38856331]), array([-0.02396606, -0.03202542]), 2, array([0.25557714, 0.32451246]), array([-0.02396606, -0.03202542]), 5, array([0.18367895, 0.22843619]), array([-0.02396606, -0.03202542]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.25557714, 0.32451246]), array([-0.02396606, -0.03202542]), 3, array([0.23161108, 0.29248704]), array([-0.02396606, -0.03202542]), 5, array([0.18367895, 0.22843619]), array([-0.02396606, -0.03202542]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.23161108 0.29248704] [-0.02396606 -0.03202542] new direction: [-0.03024815 0.02617344] reversing there [-0.02396606 -0.03202542] making one step from [0.23161108 0.29248704] [-0.02396606 -0.03202542] --> [0.20136292 0.31866048] [-0.03024815 0.02617344] trying new point, [0.20136292 0.31866048] next() call -0.43132376818592777 goals: [('reflect-at', 3, array([0.20136292, 0.31866048]), array([-0.03024815, 0.02617344]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -9.773773097350243e-05 goals: [('bisect', 3, array([0.20136292, 0.31866048]), array([-0.03024815, 0.02617344]), None, None, None, 10, array([0.01037415, 0.50187459]), array([0.03024815, 0.02617344]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.01037415 0.50187459] [-0.03024815 -0.02617344] -9.773773097350387e-05 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.01037415 0.50187459] [-0.03024815 -0.02617344] -9.773773097350387e-05 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 sampling between (0, 3) ---- seed=10 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.00394827 0.51219226] [0.00950643 0.03885393] -0.0018659354843499343 BACKWARD SAMPLING FROM 4 [0.041974 0.66760798] [0.00950643 0.03885393] -0.3520363250591377 BACKWARD SAMPLING FROM -4 [0.03407747 0.35677655] [-0.00950643 0.03885393] -0.25699258899589295 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.00394827 0.51219226] [0.00950643 0.03885393] -0.0018659354843499343 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.00394827, 0.51219226]), array([0.00950643, 0.03885393]), None, None, None, 10, array([0.0990126 , 0.90073154]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.00394827, 0.51219226]), array([0.00950643, 0.03885393]), 5, array([0.05148044, 0.7064619 ]), array([0.00950643, 0.03885393]), 10, array([0.0990126 , 0.90073154]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.10128899988595243 goals: [('bisect', 0, array([0.00394827, 0.51219226]), array([0.00950643, 0.03885393]), 2, array([0.02296113, 0.58990012]), array([0.00950643, 0.03885393]), 5, array([0.05148044, 0.7064619 ]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.2077471298760972 goals: [('bisect', 2, array([0.02296113, 0.58990012]), array([0.00950643, 0.03885393]), 3, array([0.03246757, 0.62875405]), array([0.00950643, 0.03885393]), 5, array([0.05148044, 0.7064619 ]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.3520363250591377 goals: [('bisect', 3, array([0.03246757, 0.62875405]), array([0.00950643, 0.03885393]), 4, array([0.041974 , 0.66760798]), array([0.00950643, 0.03885393]), 5, array([0.05148044, 0.7064619 ]), array([0.00950643, 0.03885393]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.05148044 0.7064619 ] [0.00950643 0.03885393] new direction: [0.03538475 0.01865259] reversing there [0.00950643 0.03885393] making one step from [0.05148044 0.7064619 ] [0.00950643 0.03885393] --> [0.08686519 0.7251145 ] [0.03538475 0.01865259] trying new point, [0.08686519 0.7251145 ] next() call None goals: [('reflect-at', 5, array([0.08686519, 0.7251145 ]), array([0.03538475, 0.01865259]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.008901001072892184 goals: [('bisect', 0, array([0.00394827, 0.51219226]), array([0.00950643, 0.03885393]), None, None, None, -1, array([0.00555817, 0.47333834]), array([-0.00950643, 0.03885393]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.041974 0.66760798] [0.00950643 0.03885393] -0.3520363250591377 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.001865935484349968 goals: [('bisect', 0, array([0.041974 , 0.66760798]), array([-0.00950643, -0.03885393]), None, None, None, 4, array([0.00394827, 0.51219226]), array([-0.00950643, -0.03885393]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.00555817 0.47333834] [-0.00950643 0.03885393] -0.008901001072892184 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.0018659354843499343 goals: [('bisect', 0, array([0.00555817, 0.47333834]), array([ 0.00950643, -0.03885393]), None, None, None, -1, array([0.00394827, 0.51219226]), array([-0.00950643, -0.03885393]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.00394827 0.51219226] [0.00950643 0.03885393] -0.0018659354843499343 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=11 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.4202036 0.4854271] [-0.01214282 -0.03811236] -0.09094015300190272 BACKWARD SAMPLING FROM 4 [0.37163231 0.33297767] [-0.01214282 -0.03811236] -0.4177610370777551 BACKWARD SAMPLING FROM -4 [0.4687749 0.63787653] [-0.01214282 -0.03811236] -0.3474991729078387 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.4202036 0.4854271] [-0.01214282 -0.03811236] -0.09094015300190272 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.4202036, 0.4854271]), array([-0.01214282, -0.03811236]), None, None, None, 10, array([0.29877537, 0.10430352]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.4202036, 0.4854271]), array([-0.01214282, -0.03811236]), 5, array([0.35948949, 0.29486531]), array([-0.01214282, -0.03811236]), 10, array([0.29877537, 0.10430352]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.18142810704210527 goals: [('bisect', 0, array([0.4202036, 0.4854271]), array([-0.01214282, -0.03811236]), 2, array([0.39591796, 0.40920238]), array([-0.01214282, -0.03811236]), 5, array([0.35948949, 0.29486531]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.28136395006049925 goals: [('bisect', 2, array([0.39591796, 0.40920238]), array([-0.01214282, -0.03811236]), 3, array([0.38377513, 0.37109002]), array([-0.01214282, -0.03811236]), 5, array([0.35948949, 0.29486531]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.4177610370777551 goals: [('bisect', 3, array([0.38377513, 0.37109002]), array([-0.01214282, -0.03811236]), 4, array([0.37163231, 0.33297767]), array([-0.01214282, -0.03811236]), 5, array([0.35948949, 0.29486531]), array([-0.01214282, -0.03811236]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.35948949 0.29486531] [-0.01214282 -0.03811236] new direction: [-0.0041129 0.03978799] reversing there [-0.01214282 -0.03811236] making one step from [0.35948949 0.29486531] [-0.01214282 -0.03811236] --> [0.35537659 0.3346533 ] [-0.0041129 0.03978799] trying new point, [0.35537659 0.3346533 ] next() call -0.4048904116037848 goals: [('reflect-at', 5, array([0.35537659, 0.3346533 ]), array([-0.0041129 , 0.03978799]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.07015589586681098 goals: [('bisect', 5, array([0.35537659, 0.3346533 ]), array([-0.0041129 , 0.03978799]), None, None, None, 10, array([0.3348121 , 0.53359324]), array([-0.0041129 , 0.03978799]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.3348121 0.53359324] [-0.0041129 0.03978799] -0.07015589586681098 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.3348121 , 0.53359324]), array([ 0.0041129 , -0.03978799]), None, None, None, 10, array([0.37594108, 0.13571335]), array([ 0.0041129 , -0.03978799]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.40489041160378453 goals: [('bisect', 0, array([0.3348121 , 0.53359324]), array([ 0.0041129 , -0.03978799]), 5, array([0.35537659, 0.3346533 ]), array([ 0.0041129 , -0.03978799]), 10, array([0.37594108, 0.13571335]), array([ 0.0041129 , -0.03978799]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.35537659, 0.3346533 ]), array([ 0.0041129 , -0.03978799]), 7, array([0.36360238, 0.25507732]), array([ 0.0041129 , -0.03978799]), 10, array([0.37594108, 0.13571335]), array([ 0.0041129 , -0.03978799]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.35537659, 0.3346533 ]), array([ 0.0041129 , -0.03978799]), 6, array([0.35948949, 0.29486531]), array([ 0.0041129 , -0.03978799]), 7, array([0.36360238, 0.25507732]), array([ 0.0041129 , -0.03978799]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.35948949 0.29486531] [ 0.0041129 -0.03978799] new direction: [0.01214282 0.03811236] reversing there [ 0.0041129 -0.03978799] making one step from [0.35948949 0.29486531] [ 0.0041129 -0.03978799] --> [0.37163231 0.33297767] [0.01214282 0.03811236] trying new point, [0.37163231 0.33297767] next() call -0.4177610370777547 goals: [('reflect-at', 6, array([0.37163231, 0.33297767]), array([0.01214282, 0.03811236]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.0909401530019027 goals: [('bisect', 6, array([0.37163231, 0.33297767]), array([0.01214282, 0.03811236]), None, None, None, 10, array([0.4202036, 0.4854271]), array([0.01214282, 0.03811236]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.4202036 0.4854271] [-0.01214282 -0.03811236] -0.09094015300190272 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.4202036 0.4854271] [-0.01214282 -0.03811236] -0.09094015300190272 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=12 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.26331502 0.53373939] [-0.03208755 -0.02388282] -0.04889673193185484 BACKWARD SAMPLING FROM 4 [0.13496481 0.43820812] [-0.03208755 -0.02388282] -0.05683571304926094 BACKWARD SAMPLING FROM -4 [0.39166522 0.62927067] [-0.03208755 -0.02388282] -0.2855871537311189 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.26331502 0.53373939] [-0.03208755 -0.02388282] -0.04889673193185484 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.26331502, 0.53373939]), array([-0.03208755, -0.02388282]), None, None, None, 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.09704380253434214 goals: [('bisect', 0, array([0.26331502, 0.53373939]), array([-0.03208755, -0.02388282]), 5, array([0.10287726, 0.4143253 ]), array([-0.03208755, -0.02388282]), 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.22332799455138033 goals: [('bisect', 5, array([0.10287726, 0.4143253 ]), array([-0.03208755, -0.02388282]), 7, array([0.03870216, 0.36655966]), array([-0.03208755, -0.02388282]), 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.3094040970833373 goals: [('bisect', 7, array([0.03870216, 0.36655966]), array([-0.03208755, -0.02388282]), 8, array([0.00661461, 0.34267684]), array([-0.03208755, -0.02388282]), 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.41076953729758614 goals: [('bisect', 8, array([0.00661461, 0.34267684]), array([-0.03208755, -0.02388282]), 9, array([0.02547294, 0.31879402]), array([ 0.03208755, -0.02388282]), 10, array([0.05756049, 0.2949112 ]), array([ 0.03208755, -0.02388282]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.05756049 0.2949112 ] [ 0.03208755 -0.02388282] new direction: [ 0.02655384 -0.02991477] reversing there [ 0.03208755 -0.02388282] making one step from [0.05756049 0.2949112 ] [ 0.03208755 -0.02388282] --> [0.08411434 0.26499643] [ 0.02655384 -0.02991477] trying new point, [0.08411434 0.26499643] next() call None goals: [('reflect-at', 10, array([0.08411434, 0.26499643]), array([ 0.02655384, -0.02991477]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 9... 1 steps to do at 9 -> [from 10, delta=1] targeting 9. goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 9 [0.02547294 0.31879402] [ 0.03208755 -0.02388282] -0.41076953729758614 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 9)] not done yet, continue expanding to 9... goals: [('expand-to', 9), ('sample-at', 9)] next() call -0.04889673193185484 goals: [('bisect', 0, array([0.02547294, 0.31879402]), array([-0.03208755, 0.02388282]), None, None, None, 9, array([0.26331502, 0.53373939]), array([0.03208755, 0.02388282]), 1), ('sample-at', 9)] bisecting ... 0 None 9 successfully went all the way in one jump! goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.26331502 0.53373939] [-0.03208755 -0.02388282] -0.04889673193185484 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.26331502 0.53373939] [-0.03208755 -0.02388282] -0.04889673193185484 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=13 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.37285403 0.67984795] [0.03957308 0.00582848] -0.47382613413670277 BACKWARD SAMPLING FROM 4 [0.40042197 0.52612745] [-0.00300128 -0.03988724] -0.08870192535858905 BACKWARD SAMPLING FROM -4 [0.2145617 0.65653403] [0.03957308 0.00582848] -0.32930462797788607 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.37285403 0.67984795] [0.03957308 0.00582848] -0.47382613413670277 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.37285403, 0.67984795]), array([0.03957308, 0.00582848]), None, None, None, 10, array([0.76858485, 0.73813277]), array([0.03957308, 0.00582848]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.37285403, 0.67984795]), array([0.03957308, 0.00582848]), 5, array([0.57071944, 0.70899036]), array([0.03957308, 0.00582848]), 10, array([0.76858485, 0.73813277]), array([0.03957308, 0.00582848]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.37285403, 0.67984795]), array([0.03957308, 0.00582848]), 2, array([0.45200019, 0.69150491]), array([0.03957308, 0.00582848]), 5, array([0.57071944, 0.70899036]), array([0.03957308, 0.00582848]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.37285403, 0.67984795]), array([0.03957308, 0.00582848]), 1, array([0.41242711, 0.68567643]), array([0.03957308, 0.00582848]), 2, array([0.45200019, 0.69150491]), array([0.03957308, 0.00582848]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.41242711 0.68567643] [0.03957308 0.00582848] new direction: [-0.00300128 -0.03988724] reversing there [0.03957308 0.00582848] making one step from [0.41242711 0.68567643] [0.03957308 0.00582848] --> [0.40942582 0.64578919] [-0.00300128 -0.03988724] trying new point, [0.40942582 0.64578919] next() call -0.34949584573297054 goals: [('reflect-at', 1, array([0.40942582, 0.64578919]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 1, array([0.40942582, 0.64578919]), array([-0.00300128, -0.03988724]), None, None, None, 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 1 None 10 continue bisect at 5 next() call -0.08133824843664016 goals: [('bisect', 1, array([0.40942582, 0.64578919]), array([-0.00300128, -0.03988724]), 5, array([0.39742069, 0.48624021]), array([-0.00300128, -0.03988724]), 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 1 5 10 continue bisect at 7 next() call -0.18596233939700962 goals: [('bisect', 5, array([0.39742069, 0.48624021]), array([-0.00300128, -0.03988724]), 7, array([0.39141812, 0.40646572]), array([-0.00300128, -0.03988724]), 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.297950107279328 goals: [('bisect', 7, array([0.39141812, 0.40646572]), array([-0.00300128, -0.03988724]), 8, array([0.38841683, 0.36657848]), array([-0.00300128, -0.03988724]), 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.44972169009640217 goals: [('bisect', 8, array([0.38841683, 0.36657848]), array([-0.00300128, -0.03988724]), 9, array([0.38541555, 0.32669123]), array([-0.00300128, -0.03988724]), 10, array([0.38241426, 0.28680399]), array([-0.00300128, -0.03988724]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.38241426 0.28680399] [-0.00300128 -0.03988724] new direction: [0.02675467 0.02973529] reversing there [-0.00300128 -0.03988724] making one step from [0.38241426 0.28680399] [-0.00300128 -0.03988724] --> [0.40916893 0.31653928] [0.02675467 0.02973529] trying new point, [0.40916893 0.31653928] next() call None goals: [('reflect-at', 10, array([0.40916893, 0.31653928]), array([0.02675467, 0.02973529]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 9... 1 steps to do at 9 -> [from 10, delta=1] targeting 9. goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 9 [0.38541555 0.32669123] [-0.00300128 -0.03988724] -0.44972169009640217 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 9)] not done yet, continue expanding to 9... goals: [('expand-to', 9), ('sample-at', 9)] next() call None goals: [('bisect', 0, array([0.38541555, 0.32669123]), array([0.00300128, 0.03988724]), None, None, None, 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 0 None 9 continue bisect at 4 next() call -0.08133824843664016 goals: [('bisect', 0, array([0.38541555, 0.32669123]), array([0.00300128, 0.03988724]), 4, array([0.39742069, 0.48624021]), array([0.00300128, 0.03988724]), 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 0 4 9 continue bisect at 6 next() call -0.1358494172152938 goals: [('bisect', 4, array([0.39742069, 0.48624021]), array([0.00300128, 0.03988724]), 6, array([0.40342325, 0.5660147 ]), array([0.00300128, 0.03988724]), 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 4 6 9 continue bisect at 7 next() call -0.22278072400675428 goals: [('bisect', 6, array([0.40342325, 0.5660147 ]), array([0.00300128, 0.03988724]), 7, array([0.40642454, 0.60590194]), array([0.00300128, 0.03988724]), 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 6 7 9 continue bisect at 8 next() call -0.34949584573297054 goals: [('bisect', 7, array([0.40642454, 0.60590194]), array([0.00300128, 0.03988724]), 8, array([0.40942582, 0.64578919]), array([0.00300128, 0.03988724]), 9, array([0.41242711, 0.68567643]), array([0.00300128, 0.03988724]), 1), ('sample-at', 9)] bisecting ... 7 8 9 bisecting gave reflection point 9 [0.41242711 0.68567643] [0.00300128 0.03988724] new direction: [-0.03957308 -0.00582848] reversing there [0.00300128 0.03988724] making one step from [0.41242711 0.68567643] [0.00300128 0.03988724] --> [0.37285403 0.67984795] [-0.03957308 -0.00582848] trying new point, [0.37285403 0.67984795] next() call -0.47382613413670327 goals: [('reflect-at', 9, array([0.37285403, 0.67984795]), array([-0.03957308, -0.00582848]), 1), ('sample-at', 9)] goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.37285403 0.67984795] [0.03957308 0.00582848] -0.47382613413670277 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.37285403 0.67984795] [0.03957308 0.00582848] -0.47382613413670277 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: 0..7 sampling between (0, 7) ---- seed=14 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.30009198 0.47490577] [-0.021002 0.03404285] -0.05289910562998988 BACKWARD SAMPLING FROM 4 [0.21608397 0.61107718] [-0.021002 0.03404285] -0.17757288486701345 BACKWARD SAMPLING FROM -4 [0.38409999 0.33873435] [-0.021002 0.03404285] -0.39884901225457176 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.30009198 0.47490577] [-0.021002 0.03404285] -0.05289910562998988 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.30009198, 0.47490577]), array([-0.021002 , 0.03404285]), None, None, None, 10, array([0.09007195, 0.8153343 ]), array([-0.021002 , 0.03404285]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2822762805921456 goals: [('bisect', 0, array([0.30009198, 0.47490577]), array([-0.021002 , 0.03404285]), 5, array([0.19508196, 0.64512003]), array([-0.021002 , 0.03404285]), 10, array([0.09007195, 0.8153343 ]), array([-0.021002 , 0.03404285]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.19508196, 0.64512003]), array([-0.021002 , 0.03404285]), 7, array([0.15307796, 0.71320574]), array([-0.021002 , 0.03404285]), 10, array([0.09007195, 0.8153343 ]), array([-0.021002 , 0.03404285]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.41639365668362777 goals: [('bisect', 5, array([0.19508196, 0.64512003]), array([-0.021002 , 0.03404285]), 6, array([0.17407996, 0.67916288]), array([-0.021002 , 0.03404285]), 7, array([0.15307796, 0.71320574]), array([-0.021002 , 0.03404285]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.15307796 0.71320574] [-0.021002 0.03404285] new direction: [ 0.01597666 -0.03667078] reversing there [-0.021002 0.03404285] making one step from [0.15307796 0.71320574] [-0.021002 0.03404285] --> [0.16905462 0.67653496] [ 0.01597666 -0.03667078] trying new point, [0.16905462 0.67653496] next() call -0.40384711686066294 goals: [('reflect-at', 7, array([0.16905462, 0.67653496]), array([ 0.01597666, -0.03667078]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.07885688368045461 goals: [('bisect', 7, array([0.16905462, 0.67653496]), array([ 0.01597666, -0.03667078]), None, None, None, 10, array([0.21698461, 0.56652261]), array([ 0.01597666, -0.03667078]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.21698461 0.56652261] [ 0.01597666 -0.03667078] -0.07885688368045461 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.21698461, 0.56652261]), array([-0.01597666, 0.03667078]), None, None, None, 10, array([0.05721797, 0.93323043]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.21698461, 0.56652261]), array([-0.01597666, 0.03667078]), 5, array([0.13710129, 0.74987652]), array([-0.01597666, 0.03667078]), 10, array([0.05721797, 0.93323043]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.2616431298568962 goals: [('bisect', 0, array([0.21698461, 0.56652261]), array([-0.01597666, 0.03667078]), 2, array([0.18503128, 0.63986417]), array([-0.01597666, 0.03667078]), 5, array([0.13710129, 0.74987652]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.40384711686066294 goals: [('bisect', 2, array([0.18503128, 0.63986417]), array([-0.01597666, 0.03667078]), 3, array([0.16905462, 0.67653496]), array([-0.01597666, 0.03667078]), 5, array([0.13710129, 0.74987652]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.16905462, 0.67653496]), array([-0.01597666, 0.03667078]), 4, array([0.15307796, 0.71320574]), array([-0.01597666, 0.03667078]), 5, array([0.13710129, 0.74987652]), array([-0.01597666, 0.03667078]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.15307796 0.71320574] [-0.01597666 0.03667078] new direction: [ 0.021002 -0.03404285] reversing there [-0.01597666 0.03667078] making one step from [0.15307796 0.71320574] [-0.01597666 0.03667078] --> [0.17407996 0.67916288] [ 0.021002 -0.03404285] trying new point, [0.17407996 0.67916288] next() call -0.41639365668362777 goals: [('reflect-at', 4, array([0.17407996, 0.67916288]), array([ 0.021002 , -0.03404285]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05289910562998976 goals: [('bisect', 4, array([0.17407996, 0.67916288]), array([ 0.021002 , -0.03404285]), None, None, None, 10, array([0.30009198, 0.47490577]), array([ 0.021002 , -0.03404285]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.30009198 0.47490577] [-0.021002 0.03404285] -0.05289910562998988 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.30009198 0.47490577] [-0.021002 0.03404285] -0.05289910562998988 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -1..14 NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd sampling between (-1, 14) ---- seed=15 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.05436321 0.36153845] [-0.03996334 -0.00171217] -0.2411227034306628 BACKWARD SAMPLING FROM 4 [0.10549014 0.35468978] [ 0.03996334 -0.00171217] -0.2695023366962361 BACKWARD SAMPLING FROM -4 [0.21421657 0.36838711] [-0.03996334 -0.00171217] -0.23946877171984182 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.05436321 0.36153845] [-0.03996334 -0.00171217] -0.2411227034306628 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.36218247700975736 goals: [('bisect', 0, array([0.05436321, 0.36153845]), array([-0.03996334, -0.00171217]), None, None, None, 10, array([0.34527018, 0.34441678]), array([ 0.03996334, -0.00171217]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.34527018 0.34441678] [ 0.03996334 -0.00171217] -0.36218247700975736 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2411227034306628 goals: [('bisect', 0, array([0.34527018, 0.34441678]), array([-0.03996334, 0.00171217]), None, None, None, 10, array([0.05436321, 0.36153845]), array([0.03996334, 0.00171217]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.05436321 0.36153845] [-0.03996334 -0.00171217] -0.2411227034306628 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.05436321 0.36153845] [-0.03996334 -0.00171217] -0.2411227034306628 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-2, 1) ---- seed=16 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.22329108 0.52316334] [0.03673002 0.01584 ] -0.03163620782532942 BACKWARD SAMPLING FROM 4 [0.37021116 0.58652334] [0.03673002 0.01584 ] -0.16210675630294513 BACKWARD SAMPLING FROM -4 [0.076371 0.45980334] [0.03673002 0.01584 ] -0.0231134050599264 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.22329108 0.52316334] [0.03673002 0.01584 ] -0.03163620782532942 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.22329108, 0.52316334]), array([0.03673002, 0.01584 ]), None, None, None, 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.213778728689882 goals: [('bisect', 0, array([0.22329108, 0.52316334]), array([0.03673002, 0.01584 ]), 5, array([0.40694118, 0.60236334]), array([0.03673002, 0.01584 ]), 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.33998787578479583 goals: [('bisect', 5, array([0.40694118, 0.60236334]), array([0.03673002, 0.01584 ]), 7, array([0.48040122, 0.63404334]), array([0.03673002, 0.01584 ]), 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.41452505049277283 goals: [('bisect', 7, array([0.48040122, 0.63404334]), array([0.03673002, 0.01584 ]), 8, array([0.51713124, 0.64988334]), array([0.03673002, 0.01584 ]), 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.4966839593077631 goals: [('bisect', 8, array([0.51713124, 0.64988334]), array([0.03673002, 0.01584 ]), 9, array([0.55386126, 0.66572334]), array([0.03673002, 0.01584 ]), 10, array([0.59059129, 0.68156334]), array([0.03673002, 0.01584 ]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.59059129 0.68156334] [0.03673002 0.01584 ] new direction: [-0.02554864 -0.0307777 ] reversing there [0.03673002 0.01584 ] making one step from [0.59059129 0.68156334] [0.03673002 0.01584 ] --> [0.56504265 0.65078563] [-0.02554864 -0.0307777 ] trying new point, [0.56504265 0.65078563] next() call -0.4438404393465141 goals: [('reflect-at', 10, array([0.56504265, 0.65078563]), array([-0.02554864, -0.0307777 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.56504265 0.65078563] [-0.02554864 -0.0307777 ] -0.4438404393465141 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.56504265, 0.65078563]), array([0.02554864, 0.0307777 ]), None, None, None, 10, array([0.82052904, 0.95856267]), array([0.02554864, 0.0307777 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.56504265, 0.65078563]), array([0.02554864, 0.0307777 ]), 5, array([0.69278584, 0.80467415]), array([0.02554864, 0.0307777 ]), 10, array([0.82052904, 0.95856267]), array([0.02554864, 0.0307777 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.56504265, 0.65078563]), array([0.02554864, 0.0307777 ]), 2, array([0.61613992, 0.71234104]), array([0.02554864, 0.0307777 ]), 5, array([0.69278584, 0.80467415]), array([0.02554864, 0.0307777 ]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.56504265, 0.65078563]), array([0.02554864, 0.0307777 ]), 1, array([0.59059129, 0.68156334]), array([0.02554864, 0.0307777 ]), 2, array([0.61613992, 0.71234104]), array([0.02554864, 0.0307777 ]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.59059129 0.68156334] [0.02554864 0.0307777 ] new direction: [-0.03673002 -0.01584 ] reversing there [0.02554864 0.0307777 ] making one step from [0.59059129 0.68156334] [0.02554864 0.0307777 ] --> [0.55386126 0.66572334] [-0.03673002 -0.01584 ] trying new point, [0.55386126 0.66572334] next() call -0.49668395930776266 goals: [('reflect-at', 1, array([0.55386126, 0.66572334]), array([-0.03673002, -0.01584 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.03163620782532932 goals: [('bisect', 1, array([0.55386126, 0.66572334]), array([-0.03673002, -0.01584 ]), None, None, None, 10, array([0.22329108, 0.52316334]), array([-0.03673002, -0.01584 ]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.22329108 0.52316334] [0.03673002 0.01584 ] -0.03163620782532942 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.22329108 0.52316334] [0.03673002 0.01584 ] -0.03163620782532942 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -13..2 NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd sampling between (-13, 2) ---- seed=17 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.294665 0.53058676] [-0.03402277 0.02103452] -0.055108102135022076 BACKWARD SAMPLING FROM 4 [0.15857392 0.61472483] [-0.03402277 0.02103452] -0.1770951824864543 BACKWARD SAMPLING FROM -4 [0.43075609 0.44644868] [-0.03402277 0.02103452] -0.12862220436569055 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.294665 0.53058676] [-0.03402277 0.02103452] -0.055108102135022076 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.294665 , 0.53058676]), array([-0.03402277, 0.02103452]), None, None, None, 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2381390123527663 goals: [('bisect', 0, array([0.294665 , 0.53058676]), array([-0.03402277, 0.02103452]), 5, array([0.12455114, 0.63575935]), array([-0.03402277, 0.02103452]), 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.3968831438195334 goals: [('bisect', 5, array([0.12455114, 0.63575935]), array([-0.03402277, 0.02103452]), 7, array([0.0565056 , 0.67782839]), array([-0.03402277, 0.02103452]), 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.49458344541998867 goals: [('bisect', 7, array([0.0565056 , 0.67782839]), array([-0.03402277, 0.02103452]), 8, array([0.02248283, 0.69886291]), array([-0.03402277, 0.02103452]), 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.02248283, 0.69886291]), array([-0.03402277, 0.02103452]), 9, array([0.01153994, 0.71989743]), array([0.03402277, 0.02103452]), 10, array([0.04556272, 0.74093195]), array([0.03402277, 0.02103452]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.01153994 0.71989743] [0.03402277 0.02103452] new direction: [0.01297498 0.03783715] reversing there [0.03402277 0.02103452] making one step from [0.01153994 0.71989743] [0.03402277 0.02103452] --> [0.02451492 0.75773458] [0.01297498 0.03783715] trying new point, [0.02451492 0.75773458] next() call None goals: [('reflect-at', 9, array([0.02451492, 0.75773458]), array([0.01297498, 0.03783715]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 8... 2 steps to do at 8 -> [from 9, delta=2] targeting 7. goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 8 [0.02248283 0.69886291] [-0.03402277 0.02103452] -0.49458344541998867 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 8)] not done yet, continue expanding to 8... goals: [('expand-to', 8), ('sample-at', 8)] next() call -0.055108102135022076 goals: [('bisect', 0, array([0.02248283, 0.69886291]), array([ 0.03402277, -0.02103452]), None, None, None, 8, array([0.294665 , 0.53058676]), array([ 0.03402277, -0.02103452]), 1), ('sample-at', 8)] bisecting ... 0 None 8 successfully went all the way in one jump! goals: [('sample-at', 8)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.294665 0.53058676] [-0.03402277 0.02103452] -0.055108102135022076 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.294665 0.53058676] [-0.03402277 0.02103452] -0.055108102135022076 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -7..8 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-7, 8) ---- seed=18 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.65037424 0.50545337] [-0.03976139 0.00436252] -0.21186506822282286 BACKWARD SAMPLING FROM 4 [0.49132867 0.52290346] [-0.03976139 0.00436252] -0.12725903771293967 BACKWARD SAMPLING FROM -4 [0.80941982 0.48800328] [-0.03976139 0.00436252] -0.3293792332040737 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.65037424 0.50545337] [-0.03976139 0.00436252] -0.21186506822282286 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.0620527440819295 goals: [('bisect', 0, array([0.65037424, 0.50545337]), array([-0.03976139, 0.00436252]), None, None, None, 10, array([0.25276031, 0.5490786 ]), array([-0.03976139, 0.00436252]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.25276031 0.5490786 ] [-0.03976139 0.00436252] -0.0620527440819295 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.21186506822282286 goals: [('bisect', 0, array([0.25276031, 0.5490786 ]), array([ 0.03976139, -0.00436252]), None, None, None, 10, array([0.65037424, 0.50545337]), array([ 0.03976139, -0.00436252]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.65037424 0.50545337] [-0.03976139 0.00436252] -0.21186506822282286 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.65037424 0.50545337] [-0.03976139 0.00436252] -0.21186506822282286 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -2..5 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-2, 5) ---- seed=19 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.21592326 0.54902743] [0.03668081 0.01595363] -0.05335753996074123 BACKWARD SAMPLING FROM 4 [0.36264649 0.61284195] [0.03668081 0.01595363] -0.22492257200551513 BACKWARD SAMPLING FROM -4 [0.06920002 0.48521291] [0.03668081 0.01595363] -0.005127547303597255 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.21592326 0.54902743] [0.03668081 0.01595363] -0.05335753996074123 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.21592326, 0.54902743]), array([0.03668081, 0.01595363]), None, None, None, 10, array([0.58273134, 0.70856374]), array([0.03668081, 0.01595363]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.28708492992102647 goals: [('bisect', 0, array([0.21592326, 0.54902743]), array([0.03668081, 0.01595363]), 5, array([0.3993273 , 0.62879559]), array([0.03668081, 0.01595363]), 10, array([0.58273134, 0.70856374]), array([0.03668081, 0.01595363]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.43453496563722904 goals: [('bisect', 5, array([0.3993273 , 0.62879559]), array([0.03668081, 0.01595363]), 7, array([0.47268891, 0.66070285]), array([0.03668081, 0.01595363]), 10, array([0.58273134, 0.70856374]), array([0.03668081, 0.01595363]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.47268891, 0.66070285]), array([0.03668081, 0.01595363]), 8, array([0.50936972, 0.67665648]), array([0.03668081, 0.01595363]), 10, array([0.58273134, 0.70856374]), array([0.03668081, 0.01595363]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.50936972 0.67665648] [0.03668081 0.01595363] new direction: [-0.02514398 -0.03110917] reversing there [0.03668081 0.01595363] making one step from [0.50936972 0.67665648] [0.03668081 0.01595363] --> [0.48422574 0.64554731] [-0.02514398 -0.03110917] trying new point, [0.48422574 0.64554731] next() call -0.38203753202290247 goals: [('reflect-at', 8, array([0.48422574, 0.64554731]), array([-0.02514398, -0.03110917]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.18094748307474262 goals: [('bisect', 8, array([0.48422574, 0.64554731]), array([-0.02514398, -0.03110917]), None, None, None, 10, array([0.43393777, 0.58332898]), array([-0.02514398, -0.03110917]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.43393777 0.58332898] [-0.02514398 -0.03110917] -0.18094748307474262 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.43393777, 0.58332898]), array([0.02514398, 0.03110917]), None, None, None, 10, array([0.68537759, 0.89442064]), array([0.02514398, 0.03110917]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.43393777, 0.58332898]), array([0.02514398, 0.03110917]), 5, array([0.55965768, 0.73887481]), array([0.02514398, 0.03110917]), 10, array([0.68537759, 0.89442064]), array([0.02514398, 0.03110917]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.38203753202290247 goals: [('bisect', 0, array([0.43393777, 0.58332898]), array([0.02514398, 0.03110917]), 2, array([0.48422574, 0.64554731]), array([0.02514398, 0.03110917]), 5, array([0.55965768, 0.73887481]), array([0.02514398, 0.03110917]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.48422574, 0.64554731]), array([0.02514398, 0.03110917]), 3, array([0.50936972, 0.67665648]), array([0.02514398, 0.03110917]), 5, array([0.55965768, 0.73887481]), array([0.02514398, 0.03110917]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.50936972 0.67665648] [0.02514398 0.03110917] new direction: [-0.03668081 -0.01595363] reversing there [0.02514398 0.03110917] making one step from [0.50936972 0.67665648] [0.02514398 0.03110917] --> [0.47268891 0.66070285] [-0.03668081 -0.01595363] trying new point, [0.47268891 0.66070285] next() call -0.43453496563722904 goals: [('reflect-at', 3, array([0.47268891, 0.66070285]), array([-0.03668081, -0.01595363]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.053357539960741406 goals: [('bisect', 3, array([0.47268891, 0.66070285]), array([-0.03668081, -0.01595363]), None, None, None, 10, array([0.21592326, 0.54902743]), array([-0.03668081, -0.01595363]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.21592326 0.54902743] [0.03668081 0.01595363] -0.05335753996074123 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.21592326 0.54902743] [0.03668081 0.01595363] -0.05335753996074123 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-5, 2) ---- seed=20 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.03588959 0.69175758] [ 0.03976161 -0.00436054] -0.4602811582030628 BACKWARD SAMPLING FROM 4 [0.19493603 0.67431541] [ 0.03976161 -0.00436054] -0.3988233188094961 BACKWARD SAMPLING FROM -1 [0.00387202 0.69611812] [-0.03976161 -0.00436054] -0.48078647770574867 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.03588959 0.69175758] [ 0.03976161 -0.00436054] -0.4602811582030628 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.36832687557067506 goals: [('bisect', 0, array([0.03588959, 0.69175758]), array([ 0.03976161, -0.00436054]), None, None, None, 10, array([0.43350569, 0.64815216]), array([ 0.03976161, -0.00436054]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.43350569 0.64815216] [ 0.03976161 -0.00436054] -0.36832687557067506 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4602811582030628 goals: [('bisect', 0, array([0.43350569, 0.64815216]), array([-0.03976161, 0.00436054]), None, None, None, 10, array([0.03588959, 0.69175758]), array([-0.03976161, 0.00436054]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.03588959 0.69175758] [ 0.03976161 -0.00436054] -0.4602811582030628 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.03588959 0.69175758] [ 0.03976161 -0.00436054] -0.4602811582030628 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 sampling between (-1, 0) ---- seed=21 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.30227189 0.66391029] [-0.01518562 -0.03700536] -0.38151645748992763 BACKWARD SAMPLING FROM 4 [0.2415294 0.51588884] [-0.01518562 -0.03700536] -0.032323918419140216 BACKWARD SAMPLING FROM -4 [0.17116112 0.6361286 ] [0.0365741 0.01619676] -0.24628550700226512 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.30227189 0.66391029] [-0.01518562 -0.03700536] -0.38151645748992763 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.30227189, 0.66391029]), array([-0.01518562, -0.03700536]), None, None, None, 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.031189595628649723 goals: [('bisect', 0, array([0.30227189, 0.66391029]), array([-0.01518562, -0.03700536]), 5, array([0.22634378, 0.47888348]), array([-0.01518562, -0.03700536]), 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.132317524420316 goals: [('bisect', 5, array([0.22634378, 0.47888348]), array([-0.01518562, -0.03700536]), 7, array([0.19597254, 0.40487276]), array([-0.01518562, -0.03700536]), 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.2345797760024729 goals: [('bisect', 7, array([0.19597254, 0.40487276]), array([-0.01518562, -0.03700536]), 8, array([0.18078691, 0.36786739]), array([-0.01518562, -0.03700536]), 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.3713075523755122 goals: [('bisect', 8, array([0.18078691, 0.36786739]), array([-0.01518562, -0.03700536]), 9, array([0.16560129, 0.33086203]), array([-0.01518562, -0.03700536]), 10, array([0.15041567, 0.29385667]), array([-0.01518562, -0.03700536]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.15041567 0.29385667] [-0.01518562 -0.03700536] new direction: [-0.02472709 0.03144155] reversing there [-0.01518562 -0.03700536] making one step from [0.15041567 0.29385667] [-0.01518562 -0.03700536] --> [0.12568857 0.32529821] [-0.02472709 0.03144155] trying new point, [0.12568857 0.32529821] next() call -0.3894077367200711 goals: [('reflect-at', 10, array([0.12568857, 0.32529821]), array([-0.02472709, 0.03144155]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.12568857 0.32529821] [-0.02472709 0.03144155] -0.3894077367200711 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.12568857, 0.32529821]), array([ 0.02472709, -0.03144155]), None, None, None, 10, array([0.37295952, 0.01088276]), array([ 0.02472709, -0.03144155]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.12568857, 0.32529821]), array([ 0.02472709, -0.03144155]), 5, array([0.24932405, 0.16809049]), array([ 0.02472709, -0.03144155]), 10, array([0.37295952, 0.01088276]), array([ 0.02472709, -0.03144155]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.12568857, 0.32529821]), array([ 0.02472709, -0.03144155]), 2, array([0.17514276, 0.26241512]), array([ 0.02472709, -0.03144155]), 5, array([0.24932405, 0.16809049]), array([ 0.02472709, -0.03144155]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.12568857, 0.32529821]), array([ 0.02472709, -0.03144155]), 1, array([0.15041567, 0.29385667]), array([ 0.02472709, -0.03144155]), 2, array([0.17514276, 0.26241512]), array([ 0.02472709, -0.03144155]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.15041567 0.29385667] [ 0.02472709 -0.03144155] new direction: [0.01518562 0.03700536] reversing there [ 0.02472709 -0.03144155] making one step from [0.15041567 0.29385667] [ 0.02472709 -0.03144155] --> [0.16560129 0.33086203] [0.01518562 0.03700536] trying new point, [0.16560129 0.33086203] next() call -0.3713075523755125 goals: [('reflect-at', 1, array([0.16560129, 0.33086203]), array([0.01518562, 0.03700536]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3815164574899263 goals: [('bisect', 1, array([0.16560129, 0.33086203]), array([0.01518562, 0.03700536]), None, None, None, 10, array([0.30227189, 0.66391029]), array([0.01518562, 0.03700536]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.30227189 0.66391029] [-0.01518562 -0.03700536] -0.38151645748992763 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.30227189 0.66391029] [-0.01518562 -0.03700536] -0.38151645748992763 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 sampling between (-3, 0) ---- seed=22 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.20846054 0.48168106] [-0.03805125 -0.01233299] -0.025922691544438898 BACKWARD SAMPLING FROM 4 [0.05625556 0.43234909] [-0.03805125 -0.01233299] -0.05879042044402399 BACKWARD SAMPLING FROM -4 [0.36066552 0.53101304] [-0.03805125 -0.01233299] -0.07706241401616516 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.20846054 0.48168106] [-0.03805125 -0.01233299] -0.025922691544438898 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.26560598511461014 goals: [('bisect', 0, array([0.20846054, 0.48168106]), array([-0.03805125, -0.01233299]), None, None, None, 10, array([0.17205191, 0.35835112]), array([ 0.03805125, -0.01233299]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.17205191 0.35835112] [ 0.03805125 -0.01233299] -0.26560598511461014 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.025922691544438898 goals: [('bisect', 0, array([0.17205191, 0.35835112]), array([-0.03805125, 0.01233299]), None, None, None, 10, array([0.20846054, 0.48168106]), array([0.03805125, 0.01233299]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.20846054 0.48168106] [-0.03805125 -0.01233299] -0.025922691544438898 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.20846054 0.48168106] [-0.03805125 -0.01233299] -0.025922691544438898 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-1, 2) ---- seed=23 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 BACKWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 BACKWARD SAMPLING FROM -4 [0.3745104 0.64096191] [-0.03836626 0.01131504] -0.3185072622476324 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), None, None, None, 10, array([0.16261722, 0.79937253]), array([0.03836626, 0.01131504]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), 5, array([0.02921407, 0.74279731]), array([-0.03836626, 0.01131504]), 10, array([0.16261722, 0.79937253]), array([0.03836626, 0.01131504]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), 2, array([0.14431285, 0.70885217]), array([-0.03836626, 0.01131504]), 5, array([0.02921407, 0.74279731]), array([-0.03836626, 0.01131504]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), 1, array([0.18267911, 0.69753713]), array([-0.03836626, 0.01131504]), 2, array([0.14431285, 0.70885217]), array([-0.03836626, 0.01131504]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.18267911 0.69753713] [-0.03836626 0.01131504] new direction: [0.00426897 0.03977155] reversing there [-0.03836626 0.01131504] making one step from [0.18267911 0.69753713] [-0.03836626 0.01131504] --> [0.18694807 0.73730868] [0.00426897 0.03977155] trying new point, [0.18694807 0.73730868] next() call None goals: [('reflect-at', 1, array([0.18694807, 0.73730868]), array([0.00426897, 0.03977155]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.24938536408337458 goals: [('bisect', 0, array([0.22104536, 0.68622209]), array([-0.03836626, 0.01131504]), None, None, None, -9, array([0.56634169, 0.58438669]), array([-0.03836626, 0.01131504]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -9 [0.56634169 0.58438669] [-0.03836626 0.01131504] -0.24938536408337458 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.45791383918711764 goals: [('bisect', 0, array([0.56634169, 0.58438669]), array([ 0.03836626, -0.01131504]), None, None, None, -9, array([0.22104536, 0.68622209]), array([ 0.03836626, -0.01131504]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.22104536 0.68622209] [-0.03836626 0.01131504] -0.45791383918711764 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (-1, 0) ---- seed=24 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.13654458 0.38398001] [ 0.01933277 -0.03501777] -0.17758018669487663 BACKWARD SAMPLING FROM 4 [0.16900014 0.35473942] [-0.01277137 0.03790636] -0.27803846550598965 BACKWARD SAMPLING FROM -4 [0.05921351 0.52405108] [ 0.01933277 -0.03501777] -0.008983803050778645 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.13654458 0.38398001] [ 0.01933277 -0.03501777] -0.17758018669487663 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.13654458, 0.38398001]), array([ 0.01933277, -0.03501777]), None, None, None, 10, array([0.32987225, 0.03380233]), array([ 0.01933277, -0.03501777]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.13654458, 0.38398001]), array([ 0.01933277, -0.03501777]), 5, array([0.23320842, 0.20889117]), array([ 0.01933277, -0.03501777]), 10, array([0.32987225, 0.03380233]), array([ 0.01933277, -0.03501777]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4480575304829881 goals: [('bisect', 0, array([0.13654458, 0.38398001]), array([ 0.01933277, -0.03501777]), 2, array([0.17521011, 0.31394447]), array([ 0.01933277, -0.03501777]), 5, array([0.23320842, 0.20889117]), array([ 0.01933277, -0.03501777]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.17521011, 0.31394447]), array([ 0.01933277, -0.03501777]), 3, array([0.19454288, 0.2789267 ]), array([ 0.01933277, -0.03501777]), 5, array([0.23320842, 0.20889117]), array([ 0.01933277, -0.03501777]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.19454288 0.2789267 ] [ 0.01933277 -0.03501777] new direction: [-0.01277137 0.03790636] reversing there [ 0.01933277 -0.03501777] making one step from [0.19454288 0.2789267 ] [ 0.01933277 -0.03501777] --> [0.18177151 0.31683306] [-0.01277137 0.03790636] trying new point, [0.18177151 0.31683306] next() call -0.43589702340057696 goals: [('reflect-at', 3, array([0.18177151, 0.31683306]), array([-0.01277137, 0.03790636]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.08868070867978227 goals: [('bisect', 3, array([0.18177151, 0.31683306]), array([-0.01277137, 0.03790636]), None, None, None, 10, array([0.0923719 , 0.58217758]), array([-0.01277137, 0.03790636]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.0923719 0.58217758] [-0.01277137 0.03790636] -0.08868070867978227 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.0923719 , 0.58217758]), array([ 0.01277137, -0.03790636]), None, None, None, 10, array([0.22008563, 0.20311399]), array([ 0.01277137, -0.03790636]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.15626531668479943 goals: [('bisect', 0, array([0.0923719 , 0.58217758]), array([ 0.01277137, -0.03790636]), 5, array([0.15622876, 0.39264578]), array([ 0.01277137, -0.03790636]), 10, array([0.22008563, 0.20311399]), array([ 0.01277137, -0.03790636]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.4358970234005771 goals: [('bisect', 5, array([0.15622876, 0.39264578]), array([ 0.01277137, -0.03790636]), 7, array([0.18177151, 0.31683306]), array([ 0.01277137, -0.03790636]), 10, array([0.22008563, 0.20311399]), array([ 0.01277137, -0.03790636]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.18177151, 0.31683306]), array([ 0.01277137, -0.03790636]), 8, array([0.19454288, 0.2789267 ]), array([ 0.01277137, -0.03790636]), 10, array([0.22008563, 0.20311399]), array([ 0.01277137, -0.03790636]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.19454288 0.2789267 ] [ 0.01277137 -0.03790636] new direction: [-0.01933277 0.03501777] reversing there [ 0.01277137 -0.03790636] making one step from [0.19454288 0.2789267 ] [ 0.01277137 -0.03790636] --> [0.17521011 0.31394447] [-0.01933277 0.03501777] trying new point, [0.17521011 0.31394447] next() call -0.44805753048298835 goals: [('reflect-at', 8, array([0.17521011, 0.31394447]), array([-0.01933277, 0.03501777]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.17758018669487677 goals: [('bisect', 8, array([0.17521011, 0.31394447]), array([-0.01933277, 0.03501777]), None, None, None, 10, array([0.13654458, 0.38398001]), array([-0.01933277, 0.03501777]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.13654458 0.38398001] [ 0.01933277 -0.03501777] -0.17758018669487663 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.13654458 0.38398001] [ 0.01933277 -0.03501777] -0.17758018669487663 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-2, 1) ---- seed=25 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 BACKWARD SAMPLING FROM 4 [0.78739516 0.44532469] [-0.02068224 -0.03423806] -0.34736293667574614 BACKWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.87012414, 0.58227693]), array([-0.02068224, -0.03423806]), None, None, None, 10, array([0.66330169, 0.23989633]), array([-0.02068224, -0.03423806]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3927441882386654 goals: [('bisect', 0, array([0.87012414, 0.58227693]), array([-0.02068224, -0.03423806]), 5, array([0.76671291, 0.41108663]), array([-0.02068224, -0.03423806]), 10, array([0.66330169, 0.23989633]), array([-0.02068224, -0.03423806]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.76671291, 0.41108663]), array([-0.02068224, -0.03423806]), 7, array([0.72534842, 0.34261051]), array([-0.02068224, -0.03423806]), 10, array([0.66330169, 0.23989633]), array([-0.02068224, -0.03423806]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.46785931365597694 goals: [('bisect', 5, array([0.76671291, 0.41108663]), array([-0.02068224, -0.03423806]), 6, array([0.74603067, 0.37684857]), array([-0.02068224, -0.03423806]), 7, array([0.72534842, 0.34261051]), array([-0.02068224, -0.03423806]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.72534842 0.34261051] [-0.02068224 -0.03423806] new direction: [-0.02832621 -0.02824227] reversing there [-0.02068224 -0.03423806] making one step from [0.72534842 0.34261051] [-0.02068224 -0.03423806] --> [0.69702221 0.31436824] [-0.02832621 -0.02824227] trying new point, [0.69702221 0.31436824] next() call None goals: [('reflect-at', 7, array([0.69702221, 0.31436824]), array([-0.02832621, -0.02824227]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.8080774 0.47956275] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.74603067 0.37684857] [-0.02068224 -0.03423806] -0.46785931365597694 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.4631766689679939 goals: [('bisect', 0, array([0.74603067, 0.37684857]), array([0.02068224, 0.03423806]), None, None, None, 6, array([0.87012414, 0.58227693]), array([0.02068224, 0.03423806]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.87012414 0.58227693] [-0.02068224 -0.03423806] -0.46317666896799403 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (0, 3) ---- seed=26 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.30793495 0.51939148] [-0.03974779 0.00448475] -0.05211233589467034 BACKWARD SAMPLING FROM 4 [0.14894378 0.53733047] [-0.03974779 0.00448475] -0.028511673439282487 BACKWARD SAMPLING FROM -4 [0.46692612 0.50145249] [-0.03974779 0.00448475] -0.10903637436373395 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.30793495 0.51939148] [-0.03974779 0.00448475] -0.05211233589467034 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.055592009781843664 goals: [('bisect', 0, array([0.30793495, 0.51939148]), array([-0.03974779, 0.00448475]), None, None, None, 10, array([0.08954298, 0.56423895]), array([0.03974779, 0.00448475]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.08954298 0.56423895] [0.03974779 0.00448475] -0.055592009781843664 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.052112335894670306 goals: [('bisect', 0, array([0.08954298, 0.56423895]), array([-0.03974779, -0.00448475]), None, None, None, 10, array([0.30793495, 0.51939148]), array([ 0.03974779, -0.00448475]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.30793495 0.51939148] [-0.03974779 0.00448475] -0.05211233589467034 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.30793495 0.51939148] [-0.03974779 0.00448475] -0.05211233589467034 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-1, 6) ---- seed=27 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.18675584 0.32556672] [ 0.03615567 -0.01711045] -0.3977760002874148 BACKWARD SAMPLING FROM 1 [0.22291152 0.30845627] [ 0.03615567 -0.01711045] -0.48345727148351275 BACKWARD SAMPLING FROM -4 [0.04213315 0.3940085 ] [ 0.03615567 -0.01711045] -0.14131507902115056 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.18675584 0.32556672] [ 0.03615567 -0.01711045] -0.3977760002874148 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), None, None, None, 10, array([0.54831257, 0.15446226]), array([ 0.03615567, -0.01711045]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), 5, array([0.36753421, 0.24001449]), array([ 0.03615567, -0.01711045]), 10, array([0.54831257, 0.15446226]), array([ 0.03615567, -0.01711045]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), 2, array([0.25906719, 0.29134583]), array([ 0.03615567, -0.01711045]), 5, array([0.36753421, 0.24001449]), array([ 0.03615567, -0.01711045]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.48345727148351275 goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), 1, array([0.22291152, 0.30845627]), array([ 0.03615567, -0.01711045]), 2, array([0.25906719, 0.29134583]), array([ 0.03615567, -0.01711045]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.25906719 0.29134583] [ 0.03615567 -0.01711045] new direction: [0.03637517 0.01663872] reversing there [ 0.03615567 -0.01711045] making one step from [0.25906719 0.29134583] [ 0.03615567 -0.01711045] --> [0.29544236 0.30798455] [0.03637517 0.01663872] trying new point, [0.29544236 0.30798455] next() call None goals: [('reflect-at', 2, array([0.29544236, 0.30798455]), array([0.03637517, 0.01663872]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 1... 9 steps to do at 1 -> [from 2, delta=9] targeting -7. goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.039546759765486834 goals: [('bisect', 0, array([0.18675584, 0.32556672]), array([ 0.03615567, -0.01711045]), None, None, None, -7, array([0.06633386, 0.44533984]), array([-0.03615567, -0.01711045]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 1 [0.22291152 0.30845627] [ 0.03615567 -0.01711045] -0.48345727148351275 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 1)] not done yet, continue expanding to 1... goals: [('expand-to', 1), ('sample-at', 1)] next() call -0.3977760002874148 goals: [('bisect', 0, array([0.22291152, 0.30845627]), array([-0.03615567, 0.01711045]), None, None, None, 1, array([0.18675584, 0.32556672]), array([-0.03615567, 0.01711045]), 1), ('sample-at', 1)] bisecting ... 0 None 1 successfully went all the way in one jump! goals: [('sample-at', 1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -7 [0.06633386 0.44533984] [-0.03615567 -0.01711045] -0.039546759765486834 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.39777600028741444 goals: [('bisect', 0, array([0.06633386, 0.44533984]), array([0.03615567, 0.01711045]), None, None, None, -7, array([0.18675584, 0.32556672]), array([-0.03615567, 0.01711045]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.18675584 0.32556672] [ 0.03615567 -0.01711045] -0.3977760002874148 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (-1, 0) ---- seed=28 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.72901374 0.5612396 ] [ 0.03990182 -0.0028009 ] -0.31260912938878843 BACKWARD SAMPLING FROM 4 [0.88862101 0.55003599] [ 0.03990182 -0.0028009 ] -0.4261186566116443 BACKWARD SAMPLING FROM -4 [0.56940648 0.57244321] [ 0.03990182 -0.0028009 ] -0.2277121021981689 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.72901374 0.5612396 ] [ 0.03990182 -0.0028009 ] -0.31260912938878843 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.39396757347735606 goals: [('bisect', 0, array([0.72901374, 0.5612396 ]), array([ 0.03990182, -0.0028009 ]), None, None, None, 10, array([0.87196809, 0.53323058]), array([-0.03990182, -0.0028009 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.87196809 0.53323058] [-0.03990182 -0.0028009 ] -0.39396757347735606 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3126091293887884 goals: [('bisect', 0, array([0.87196809, 0.53323058]), array([0.03990182, 0.0028009 ]), None, None, None, 10, array([0.72901374, 0.5612396 ]), array([-0.03990182, 0.0028009 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.72901374 0.5612396 ] [ 0.03990182 -0.0028009 ] -0.31260912938878843 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.72901374 0.5612396 ] [ 0.03990182 -0.0028009 ] -0.31260912938878843 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-7, 0) ---- seed=29 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.45271906 0.54229687] [-0.01950188 0.03492387] -0.12484009194327632 BACKWARD SAMPLING FROM 4 [0.37471154 0.68199235] [-0.01950188 0.03492387] -0.4842195850803701 BACKWARD SAMPLING FROM -4 [0.53072657 0.40260139] [-0.01950188 0.03492387] -0.25941645597282265 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.45271906 0.54229687] [-0.01950188 0.03492387] -0.12484009194327632 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.45271906, 0.54229687]), array([-0.01950188, 0.03492387]), None, None, None, 10, array([0.25770027, 0.89153558]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.45271906, 0.54229687]), array([-0.01950188, 0.03492387]), 5, array([0.35520966, 0.71691623]), array([-0.01950188, 0.03492387]), 10, array([0.25770027, 0.89153558]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.24278535636599288 goals: [('bisect', 0, array([0.45271906, 0.54229687]), array([-0.01950188, 0.03492387]), 2, array([0.4137153 , 0.61214461]), array([-0.01950188, 0.03492387]), 5, array([0.35520966, 0.71691623]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.3480663501867237 goals: [('bisect', 2, array([0.4137153 , 0.61214461]), array([-0.01950188, 0.03492387]), 3, array([0.39421342, 0.64706848]), array([-0.01950188, 0.03492387]), 5, array([0.35520966, 0.71691623]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.48421958508036966 goals: [('bisect', 3, array([0.39421342, 0.64706848]), array([-0.01950188, 0.03492387]), 4, array([0.37471154, 0.68199235]), array([-0.01950188, 0.03492387]), 5, array([0.35520966, 0.71691623]), array([-0.01950188, 0.03492387]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.35520966 0.71691623] [-0.01950188 0.03492387] new direction: [-0.01424107 0.03737903] reversing there [-0.01950188 0.03492387] making one step from [0.35520966 0.71691623] [-0.01950188 0.03492387] --> [0.34096859 0.75429526] [-0.01424107 0.03737903] trying new point, [0.34096859 0.75429526] next() call None goals: [('reflect-at', 5, array([0.34096859, 0.75429526]), array([-0.01424107, 0.03737903]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.1121758213412904 goals: [('bisect', 0, array([0.45271906, 0.54229687]), array([-0.01950188, 0.03492387]), None, None, None, -1, array([0.47222094, 0.507373 ]), array([-0.01950188, 0.03492387]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.37471154 0.68199235] [-0.01950188 0.03492387] -0.48421958508036966 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.12484009194327635 goals: [('bisect', 0, array([0.37471154, 0.68199235]), array([ 0.01950188, -0.03492387]), None, None, None, 4, array([0.45271906, 0.54229687]), array([ 0.01950188, -0.03492387]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.47222094 0.507373 ] [-0.01950188 0.03492387] -0.1121758213412904 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.12484009194327632 goals: [('bisect', 0, array([0.47222094, 0.507373 ]), array([ 0.01950188, -0.03492387]), None, None, None, -1, array([0.45271906, 0.54229687]), array([ 0.01950188, -0.03492387]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.45271906 0.54229687] [-0.01950188 0.03492387] -0.12484009194327632 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=30 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 BACKWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 BACKWARD SAMPLING FROM -4 [0.59432576 0.53279516] [ 0.01245444 -0.03801167] -0.19005558113344231 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), None, None, None, 10, array([7.68687984e-01, 6.31822760e-04]), array([ 0.01245444, -0.03801167]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), 5, array([0.70641576, 0.19069016]), array([ 0.01245444, -0.03801167]), 10, array([7.68687984e-01, 6.31822760e-04]), array([ 0.01245444, -0.03801167]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), 2, array([0.66905243, 0.30472516]), array([ 0.01245444, -0.03801167]), 5, array([0.70641576, 0.19069016]), array([ 0.01245444, -0.03801167]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), 1, array([0.65659798, 0.34273682]), array([ 0.01245444, -0.03801167]), 2, array([0.66905243, 0.30472516]), array([ 0.01245444, -0.03801167]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.65659798 0.34273682] [ 0.01245444 -0.03801167] new direction: [-0.03320369 -0.02230504] reversing there [ 0.01245444 -0.03801167] making one step from [0.65659798 0.34273682] [ 0.01245444 -0.03801167] --> [0.62339429 0.32043178] [-0.03320369 -0.02230504] trying new point, [0.62339429 0.32043178] next() call None goals: [('reflect-at', 1, array([0.62339429, 0.32043178]), array([-0.03320369, -0.02230504]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call None goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), None, None, None, -9, array([0.53205353, 0.72285349]), array([ 0.01245444, -0.03801167]), -1), ('sample-at', -9)] bisecting ... 0 None -9 continue bisect at -5 next() call -0.2319571892828859 goals: [('bisect', 0, array([0.64414354, 0.38074849]), array([ 0.01245444, -0.03801167]), -5, array([0.58187131, 0.57080682]), array([ 0.01245444, -0.03801167]), -9, array([0.53205353, 0.72285349]), array([ 0.01245444, -0.03801167]), -1), ('sample-at', -9)] bisecting ... 0 -5 -9 continue bisect at -7 next() call -0.42459225549601265 goals: [('bisect', -5, array([0.58187131, 0.57080682]), array([ 0.01245444, -0.03801167]), -7, array([0.55696242, 0.64683016]), array([ 0.01245444, -0.03801167]), -9, array([0.53205353, 0.72285349]), array([ 0.01245444, -0.03801167]), -1), ('sample-at', -9)] bisecting ... -5 -7 -9 continue bisect at -8 next() call None goals: [('bisect', -7, array([0.55696242, 0.64683016]), array([ 0.01245444, -0.03801167]), -8, array([0.54450798, 0.68484182]), array([ 0.01245444, -0.03801167]), -9, array([0.53205353, 0.72285349]), array([ 0.01245444, -0.03801167]), -1), ('sample-at', -9)] bisecting ... -7 -8 -9 bisecting gave reflection point -8 [0.54450798 0.68484182] [ 0.01245444 -0.03801167] new direction: [-0.01383172 -0.03753243] reversing there [ 0.01245444 -0.03801167] making one step from [0.54450798 0.68484182] [ 0.01245444 -0.03801167] --> [0.53067626 0.64730939] [0.01383172 0.03753243] trying new point, [0.53067626 0.64730939] next() call -0.4120593466482403 goals: [('reflect-at', -8, array([0.53067626, 0.64730939]), array([0.01383172, 0.03753243]), -1), ('sample-at', -9)] goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.2842013875070083 goals: [('bisect', -8, array([0.53067626, 0.64730939]), array([0.01383172, 0.03753243]), None, None, None, -9, array([0.51684455, 0.60977695]), array([0.01383172, 0.03753243]), -1), ('sample-at', -9)] bisecting ... -8 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -9 [0.51684455 0.60977695] [0.01383172 0.03753243] -0.2842013875070083 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call None goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), None, None, None, -9, array([0.64132998, 0.94756887]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 None -9 continue bisect at -5 next() call None goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), -5, array([0.58600312, 0.79743913]), array([-0.01383172, -0.03753243]), -9, array([0.64132998, 0.94756887]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 -5 -9 continue bisect at -3 next() call None goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), -3, array([0.55833969, 0.72237426]), array([-0.01383172, -0.03753243]), -5, array([0.58600312, 0.79743913]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 -3 -5 continue bisect at -2 next() call None goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), -2, array([0.54450798, 0.68484182]), array([-0.01383172, -0.03753243]), -3, array([0.55833969, 0.72237426]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 -2 -3 continue bisect at -1 next() call -0.4120593466482403 goals: [('bisect', 0, array([0.51684455, 0.60977695]), array([-0.01383172, -0.03753243]), -1, array([0.53067626, 0.64730939]), array([-0.01383172, -0.03753243]), -2, array([0.54450798, 0.68484182]), array([-0.01383172, -0.03753243]), -1), ('sample-at', -9)] bisecting ... 0 -1 -2 bisecting gave reflection point -2 [0.54450798 0.68484182] [-0.01383172 -0.03753243] new direction: [ 0.01245444 -0.03801167] reversing there [-0.01383172 -0.03753243] making one step from [0.54450798 0.68484182] [-0.01383172 -0.03753243] --> [0.55696242 0.64683016] [-0.01245444 0.03801167] trying new point, [0.55696242 0.64683016] next() call -0.42459225549601265 goals: [('reflect-at', -2, array([0.55696242, 0.64683016]), array([-0.01245444, 0.03801167]), -1), ('sample-at', -9)] goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.38522198158313203 goals: [('bisect', -2, array([0.55696242, 0.64683016]), array([-0.01245444, 0.03801167]), None, None, None, -9, array([0.64414354, 0.38074849]), array([-0.01245444, 0.03801167]), -1), ('sample-at', -9)] bisecting ... -2 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.64414354 0.38074849] [ 0.01245444 -0.03801167] -0.38522198158313303 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -15..0 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-15, 0) ---- seed=31 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.07533272 0.54353469] [0.03312527 0.02242134] -0.026528374387011194 BACKWARD SAMPLING FROM 4 [0.20783379 0.63322006] [0.03312527 0.02242134] -0.24344226375583042 BACKWARD SAMPLING FROM -4 [0.05716835 0.45384931] [-0.03312527 0.02242134] -0.028257682631574084 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.07533272 0.54353469] [0.03312527 0.02242134] -0.026528374387011194 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.07533272, 0.54353469]), array([0.03312527, 0.02242134]), None, None, None, 10, array([0.4065854 , 0.76774813]), array([0.03312527, 0.02242134]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.33183373572512614 goals: [('bisect', 0, array([0.07533272, 0.54353469]), array([0.03312527, 0.02242134]), 5, array([0.24095906, 0.65564141]), array([0.03312527, 0.02242134]), 10, array([0.4065854 , 0.76774813]), array([0.03312527, 0.02242134]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.24095906, 0.65564141]), array([0.03312527, 0.02242134]), 7, array([0.30720959, 0.7004841 ]), array([0.03312527, 0.02242134]), 10, array([0.4065854 , 0.76774813]), array([0.03312527, 0.02242134]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4338904075452583 goals: [('bisect', 5, array([0.24095906, 0.65564141]), array([0.03312527, 0.02242134]), 6, array([0.27408433, 0.67806275]), array([0.03312527, 0.02242134]), 7, array([0.30720959, 0.7004841 ]), array([0.03312527, 0.02242134]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.30720959 0.7004841 ] [0.03312527 0.02242134] new direction: [0.01886481 0.03527207] reversing there [0.03312527 0.02242134] making one step from [0.30720959 0.7004841 ] [0.03312527 0.02242134] --> [0.32607441 0.73575617] [0.01886481 0.03527207] trying new point, [0.32607441 0.73575617] next() call None goals: [('reflect-at', 7, array([0.32607441, 0.73575617]), array([0.01886481, 0.03527207]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.17470852 0.61079872] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.27408433 0.67806275] [0.03312527 0.02242134] -0.4338904075452583 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.026528374387011194 goals: [('bisect', 0, array([0.27408433, 0.67806275]), array([-0.03312527, -0.02242134]), None, None, None, 6, array([0.07533272, 0.54353469]), array([-0.03312527, -0.02242134]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.07533272 0.54353469] [0.03312527 0.02242134] -0.026528374387011194 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.07533272 0.54353469] [0.03312527 0.02242134] -0.026528374387011194 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -2..5 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-2, 5) ---- seed=32 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.60910917 0.59655344] [-0.00874449 -0.03903247] -0.3020390652147834 BACKWARD SAMPLING FROM 4 [0.57413119 0.44042355] [-0.00874449 -0.03903247] -0.20918022823021926 BACKWARD SAMPLING FROM -1 [0.61785366 0.63558591] [-0.00874449 -0.03903247] -0.42066580339605575 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.60910917 0.59655344] [-0.00874449 -0.03903247] -0.3020390652147834 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.60910917, 0.59655344]), array([-0.00874449, -0.03903247]), None, None, None, 10, array([0.52166422, 0.20622872]), array([-0.00874449, -0.03903247]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.28137754791921 goals: [('bisect', 0, array([0.60910917, 0.59655344]), array([-0.00874449, -0.03903247]), 5, array([0.5653867 , 0.40139108]), array([-0.00874449, -0.03903247]), 10, array([0.52166422, 0.20622872]), array([-0.00874449, -0.03903247]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.5653867 , 0.40139108]), array([-0.00874449, -0.03903247]), 7, array([0.54789771, 0.32332614]), array([-0.00874449, -0.03903247]), 10, array([0.52166422, 0.20622872]), array([-0.00874449, -0.03903247]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.39173967918225305 goals: [('bisect', 5, array([0.5653867 , 0.40139108]), array([-0.00874449, -0.03903247]), 6, array([0.5566422 , 0.36235861]), array([-0.00874449, -0.03903247]), 7, array([0.54789771, 0.32332614]), array([-0.00874449, -0.03903247]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.54789771 0.32332614] [-0.00874449 -0.03903247] new direction: [-0.03993719 0.00224073] reversing there [-0.00874449 -0.03903247] making one step from [0.54789771 0.32332614] [-0.00874449 -0.03903247] --> [0.50796052 0.32556687] [-0.03993719 0.00224073] trying new point, [0.50796052 0.32556687] next() call None goals: [('reflect-at', 7, array([0.50796052, 0.32556687]), array([-0.03993719, 0.00224073]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.58287569 0.47945602] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.5566422 0.36235861] [-0.00874449 -0.03903247] -0.39173967918225305 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.3020390652147834 goals: [('bisect', 0, array([0.5566422 , 0.36235861]), array([0.00874449, 0.03903247]), None, None, None, 6, array([0.60910917, 0.59655344]), array([0.00874449, 0.03903247]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.60910917 0.59655344] [-0.00874449 -0.03903247] -0.3020390652147834 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.60910917 0.59655344] [-0.00874449 -0.03903247] -0.3020390652147834 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (-1, 0) ---- seed=33 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.24851013 0.44997542] [-0.03413556 0.02085099] -0.06215937295762336 BACKWARD SAMPLING FROM 4 [0.1119679 0.53337938] [-0.03413556 0.02085099] -0.020195695214487927 BACKWARD SAMPLING FROM -4 [0.38505235 0.36657146] [-0.03413556 0.02085099] -0.2966723492317622 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.24851013 0.44997542] [-0.03413556 0.02085099] -0.06215937295762336 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.31828011334541667 goals: [('bisect', 0, array([0.24851013, 0.44997542]), array([-0.03413556, 0.02085099]), None, None, None, 10, array([0.09284544, 0.65848532]), array([0.03413556, 0.02085099]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.09284544 0.65848532] [0.03413556 0.02085099] -0.31828011334541667 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.062159372957623346 goals: [('bisect', 0, array([0.09284544, 0.65848532]), array([-0.03413556, -0.02085099]), None, None, None, 10, array([0.24851013, 0.44997542]), array([ 0.03413556, -0.02085099]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.24851013 0.44997542] [-0.03413556 0.02085099] -0.06215937295762336 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.24851013 0.44997542] [-0.03413556 0.02085099] -0.06215937295762336 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -2..5 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-2, 5) ---- seed=34 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.09270376 0.63289269] [-0.02461744 -0.03152747] -0.22505281963979504 BACKWARD SAMPLING FROM 4 [0.00576602 0.5067828 ] [ 0.02461744 -0.03152747] -0.0005917034778301611 BACKWARD SAMPLING FROM -2 [0.14193864 0.69594763] [-0.02461744 -0.03152747] -0.49001670522119156 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.09270376 0.63289269] [-0.02461744 -0.03152747] -0.22505281963979504 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.42756666673695237 goals: [('bisect', 0, array([0.09270376, 0.63289269]), array([-0.02461744, -0.03152747]), None, None, None, 10, array([0.15347069, 0.31761797]), array([ 0.02461744, -0.03152747]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.15347069 0.31761797] [ 0.02461744 -0.03152747] -0.42756666673695237 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.22505281963979504 goals: [('bisect', 0, array([0.15347069, 0.31761797]), array([-0.02461744, 0.03152747]), None, None, None, 10, array([0.09270376, 0.63289269]), array([0.02461744, 0.03152747]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.09270376 0.63289269] [-0.02461744 -0.03152747] -0.22505281963979504 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.09270376 0.63289269] [-0.02461744 -0.03152747] -0.22505281963979504 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-1, 6) ---- seed=35 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.14790391 0.51579028] [-0.00640292 0.03948421] -0.01405444290079977 BACKWARD SAMPLING FROM 4 [0.12229223 0.6737271 ] [-0.00640292 0.03948421] -0.3847415272663998 BACKWARD SAMPLING FROM -4 [0.17351559 0.35785345] [-0.00640292 0.03948421] -0.26762436346562096 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.14790391 0.51579028] [-0.00640292 0.03948421] -0.01405444290079977 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.14790391, 0.51579028]), array([-0.00640292, 0.03948421]), None, None, None, 10, array([0.08387471, 0.91063235]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.14790391, 0.51579028]), array([-0.00640292, 0.03948421]), 5, array([0.11588931, 0.71321131]), array([-0.00640292, 0.03948421]), 10, array([0.08387471, 0.91063235]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.12136585946729678 goals: [('bisect', 0, array([0.14790391, 0.51579028]), array([-0.00640292, 0.03948421]), 2, array([0.13509807, 0.59475869]), array([-0.00640292, 0.03948421]), 5, array([0.11588931, 0.71321131]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.23354566196277238 goals: [('bisect', 2, array([0.13509807, 0.59475869]), array([-0.00640292, 0.03948421]), 3, array([0.12869515, 0.6342429 ]), array([-0.00640292, 0.03948421]), 5, array([0.11588931, 0.71321131]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.3847415272663993 goals: [('bisect', 3, array([0.12869515, 0.6342429 ]), array([-0.00640292, 0.03948421]), 4, array([0.12229223, 0.6737271 ]), array([-0.00640292, 0.03948421]), 5, array([0.11588931, 0.71321131]), array([-0.00640292, 0.03948421]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.11588931 0.71321131] [-0.00640292 0.03948421] new direction: [-0.01879284 -0.03531047] reversing there [-0.00640292 0.03948421] making one step from [0.11588931 0.71321131] [-0.00640292 0.03948421] --> [0.09709647 0.67790084] [-0.01879284 -0.03531047] trying new point, [0.09709647 0.67790084] next() call -0.4003227363764974 goals: [('reflect-at', 5, array([0.09709647, 0.67790084]), array([-0.01879284, -0.03531047]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -2.7636297379912597e-05 goals: [('bisect', 5, array([0.09709647, 0.67790084]), array([-0.01879284, -0.03531047]), None, None, None, 10, array([0.00313227, 0.5013485 ]), array([-0.01879284, -0.03531047]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.00313227 0.5013485 ] [-0.01879284 -0.03531047] -2.7636297379912597e-05 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.00313227, 0.5013485 ]), array([0.01879284, 0.03531047]), None, None, None, 10, array([0.19106067, 0.85445318]), array([0.01879284, 0.03531047]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4003227363764974 goals: [('bisect', 0, array([0.00313227, 0.5013485 ]), array([0.01879284, 0.03531047]), 5, array([0.09709647, 0.67790084]), array([0.01879284, 0.03531047]), 10, array([0.19106067, 0.85445318]), array([0.01879284, 0.03531047]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.09709647, 0.67790084]), array([0.01879284, 0.03531047]), 7, array([0.13468215, 0.74852178]), array([0.01879284, 0.03531047]), 10, array([0.19106067, 0.85445318]), array([0.01879284, 0.03531047]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.09709647, 0.67790084]), array([0.01879284, 0.03531047]), 6, array([0.11588931, 0.71321131]), array([0.01879284, 0.03531047]), 7, array([0.13468215, 0.74852178]), array([0.01879284, 0.03531047]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.11588931 0.71321131] [0.01879284 0.03531047] new direction: [ 0.00640292 -0.03948421] reversing there [0.01879284 0.03531047] making one step from [0.11588931 0.71321131] [0.01879284 0.03531047] --> [0.12229223 0.6737271 ] [ 0.00640292 -0.03948421] trying new point, [0.12229223 0.6737271 ] next() call -0.3847415272663989 goals: [('reflect-at', 6, array([0.12229223, 0.6737271 ]), array([ 0.00640292, -0.03948421]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.014054442900799765 goals: [('bisect', 6, array([0.12229223, 0.6737271 ]), array([ 0.00640292, -0.03948421]), None, None, None, 10, array([0.14790391, 0.51579028]), array([ 0.00640292, -0.03948421]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.14790391 0.51579028] [-0.00640292 0.03948421] -0.01405444290079977 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.14790391 0.51579028] [-0.00640292 0.03948421] -0.01405444290079977 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=36 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.72850719 0.60161421] [0.03837737 0.0112773 ] -0.39442946604858076 BACKWARD SAMPLING FROM 4 [0.7232834 0.53653594] [-0.02732618 -0.02921096] -0.2782553695706379 BACKWARD SAMPLING FROM -4 [0.57499771 0.55650503] [0.03837737 0.0112773 ] -0.20522140882168874 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.72850719 0.60161421] [0.03837737 0.0112773 ] -0.39442946604858076 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.72850719, 0.60161421]), array([0.03837737, 0.0112773 ]), None, None, None, 10, array([0.8877191 , 0.71438717]), array([-0.03837737, 0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.72850719, 0.60161421]), array([0.03837737, 0.0112773 ]), 5, array([0.92039405, 0.65800069]), array([0.03837737, 0.0112773 ]), 10, array([0.8877191 , 0.71438717]), array([-0.03837737, 0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.72850719, 0.60161421]), array([0.03837737, 0.0112773 ]), 2, array([0.80526193, 0.6241688 ]), array([0.03837737, 0.0112773 ]), 5, array([0.92039405, 0.65800069]), array([0.03837737, 0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.4533621249956772 goals: [('bisect', 0, array([0.72850719, 0.60161421]), array([0.03837737, 0.0112773 ]), 1, array([0.76688456, 0.61289151]), array([0.03837737, 0.0112773 ]), 2, array([0.80526193, 0.6241688 ]), array([0.03837737, 0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.80526193 0.6241688 ] [0.03837737 0.0112773 ] new direction: [-0.02732618 -0.02921096] reversing there [0.03837737 0.0112773 ] making one step from [0.80526193 0.6241688 ] [0.03837737 0.0112773 ] --> [0.77793575 0.59495785] [-0.02732618 -0.02921096] trying new point, [0.77793575 0.59495785] next() call -0.41530443247761123 goals: [('reflect-at', 2, array([0.77793575, 0.59495785]), array([-0.02732618, -0.02921096]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.39699742673492033 goals: [('bisect', 2, array([0.77793575, 0.59495785]), array([-0.02732618, -0.02921096]), None, None, None, 10, array([0.55932632, 0.3612702 ]), array([-0.02732618, -0.02921096]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.55932632 0.3612702 ] [-0.02732618 -0.02921096] -0.39699742673492033 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.55932632, 0.3612702 ]), array([0.02732618, 0.02921096]), None, None, None, 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.24284891598497635 goals: [('bisect', 0, array([0.55932632, 0.3612702 ]), array([0.02732618, 0.02921096]), 5, array([0.69595722, 0.50732498]), array([0.02732618, 0.02921096]), 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.3357405417348495 goals: [('bisect', 5, array([0.69595722, 0.50732498]), array([0.02732618, 0.02921096]), 7, array([0.75060958, 0.56574689]), array([0.02732618, 0.02921096]), 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.41530443247761123 goals: [('bisect', 7, array([0.75060958, 0.56574689]), array([0.02732618, 0.02921096]), 8, array([0.77793575, 0.59495785]), array([0.02732618, 0.02921096]), 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.77793575, 0.59495785]), array([0.02732618, 0.02921096]), 9, array([0.80526193, 0.6241688 ]), array([0.02732618, 0.02921096]), 10, array([0.83258811, 0.65337976]), array([0.02732618, 0.02921096]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.80526193 0.6241688 ] [0.02732618 0.02921096] new direction: [-0.03837737 -0.0112773 ] reversing there [0.02732618 0.02921096] making one step from [0.80526193 0.6241688 ] [0.02732618 0.02921096] --> [0.76688456 0.61289151] [-0.03837737 -0.0112773 ] trying new point, [0.76688456 0.61289151] next() call -0.45336212499567735 goals: [('reflect-at', 9, array([0.76688456, 0.61289151]), array([-0.03837737, -0.0112773 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3944294660485809 goals: [('bisect', 9, array([0.76688456, 0.61289151]), array([-0.03837737, -0.0112773 ]), None, None, None, 10, array([0.72850719, 0.60161421]), array([-0.03837737, -0.0112773 ]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.72850719 0.60161421] [0.03837737 0.0112773 ] -0.39442946604858076 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.72850719 0.60161421] [0.03837737 0.0112773 ] -0.39442946604858076 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (-1, 0) ---- seed=37 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.9444966 0.46409817] [0.03939692 0.00691971] -0.46214868000795534 BACKWARD SAMPLING FROM 4 [0.8979157 0.491777 ] [-0.03939692 0.00691971] -0.40397152289437405 BACKWARD SAMPLING FROM -4 [0.7869089 0.43641935] [0.03939692 0.00691971] -0.360144051361222 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.9444966 0.46409817] [0.03939692 0.00691971] -0.46214868000795534 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.23267087672305614 goals: [('bisect', 0, array([0.9444966 , 0.46409817]), array([0.03939692, 0.00691971]), None, None, None, 10, array([0.66153415, 0.53329524]), array([-0.03939692, 0.00691971]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.66153415 0.53329524] [-0.03939692 0.00691971] -0.23267087672305614 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4621486800079553 goals: [('bisect', 0, array([0.66153415, 0.53329524]), array([ 0.03939692, -0.00691971]), None, None, None, 10, array([0.9444966 , 0.46409817]), array([-0.03939692, -0.00691971]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.9444966 0.46409817] [0.03939692 0.00691971] -0.46214868000795534 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.9444966 0.46409817] [0.03939692 0.00691971] -0.46214868000795534 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-3, 0) ---- seed=38 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.6336341 0.60596128] [-0.03324607 -0.02224182] -0.34109350056274995 BACKWARD SAMPLING FROM 4 [0.5006498 0.516994 ] [-0.03324607 -0.02224182] -0.12893506266001822 BACKWARD SAMPLING FROM -4 [0.65441475 0.53949241] [0.01523716 0.03698417] -0.2336249678879601 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.6336341 0.60596128] [-0.03324607 -0.02224182] -0.34109350056274995 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.21488037935387833 goals: [('bisect', 0, array([0.6336341 , 0.60596128]), array([-0.03324607, -0.02224182]), None, None, None, 10, array([0.30117336, 0.38354308]), array([-0.03324607, -0.02224182]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.30117336 0.38354308] [-0.03324607 -0.02224182] -0.21488037935387833 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.34109350056274995 goals: [('bisect', 0, array([0.30117336, 0.38354308]), array([0.03324607, 0.02224182]), None, None, None, 10, array([0.6336341 , 0.60596128]), array([0.03324607, 0.02224182]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.6336341 0.60596128] [-0.03324607 -0.02224182] -0.34109350056274995 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.6336341 0.60596128] [-0.03324607 -0.02224182] -0.34109350056274995 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 sampling between (-7, 0) ---- seed=39 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.60200201 0.52551458] [0.03992051 0.00252049] -0.1893406326438129 BACKWARD SAMPLING FROM 4 [0.76168405 0.53559656] [0.03992051 0.00252049] -0.3059202287204628 BACKWARD SAMPLING FROM -4 [0.44231997 0.51543261] [0.03992051 0.00252049] -0.10080054489174596 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.60200201 0.52551458] [0.03992051 0.00252049] -0.1893406326438129 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.60200201, 0.52551458]), array([0.03992051, 0.00252049]), None, None, None, 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.33944630091534117 goals: [('bisect', 0, array([0.60200201, 0.52551458]), array([0.03992051, 0.00252049]), 5, array([0.80160456, 0.53811705]), array([0.03992051, 0.00252049]), 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.41175585311595747 goals: [('bisect', 5, array([0.80160456, 0.53811705]), array([0.03992051, 0.00252049]), 7, array([0.88144558, 0.54315804]), array([0.03992051, 0.00252049]), 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4505393331216953 goals: [('bisect', 7, array([0.88144558, 0.54315804]), array([0.03992051, 0.00252049]), 8, array([0.92136609, 0.54567853]), array([0.03992051, 0.00252049]), 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.4910752823977196 goals: [('bisect', 8, array([0.92136609, 0.54567853]), array([0.03992051, 0.00252049]), 9, array([0.9612866 , 0.54819902]), array([0.03992051, 0.00252049]), 10, array([0.99879289, 0.55071952]), array([-0.03992051, 0.00252049]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.99879289 0.55071952] [-0.03992051 0.00252049] new direction: [0.03741642 0.01414255] reversing there [-0.03992051 0.00252049] making one step from [0.99879289 0.55071952] [-0.03992051 0.00252049] --> [0.96379069 0.56486207] [-0.03741642 0.01414255] trying new point, [0.96379069 0.56486207] next() call None goals: [('reflect-at', 10, array([0.96379069, 0.56486207]), array([-0.03741642, 0.01414255]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 9... 1 steps to do at 9 -> [from 10, delta=1] targeting 9. goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 9 [0.9612866 0.54819902] [0.03992051 0.00252049] -0.4910752823977196 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 9)] not done yet, continue expanding to 9... goals: [('expand-to', 9), ('sample-at', 9)] next() call -0.1893406326438129 goals: [('bisect', 0, array([0.9612866 , 0.54819902]), array([-0.03992051, -0.00252049]), None, None, None, 9, array([0.60200201, 0.52551458]), array([-0.03992051, -0.00252049]), 1), ('sample-at', 9)] bisecting ... 0 None 9 successfully went all the way in one jump! goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.60200201 0.52551458] [0.03992051 0.00252049] -0.1893406326438129 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.60200201 0.52551458] [0.03992051 0.00252049] -0.1893406326438129 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -7..8 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-7, 8) ---- seed=40 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.52639952 0.62381221] [-0.02398644 0.03201016] -0.33016653033266774 BACKWARD SAMPLING FROM 4 [0.50385595 0.57055786] [ 0.00847644 -0.03909156] -0.18916555089034312 BACKWARD SAMPLING FROM -4 [0.6223453 0.49577156] [-0.02398644 0.03201016] -0.19388033318836445 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.52639952 0.62381221] [-0.02398644 0.03201016] -0.33016653033266774 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.52639952, 0.62381221]), array([-0.02398644, 0.03201016]), None, None, None, 10, array([0.28653508, 0.94391384]), array([-0.02398644, 0.03201016]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.52639952, 0.62381221]), array([-0.02398644, 0.03201016]), 5, array([0.4064673 , 0.78386302]), array([-0.02398644, 0.03201016]), 10, array([0.28653508, 0.94391384]), array([-0.02398644, 0.03201016]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.52639952, 0.62381221]), array([-0.02398644, 0.03201016]), 2, array([0.47842664, 0.68783254]), array([-0.02398644, 0.03201016]), 5, array([0.4064673 , 0.78386302]), array([-0.02398644, 0.03201016]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.42971710884526637 goals: [('bisect', 0, array([0.52639952, 0.62381221]), array([-0.02398644, 0.03201016]), 1, array([0.50241308, 0.65582238]), array([-0.02398644, 0.03201016]), 2, array([0.47842664, 0.68783254]), array([-0.02398644, 0.03201016]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.47842664 0.68783254] [-0.02398644 0.03201016] new direction: [ 0.00847644 -0.03909156] reversing there [-0.02398644 0.03201016] making one step from [0.47842664 0.68783254] [-0.02398644 0.03201016] --> [0.48690307 0.64874098] [ 0.00847644 -0.03909156] trying new point, [0.48690307 0.64874098] next() call -0.39508578257869414 goals: [('reflect-at', 2, array([0.48690307, 0.64874098]), array([ 0.00847644, -0.03909156]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.49001926583495103 goals: [('bisect', 2, array([0.48690307, 0.64874098]), array([ 0.00847644, -0.03909156]), None, None, None, 10, array([0.55471457, 0.3360085 ]), array([ 0.00847644, -0.03909156]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.55471457 0.3360085 ] [ 0.00847644 -0.03909156] -0.49001926583495103 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.55471457, 0.3360085 ]), array([-0.00847644, 0.03909156]), None, None, None, 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.14361883567177136 goals: [('bisect', 0, array([0.55471457, 0.3360085 ]), array([-0.00847644, 0.03909156]), 5, array([0.51233238, 0.5314663 ]), array([-0.00847644, 0.03909156]), 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2729878665259839 goals: [('bisect', 5, array([0.51233238, 0.5314663 ]), array([-0.00847644, 0.03909156]), 7, array([0.49537951, 0.60964942]), array([-0.00847644, 0.03909156]), 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.39508578257869414 goals: [('bisect', 7, array([0.49537951, 0.60964942]), array([-0.00847644, 0.03909156]), 8, array([0.48690307, 0.64874098]), array([-0.00847644, 0.03909156]), 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.48690307, 0.64874098]), array([-0.00847644, 0.03909156]), 9, array([0.47842664, 0.68783254]), array([-0.00847644, 0.03909156]), 10, array([0.4699502, 0.7269241]), array([-0.00847644, 0.03909156]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.47842664 0.68783254] [-0.00847644 0.03909156] new direction: [ 0.02398644 -0.03201016] reversing there [-0.00847644 0.03909156] making one step from [0.47842664 0.68783254] [-0.00847644 0.03909156] --> [0.50241308 0.65582238] [ 0.02398644 -0.03201016] trying new point, [0.50241308 0.65582238] next() call -0.4297171088452659 goals: [('reflect-at', 9, array([0.50241308, 0.65582238]), array([ 0.02398644, -0.03201016]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.33016653033266735 goals: [('bisect', 9, array([0.50241308, 0.65582238]), array([ 0.02398644, -0.03201016]), None, None, None, 10, array([0.52639952, 0.62381221]), array([ 0.02398644, -0.03201016]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.52639952 0.62381221] [-0.02398644 0.03201016] -0.33016653033266774 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.52639952 0.62381221] [-0.02398644 0.03201016] -0.33016653033266774 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-6, 1) ---- seed=41 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.1164237 0.60386569] [-0.02717748 0.02934935] -0.14162825608964924 BACKWARD SAMPLING FROM 3 [0.03489126 0.69191375] [-0.02717748 0.02934935] -0.4609947924113364 BACKWARD SAMPLING FROM -4 [0.22513362 0.48646827] [-0.02717748 0.02934935] -0.027631419475083484 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.1164237 0.60386569] [-0.02717748 0.02934935] -0.14162825608964924 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.1164237 , 0.60386569]), array([-0.02717748, 0.02934935]), None, None, None, 10, array([0.1553511 , 0.89735923]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.1164237 , 0.60386569]), array([-0.02717748, 0.02934935]), 5, array([0.0194637 , 0.75061246]), array([0.02717748, 0.02934935]), 10, array([0.1553511 , 0.89735923]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.33226605088879657 goals: [('bisect', 0, array([0.1164237 , 0.60386569]), array([-0.02717748, 0.02934935]), 2, array([0.06206874, 0.6625644 ]), array([-0.02717748, 0.02934935]), 5, array([0.0194637 , 0.75061246]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4609947924113364 goals: [('bisect', 2, array([0.06206874, 0.6625644 ]), array([-0.02717748, 0.02934935]), 3, array([0.03489126, 0.69191375]), array([-0.02717748, 0.02934935]), 5, array([0.0194637 , 0.75061246]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.03489126, 0.69191375]), array([-0.02717748, 0.02934935]), 4, array([0.00771378, 0.7212631 ]), array([-0.02717748, 0.02934935]), 5, array([0.0194637 , 0.75061246]), array([0.02717748, 0.02934935]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.00771378 0.7212631 ] [-0.02717748 0.02934935] new direction: [ 0.03817639 -0.01193998] reversing there [-0.02717748 0.02934935] making one step from [0.00771378 0.7212631 ] [-0.02717748 0.02934935] --> [0.04589017 0.70932312] [ 0.03817639 -0.01193998] trying new point, [0.04589017 0.70932312] next() call None goals: [('reflect-at', 4, array([0.04589017, 0.70932312]), array([ 0.03817639, -0.01193998]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.022720784505758807 goals: [('bisect', 0, array([0.1164237 , 0.60386569]), array([-0.02717748, 0.02934935]), None, None, None, -3, array([0.19795614, 0.51581763]), array([-0.02717748, 0.02934935]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.03489126 0.69191375] [-0.02717748 0.02934935] -0.4609947924113364 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.14162825608964924 goals: [('bisect', 0, array([0.03489126, 0.69191375]), array([ 0.02717748, -0.02934935]), None, None, None, 3, array([0.1164237 , 0.60386569]), array([ 0.02717748, -0.02934935]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.19795614 0.51581763] [-0.02717748 0.02934935] -0.022720784505758807 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.14162825608964924 goals: [('bisect', 0, array([0.19795614, 0.51581763]), array([ 0.02717748, -0.02934935]), None, None, None, -3, array([0.1164237 , 0.60386569]), array([ 0.02717748, -0.02934935]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.1164237 0.60386569] [-0.02717748 0.02934935] -0.14162825608964924 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-2, 1) ---- seed=42 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.73199394 0.59865848] [-0.03066574 -0.02568292] -0.38957627172501086 BACKWARD SAMPLING FROM 4 [0.60933098 0.49592681] [-0.03066574 -0.02568292] -0.18584950597376992 BACKWARD SAMPLING FROM -4 [0.77492096 0.53144407] [0.00613482 0.03952675] -0.31261037020419746 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.73199394 0.59865848] [-0.03066574 -0.02568292] -0.38957627172501086 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4031802276107923 goals: [('bisect', 0, array([0.73199394, 0.59865848]), array([-0.03066574, -0.02568292]), None, None, None, 10, array([0.42533653, 0.3418293 ]), array([-0.03066574, -0.02568292]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.42533653 0.3418293 ] [-0.03066574 -0.02568292] -0.4031802276107923 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.38957627172501086 goals: [('bisect', 0, array([0.42533653, 0.3418293 ]), array([0.03066574, 0.02568292]), None, None, None, 10, array([0.73199394, 0.59865848]), array([0.03066574, 0.02568292]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.73199394 0.59865848] [-0.03066574 -0.02568292] -0.38957627172501086 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.73199394 0.59865848] [-0.03066574 -0.02568292] -0.38957627172501086 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (0, 1) ---- seed=43 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.11505457 0.60906654] [ 0.03403177 -0.02101996] -0.15531265150360327 BACKWARD SAMPLING FROM 4 [0.25118164 0.52498669] [ 0.03403177 -0.02101996] -0.039350293891790226 BACKWARD SAMPLING FROM -4 [0.02107251 0.69314638] [-0.03403177 -0.02101996] -0.4665410967293263 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.11505457 0.60906654] [ 0.03403177 -0.02101996] -0.15531265150360327 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.23153067175015277 goals: [('bisect', 0, array([0.11505457, 0.60906654]), array([ 0.03403177, -0.02101996]), None, None, None, 10, array([0.45537225, 0.39886693]), array([ 0.03403177, -0.02101996]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.45537225 0.39886693] [ 0.03403177 -0.02101996] -0.23153067175015277 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.15531265150360327 goals: [('bisect', 0, array([0.45537225, 0.39886693]), array([-0.03403177, 0.02101996]), None, None, None, 10, array([0.11505457, 0.60906654]), array([-0.03403177, 0.02101996]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.11505457 0.60906654] [ 0.03403177 -0.02101996] -0.15531265150360327 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.11505457 0.60906654] [ 0.03403177 -0.02101996] -0.15531265150360327 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (0, 3) ---- seed=44 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.35931084 0.60923838] [0.03283351 0.02284646] -0.2137149365841216 BACKWARD SAMPLING FROM 4 [0.47062097 0.66599703] [-0.02002389 -0.03462721] -0.4551797092301754 BACKWARD SAMPLING FROM -4 [0.22797682 0.51785252] [0.03283351 0.02284646] -0.02997062159932815 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.35931084 0.60923838] [0.03283351 0.02284646] -0.2137149365841216 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.35931084, 0.60923838]), array([0.03283351, 0.02284646]), None, None, None, 10, array([0.68764589, 0.83770303]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.35931084, 0.60923838]), array([0.03283351, 0.02284646]), 5, array([0.52347836, 0.7234707 ]), array([0.03283351, 0.02284646]), 10, array([0.68764589, 0.83770303]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.39034946973740525 goals: [('bisect', 0, array([0.35931084, 0.60923838]), array([0.03283351, 0.02284646]), 2, array([0.42497785, 0.65493131]), array([0.03283351, 0.02284646]), 5, array([0.52347836, 0.7234707 ]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.49985733022926904 goals: [('bisect', 2, array([0.42497785, 0.65493131]), array([0.03283351, 0.02284646]), 3, array([0.45781135, 0.67777777]), array([0.03283351, 0.02284646]), 5, array([0.52347836, 0.7234707 ]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.45781135, 0.67777777]), array([0.03283351, 0.02284646]), 4, array([0.49064486, 0.70062424]), array([0.03283351, 0.02284646]), 5, array([0.52347836, 0.7234707 ]), array([0.03283351, 0.02284646]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.49064486 0.70062424] [0.03283351 0.02284646] new direction: [-0.02002389 -0.03462721] reversing there [0.03283351 0.02284646] making one step from [0.49064486 0.70062424] [0.03283351 0.02284646] --> [0.47062097 0.66599703] [-0.02002389 -0.03462721] trying new point, [0.47062097 0.66599703] next() call -0.455179709230175 goals: [('reflect-at', 4, array([0.47062097, 0.66599703]), array([-0.02002389, -0.03462721]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.08322252232880438 goals: [('bisect', 4, array([0.47062097, 0.66599703]), array([-0.02002389, -0.03462721]), None, None, None, 10, array([0.35047762, 0.45823376]), array([-0.02002389, -0.03462721]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.35047762 0.45823376] [-0.02002389 -0.03462721] -0.08322252232880438 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.35047762, 0.45823376]), array([0.02002389, 0.03462721]), None, None, None, 10, array([0.55071653, 0.80450587]), array([0.02002389, 0.03462721]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3172442164483675 goals: [('bisect', 0, array([0.35047762, 0.45823376]), array([0.02002389, 0.03462721]), 5, array([0.45059708, 0.63136981]), array([0.02002389, 0.03462721]), 10, array([0.55071653, 0.80450587]), array([0.02002389, 0.03462721]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.45059708, 0.63136981]), array([0.02002389, 0.03462721]), 7, array([0.49064486, 0.70062424]), array([0.02002389, 0.03462721]), 10, array([0.55071653, 0.80450587]), array([0.02002389, 0.03462721]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.455179709230175 goals: [('bisect', 5, array([0.45059708, 0.63136981]), array([0.02002389, 0.03462721]), 6, array([0.47062097, 0.66599703]), array([0.02002389, 0.03462721]), 7, array([0.49064486, 0.70062424]), array([0.02002389, 0.03462721]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.49064486 0.70062424] [0.02002389 0.03462721] new direction: [-0.03283351 -0.02284646] reversing there [0.02002389 0.03462721] making one step from [0.49064486 0.70062424] [0.02002389 0.03462721] --> [0.45781135 0.67777777] [-0.03283351 -0.02284646] trying new point, [0.45781135 0.67777777] next() call -0.49985733022926904 goals: [('reflect-at', 7, array([0.45781135, 0.67777777]), array([-0.03283351, -0.02284646]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.21371493658412127 goals: [('bisect', 7, array([0.45781135, 0.67777777]), array([-0.03283351, -0.02284646]), None, None, None, 10, array([0.35931084, 0.60923838]), array([-0.03283351, -0.02284646]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.35931084 0.60923838] [0.03283351 0.02284646] -0.2137149365841216 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.35931084 0.60923838] [0.03283351 0.02284646] -0.2137149365841216 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-6, 1) ---- seed=45 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.4444695 0.47280797] [ 0.02554647 -0.0307795 ] -0.10801914778494684 BACKWARD SAMPLING FROM 4 [0.54665538 0.34968996] [ 0.02554647 -0.0307795 ] -0.4318299192036039 BACKWARD SAMPLING FROM -4 [0.34228361 0.59592598] [ 0.02554647 -0.0307795 ] -0.1736014655895373 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.4444695 0.47280797] [ 0.02554647 -0.0307795 ] -0.10801914778494684 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.4444695 , 0.47280797]), array([ 0.02554647, -0.0307795 ]), None, None, None, 10, array([0.6999342 , 0.16501293]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.4444695 , 0.47280797]), array([ 0.02554647, -0.0307795 ]), 5, array([0.57220185, 0.31891045]), array([ 0.02554647, -0.0307795 ]), 10, array([0.6999342 , 0.16501293]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.22125039734136934 goals: [('bisect', 0, array([0.4444695 , 0.47280797]), array([ 0.02554647, -0.0307795 ]), 2, array([0.49556244, 0.41124896]), array([ 0.02554647, -0.0307795 ]), 5, array([0.57220185, 0.31891045]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.31437162423426 goals: [('bisect', 2, array([0.49556244, 0.41124896]), array([ 0.02554647, -0.0307795 ]), 3, array([0.52110891, 0.38046946]), array([ 0.02554647, -0.0307795 ]), 5, array([0.57220185, 0.31891045]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.4318299192036037 goals: [('bisect', 3, array([0.52110891, 0.38046946]), array([ 0.02554647, -0.0307795 ]), 4, array([0.54665538, 0.34968996]), array([ 0.02554647, -0.0307795 ]), 5, array([0.57220185, 0.31891045]), array([ 0.02554647, -0.0307795 ]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.57220185 0.31891045] [ 0.02554647 -0.0307795 ] new direction: [-0.03976603 -0.00432004] reversing there [ 0.02554647 -0.0307795 ] making one step from [0.57220185 0.31891045] [ 0.02554647 -0.0307795 ] --> [0.53243582 0.31459041] [-0.03976603 -0.00432004] trying new point, [0.53243582 0.31459041] next() call None goals: [('reflect-at', 5, array([0.53243582, 0.31459041]), array([-0.03976603, -0.00432004]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.087909125121415 goals: [('bisect', 0, array([0.4444695 , 0.47280797]), array([ 0.02554647, -0.0307795 ]), None, None, None, -1, array([0.41892303, 0.50358747]), array([ 0.02554647, -0.0307795 ]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.54665538 0.34968996] [ 0.02554647 -0.0307795 ] -0.4318299192036037 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.10801914778494678 goals: [('bisect', 0, array([0.54665538, 0.34968996]), array([-0.02554647, 0.0307795 ]), None, None, None, 4, array([0.4444695 , 0.47280797]), array([-0.02554647, 0.0307795 ]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.41892303 0.50358747] [ 0.02554647 -0.0307795 ] -0.087909125121415 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.10801914778494684 goals: [('bisect', 0, array([0.41892303, 0.50358747]), array([-0.02554647, 0.0307795 ]), None, None, None, -1, array([0.4444695 , 0.47280797]), array([-0.02554647, 0.0307795 ]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.4444695 0.47280797] [ 0.02554647 -0.0307795 ] -0.10801914778494684 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-5, 2) ---- seed=46 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.04286545 0.4408672 ] [0.0271438 0.02938051] -0.04462731870887193 BACKWARD SAMPLING FROM 4 [0.15144064 0.55838923] [0.0271438 0.02938051] -0.05408341768692817 BACKWARD SAMPLING FROM -4 [0.06570974 0.32334517] [-0.0271438 0.02938051] -0.3922454873386127 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.04286545 0.4408672 ] [0.0271438 0.02938051] -0.04462731870887193 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.04286545, 0.4408672 ]), array([0.0271438 , 0.02938051]), None, None, None, 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.11224029674516076 goals: [('bisect', 0, array([0.04286545, 0.4408672 ]), array([0.0271438 , 0.02938051]), 5, array([0.17858444, 0.58776974]), array([0.0271438 , 0.02938051]), 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2955054800380875 goals: [('bisect', 5, array([0.17858444, 0.58776974]), array([0.0271438 , 0.02938051]), 7, array([0.23287203, 0.64653076]), array([0.0271438 , 0.02938051]), 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4206137842727819 goals: [('bisect', 7, array([0.23287203, 0.64653076]), array([0.0271438 , 0.02938051]), 8, array([0.26001583, 0.67591127]), array([0.0271438 , 0.02938051]), 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.26001583, 0.67591127]), array([0.0271438 , 0.02938051]), 9, array([0.28715963, 0.70529177]), array([0.0271438 , 0.02938051]), 10, array([0.31430343, 0.73467228]), array([0.0271438 , 0.02938051]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.28715963 0.70529177] [0.0271438 0.02938051] new direction: [ 0.02281179 -0.03285761] reversing there [0.0271438 0.02938051] making one step from [0.28715963 0.70529177] [0.0271438 0.02938051] --> [0.30997142 0.67243417] [ 0.02281179 -0.03285761] trying new point, [0.30997142 0.67243417] next() call -0.41971042152871735 goals: [('reflect-at', 9, array([0.30997142, 0.67243417]), array([ 0.02281179, -0.03285761]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2988925458881023 goals: [('bisect', 9, array([0.30997142, 0.67243417]), array([ 0.02281179, -0.03285761]), None, None, None, 10, array([0.33278321, 0.63957656]), array([ 0.02281179, -0.03285761]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.33278321 0.63957656] [ 0.02281179 -0.03285761] -0.2988925458881023 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.33278321, 0.63957656]), array([-0.02281179, 0.03285761]), None, None, None, 10, array([0.1046653 , 0.96815261]), array([-0.02281179, 0.03285761]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.33278321, 0.63957656]), array([-0.02281179, 0.03285761]), 5, array([0.21872426, 0.80386459]), array([-0.02281179, 0.03285761]), 10, array([0.1046653 , 0.96815261]), array([-0.02281179, 0.03285761]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.33278321, 0.63957656]), array([-0.02281179, 0.03285761]), 2, array([0.28715963, 0.70529177]), array([-0.02281179, 0.03285761]), 5, array([0.21872426, 0.80386459]), array([-0.02281179, 0.03285761]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.41971042152871735 goals: [('bisect', 0, array([0.33278321, 0.63957656]), array([-0.02281179, 0.03285761]), 1, array([0.30997142, 0.67243417]), array([-0.02281179, 0.03285761]), 2, array([0.28715963, 0.70529177]), array([-0.02281179, 0.03285761]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.28715963 0.70529177] [-0.02281179 0.03285761] new direction: [-0.0271438 -0.02938051] reversing there [-0.02281179 0.03285761] making one step from [0.28715963 0.70529177] [-0.02281179 0.03285761] --> [0.26001583 0.67591127] [-0.0271438 -0.02938051] trying new point, [0.26001583 0.67591127] next() call -0.4206137842727819 goals: [('reflect-at', 2, array([0.26001583, 0.67591127]), array([-0.0271438 , -0.02938051]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.04462731870887185 goals: [('bisect', 2, array([0.26001583, 0.67591127]), array([-0.0271438 , -0.02938051]), None, None, None, 10, array([0.04286545, 0.4408672 ]), array([-0.0271438 , -0.02938051]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.04286545 0.4408672 ] [0.0271438 0.02938051] -0.04462731870887193 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.04286545 0.4408672 ] [0.0271438 0.02938051] -0.04462731870887193 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-3, 4) ---- seed=47 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.64556185 0.41459961] [-0.02119426 0.03392349] -0.2995403926532865 BACKWARD SAMPLING FROM 4 [0.56078481 0.55029357] [-0.02119426 0.03392349] -0.18885784622089788 BACKWARD SAMPLING FROM -1 [0.66675612 0.38067612] [-0.02119426 0.03392349] -0.40025922669221325 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.64556185 0.41459961] [-0.02119426 0.03392349] -0.2995403926532865 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.64556185, 0.41459961]), array([-0.02119426, 0.03392349]), None, None, None, 10, array([0.43361924, 0.75383452]), array([-0.02119426, 0.03392349]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.23423540704363024 goals: [('bisect', 0, array([0.64556185, 0.41459961]), array([-0.02119426, 0.03392349]), 5, array([0.53959055, 0.58421707]), array([-0.02119426, 0.03392349]), 10, array([0.43361924, 0.75383452]), array([-0.02119426, 0.03392349]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.4126483656060907 goals: [('bisect', 5, array([0.53959055, 0.58421707]), array([-0.02119426, 0.03392349]), 7, array([0.49720203, 0.65206405]), array([-0.02119426, 0.03392349]), 10, array([0.43361924, 0.75383452]), array([-0.02119426, 0.03392349]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.49720203, 0.65206405]), array([-0.02119426, 0.03392349]), 8, array([0.47600776, 0.68598754]), array([-0.02119426, 0.03392349]), 10, array([0.43361924, 0.75383452]), array([-0.02119426, 0.03392349]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.47600776 0.68598754] [-0.02119426 0.03392349] new direction: [-0.02911927 -0.02742386] reversing there [-0.02119426 0.03392349] making one step from [0.47600776 0.68598754] [-0.02119426 0.03392349] --> [0.44688849 0.65856368] [-0.02911927 -0.02742386] trying new point, [0.44688849 0.65856368] next() call -0.4141351863645638 goals: [('reflect-at', 8, array([0.44688849, 0.65856368]), array([-0.02911927, -0.02742386]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.20998692233079086 goals: [('bisect', 8, array([0.44688849, 0.65856368]), array([-0.02911927, -0.02742386]), None, None, None, 10, array([0.38864994, 0.60371597]), array([-0.02911927, -0.02742386]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.38864994 0.60371597] [-0.02911927 -0.02742386] -0.20998692233079086 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.38864994, 0.60371597]), array([0.02911927, 0.02742386]), None, None, None, 10, array([0.67984268, 0.87795454]), array([0.02911927, 0.02742386]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.38864994, 0.60371597]), array([0.02911927, 0.02742386]), 5, array([0.53424631, 0.74083525]), array([0.02911927, 0.02742386]), 10, array([0.67984268, 0.87795454]), array([0.02911927, 0.02742386]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4141351863645638 goals: [('bisect', 0, array([0.38864994, 0.60371597]), array([0.02911927, 0.02742386]), 2, array([0.44688849, 0.65856368]), array([0.02911927, 0.02742386]), 5, array([0.53424631, 0.74083525]), array([0.02911927, 0.02742386]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.44688849, 0.65856368]), array([0.02911927, 0.02742386]), 3, array([0.47600776, 0.68598754]), array([0.02911927, 0.02742386]), 5, array([0.53424631, 0.74083525]), array([0.02911927, 0.02742386]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.47600776 0.68598754] [0.02911927 0.02742386] new direction: [ 0.02119426 -0.03392349] reversing there [0.02911927 0.02742386] making one step from [0.47600776 0.68598754] [0.02911927 0.02742386] --> [0.49720203 0.65206405] [ 0.02119426 -0.03392349] trying new point, [0.49720203 0.65206405] next() call -0.4126483656060907 goals: [('reflect-at', 3, array([0.49720203, 0.65206405]), array([ 0.02119426, -0.03392349]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2995403926532867 goals: [('bisect', 3, array([0.49720203, 0.65206405]), array([ 0.02119426, -0.03392349]), None, None, None, 10, array([0.64556185, 0.41459961]), array([ 0.02119426, -0.03392349]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.64556185 0.41459961] [-0.02119426 0.03392349] -0.2995403926532865 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.64556185 0.41459961] [-0.02119426 0.03392349] -0.2995403926532865 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-1, 2) ---- seed=48 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.86471039 0.44751263] [-0.03985609 -0.00338995] -0.40829857363895855 BACKWARD SAMPLING FROM 4 [0.70528601 0.43395284] [-0.03985609 -0.00338995] -0.3032420227989266 BACKWARD SAMPLING FROM -4 [0.90468504 0.44962923] [0.03979681 0.00402662] -0.44094269508821027 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.86471039 0.44751263] [-0.03985609 -0.00338995] -0.40829857363895855 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.20193125737173862 goals: [('bisect', 0, array([0.86471039, 0.44751263]), array([-0.03985609, -0.00338995]), None, None, None, 10, array([0.46614944, 0.41361315]), array([-0.03985609, -0.00338995]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.46614944 0.41361315] [-0.03985609 -0.00338995] -0.20193125737173862 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.40829857363895855 goals: [('bisect', 0, array([0.46614944, 0.41361315]), array([0.03985609, 0.00338995]), None, None, None, 10, array([0.86471039, 0.44751263]), array([0.03985609, 0.00338995]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.86471039 0.44751263] [-0.03985609 -0.00338995] -0.40829857363895855 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.86471039 0.44751263] [-0.03985609 -0.00338995] -0.40829857363895855 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 sampling between (-6, 1) ---- seed=49 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.68327676 0.56688466] [ 0.00178908 -0.03995997] -0.2893530363157967 BACKWARD SAMPLING FROM 4 [0.69043306 0.40704478] [ 0.00178908 -0.03995997] -0.3463573209308397 BACKWARD SAMPLING FROM -4 [0.55985875 0.65300213] [ 0.03994662 -0.00206584] -0.44934157693712723 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.68327676 0.56688466] [ 0.00178908 -0.03995997] -0.2893530363157967 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.68327676, 0.56688466]), array([ 0.00178908, -0.03995997]), None, None, None, 10, array([0.70116752, 0.16728496]), array([ 0.00178908, -0.03995997]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4604163445319175 goals: [('bisect', 0, array([0.68327676, 0.56688466]), array([ 0.00178908, -0.03995997]), 5, array([0.69222214, 0.36708481]), array([ 0.00178908, -0.03995997]), 10, array([0.70116752, 0.16728496]), array([ 0.00178908, -0.03995997]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.69222214, 0.36708481]), array([ 0.00178908, -0.03995997]), 7, array([0.69580029, 0.28716487]), array([ 0.00178908, -0.03995997]), 10, array([0.70116752, 0.16728496]), array([ 0.00178908, -0.03995997]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.69222214, 0.36708481]), array([ 0.00178908, -0.03995997]), 6, array([0.69401122, 0.32712484]), array([ 0.00178908, -0.03995997]), 7, array([0.69580029, 0.28716487]), array([ 0.00178908, -0.03995997]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.69401122 0.32712484] [ 0.00178908 -0.03995997] new direction: [-0.03993708 -0.00224268] reversing there [ 0.00178908 -0.03995997] making one step from [0.69401122 0.32712484] [ 0.00178908 -0.03995997] --> [0.65407414 0.32488216] [-0.03993708 -0.00224268] trying new point, [0.65407414 0.32488216] next() call None goals: [('reflect-at', 6, array([0.65407414, 0.32488216]), array([-0.03993708, -0.00224268]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 5... 5 steps to do at 5 -> [from 6, delta=5] targeting 1. goals: [('sample-at', 1)] target is on track, returning interpolation at 1... [0.68506584 0.52692469] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 5 [0.69222214 0.36708481] [ 0.00178908 -0.03995997] -0.4604163445319175 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 5)] not done yet, continue expanding to 5... goals: [('expand-to', 5), ('sample-at', 5)] next() call -0.2893530363157967 goals: [('bisect', 0, array([0.69222214, 0.36708481]), array([-0.00178908, 0.03995997]), None, None, None, 5, array([0.68327676, 0.56688466]), array([-0.00178908, 0.03995997]), 1), ('sample-at', 5)] bisecting ... 0 None 5 successfully went all the way in one jump! goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.68327676 0.56688466] [ 0.00178908 -0.03995997] -0.2893530363157967 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.68327676 0.56688466] [ 0.00178908 -0.03995997] -0.2893530363157967 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -2..5 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -10..5 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-10, 5) ---- seed=50 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.25547392 0.39632991] [-0.03142766 -0.02474474] -0.1669770580860475 BACKWARD SAMPLING FROM 4 [0.13808816 0.33647507] [0.00832488 0.03912411] -0.34378921130318685 BACKWARD SAMPLING FROM -4 [0.38118457 0.49530887] [-0.03142766 -0.02474474] -0.07292592188692902 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.25547392 0.39632991] [-0.03142766 -0.02474474] -0.1669770580860475 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.25547392, 0.39632991]), array([-0.03142766, -0.02474474]), None, None, None, 10, array([0.05880269, 0.14888252]), array([ 0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.25547392, 0.39632991]), array([-0.03142766, -0.02474474]), 5, array([0.09833562, 0.27260621]), array([-0.03142766, -0.02474474]), 10, array([0.05880269, 0.14888252]), array([ 0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.31177413021896305 goals: [('bisect', 0, array([0.25547392, 0.39632991]), array([-0.03142766, -0.02474474]), 2, array([0.1926186 , 0.34684043]), array([-0.03142766, -0.02474474]), 5, array([0.09833562, 0.27260621]), array([-0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4086155422937598 goals: [('bisect', 2, array([0.1926186 , 0.34684043]), array([-0.03142766, -0.02474474]), 3, array([0.16119094, 0.32209569]), array([-0.03142766, -0.02474474]), 5, array([0.09833562, 0.27260621]), array([-0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.16119094, 0.32209569]), array([-0.03142766, -0.02474474]), 4, array([0.12976328, 0.29735095]), array([-0.03142766, -0.02474474]), 5, array([0.09833562, 0.27260621]), array([-0.03142766, -0.02474474]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.12976328 0.29735095] [-0.03142766 -0.02474474] new direction: [0.00832488 0.03912411] reversing there [-0.03142766 -0.02474474] making one step from [0.12976328 0.29735095] [-0.03142766 -0.02474474] --> [0.13808816 0.33647507] [0.00832488 0.03912411] trying new point, [0.13808816 0.33647507] next() call -0.34378921130318685 goals: [('reflect-at', 4, array([0.13808816, 0.33647507]), array([0.00832488, 0.03912411]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.08108221261482706 goals: [('bisect', 4, array([0.13808816, 0.33647507]), array([0.00832488, 0.03912411]), None, None, None, 10, array([0.18803745, 0.57121976]), array([0.00832488, 0.03912411]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.18803745 0.57121976] [0.00832488 0.03912411] -0.08108221261482706 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.18803745, 0.57121976]), array([-0.00832488, -0.03912411]), None, None, None, 10, array([0.10478864, 0.17997861]), array([-0.00832488, -0.03912411]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.20416293012450562 goals: [('bisect', 0, array([0.18803745, 0.57121976]), array([-0.00832488, -0.03912411]), 5, array([0.14641304, 0.37559918]), array([-0.00832488, -0.03912411]), 10, array([0.10478864, 0.17997861]), array([-0.00832488, -0.03912411]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.14641304, 0.37559918]), array([-0.00832488, -0.03912411]), 7, array([0.12976328, 0.29735095]), array([-0.00832488, -0.03912411]), 10, array([0.10478864, 0.17997861]), array([-0.00832488, -0.03912411]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.3437892113031864 goals: [('bisect', 5, array([0.14641304, 0.37559918]), array([-0.00832488, -0.03912411]), 6, array([0.13808816, 0.33647507]), array([-0.00832488, -0.03912411]), 7, array([0.12976328, 0.29735095]), array([-0.00832488, -0.03912411]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.12976328 0.29735095] [-0.00832488 -0.03912411] new direction: [0.03142766 0.02474474] reversing there [-0.00832488 -0.03912411] making one step from [0.12976328 0.29735095] [-0.00832488 -0.03912411] --> [0.16119094 0.32209569] [0.03142766 0.02474474] trying new point, [0.16119094 0.32209569] next() call -0.40861554229375957 goals: [('reflect-at', 7, array([0.16119094, 0.32209569]), array([0.03142766, 0.02474474]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.1669770580860472 goals: [('bisect', 7, array([0.16119094, 0.32209569]), array([0.03142766, 0.02474474]), None, None, None, 10, array([0.25547392, 0.39632991]), array([0.03142766, 0.02474474]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.25547392 0.39632991] [-0.03142766 -0.02474474] -0.1669770580860475 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.25547392 0.39632991] [-0.03142766 -0.02474474] -0.1669770580860475 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-4, 3) ---- seed=51 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.34330367 0.64401973] [-0.0142563 0.03737322] -0.31819972792644835 BACKWARD SAMPLING FROM 1 [0.32904737 0.68139295] [-0.0142563 0.03737322] -0.4654286221899625 BACKWARD SAMPLING FROM -4 [0.40032887 0.49452683] [-0.0142563 0.03737322] -0.08050604831793806 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.34330367 0.64401973] [-0.0142563 0.03737322] -0.31819972792644835 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), None, None, None, 10, array([0.20074067, 0.98224803]), array([-0.0142563 , -0.03737322]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), 5, array([0.27202217, 0.83088585]), array([-0.0142563 , 0.03737322]), 10, array([0.20074067, 0.98224803]), array([-0.0142563 , -0.03737322]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), 2, array([0.31479107, 0.71876618]), array([-0.0142563 , 0.03737322]), 5, array([0.27202217, 0.83088585]), array([-0.0142563 , 0.03737322]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.4654286221899625 goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), 1, array([0.32904737, 0.68139295]), array([-0.0142563 , 0.03737322]), 2, array([0.31479107, 0.71876618]), array([-0.0142563 , 0.03737322]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.31479107 0.71876618] [-0.0142563 0.03737322] new direction: [-0.039365 -0.00709908] reversing there [-0.0142563 0.03737322] making one step from [0.31479107 0.71876618] [-0.0142563 0.03737322] --> [0.27542607 0.7116671 ] [-0.039365 -0.00709908] trying new point, [0.27542607 0.7116671 ] next() call None goals: [('reflect-at', 2, array([0.27542607, 0.7116671 ]), array([-0.039365 , -0.00709908]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 1... 9 steps to do at 1 -> [from 2, delta=9] targeting -7. goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.27101878092937887 goals: [('bisect', 0, array([0.34330367, 0.64401973]), array([-0.0142563 , 0.03737322]), None, None, None, -7, array([0.44309777, 0.38240716]), array([-0.0142563 , 0.03737322]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 1 [0.32904737 0.68139295] [-0.0142563 0.03737322] -0.4654286221899625 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 1)] not done yet, continue expanding to 1... goals: [('expand-to', 1), ('sample-at', 1)] next() call -0.31819972792644835 goals: [('bisect', 0, array([0.32904737, 0.68139295]), array([ 0.0142563 , -0.03737322]), None, None, None, 1, array([0.34330367, 0.64401973]), array([ 0.0142563 , -0.03737322]), 1), ('sample-at', 1)] bisecting ... 0 None 1 successfully went all the way in one jump! goals: [('sample-at', 1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -7 [0.44309777 0.38240716] [-0.0142563 0.03737322] -0.27101878092937887 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.31819972792644835 goals: [('bisect', 0, array([0.44309777, 0.38240716]), array([ 0.0142563 , -0.03737322]), None, None, None, -7, array([0.34330367, 0.64401973]), array([ 0.0142563 , -0.03737322]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.34330367 0.64401973] [-0.0142563 0.03737322] -0.31819972792644835 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-6, 1) ---- seed=52 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.21077064 0.61842177] [ 0.037317 -0.01440282] -0.19750857452717718 BACKWARD SAMPLING FROM 4 [0.36003865 0.56081047] [ 0.037317 -0.01440282] -0.11103783451846358 BACKWARD SAMPLING FROM -4 [0.06150263 0.67603307] [ 0.037317 -0.01440282] -0.3892367900814762 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.21077064 0.61842177] [ 0.037317 -0.01440282] -0.19750857452717718 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.17868949115336583 goals: [('bisect', 0, array([0.21077064, 0.61842177]), array([ 0.037317 , -0.01440282]), None, None, None, 10, array([0.58394066, 0.47439353]), array([ 0.037317 , -0.01440282]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.58394066 0.47439353] [ 0.037317 -0.01440282] -0.17868949115336583 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.19750857452717718 goals: [('bisect', 0, array([0.58394066, 0.47439353]), array([-0.037317 , 0.01440282]), None, None, None, 10, array([0.21077064, 0.61842177]), array([-0.037317 , 0.01440282]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.21077064 0.61842177] [ 0.037317 -0.01440282] -0.19750857452717718 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.21077064 0.61842177] [ 0.037317 -0.01440282] -0.19750857452717718 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-5, 2) ---- seed=53 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.84666241 0.56116554] [-0.0304715 -0.02591308] -0.40518390734034826 BACKWARD SAMPLING FROM 4 [0.72477641 0.45751322] [-0.0304715 -0.02591308] -0.28521449853834674 BACKWARD SAMPLING FROM -1 [0.87713391 0.58707862] [-0.0304715 -0.02591308] -0.4794655207604886 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.84666241 0.56116554] [-0.0304715 -0.02591308] -0.40518390734034826 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.84666241, 0.56116554]), array([-0.0304715 , -0.02591308]), None, None, None, 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2995114075574864 goals: [('bisect', 0, array([0.84666241, 0.56116554]), array([-0.0304715 , -0.02591308]), 5, array([0.69430491, 0.43160014]), array([-0.0304715 , -0.02591308]), 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.38125233905933353 goals: [('bisect', 5, array([0.69430491, 0.43160014]), array([-0.0304715 , -0.02591308]), 7, array([0.63336191, 0.37977398]), array([-0.0304715 , -0.02591308]), 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4486963615420411 goals: [('bisect', 7, array([0.63336191, 0.37977398]), array([-0.0304715 , -0.02591308]), 8, array([0.60289041, 0.3538609 ]), array([-0.0304715 , -0.02591308]), 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.60289041, 0.3538609 ]), array([-0.0304715 , -0.02591308]), 9, array([0.57241891, 0.32794783]), array([-0.0304715 , -0.02591308]), 10, array([0.54194741, 0.30203475]), array([-0.0304715 , -0.02591308]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.57241891 0.32794783] [-0.0304715 -0.02591308] new direction: [-0.00163041 -0.03996676] reversing there [-0.0304715 -0.02591308] making one step from [0.57241891 0.32794783] [-0.0304715 -0.02591308] --> [0.5707885 0.28798107] [-0.00163041 -0.03996676] trying new point, [0.5707885 0.28798107] next() call None goals: [('reflect-at', 9, array([0.5707885 , 0.28798107]), array([-0.00163041, -0.03996676]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 8... 2 steps to do at 8 -> [from 9, delta=2] targeting 7. goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 8 [0.60289041 0.3538609 ] [-0.0304715 -0.02591308] -0.4486963615420411 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 8)] not done yet, continue expanding to 8... goals: [('expand-to', 8), ('sample-at', 8)] next() call -0.40518390734034826 goals: [('bisect', 0, array([0.60289041, 0.3538609 ]), array([0.0304715 , 0.02591308]), None, None, None, 8, array([0.84666241, 0.56116554]), array([0.0304715 , 0.02591308]), 1), ('sample-at', 8)] bisecting ... 0 None 8 successfully went all the way in one jump! goals: [('sample-at', 8)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.84666241 0.56116554] [-0.0304715 -0.02591308] -0.40518390734034826 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.84666241 0.56116554] [-0.0304715 -0.02591308] -0.40518390734034826 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (-1, 0) ---- seed=54 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.42018297 0.3632395 ] [-0.03203303 0.0239559 ] -0.32206980281714764 BACKWARD SAMPLING FROM 4 [0.29205086 0.4590631 ] [-0.03203303 0.0239559 ] -0.06359472404742703 BACKWARD SAMPLING FROM -1 [0.45221599 0.3392836 ] [-0.03203303 0.0239559 ] -0.4251216837222281 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.42018297 0.3632395 ] [-0.03203303 0.0239559 ] -0.32206980281714764 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.13707944044464876 goals: [('bisect', 0, array([0.42018297, 0.3632395 ]), array([-0.03203303, 0.0239559 ]), None, None, None, 10, array([0.0998527 , 0.60279851]), array([-0.03203303, 0.0239559 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.0998527 0.60279851] [-0.03203303 0.0239559 ] -0.13707944044464876 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.32206980281714764 goals: [('bisect', 0, array([0.0998527 , 0.60279851]), array([ 0.03203303, -0.0239559 ]), None, None, None, 10, array([0.42018297, 0.3632395 ]), array([ 0.03203303, -0.0239559 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.42018297 0.3632395 ] [-0.03203303 0.0239559 ] -0.32206980281714764 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.42018297 0.3632395 ] [-0.03203303 0.0239559 ] -0.32206980281714764 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (-1, 0) ---- seed=55 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.00913894 0.61831211] [-0.01800544 -0.0357184 ] -0.17501371251886214 BACKWARD SAMPLING FROM 4 [0.06288283 0.47543852] [ 0.01800544 -0.0357184 ] -0.00951795620141871 BACKWARD SAMPLING FROM -2 [0.04514983 0.68974891] [-0.01800544 -0.0357184 ] -0.45107737484070604 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.00913894 0.61831211] [-0.01800544 -0.0357184 ] -0.17501371251886214 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.00913894, 0.61831211]), array([-0.01800544, -0.0357184 ]), None, None, None, 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.04869226052335881 goals: [('bisect', 0, array([0.00913894, 0.61831211]), array([-0.01800544, -0.0357184 ]), 5, array([0.08088827, 0.43972012]), array([ 0.01800544, -0.0357184 ]), 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2236987612488 goals: [('bisect', 5, array([0.08088827, 0.43972012]), array([ 0.01800544, -0.0357184 ]), 7, array([0.11689915, 0.36828332]), array([ 0.01800544, -0.0357184 ]), 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.3595309576523012 goals: [('bisect', 7, array([0.11689915, 0.36828332]), array([ 0.01800544, -0.0357184 ]), 8, array([0.13490459, 0.33256492]), array([ 0.01800544, -0.0357184 ]), 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.13490459, 0.33256492]), array([ 0.01800544, -0.0357184 ]), 9, array([0.15291004, 0.29684652]), array([ 0.01800544, -0.0357184 ]), 10, array([0.17091548, 0.26112812]), array([ 0.01800544, -0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.15291004 0.29684652] [ 0.01800544 -0.0357184 ] new direction: [-0.03842475 0.01111479] reversing there [ 0.01800544 -0.0357184 ] making one step from [0.15291004 0.29684652] [ 0.01800544 -0.0357184 ] --> [0.11448528 0.30796131] [-0.03842475 0.01111479] trying new point, [0.11448528 0.30796131] next() call -0.46753918956346013 goals: [('reflect-at', 9, array([0.11448528, 0.30796131]), array([-0.03842475, 0.01111479]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4120608516762894 goals: [('bisect', 9, array([0.11448528, 0.30796131]), array([-0.03842475, 0.01111479]), None, None, None, 10, array([0.07606053, 0.31907609]), array([-0.03842475, 0.01111479]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.07606053 0.31907609] [-0.03842475 0.01111479] -0.4120608516762894 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.07606053, 0.31907609]), array([ 0.03842475, -0.01111479]), None, None, None, 10, array([0.46030805, 0.20792822]), array([ 0.03842475, -0.01111479]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.07606053, 0.31907609]), array([ 0.03842475, -0.01111479]), 5, array([0.26818429, 0.26350216]), array([ 0.03842475, -0.01111479]), 10, array([0.46030805, 0.20792822]), array([ 0.03842475, -0.01111479]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.07606053, 0.31907609]), array([ 0.03842475, -0.01111479]), 2, array([0.15291004, 0.29684652]), array([ 0.03842475, -0.01111479]), 5, array([0.26818429, 0.26350216]), array([ 0.03842475, -0.01111479]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.46753918956346013 goals: [('bisect', 0, array([0.07606053, 0.31907609]), array([ 0.03842475, -0.01111479]), 1, array([0.11448528, 0.30796131]), array([ 0.03842475, -0.01111479]), 2, array([0.15291004, 0.29684652]), array([ 0.03842475, -0.01111479]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.15291004 0.29684652] [ 0.03842475 -0.01111479] new direction: [-0.01800544 0.0357184 ] reversing there [ 0.03842475 -0.01111479] making one step from [0.15291004 0.29684652] [ 0.03842475 -0.01111479] --> [0.13490459 0.33256492] [-0.01800544 0.0357184 ] trying new point, [0.13490459 0.33256492] next() call -0.3595309576523009 goals: [('reflect-at', 2, array([0.13490459, 0.33256492]), array([-0.01800544, 0.0357184 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.17501371251886247 goals: [('bisect', 2, array([0.13490459, 0.33256492]), array([-0.01800544, 0.0357184 ]), None, None, None, 10, array([0.00913894, 0.61831211]), array([0.01800544, 0.0357184 ]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.00913894 0.61831211] [-0.01800544 -0.0357184 ] -0.17501371251886214 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.00913894 0.61831211] [-0.01800544 -0.0357184 ] -0.17501371251886214 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-1, 2) ---- seed=56 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.24784955 0.45861133] [0.03582093 0.01780059] -0.05212748066477112 BACKWARD SAMPLING FROM 4 [0.39113326 0.5298137 ] [0.03582093 0.01780059] -0.08760332684710367 BACKWARD SAMPLING FROM -4 [0.10456585 0.38740895] [0.03582093 0.01780059] -0.16392632784250208 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.24784955 0.45861133] [0.03582093 0.01780059] -0.05212748066477112 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.41695714617072094 goals: [('bisect', 0, array([0.24784955, 0.45861133]), array([0.03582093, 0.01780059]), None, None, None, 10, array([0.60605882, 0.63661727]), array([0.03582093, 0.01780059]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.60605882 0.63661727] [0.03582093 0.01780059] -0.41695714617072094 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05212748066477112 goals: [('bisect', 0, array([0.60605882, 0.63661727]), array([-0.03582093, -0.01780059]), None, None, None, 10, array([0.24784955, 0.45861133]), array([-0.03582093, -0.01780059]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.24784955 0.45861133] [0.03582093 0.01780059] -0.05212748066477112 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.24784955 0.45861133] [0.03582093 0.01780059] -0.05212748066477112 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -5..10 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd new NUTS range: -5..26 NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd NUTS step: tree depth 5, rwd sampling between (-5, 26) ---- seed=57 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.56595589 0.5450637 ] [-0.00732732 0.03932315] -0.18553725262780735 BACKWARD SAMPLING FROM 3 [0.54397394 0.66303317] [-0.00732732 0.03932315] -0.4802014861520403 BACKWARD SAMPLING FROM -4 [0.59526516 0.38777109] [-0.00732732 0.03932315] -0.3346119116596618 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.56595589 0.5450637 ] [-0.00732732 0.03932315] -0.18553725262780735 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.56595589, 0.5450637 ]), array([-0.00732732, 0.03932315]), None, None, None, 10, array([0.49268272, 0.93829524]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.56595589, 0.5450637 ]), array([-0.00732732, 0.03932315]), 5, array([0.52931931, 0.74167947]), array([-0.00732732, 0.03932315]), 10, array([0.49268272, 0.93829524]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.34326862471080793 goals: [('bisect', 0, array([0.56595589, 0.5450637 ]), array([-0.00732732, 0.03932315]), 2, array([0.55130126, 0.62371001]), array([-0.00732732, 0.03932315]), 5, array([0.52931931, 0.74167947]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4802014861520402 goals: [('bisect', 2, array([0.55130126, 0.62371001]), array([-0.00732732, 0.03932315]), 3, array([0.54397394, 0.66303317]), array([-0.00732732, 0.03932315]), 5, array([0.52931931, 0.74167947]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.54397394, 0.66303317]), array([-0.00732732, 0.03932315]), 4, array([0.53664662, 0.70235632]), array([-0.00732732, 0.03932315]), 5, array([0.52931931, 0.74167947]), array([-0.00732732, 0.03932315]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.53664662 0.70235632] [-0.00732732 0.03932315] new direction: [-0.03991081 -0.00266972] reversing there [-0.00732732 0.03932315] making one step from [0.53664662 0.70235632] [-0.00732732 0.03932315] --> [0.49673582 0.69968659] [-0.03991081 -0.00266972] trying new point, [0.49673582 0.69968659] next() call None goals: [('reflect-at', 4, array([0.49673582, 0.69968659]), array([-0.03991081, -0.00266972]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.23927607150196617 goals: [('bisect', 0, array([0.56595589, 0.5450637 ]), array([-0.00732732, 0.03932315]), None, None, None, -3, array([0.58793784, 0.42709424]), array([-0.00732732, 0.03932315]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.54397394 0.66303317] [-0.00732732 0.03932315] -0.4802014861520402 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.18553725262780735 goals: [('bisect', 0, array([0.54397394, 0.66303317]), array([ 0.00732732, -0.03932315]), None, None, None, 3, array([0.56595589, 0.5450637 ]), array([ 0.00732732, -0.03932315]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.58793784 0.42709424] [-0.00732732 0.03932315] -0.23927607150196617 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.18553725262780735 goals: [('bisect', 0, array([0.58793784, 0.42709424]), array([ 0.00732732, -0.03932315]), None, None, None, -3, array([0.56595589, 0.5450637 ]), array([ 0.00732732, -0.03932315]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.56595589 0.5450637 ] [-0.00732732 0.03932315] -0.18553725262780735 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-5, 2) ---- seed=58 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.36510558 0.45120592] [ 0.03982568 -0.00373027] -0.09641182642477078 BACKWARD SAMPLING FROM 4 [0.52440832 0.43628484] [ 0.03982568 -0.00373027] -0.18824731253691152 BACKWARD SAMPLING FROM -4 [0.20580285 0.46612699] [ 0.03982568 -0.00373027] -0.03551966453010344 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.36510558 0.45120592] [ 0.03982568 -0.00373027] -0.09641182642477078 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3840192746128853 goals: [('bisect', 0, array([0.36510558, 0.45120592]), array([ 0.03982568, -0.00373027]), None, None, None, 10, array([0.76336242, 0.41390323]), array([ 0.03982568, -0.00373027]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.76336242 0.41390323] [ 0.03982568 -0.00373027] -0.3840192746128853 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.09641182642477081 goals: [('bisect', 0, array([0.76336242, 0.41390323]), array([-0.03982568, 0.00373027]), None, None, None, 10, array([0.36510558, 0.45120592]), array([-0.03982568, 0.00373027]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.36510558 0.45120592] [ 0.03982568 -0.00373027] -0.09641182642477078 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.36510558 0.45120592] [ 0.03982568 -0.00373027] -0.09641182642477078 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-5, 2) ---- seed=59 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.25628056 0.56398041] [ 0.03647074 -0.01642819] -0.08400852608514758 BACKWARD SAMPLING FROM 4 [0.4021635 0.49826765] [ 0.03647074 -0.01642819] -0.08090525343003006 BACKWARD SAMPLING FROM -4 [0.11039762 0.62969317] [ 0.03647074 -0.01642819] -0.2163478092623813 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.25628056 0.56398041] [ 0.03647074 -0.01642819] -0.08400852608514758 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.318567864176321 goals: [('bisect', 0, array([0.25628056, 0.56398041]), array([ 0.03647074, -0.01642819]), None, None, None, 10, array([0.62098791, 0.39969851]), array([ 0.03647074, -0.01642819]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.62098791 0.39969851] [ 0.03647074 -0.01642819] -0.318567864176321 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.08400852608514758 goals: [('bisect', 0, array([0.62098791, 0.39969851]), array([-0.03647074, 0.01642819]), None, None, None, 10, array([0.25628056, 0.56398041]), array([-0.03647074, 0.01642819]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.25628056 0.56398041] [ 0.03647074 -0.01642819] -0.08400852608514758 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.25628056 0.56398041] [ 0.03647074 -0.01642819] -0.08400852608514758 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -5..2 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-5, 2) ---- seed=60 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.32318268 0.66574957] [ 0.03997068 -0.00153133] -0.39563502198066103 BACKWARD SAMPLING FROM 4 [0.48306538 0.65962424] [ 0.03997068 -0.00153133] -0.43517479808588755 BACKWARD SAMPLING FROM -4 [0.16329997 0.6718749 ] [ 0.03997068 -0.00153133] -0.3825957187127649 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.32318268 0.66574957] [ 0.03997068 -0.00153133] -0.39563502198066103 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.32318268, 0.66574957]), array([ 0.03997068, -0.00153133]), None, None, None, 10, array([0.72288945, 0.65043624]), array([ 0.03997068, -0.00153133]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.44920044099302747 goals: [('bisect', 0, array([0.32318268, 0.66574957]), array([ 0.03997068, -0.00153133]), 5, array([0.52303606, 0.6580929 ]), array([ 0.03997068, -0.00153133]), 10, array([0.72288945, 0.65043624]), array([ 0.03997068, -0.00153133]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.482220565464306 goals: [('bisect', 5, array([0.52303606, 0.6580929 ]), array([ 0.03997068, -0.00153133]), 7, array([0.60297742, 0.65503024]), array([ 0.03997068, -0.00153133]), 10, array([0.72288945, 0.65043624]), array([ 0.03997068, -0.00153133]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.60297742, 0.65503024]), array([ 0.03997068, -0.00153133]), 8, array([0.64294809, 0.6534989 ]), array([ 0.03997068, -0.00153133]), 10, array([0.72288945, 0.65043624]), array([ 0.03997068, -0.00153133]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.64294809 0.6534989 ] [ 0.03997068 -0.00153133] new direction: [0.0021526 0.03994204] reversing there [ 0.03997068 -0.00153133] making one step from [0.64294809 0.6534989 ] [ 0.03997068 -0.00153133] --> [0.64510069 0.69344094] [0.0021526 0.03994204] trying new point, [0.64510069 0.69344094] next() call None goals: [('reflect-at', 8, array([0.64510069, 0.69344094]), array([0.0021526 , 0.03994204]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 7... 3 steps to do at 7 -> [from 8, delta=3] targeting 5. goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 7 [0.60297742 0.65503024] [ 0.03997068 -0.00153133] -0.482220565464306 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 7)] not done yet, continue expanding to 7... goals: [('expand-to', 7), ('sample-at', 7)] next() call -0.39563502198066103 goals: [('bisect', 0, array([0.60297742, 0.65503024]), array([-0.03997068, 0.00153133]), None, None, None, 7, array([0.32318268, 0.66574957]), array([-0.03997068, 0.00153133]), 1), ('sample-at', 7)] bisecting ... 0 None 7 successfully went all the way in one jump! goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.32318268 0.66574957] [ 0.03997068 -0.00153133] -0.39563502198066103 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.32318268 0.66574957] [ 0.03997068 -0.00153133] -0.39563502198066103 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-3, 4) ---- seed=61 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.87732677 0.49955131] [-0.03835883 0.01134021] -0.38485364567003044 BACKWARD SAMPLING FROM 4 [0.72389146 0.54491217] [-0.03835883 0.01134021] -0.28722320791367995 BACKWARD SAMPLING FROM -4 [0.91257131 0.47071355] [ 0.03991597 -0.00259145] -0.4271143991277927 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.87732677 0.49955131] [-0.03835883 0.01134021] -0.38485364567003044 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2813698847877405 goals: [('bisect', 0, array([0.87732677, 0.49955131]), array([-0.03835883, 0.01134021]), None, None, None, 10, array([0.49373851, 0.61295345]), array([-0.03835883, 0.01134021]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.49373851 0.61295345] [-0.03835883 0.01134021] -0.2813698847877405 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.38485364567003044 goals: [('bisect', 0, array([0.49373851, 0.61295345]), array([ 0.03835883, -0.01134021]), None, None, None, 10, array([0.87732677, 0.49955131]), array([ 0.03835883, -0.01134021]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.87732677 0.49955131] [-0.03835883 0.01134021] -0.38485364567003044 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.87732677 0.49955131] [-0.03835883 0.01134021] -0.38485364567003044 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -1..14 NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd sampling between (-1, 14) ---- seed=62 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.03375471 0.48910751] [-0.00435504 -0.03976221] -0.0020527700218748433 BACKWARD SAMPLING FROM 4 [0.01633454 0.33005865] [-0.00435504 -0.03976221] -0.3611341698842485 BACKWARD SAMPLING FROM -4 [0.05117488 0.64815636] [-0.00435504 -0.03976221] -0.2756882768233669 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.03375471 0.48910751] [-0.00435504 -0.03976221] -0.0020527700218748433 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.03375471, 0.48910751]), array([-0.00435504, -0.03976221]), None, None, None, 10, array([0.00979571, 0.09148537]), array([ 0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.03375471, 0.48910751]), array([-0.00435504, -0.03976221]), 5, array([0.0119795 , 0.29029644]), array([-0.00435504, -0.03976221]), 10, array([0.00979571, 0.09148537]), array([ 0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.10250385662007835 goals: [('bisect', 0, array([0.03375471, 0.48910751]), array([-0.00435504, -0.03976221]), 2, array([0.02504463, 0.40958308]), array([-0.00435504, -0.03976221]), 5, array([0.0119795 , 0.29029644]), array([-0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.21204660991891755 goals: [('bisect', 2, array([0.02504463, 0.40958308]), array([-0.00435504, -0.03976221]), 3, array([0.02068959, 0.36982087]), array([-0.00435504, -0.03976221]), 5, array([0.0119795 , 0.29029644]), array([-0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.3611341698842485 goals: [('bisect', 3, array([0.02068959, 0.36982087]), array([-0.00435504, -0.03976221]), 4, array([0.01633454, 0.33005865]), array([-0.00435504, -0.03976221]), 5, array([0.0119795 , 0.29029644]), array([-0.00435504, -0.03976221]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.0119795 0.29029644] [-0.00435504 -0.03976221] new direction: [ 0.03630756 -0.01678574] reversing there [-0.00435504 -0.03976221] making one step from [0.0119795 0.29029644] [-0.00435504 -0.03976221] --> [0.04828706 0.2735107 ] [ 0.03630756 -0.01678574] trying new point, [0.04828706 0.2735107 ] next() call None goals: [('reflect-at', 5, array([0.04828706, 0.2735107 ]), array([ 0.03630756, -0.01678574]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.011144436722510533 goals: [('bisect', 0, array([0.03375471, 0.48910751]), array([-0.00435504, -0.03976221]), None, None, None, -1, array([0.03810975, 0.52886972]), array([-0.00435504, -0.03976221]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.01633454 0.33005865] [-0.00435504 -0.03976221] -0.3611341698842485 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.0020527700218748433 goals: [('bisect', 0, array([0.01633454, 0.33005865]), array([0.00435504, 0.03976221]), None, None, None, 4, array([0.03375471, 0.48910751]), array([0.00435504, 0.03976221]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.03810975 0.52886972] [-0.00435504 -0.03976221] -0.011144436722510533 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.0020527700218748585 goals: [('bisect', 0, array([0.03810975, 0.52886972]), array([0.00435504, 0.03976221]), None, None, None, -1, array([0.03375471, 0.48910751]), array([0.00435504, 0.03976221]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.03375471 0.48910751] [-0.00435504 -0.03976221] -0.0020527700218748433 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-4, 3) ---- seed=63 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.55394102 0.39624789] [-0.03667961 0.0159564 ] -0.2879815727116586 BACKWARD SAMPLING FROM 4 [0.4072226 0.46007348] [-0.03667961 0.0159564 ] -0.10284171548913772 BACKWARD SAMPLING FROM -4 [0.586297 0.36749354] [ 0.03884142 -0.00955742] -0.3913466099390096 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.55394102 0.39624789] [-0.03667961 0.0159564 ] -0.2879815727116586 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05644864986759578 goals: [('bisect', 0, array([0.55394102, 0.39624789]), array([-0.03667961, 0.0159564 ]), None, None, None, 10, array([0.18714497, 0.55581185]), array([-0.03667961, 0.0159564 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.18714497 0.55581185] [-0.03667961 0.0159564 ] -0.05644864986759578 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2879815727116586 goals: [('bisect', 0, array([0.18714497, 0.55581185]), array([ 0.03667961, -0.0159564 ]), None, None, None, 10, array([0.55394102, 0.39624789]), array([ 0.03667961, -0.0159564 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.55394102 0.39624789] [-0.03667961 0.0159564 ] -0.2879815727116586 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.55394102 0.39624789] [-0.03667961 0.0159564 ] -0.2879815727116586 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (0, 3) ---- seed=64 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.37909853 0.56709817] [0.00649753 0.03946875] -0.12813489647882234 BACKWARD SAMPLING FROM 4 [0.39993594 0.60551572] [ 0.00067241 -0.03999435] -0.21914395901276984 BACKWARD SAMPLING FROM -4 [0.35310841 0.40922317] [0.00649753 0.03946875] -0.16534817926836115 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.37909853 0.56709817] [0.00649753 0.03946875] -0.12813489647882234 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.37909853, 0.56709817]), array([0.00649753, 0.03946875]), None, None, None, 10, array([0.44407381, 0.96178565]), array([0.00649753, 0.03946875]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.37909853, 0.56709817]), array([0.00649753, 0.03946875]), 5, array([0.41158617, 0.76444191]), array([0.00649753, 0.03946875]), 10, array([0.44407381, 0.96178565]), array([0.00649753, 0.03946875]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.343448880085709 goals: [('bisect', 0, array([0.37909853, 0.56709817]), array([0.00649753, 0.03946875]), 2, array([0.39209358, 0.64603566]), array([0.00649753, 0.03946875]), 5, array([0.41158617, 0.76444191]), array([0.00649753, 0.03946875]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.39209358, 0.64603566]), array([0.00649753, 0.03946875]), 3, array([0.39859111, 0.68550441]), array([0.00649753, 0.03946875]), 5, array([0.41158617, 0.76444191]), array([0.00649753, 0.03946875]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.39859111 0.68550441] [0.00649753 0.03946875] new direction: [ 0.00067241 -0.03999435] reversing there [0.00649753 0.03946875] making one step from [0.39859111 0.68550441] [0.00649753 0.03946875] --> [0.39926352 0.64551007] [ 0.00067241 -0.03999435] trying new point, [0.39926352 0.64551007] next() call -0.3443704192313505 goals: [('reflect-at', 3, array([0.39926352, 0.64551007]), array([ 0.00067241, -0.03999435]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.30755732018362913 goals: [('bisect', 3, array([0.39926352, 0.64551007]), array([ 0.00067241, -0.03999435]), None, None, None, 10, array([0.40397041, 0.36554963]), array([ 0.00067241, -0.03999435]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.40397041 0.36554963] [ 0.00067241 -0.03999435] -0.30755732018362913 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.40397041, 0.36554963]), array([-0.00067241, 0.03999435]), None, None, None, 10, array([0.39724629, 0.76549311]), array([-0.00067241, 0.03999435]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.13390664748382503 goals: [('bisect', 0, array([0.40397041, 0.36554963]), array([-0.00067241, 0.03999435]), 5, array([0.40060835, 0.56552137]), array([-0.00067241, 0.03999435]), 10, array([0.39724629, 0.76549311]), array([-0.00067241, 0.03999435]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.3443704192313509 goals: [('bisect', 5, array([0.40060835, 0.56552137]), array([-0.00067241, 0.03999435]), 7, array([0.39926352, 0.64551007]), array([-0.00067241, 0.03999435]), 10, array([0.39724629, 0.76549311]), array([-0.00067241, 0.03999435]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.39926352, 0.64551007]), array([-0.00067241, 0.03999435]), 8, array([0.39859111, 0.68550441]), array([-0.00067241, 0.03999435]), 10, array([0.39724629, 0.76549311]), array([-0.00067241, 0.03999435]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.39859111 0.68550441] [-0.00067241 0.03999435] new direction: [-0.00649753 -0.03946875] reversing there [-0.00067241 0.03999435] making one step from [0.39859111 0.68550441] [-0.00067241 0.03999435] --> [0.39209358 0.64603566] [-0.00649753 -0.03946875] trying new point, [0.39209358 0.64603566] next() call -0.3434488800857094 goals: [('reflect-at', 8, array([0.39209358, 0.64603566]), array([-0.00649753, -0.03946875]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.12813489647882276 goals: [('bisect', 8, array([0.39209358, 0.64603566]), array([-0.00649753, -0.03946875]), None, None, None, 10, array([0.37909853, 0.56709817]), array([-0.00649753, -0.03946875]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.37909853 0.56709817] [0.00649753 0.03946875] -0.12813489647882234 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.37909853 0.56709817] [0.00649753 0.03946875] -0.12813489647882234 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (0, 1) ---- seed=65 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.23003963 0.50571517] [-0.03020213 0.02622654] -0.02686740398467679 BACKWARD SAMPLING FROM 4 [0.1092311 0.61062131] [-0.03020213 0.02622654] -0.1589291517496356 BACKWARD SAMPLING FROM -4 [0.35084815 0.40080902] [-0.03020213 0.02622654] -0.18453284519551352 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.23003963 0.50571517] [-0.03020213 0.02622654] -0.02686740398467679 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.23003963, 0.50571517]), array([-0.03020213, 0.02622654]), None, None, None, 10, array([0.07198169, 0.76798053]), array([0.03020213, 0.02622654]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.23721446196834403 goals: [('bisect', 0, array([0.23003963, 0.50571517]), array([-0.03020213, 0.02622654]), 5, array([0.07902897, 0.63684785]), array([-0.03020213, 0.02622654]), 10, array([0.07198169, 0.76798053]), array([0.03020213, 0.02622654]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.44810893033872173 goals: [('bisect', 5, array([0.07902897, 0.63684785]), array([-0.03020213, 0.02622654]), 7, array([0.0186247 , 0.68930092]), array([-0.03020213, 0.02622654]), 10, array([0.07198169, 0.76798053]), array([0.03020213, 0.02622654]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.0186247 , 0.68930092]), array([-0.03020213, 0.02622654]), 8, array([0.01157743, 0.71552746]), array([0.03020213, 0.02622654]), 10, array([0.07198169, 0.76798053]), array([0.03020213, 0.02622654]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.01157743 0.71552746] [0.03020213 0.02622654] new direction: [0.03498847 0.01938573] reversing there [0.03020213 0.02622654] making one step from [0.01157743 0.71552746] [0.03020213 0.02622654] --> [0.0465659 0.73491319] [0.03498847 0.01938573] trying new point, [0.0465659 0.73491319] next() call None goals: [('reflect-at', 8, array([0.0465659 , 0.73491319]), array([0.03498847, 0.01938573]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 7... 3 steps to do at 7 -> [from 8, delta=3] targeting 5. goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 7 [0.0186247 0.68930092] [-0.03020213 0.02622654] -0.44810893033872173 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 7)] not done yet, continue expanding to 7... goals: [('expand-to', 7), ('sample-at', 7)] next() call -0.026867403984676807 goals: [('bisect', 0, array([0.0186247 , 0.68930092]), array([ 0.03020213, -0.02622654]), None, None, None, 7, array([0.23003963, 0.50571517]), array([ 0.03020213, -0.02622654]), 1), ('sample-at', 7)] bisecting ... 0 None 7 successfully went all the way in one jump! goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.23003963 0.50571517] [-0.03020213 0.02622654] -0.02686740398467679 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.23003963 0.50571517] [-0.03020213 0.02622654] -0.02686740398467679 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-6, 1) ---- seed=66 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 BACKWARD SAMPLING FROM 4 [0.43880939 0.53837811] [ 0.01903098 -0.03518269] -0.1146878297183696 BACKWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.36268547, 0.67910888]), array([ 0.01903098, -0.03518269]), None, None, None, 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.10493653469527497 goals: [('bisect', 0, array([0.36268547, 0.67910888]), array([ 0.01903098, -0.03518269]), 5, array([0.45784037, 0.50319542]), array([ 0.01903098, -0.03518269]), 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.17935711354999778 goals: [('bisect', 5, array([0.45784037, 0.50319542]), array([ 0.01903098, -0.03518269]), 7, array([0.49590233, 0.43283003]), array([ 0.01903098, -0.03518269]), 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.2635289874278154 goals: [('bisect', 7, array([0.49590233, 0.43283003]), array([ 0.01903098, -0.03518269]), 8, array([0.51493331, 0.39764734]), array([ 0.01903098, -0.03518269]), 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.37900858427260387 goals: [('bisect', 8, array([0.51493331, 0.39764734]), array([ 0.01903098, -0.03518269]), 9, array([0.53396429, 0.36246465]), array([ 0.01903098, -0.03518269]), 10, array([0.55299527, 0.32728196]), array([ 0.01903098, -0.03518269]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.55299527 0.32728196] [ 0.01903098 -0.03518269] new direction: [-0.03590325 0.01763396] reversing there [ 0.01903098 -0.03518269] making one step from [0.55299527 0.32728196] [ 0.01903098 -0.03518269] --> [0.51709202 0.34491592] [-0.03590325 0.01763396] trying new point, [0.51709202 0.34491592] next() call -0.4343304840564407 goals: [('reflect-at', 10, array([0.51709202, 0.34491592]), array([-0.03590325, 0.01763396]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.51709202 0.34491592] [-0.03590325 0.01763396] -0.4343304840564407 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.51709202, 0.34491592]), array([ 0.03590325, -0.01763396]), None, None, None, 10, array([0.87612454, 0.16857633]), array([ 0.03590325, -0.01763396]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.51709202, 0.34491592]), array([ 0.03590325, -0.01763396]), 5, array([0.69660828, 0.25674612]), array([ 0.03590325, -0.01763396]), 10, array([0.87612454, 0.16857633]), array([ 0.03590325, -0.01763396]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.51709202, 0.34491592]), array([ 0.03590325, -0.01763396]), 2, array([0.58889852, 0.309648 ]), array([ 0.03590325, -0.01763396]), 5, array([0.69660828, 0.25674612]), array([ 0.03590325, -0.01763396]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.51709202, 0.34491592]), array([ 0.03590325, -0.01763396]), 1, array([0.55299527, 0.32728196]), array([ 0.03590325, -0.01763396]), 2, array([0.58889852, 0.309648 ]), array([ 0.03590325, -0.01763396]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.55299527 0.32728196] [ 0.03590325 -0.01763396] new direction: [-0.01903098 0.03518269] reversing there [ 0.03590325 -0.01763396] making one step from [0.55299527 0.32728196] [ 0.03590325 -0.01763396] --> [0.53396429 0.36246465] [-0.01903098 0.03518269] trying new point, [0.53396429 0.36246465] next() call -0.379008584272604 goals: [('reflect-at', 1, array([0.53396429, 0.36246465]), array([-0.01903098, 0.03518269]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.46677023948045687 goals: [('bisect', 1, array([0.53396429, 0.36246465]), array([-0.01903098, 0.03518269]), None, None, None, 10, array([0.36268547, 0.67910888]), array([-0.01903098, 0.03518269]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.36268547 0.67910888] [ 0.01903098 -0.03518269] -0.46677023948045726 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (0, 3) ---- seed=67 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.05999793 0.38627778] [-0.03313667 -0.02240449] -0.16345916433290608 BACKWARD SAMPLING FROM 4 [0.08924898 0.33300678] [0.01670024 0.03634697] -0.3525668892828738 BACKWARD SAMPLING FROM -4 [0.1925446 0.47589575] [-0.03313667 -0.02240449] -0.025799396299807646 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.05999793 0.38627778] [-0.03313667 -0.02240449] -0.16345916433290608 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.05999793, 0.38627778]), array([-0.03313667, -0.02240449]), None, None, None, 10, array([0.27136874, 0.16223286]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.05999793, 0.38627778]), array([-0.03313667, -0.02240449]), 5, array([0.10568541, 0.27425532]), array([ 0.03313667, -0.02240449]), 10, array([0.27136874, 0.16223286]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.31417147356422026 goals: [('bisect', 0, array([0.05999793, 0.38627778]), array([-0.03313667, -0.02240449]), 2, array([0.0062754, 0.3414688]), array([ 0.03313667, -0.02240449]), 5, array([0.10568541, 0.27425532]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4099982344835686 goals: [('bisect', 2, array([0.0062754, 0.3414688]), array([ 0.03313667, -0.02240449]), 3, array([0.03941207, 0.3190643 ]), array([ 0.03313667, -0.02240449]), 5, array([0.10568541, 0.27425532]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.03941207, 0.3190643 ]), array([ 0.03313667, -0.02240449]), 4, array([0.07254874, 0.29665981]), array([ 0.03313667, -0.02240449]), 5, array([0.10568541, 0.27425532]), array([ 0.03313667, -0.02240449]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.07254874 0.29665981] [ 0.03313667 -0.02240449] new direction: [0.01670024 0.03634697] reversing there [ 0.03313667 -0.02240449] making one step from [0.07254874 0.29665981] [ 0.03313667 -0.02240449] --> [0.08924898 0.33300678] [0.01670024 0.03634697] trying new point, [0.08924898 0.33300678] next() call -0.3525668892828738 goals: [('reflect-at', 4, array([0.08924898, 0.33300678]), array([0.01670024, 0.03634697]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05057127231472292 goals: [('bisect', 4, array([0.08924898, 0.33300678]), array([0.01670024, 0.03634697]), None, None, None, 10, array([0.1894504 , 0.55108859]), array([0.01670024, 0.03634697]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.1894504 0.55108859] [0.01670024 0.03634697] -0.05057127231472292 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.1894504 , 0.55108859]), array([-0.01670024, -0.03634697]), None, None, None, 10, array([0.02244803, 0.18761891]), array([-0.01670024, -0.03634697]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.21896816205403016 goals: [('bisect', 0, array([0.1894504 , 0.55108859]), array([-0.01670024, -0.03634697]), 5, array([0.10594921, 0.36935375]), array([-0.01670024, -0.03634697]), 10, array([0.02244803, 0.18761891]), array([-0.01670024, -0.03634697]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.10594921, 0.36935375]), array([-0.01670024, -0.03634697]), 7, array([0.07254874, 0.29665981]), array([-0.01670024, -0.03634697]), 10, array([0.02244803, 0.18761891]), array([-0.01670024, -0.03634697]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.3525668892828735 goals: [('bisect', 5, array([0.10594921, 0.36935375]), array([-0.01670024, -0.03634697]), 6, array([0.08924898, 0.33300678]), array([-0.01670024, -0.03634697]), 7, array([0.07254874, 0.29665981]), array([-0.01670024, -0.03634697]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.07254874 0.29665981] [-0.01670024 -0.03634697] new direction: [-0.03313667 0.02240449] reversing there [-0.01670024 -0.03634697] making one step from [0.07254874 0.29665981] [-0.01670024 -0.03634697] --> [0.03941207 0.3190643 ] [-0.03313667 0.02240449] trying new point, [0.03941207 0.3190643 ] next() call -0.4099982344835686 goals: [('reflect-at', 7, array([0.03941207, 0.3190643 ]), array([-0.03313667, 0.02240449]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.16345916433290641 goals: [('bisect', 7, array([0.03941207, 0.3190643 ]), array([-0.03313667, 0.02240449]), None, None, None, 10, array([0.05999793, 0.38627778]), array([0.03313667, 0.02240449]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.05999793 0.38627778] [-0.03313667 -0.02240449] -0.16345916433290608 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.05999793 0.38627778] [-0.03313667 -0.02240449] -0.16345916433290608 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-3, 0) ---- seed=68 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 BACKWARD SAMPLING FROM 3 [0.91992279 0.42837599] [-0.0176335 -0.03590348] -0.48725395469592275 BACKWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), None, None, None, 10, array([0.79648829, 0.17705165]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), 5, array([0.88465579, 0.35656904]), array([-0.0176335 , -0.03590348]), 10, array([0.79648829, 0.17705165]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4554553560620388 goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), 2, array([0.93755629, 0.46427947]), array([-0.0176335 , -0.03590348]), 5, array([0.88465579, 0.35656904]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.48725395469592286 goals: [('bisect', 2, array([0.93755629, 0.46427947]), array([-0.0176335 , -0.03590348]), 3, array([0.91992279, 0.42837599]), array([-0.0176335 , -0.03590348]), 5, array([0.88465579, 0.35656904]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.91992279, 0.42837599]), array([-0.0176335 , -0.03590348]), 4, array([0.90228929, 0.39247251]), array([-0.0176335 , -0.03590348]), 5, array([0.88465579, 0.35656904]), array([-0.0176335 , -0.03590348]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.90228929 0.39247251] [-0.0176335 -0.03590348] new direction: [-0.0084219 -0.03910335] reversing there [-0.0176335 -0.03590348] making one step from [0.90228929 0.39247251] [-0.0176335 -0.03590348] --> [0.8938674 0.35336917] [-0.0084219 -0.03910335] trying new point, [0.8938674 0.35336917] next() call None goals: [('reflect-at', 4, array([0.8938674 , 0.35336917]), array([-0.0084219 , -0.03910335]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), None, None, None, -3, array([0.97427621, 0.64379685]), array([ 0.0176335 , -0.03590348]), -1), ('sample-at', -3)] bisecting ... 0 None -3 continue bisect at -2 next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), -2, array([0.99190971, 0.60789338]), array([ 0.0176335 , -0.03590348]), -3, array([0.97427621, 0.64379685]), array([ 0.0176335 , -0.03590348]), -1), ('sample-at', -3)] bisecting ... 0 -2 -3 continue bisect at -1 next() call None goals: [('bisect', 0, array([0.97282329, 0.53608642]), array([-0.0176335 , -0.03590348]), -1, array([0.99045679, 0.5719899 ]), array([-0.0176335 , -0.03590348]), -2, array([0.99190971, 0.60789338]), array([ 0.0176335 , -0.03590348]), -1), ('sample-at', -3)] bisecting ... 0 -1 -2 bisecting gave reflection point -1 [0.99045679 0.5719899 ] [-0.0176335 -0.03590348] new direction: [-0.03469108 0.01991304] reversing there [-0.0176335 -0.03590348] making one step from [0.99045679 0.5719899 ] [-0.0176335 -0.03590348] --> [0.95576572 0.59190294] [ 0.03469108 -0.01991304] trying new point, [0.95576572 0.59190294] next() call None goals: [('reflect-at', -1, array([0.95576572, 0.59190294]), array([ 0.03469108, -0.01991304]), -1), ('sample-at', -3)] goals: [('sample-at', -3)] reversing at 0... -3 steps to do at 0 -> [from -1, delta=-3] targeting 2. goals: [('sample-at', 2)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.91992279 0.42837599] [-0.0176335 -0.03590348] -0.48725395469592286 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.4894704551842364 goals: [('bisect', 0, array([0.91992279, 0.42837599]), array([0.0176335 , 0.03590348]), None, None, None, 3, array([0.97282329, 0.53608642]), array([0.0176335 , 0.03590348]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.97282329 0.53608642] [-0.0176335 -0.03590348] -0.4894704551842365 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 sampling between (-1, 0) ---- seed=69 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.07637632 0.3176806 ] [-0.0398791 0.00310763] -0.4184212317690846 BACKWARD SAMPLING FROM 4 [0.08314008 0.33011112] [0.0398791 0.00310763] -0.3642340475299841 BACKWARD SAMPLING FROM -4 [0.23379485 0.34519503] [ 0.00209787 -0.03994495] -0.32688726566612913 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.07637632 0.3176806 ] [-0.0398791 0.00310763] -0.4184212317690846 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3379065727944484 goals: [('bisect', 0, array([0.07637632, 0.3176806 ]), array([-0.0398791 , 0.00310763]), None, None, None, 10, array([0.32241468, 0.3487569 ]), array([0.0398791 , 0.00310763]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.32241468 0.3487569 ] [0.0398791 0.00310763] -0.3379065727944484 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4184212317690846 goals: [('bisect', 0, array([0.32241468, 0.3487569 ]), array([-0.0398791 , -0.00310763]), None, None, None, 10, array([0.07637632, 0.3176806 ]), array([ 0.0398791 , -0.00310763]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.07637632 0.3176806 ] [-0.0398791 0.00310763] -0.4184212317690846 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.07637632 0.3176806 ] [-0.0398791 0.00310763] -0.4184212317690846 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-2, 1) ---- seed=70 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.8595341 0.43370097] [ 0.03378467 -0.02141486] -0.42434395908116324 BACKWARD SAMPLING FROM 1 [0.89331877 0.41228611] [ 0.03378467 -0.02141486] -0.49518079847518337 BACKWARD SAMPLING FROM -4 [0.72439543 0.5193604 ] [ 0.03378467 -0.02141486] -0.2670596822248383 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.8595341 0.43370097] [ 0.03378467 -0.02141486] -0.42434395908116324 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), None, None, None, 10, array([0.80261921, 0.21955238]), array([-0.03378467, -0.02141486]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), 5, array([0.97154255, 0.32662667]), array([-0.03378467, -0.02141486]), 10, array([0.80261921, 0.21955238]), array([-0.03378467, -0.02141486]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), 2, array([0.92710344, 0.39087125]), array([ 0.03378467, -0.02141486]), 5, array([0.97154255, 0.32662667]), array([-0.03378467, -0.02141486]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.49518079847518337 goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), 1, array([0.89331877, 0.41228611]), array([ 0.03378467, -0.02141486]), 2, array([0.92710344, 0.39087125]), array([ 0.03378467, -0.02141486]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.92710344 0.39087125] [ 0.03378467 -0.02141486] new direction: [-0.03988025 -0.00309289] reversing there [ 0.03378467 -0.02141486] making one step from [0.92710344 0.39087125] [ 0.03378467 -0.02141486] --> [0.88722319 0.38777836] [-0.03988025 -0.00309289] trying new point, [0.88722319 0.38777836] next() call None goals: [('reflect-at', 2, array([0.88722319, 0.38777836]), array([-0.03988025, -0.00309289]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 1... 9 steps to do at 1 -> [from 2, delta=9] targeting -7. goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.28146270933833795 goals: [('bisect', 0, array([0.8595341 , 0.43370097]), array([ 0.03378467, -0.02141486]), None, None, None, -7, array([0.62304142, 0.58360498]), array([ 0.03378467, -0.02141486]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 1 [0.89331877 0.41228611] [ 0.03378467 -0.02141486] -0.49518079847518337 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 1)] not done yet, continue expanding to 1... goals: [('expand-to', 1), ('sample-at', 1)] next() call -0.42434395908116324 goals: [('bisect', 0, array([0.89331877, 0.41228611]), array([-0.03378467, 0.02141486]), None, None, None, 1, array([0.8595341 , 0.43370097]), array([-0.03378467, 0.02141486]), 1), ('sample-at', 1)] bisecting ... 0 None 1 successfully went all the way in one jump! goals: [('sample-at', 1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -7 [0.62304142 0.58360498] [ 0.03378467 -0.02141486] -0.28146270933833795 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -7)] not done yet, continue expanding to -7... goals: [('expand-to', -7), ('sample-at', -7)] next() call -0.42434395908116324 goals: [('bisect', 0, array([0.62304142, 0.58360498]), array([-0.03378467, 0.02141486]), None, None, None, -7, array([0.8595341 , 0.43370097]), array([-0.03378467, 0.02141486]), -1), ('sample-at', -7)] bisecting ... 0 None -7 successfully went all the way in one jump! goals: [('sample-at', -7)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.8595341 0.43370097] [ 0.03378467 -0.02141486] -0.42434395908116324 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (0, 1) ---- seed=71 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.18557527 0.3865993 ] [ 0.01746073 -0.03598781] -0.17796556719379159 BACKWARD SAMPLING FROM 4 [0.25971764 0.3556196 ] [0.01088008 0.03849187] -0.29429788638025106 BACKWARD SAMPLING FROM -4 [0.11573234 0.53055056] [ 0.01746073 -0.03598781] -0.018363694539417472 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.18557527 0.3865993 ] [ 0.01746073 -0.03598781] -0.17796556719379159 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.18557527, 0.3865993 ]), array([ 0.01746073, -0.03598781]), None, None, None, 10, array([0.36018262, 0.02672116]), array([ 0.01746073, -0.03598781]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.18557527, 0.3865993 ]), array([ 0.01746073, -0.03598781]), 5, array([0.27287895, 0.20666023]), array([ 0.01746073, -0.03598781]), 10, array([0.36018262, 0.02672116]), array([ 0.01746073, -0.03598781]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.4538641787707029 goals: [('bisect', 0, array([0.18557527, 0.3865993 ]), array([ 0.01746073, -0.03598781]), 2, array([0.22049674, 0.31462368]), array([ 0.01746073, -0.03598781]), 5, array([0.27287895, 0.20666023]), array([ 0.01746073, -0.03598781]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call None goals: [('bisect', 2, array([0.22049674, 0.31462368]), array([ 0.01746073, -0.03598781]), 3, array([0.23795748, 0.27863586]), array([ 0.01746073, -0.03598781]), 5, array([0.27287895, 0.20666023]), array([ 0.01746073, -0.03598781]), 1), ('sample-at', 10)] bisecting ... 2 3 5 bisecting gave reflection point 3 [0.23795748 0.27863586] [ 0.01746073 -0.03598781] new direction: [0.01088008 0.03849187] reversing there [ 0.01746073 -0.03598781] making one step from [0.23795748 0.27863586] [ 0.01746073 -0.03598781] --> [0.24883756 0.31712773] [0.01088008 0.03849187] trying new point, [0.24883756 0.31712773] next() call -0.448988408430719 goals: [('reflect-at', 3, array([0.24883756, 0.31712773]), array([0.01088008, 0.03849187]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.1464931847759006 goals: [('bisect', 3, array([0.24883756, 0.31712773]), array([0.01088008, 0.03849187]), None, None, None, 10, array([0.32499811, 0.5865708 ]), array([0.01088008, 0.03849187]), 1), ('sample-at', 10)] bisecting ... 3 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.32499811 0.5865708 ] [0.01088008 0.03849187] -0.1464931847759006 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.32499811, 0.5865708 ]), array([-0.01088008, -0.03849187]), None, None, None, 10, array([0.21619732, 0.20165213]), array([-0.01088008, -0.03849187]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.17676633722018595 goals: [('bisect', 0, array([0.32499811, 0.5865708 ]), array([-0.01088008, -0.03849187]), 5, array([0.27059772, 0.39411146]), array([-0.01088008, -0.03849187]), 10, array([0.21619732, 0.20165213]), array([-0.01088008, -0.03849187]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.44898840843071885 goals: [('bisect', 5, array([0.27059772, 0.39411146]), array([-0.01088008, -0.03849187]), 7, array([0.24883756, 0.31712773]), array([-0.01088008, -0.03849187]), 10, array([0.21619732, 0.20165213]), array([-0.01088008, -0.03849187]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call None goals: [('bisect', 7, array([0.24883756, 0.31712773]), array([-0.01088008, -0.03849187]), 8, array([0.23795748, 0.27863586]), array([-0.01088008, -0.03849187]), 10, array([0.21619732, 0.20165213]), array([-0.01088008, -0.03849187]), 1), ('sample-at', 10)] bisecting ... 7 8 10 bisecting gave reflection point 8 [0.23795748 0.27863586] [-0.01088008 -0.03849187] new direction: [-0.01746073 0.03598781] reversing there [-0.01088008 -0.03849187] making one step from [0.23795748 0.27863586] [-0.01088008 -0.03849187] --> [0.22049674 0.31462368] [-0.01746073 0.03598781] trying new point, [0.22049674 0.31462368] next() call -0.4538641787707024 goals: [('reflect-at', 8, array([0.22049674, 0.31462368]), array([-0.01746073, 0.03598781]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.17796556719379125 goals: [('bisect', 8, array([0.22049674, 0.31462368]), array([-0.01746073, 0.03598781]), None, None, None, 10, array([0.18557527, 0.3865993 ]), array([-0.01746073, 0.03598781]), 1), ('sample-at', 10)] bisecting ... 8 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.18557527 0.3865993 ] [ 0.01746073 -0.03598781] -0.17796556719379159 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.18557527 0.3865993 ] [ 0.01746073 -0.03598781] -0.17796556719379159 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -7..0 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-7, 0) ---- seed=72 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 BACKWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 BACKWARD SAMPLING FROM -4 [0.20355555 0.55695974] [-0.02420434 0.03184572] -0.06127258297454431 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), None, None, None, 10, array([0.13530517, 0.99720014]), array([ 0.02420434, -0.03184572]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), 5, array([0.01428348, 0.84357125]), array([0.02420434, 0.03184572]), 10, array([0.13530517, 0.99720014]), array([ 0.02420434, -0.03184572]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), 2, array([0.05832953, 0.74803408]), array([-0.02420434, 0.03184572]), 5, array([0.01428348, 0.84357125]), array([0.02420434, 0.03184572]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), 1, array([0.08253387, 0.71618836]), array([-0.02420434, 0.03184572]), 2, array([0.05832953, 0.74803408]), array([-0.02420434, 0.03184572]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.08253387 0.71618836] [-0.02420434 0.03184572] new direction: [-0.03993916 0.0022054 ] reversing there [-0.02420434 0.03184572] making one step from [0.08253387 0.71618836] [-0.02420434 0.03184572] --> [0.04259471 0.71839376] [-0.03993916 0.0022054 ] trying new point, [0.04259471 0.71839376] next() call None goals: [('reflect-at', 1, array([0.04259471, 0.71839376]), array([-0.03993916, 0.0022054 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.1834117210951967 goals: [('bisect', 0, array([0.1067382 , 0.68434263]), array([-0.02420434, 0.03184572]), None, None, None, -9, array([0.32457724, 0.39773113]), array([-0.02420434, 0.03184572]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -9 [0.32457724 0.39773113] [-0.02420434 0.03184572] -0.1834117210951967 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.4304741024618556 goals: [('bisect', 0, array([0.32457724, 0.39773113]), array([ 0.02420434, -0.03184572]), None, None, None, -9, array([0.1067382 , 0.68434263]), array([ 0.02420434, -0.03184572]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.1067382 0.68434263] [-0.02420434 0.03184572] -0.4304741024618556 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 sampling between (0, 1) ---- seed=73 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.64268992 0.53862093] [0.02818502 0.02838318] -0.2251698677879107 BACKWARD SAMPLING FROM 4 [0.72214504 0.62997003] [-0.03328493 -0.02218362] -0.4718993295718914 BACKWARD SAMPLING FROM -4 [0.52994985 0.42508821] [0.02818502 0.02838318] -0.21057062182068897 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.64268992 0.53862093] [0.02818502 0.02838318] -0.2251698677879107 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.64268992, 0.53862093]), array([0.02818502, 0.02838318]), None, None, None, 10, array([0.92454007, 0.82245273]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.64268992, 0.53862093]), array([0.02818502, 0.02838318]), 5, array([0.78361499, 0.68053683]), array([0.02818502, 0.02838318]), 10, array([0.92454007, 0.82245273]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.3580765940944526 goals: [('bisect', 0, array([0.64268992, 0.53862093]), array([0.02818502, 0.02838318]), 2, array([0.69905995, 0.59538729]), array([0.02818502, 0.02838318]), 5, array([0.78361499, 0.68053683]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.45593173307845614 goals: [('bisect', 2, array([0.69905995, 0.59538729]), array([0.02818502, 0.02838318]), 3, array([0.72724496, 0.62377047]), array([0.02818502, 0.02838318]), 5, array([0.78361499, 0.68053683]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.72724496, 0.62377047]), array([0.02818502, 0.02838318]), 4, array([0.75542998, 0.65215365]), array([0.02818502, 0.02838318]), 5, array([0.78361499, 0.68053683]), array([0.02818502, 0.02838318]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.75542998 0.65215365] [0.02818502 0.02838318] new direction: [-0.03328493 -0.02218362] reversing there [0.02818502 0.02838318] making one step from [0.75542998 0.65215365] [0.02818502 0.02838318] --> [0.72214504 0.62997003] [-0.03328493 -0.02218362] trying new point, [0.72214504 0.62997003] next() call -0.4718993295718915 goals: [('reflect-at', 4, array([0.72214504, 0.62997003]), array([-0.03328493, -0.02218362]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.13659198800339803 goals: [('bisect', 4, array([0.72214504, 0.62997003]), array([-0.03328493, -0.02218362]), None, None, None, 10, array([0.52243544, 0.49686829]), array([-0.03328493, -0.02218362]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.52243544 0.49686829] [-0.03328493 -0.02218362] -0.13659198800339803 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.52243544, 0.49686829]), array([0.03328493, 0.02218362]), None, None, None, 10, array([0.85528478, 0.71870452]), array([0.03328493, 0.02218362]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.38248798494168457 goals: [('bisect', 0, array([0.52243544, 0.49686829]), array([0.03328493, 0.02218362]), 5, array([0.68886011, 0.6077864 ]), array([0.03328493, 0.02218362]), 10, array([0.85528478, 0.71870452]), array([0.03328493, 0.02218362]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.68886011, 0.6077864 ]), array([0.03328493, 0.02218362]), 7, array([0.75542998, 0.65215365]), array([0.03328493, 0.02218362]), 10, array([0.85528478, 0.71870452]), array([0.03328493, 0.02218362]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4718993295718915 goals: [('bisect', 5, array([0.68886011, 0.6077864 ]), array([0.03328493, 0.02218362]), 6, array([0.72214504, 0.62997003]), array([0.03328493, 0.02218362]), 7, array([0.75542998, 0.65215365]), array([0.03328493, 0.02218362]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.75542998 0.65215365] [0.03328493 0.02218362] new direction: [-0.02818502 -0.02838318] reversing there [0.03328493 0.02218362] making one step from [0.75542998 0.65215365] [0.03328493 0.02218362] --> [0.72724496 0.62377047] [-0.02818502 -0.02838318] trying new point, [0.72724496 0.62377047] next() call -0.4559317330784566 goals: [('reflect-at', 7, array([0.72724496, 0.62377047]), array([-0.02818502, -0.02838318]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2251698677879109 goals: [('bisect', 7, array([0.72724496, 0.62377047]), array([-0.02818502, -0.02838318]), None, None, None, 10, array([0.64268992, 0.53862093]), array([-0.02818502, -0.02838318]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.64268992 0.53862093] [0.02818502 0.02838318] -0.2251698677879107 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.64268992 0.53862093] [0.02818502 0.02838318] -0.2251698677879107 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: 0..7 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: 0..15 sampling between (0, 15) ---- seed=74 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.869972 0.47642782] [ 0.03934543 -0.00720676] -0.38537124082534857 BACKWARD SAMPLING FROM 4 [0.908303 0.46166811] [-0.03985264 0.00343029] -0.4308738435817587 BACKWARD SAMPLING FROM -4 [0.7125903 0.50525487] [ 0.03934543 -0.00720676] -0.2542376365289063 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.869972 0.47642782] [ 0.03934543 -0.00720676] -0.38537124082534857 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.38560758459709216 goals: [('bisect', 0, array([0.869972 , 0.47642782]), array([ 0.03934543, -0.00720676]), None, None, None, 10, array([0.73657373, 0.4043602 ]), array([-0.03934543, -0.00720676]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.73657373 0.4043602 ] [-0.03934543 -0.00720676] -0.38560758459709216 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3853712408253484 goals: [('bisect', 0, array([0.73657373, 0.4043602 ]), array([0.03934543, 0.00720676]), None, None, None, 10, array([0.869972 , 0.47642782]), array([-0.03934543, 0.00720676]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.869972 0.47642782] [ 0.03934543 -0.00720676] -0.38537124082534857 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.869972 0.47642782] [ 0.03934543 -0.00720676] -0.38537124082534857 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -14..1 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-14, 1) ---- seed=75 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.67969204 0.54427582] [0.03617356 0.01707259] -0.25549498455609526 BACKWARD SAMPLING FROM 4 [0.8243863 0.61256616] [0.03617356 0.01707259] -0.49819564920674286 BACKWARD SAMPLING FROM -4 [0.53499778 0.47598547] [0.03617356 0.01707259] -0.15032003434226449 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.67969204 0.54427582] [0.03617356 0.01707259] -0.25549498455609526 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.67969204, 0.54427582]), array([0.03617356, 0.01707259]), None, None, None, 10, array([0.95857231, 0.71500168]), array([-0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.67969204, 0.54427582]), array([0.03617356, 0.01707259]), 5, array([0.86055987, 0.62963875]), array([0.03617356, 0.01707259]), 10, array([0.95857231, 0.71500168]), array([-0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.3596546025768169 goals: [('bisect', 0, array([0.67969204, 0.54427582]), array([0.03617356, 0.01707259]), 2, array([0.75203917, 0.57842099]), array([0.03617356, 0.01707259]), 5, array([0.86055987, 0.62963875]), array([0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.42462744731562935 goals: [('bisect', 2, array([0.75203917, 0.57842099]), array([0.03617356, 0.01707259]), 3, array([0.78821274, 0.59549358]), array([0.03617356, 0.01707259]), 5, array([0.86055987, 0.62963875]), array([0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.49819564920674275 goals: [('bisect', 3, array([0.78821274, 0.59549358]), array([0.03617356, 0.01707259]), 4, array([0.8243863 , 0.61256616]), array([0.03617356, 0.01707259]), 5, array([0.86055987, 0.62963875]), array([0.03617356, 0.01707259]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.86055987 0.62963875] [0.03617356 0.01707259] new direction: [-0.01645837 -0.03645713] reversing there [0.03617356 0.01707259] making one step from [0.86055987 0.62963875] [0.03617356 0.01707259] --> [0.84410149 0.59318162] [-0.01645837 -0.03645713] trying new point, [0.84410149 0.59318162] next() call -0.4647888537624278 goals: [('reflect-at', 5, array([0.84410149, 0.59318162]), array([-0.01645837, -0.03645713]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3894210121325705 goals: [('bisect', 5, array([0.84410149, 0.59318162]), array([-0.01645837, -0.03645713]), None, None, None, 10, array([0.76180964, 0.41089599]), array([-0.01645837, -0.03645713]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.76180964 0.41089599] [-0.01645837 -0.03645713] -0.3894210121325705 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.76180964, 0.41089599]), array([0.01645837, 0.03645713]), None, None, None, 10, array([0.92639335, 0.77546725]), array([0.01645837, 0.03645713]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4647888537624278 goals: [('bisect', 0, array([0.76180964, 0.41089599]), array([0.01645837, 0.03645713]), 5, array([0.84410149, 0.59318162]), array([0.01645837, 0.03645713]), 10, array([0.92639335, 0.77546725]), array([0.01645837, 0.03645713]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.84410149, 0.59318162]), array([0.01645837, 0.03645713]), 7, array([0.87701824, 0.66609588]), array([0.01645837, 0.03645713]), 10, array([0.92639335, 0.77546725]), array([0.01645837, 0.03645713]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.84410149, 0.59318162]), array([0.01645837, 0.03645713]), 6, array([0.86055987, 0.62963875]), array([0.01645837, 0.03645713]), 7, array([0.87701824, 0.66609588]), array([0.01645837, 0.03645713]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.86055987 0.62963875] [0.01645837 0.03645713] new direction: [-0.03617356 -0.01707259] reversing there [0.01645837 0.03645713] making one step from [0.86055987 0.62963875] [0.01645837 0.03645713] --> [0.8243863 0.61256616] [-0.03617356 -0.01707259] trying new point, [0.8243863 0.61256616] next() call -0.49819564920674275 goals: [('reflect-at', 6, array([0.8243863 , 0.61256616]), array([-0.03617356, -0.01707259]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2554949845560954 goals: [('bisect', 6, array([0.8243863 , 0.61256616]), array([-0.03617356, -0.01707259]), None, None, None, 10, array([0.67969204, 0.54427582]), array([-0.03617356, -0.01707259]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.67969204 0.54427582] [0.03617356 0.01707259] -0.25549498455609526 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.67969204 0.54427582] [0.03617356 0.01707259] -0.25549498455609526 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -12..3 NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd NUTS step: tree depth 4, fwd sampling between (-12, 3) ---- seed=76 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 BACKWARD SAMPLING FROM 4 [0.68160346 0.52744316] [0.0063244 0.03949686] -0.24170572618743733 BACKWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.65630586, 0.36945572]), array([0.0063244 , 0.03949686]), None, None, None, 10, array([0.71954987, 0.76442432]), array([0.0063244 , 0.03949686]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.2926344475809864 goals: [('bisect', 0, array([0.65630586, 0.36945572]), array([0.0063244 , 0.03949686]), 5, array([0.68792786, 0.56694002]), array([0.0063244 , 0.03949686]), 10, array([0.71954987, 0.76442432]), array([0.0063244 , 0.03949686]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.68792786, 0.56694002]), array([0.0063244 , 0.03949686]), 7, array([0.70057666, 0.64593374]), array([0.0063244 , 0.03949686]), 10, array([0.71954987, 0.76442432]), array([0.0063244 , 0.03949686]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.3826032159139785 goals: [('bisect', 5, array([0.68792786, 0.56694002]), array([0.0063244 , 0.03949686]), 6, array([0.69425226, 0.60643688]), array([0.0063244 , 0.03949686]), 7, array([0.70057666, 0.64593374]), array([0.0063244 , 0.03949686]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.70057666 0.64593374] [0.0063244 0.03949686] new direction: [-0.03371121 0.02153031] reversing there [0.0063244 0.03949686] making one step from [0.70057666 0.64593374] [0.0063244 0.03949686] --> [0.66686545 0.66746405] [-0.03371121 0.02153031] trying new point, [0.66686545 0.66746405] next() call None goals: [('reflect-at', 7, array([0.66686545, 0.66746405]), array([-0.03371121, 0.02153031]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.67527906 0.4879463 ] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.69425226 0.60643688] [0.0063244 0.03949686] -0.3826032159139785 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.4283913100076723 goals: [('bisect', 0, array([0.69425226, 0.60643688]), array([-0.0063244 , -0.03949686]), None, None, None, 6, array([0.65630586, 0.36945572]), array([-0.0063244 , -0.03949686]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.65630586 0.36945572] [0.0063244 0.03949686] -0.4283913100076723 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 sampling between (-1, 0) ---- seed=77 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.32615094 0.54106782] [-0.03291268 0.02273226] -0.07426929137401193 BACKWARD SAMPLING FROM 4 [0.19450023 0.63199687] [-0.03291268 0.02273226] -0.23670484165889305 BACKWARD SAMPLING FROM -4 [0.45780164 0.45013877] [-0.03291268 0.02273226] -0.1358679463834473 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.32615094 0.54106782] [-0.03291268 0.02273226] -0.07426929137401193 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.32615094, 0.54106782]), array([-0.03291268, 0.02273226]), None, None, None, 10, array([0.00297583, 0.76839044]), array([0.03291268, 0.02273226]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3123190738073511 goals: [('bisect', 0, array([0.32615094, 0.54106782]), array([-0.03291268, 0.02273226]), 5, array([0.16158756, 0.65472913]), array([-0.03291268, 0.02273226]), 10, array([0.00297583, 0.76839044]), array([0.03291268, 0.02273226]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.16158756, 0.65472913]), array([-0.03291268, 0.02273226]), 7, array([0.0957622 , 0.70019366]), array([-0.03291268, 0.02273226]), 10, array([0.00297583, 0.76839044]), array([0.03291268, 0.02273226]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4019354437867032 goals: [('bisect', 5, array([0.16158756, 0.65472913]), array([-0.03291268, 0.02273226]), 6, array([0.12867488, 0.67746139]), array([-0.03291268, 0.02273226]), 7, array([0.0957622 , 0.70019366]), array([-0.03291268, 0.02273226]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.0957622 0.70019366] [-0.03291268 0.02273226] new direction: [-0.01742501 -0.03600513] reversing there [-0.03291268 0.02273226] making one step from [0.0957622 0.70019366] [-0.03291268 0.02273226] --> [0.07833719 0.66418853] [-0.01742501 -0.03600513] trying new point, [0.07833719 0.66418853] next() call -0.34004177980721045 goals: [('reflect-at', 7, array([0.07833719, 0.66418853]), array([-0.01742501, -0.03600513]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.03978240947539746 goals: [('bisect', 7, array([0.07833719, 0.66418853]), array([-0.01742501, -0.03600513]), None, None, None, 10, array([0.02606217, 0.55617315]), array([-0.01742501, -0.03600513]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.02606217 0.55617315] [-0.01742501 -0.03600513] -0.03978240947539746 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.02606217, 0.55617315]), array([0.01742501, 0.03600513]), None, None, None, 10, array([0.20031226, 0.91622441]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.02606217, 0.55617315]), array([0.01742501, 0.03600513]), 5, array([0.11318721, 0.73619878]), array([0.01742501, 0.03600513]), 10, array([0.20031226, 0.91622441]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.20724246552370484 goals: [('bisect', 0, array([0.02606217, 0.55617315]), array([0.01742501, 0.03600513]), 2, array([0.06091219, 0.62818341]), array([0.01742501, 0.03600513]), 5, array([0.11318721, 0.73619878]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.34004177980721045 goals: [('bisect', 2, array([0.06091219, 0.62818341]), array([0.01742501, 0.03600513]), 3, array([0.07833719, 0.66418853]), array([0.01742501, 0.03600513]), 5, array([0.11318721, 0.73619878]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.07833719, 0.66418853]), array([0.01742501, 0.03600513]), 4, array([0.0957622 , 0.70019366]), array([0.01742501, 0.03600513]), 5, array([0.11318721, 0.73619878]), array([0.01742501, 0.03600513]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.0957622 0.70019366] [0.01742501 0.03600513] new direction: [ 0.03291268 -0.02273226] reversing there [0.01742501 0.03600513] making one step from [0.0957622 0.70019366] [0.01742501 0.03600513] --> [0.12867488 0.67746139] [ 0.03291268 -0.02273226] trying new point, [0.12867488 0.67746139] next() call -0.4019354437867037 goals: [('reflect-at', 4, array([0.12867488, 0.67746139]), array([ 0.03291268, -0.02273226]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.07426929137401214 goals: [('bisect', 4, array([0.12867488, 0.67746139]), array([ 0.03291268, -0.02273226]), None, None, None, 10, array([0.32615094, 0.54106782]), array([ 0.03291268, -0.02273226]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.32615094 0.54106782] [-0.03291268 0.02273226] -0.07426929137401193 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.32615094 0.54106782] [-0.03291268 0.02273226] -0.07426929137401193 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-3, 4) ---- seed=78 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 BACKWARD SAMPLING FROM 4 [0.05987511 0.56296374] [ 0.02701408 -0.02949982] -0.05134792603041273 BACKWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.18718326659217294 goals: [('bisect', 0, array([0.04818123, 0.68096301]), array([-0.02701408, -0.02949982]), None, None, None, 10, array([0.22195962, 0.38596484]), array([ 0.02701408, -0.02949982]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.22195962 0.38596484] [ 0.02701408 -0.02949982] -0.18718326659217294 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.41050587019281287 goals: [('bisect', 0, array([0.22195962, 0.38596484]), array([-0.02701408, 0.02949982]), None, None, None, 10, array([0.04818123, 0.68096301]), array([0.02701408, 0.02949982]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.04818123 0.68096301] [-0.02701408 -0.02949982] -0.4105058701928128 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 sampling between (-1, 0) ---- seed=79 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.50066813 0.46806743] [0.01781275 0.03581488] -0.13808040243633282 BACKWARD SAMPLING FROM 4 [0.57191913 0.61132696] [0.01781275 0.03581488] -0.3184669014578434 BACKWARD SAMPLING FROM -4 [0.42941712 0.32480789] [0.01781275 0.03581488] -0.4758529786384704 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.50066813 0.46806743] [0.01781275 0.03581488] -0.13808040243633282 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.50066813, 0.46806743]), array([0.01781275, 0.03581488]), None, None, None, 10, array([0.67879563, 0.82621627]), array([0.01781275, 0.03581488]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4445258817169163 goals: [('bisect', 0, array([0.50066813, 0.46806743]), array([0.01781275, 0.03581488]), 5, array([0.58973188, 0.64714185]), array([0.01781275, 0.03581488]), 10, array([0.67879563, 0.82621627]), array([0.01781275, 0.03581488]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.58973188, 0.64714185]), array([0.01781275, 0.03581488]), 7, array([0.62535738, 0.71877161]), array([0.01781275, 0.03581488]), 10, array([0.67879563, 0.82621627]), array([0.01781275, 0.03581488]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.58973188, 0.64714185]), array([0.01781275, 0.03581488]), 6, array([0.60754463, 0.68295673]), array([0.01781275, 0.03581488]), 7, array([0.62535738, 0.71877161]), array([0.01781275, 0.03581488]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.60754463 0.68295673] [0.01781275 0.03581488] new direction: [-0.03971424 -0.00477279] reversing there [0.01781275 0.03581488] making one step from [0.60754463 0.68295673] [0.01781275 0.03581488] --> [0.56783039 0.67818395] [-0.03971424 -0.00477279] trying new point, [0.56783039 0.67818395] next() call None goals: [('reflect-at', 6, array([0.56783039, 0.67818395]), array([-0.03971424, -0.00477279]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 5... 5 steps to do at 5 -> [from 6, delta=5] targeting 1. goals: [('sample-at', 1)] target is on track, returning interpolation at 1... [0.51848088 0.50388231] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 5 [0.58973188 0.64714185] [0.01781275 0.03581488] -0.4445258817169163 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 5)] not done yet, continue expanding to 5... goals: [('expand-to', 5), ('sample-at', 5)] next() call -0.13808040243633282 goals: [('bisect', 0, array([0.58973188, 0.64714185]), array([-0.01781275, -0.03581488]), None, None, None, 5, array([0.50066813, 0.46806743]), array([-0.01781275, -0.03581488]), 1), ('sample-at', 5)] bisecting ... 0 None 5 successfully went all the way in one jump! goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.50066813 0.46806743] [0.01781275 0.03581488] -0.13808040243633282 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.50066813 0.46806743] [0.01781275 0.03581488] -0.13808040243633282 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-3, 4) ---- seed=80 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.26986897 0.67448187] [-0.03941662 0.0068066 ] -0.41696368821130175 BACKWARD SAMPLING FROM 3 [0.1516191 0.69490167] [-0.03941662 0.0068066 ] -0.4863274153461391 BACKWARD SAMPLING FROM -4 [0.42753547 0.64725549] [-0.03941662 0.0068066 ] -0.36244551853049845 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.26986897 0.67448187] [-0.03941662 0.0068066 ] -0.41696368821130175 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.26986897, 0.67448187]), array([-0.03941662, 0.0068066 ]), None, None, None, 10, array([0.12429727, 0.74254784]), array([0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.26986897, 0.67448187]), array([-0.03941662, 0.0068066 ]), 5, array([0.07278585, 0.70851486]), array([-0.03941662, 0.0068066 ]), 10, array([0.12429727, 0.74254784]), array([0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.46049425869412336 goals: [('bisect', 0, array([0.26986897, 0.67448187]), array([-0.03941662, 0.0068066 ]), 2, array([0.19103572, 0.68809507]), array([-0.03941662, 0.0068066 ]), 5, array([0.07278585, 0.70851486]), array([-0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4863274153461391 goals: [('bisect', 2, array([0.19103572, 0.68809507]), array([-0.03941662, 0.0068066 ]), 3, array([0.1516191 , 0.69490167]), array([-0.03941662, 0.0068066 ]), 5, array([0.07278585, 0.70851486]), array([-0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.1516191 , 0.69490167]), array([-0.03941662, 0.0068066 ]), 4, array([0.11220248, 0.70170826]), array([-0.03941662, 0.0068066 ]), 5, array([0.07278585, 0.70851486]), array([-0.03941662, 0.0068066 ]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.11220248 0.70170826] [-0.03941662 0.0068066 ] new direction: [-0.03348855 0.02187504] reversing there [-0.03941662 0.0068066 ] making one step from [0.11220248 0.70170826] [-0.03941662 0.0068066 ] --> [0.07871393 0.7235833 ] [-0.03348855 0.02187504] trying new point, [0.07871393 0.7235833 ] next() call None goals: [('reflect-at', 4, array([0.07871393, 0.7235833 ]), array([-0.03348855, 0.02187504]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.37200718954009426 goals: [('bisect', 0, array([0.26986897, 0.67448187]), array([-0.03941662, 0.0068066 ]), None, None, None, -3, array([0.38811884, 0.65406208]), array([-0.03941662, 0.0068066 ]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.1516191 0.69490167] [-0.03941662 0.0068066 ] -0.4863274153461391 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.41696368821130175 goals: [('bisect', 0, array([0.1516191 , 0.69490167]), array([ 0.03941662, -0.0068066 ]), None, None, None, 3, array([0.26986897, 0.67448187]), array([ 0.03941662, -0.0068066 ]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.38811884 0.65406208] [-0.03941662 0.0068066 ] -0.37200718954009426 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.41696368821130175 goals: [('bisect', 0, array([0.38811884, 0.65406208]), array([ 0.03941662, -0.0068066 ]), None, None, None, -3, array([0.26986897, 0.67448187]), array([ 0.03941662, -0.0068066 ]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.26986897 0.67448187] [-0.03941662 0.0068066 ] -0.41696368821130175 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-1, 2) ---- seed=81 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.35541912 0.34084888] [-0.00924508 -0.03891694] -0.3797748752889402 BACKWARD SAMPLING FROM 4 [0.45306473 0.42098814] [0.02672267 0.02976405] -0.1806697529477702 BACKWARD SAMPLING FROM -4 [0.39239943 0.49651665] [-0.00924508 -0.03891694] -0.07714032966931968 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.35541912 0.34084888] [-0.00924508 -0.03891694] -0.3797748752889402 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.35541912, 0.34084888]), array([-0.00924508, -0.03891694]), None, None, None, 10, array([0.26296833, 0.04832056]), array([-0.00924508, 0.03891694]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.35541912, 0.34084888]), array([-0.00924508, -0.03891694]), 5, array([0.30919372, 0.14626416]), array([-0.00924508, -0.03891694]), 10, array([0.26296833, 0.04832056]), array([-0.00924508, 0.03891694]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.35541912, 0.34084888]), array([-0.00924508, -0.03891694]), 2, array([0.33692896, 0.26301499]), array([-0.00924508, -0.03891694]), 5, array([0.30919372, 0.14626416]), array([-0.00924508, -0.03891694]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.35541912, 0.34084888]), array([-0.00924508, -0.03891694]), 1, array([0.34617404, 0.30193193]), array([-0.00924508, -0.03891694]), 2, array([0.33692896, 0.26301499]), array([-0.00924508, -0.03891694]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.34617404 0.30193193] [-0.00924508 -0.03891694] new direction: [0.02672267 0.02976405] reversing there [-0.00924508 -0.03891694] making one step from [0.34617404 0.30193193] [-0.00924508 -0.03891694] --> [0.37289671 0.33169598] [0.02672267 0.02976405] trying new point, [0.37289671 0.33169598] next() call -0.42360399974910196 goals: [('reflect-at', 1, array([0.37289671, 0.33169598]), array([0.02672267, 0.02976405]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.31206365279030984 goals: [('bisect', 1, array([0.37289671, 0.33169598]), array([0.02672267, 0.02976405]), None, None, None, 10, array([0.61340077, 0.59957245]), array([0.02672267, 0.02976405]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.61340077 0.59957245] [0.02672267 0.02976405] -0.31206365279030984 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.61340077, 0.59957245]), array([-0.02672267, -0.02976405]), None, None, None, 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.1454148109358598 goals: [('bisect', 0, array([0.61340077, 0.59957245]), array([-0.02672267, -0.02976405]), 5, array([0.4797874 , 0.45075219]), array([-0.02672267, -0.02976405]), 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.23878626508728057 goals: [('bisect', 5, array([0.4797874 , 0.45075219]), array([-0.02672267, -0.02976405]), 7, array([0.42634206, 0.39122409]), array([-0.02672267, -0.02976405]), 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.31976434735439113 goals: [('bisect', 7, array([0.42634206, 0.39122409]), array([-0.02672267, -0.02976405]), 8, array([0.39961938, 0.36146004]), array([-0.02672267, -0.02976405]), 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.4236039997491018 goals: [('bisect', 8, array([0.39961938, 0.36146004]), array([-0.02672267, -0.02976405]), 9, array([0.37289671, 0.33169598]), array([-0.02672267, -0.02976405]), 10, array([0.34617404, 0.30193193]), array([-0.02672267, -0.02976405]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.34617404 0.30193193] [-0.02672267 -0.02976405] new direction: [0.00924508 0.03891694] reversing there [-0.02672267 -0.02976405] making one step from [0.34617404 0.30193193] [-0.02672267 -0.02976405] --> [0.35541912 0.34084888] [0.00924508 0.03891694] trying new point, [0.35541912 0.34084888] next() call -0.37977487528894 goals: [('reflect-at', 10, array([0.35541912, 0.34084888]), array([0.00924508, 0.03891694]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.35541912 0.34084888] [-0.00924508 -0.03891694] -0.3797748752889402 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.35541912 0.34084888] [-0.00924508 -0.03891694] -0.3797748752889402 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-3, 4) ---- seed=82 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.27522567 0.63923076] [ 0.00848742 -0.03908918] -0.2801896445066674 BACKWARD SAMPLING FROM 4 [0.30917537 0.48287406] [ 0.00848742 -0.03908918] -0.051460926903102756 BACKWARD SAMPLING FROM -1 [0.26673825 0.67831994] [ 0.00848742 -0.03908918] -0.433049641425479 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.27522567 0.63923076] [ 0.00848742 -0.03908918] -0.2801896445066674 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.27522567, 0.63923076]), array([ 0.00848742, -0.03908918]), None, None, None, 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.08995656502013205 goals: [('bisect', 0, array([0.27522567, 0.63923076]), array([ 0.00848742, -0.03908918]), 5, array([0.31766279, 0.44378488]), array([ 0.00848742, -0.03908918]), 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.2817612222756952 goals: [('bisect', 5, array([0.31766279, 0.44378488]), array([ 0.00848742, -0.03908918]), 7, array([0.33463764, 0.36560653]), array([ 0.00848742, -0.03908918]), 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4350702414142291 goals: [('bisect', 7, array([0.33463764, 0.36560653]), array([ 0.00848742, -0.03908918]), 8, array([0.34312507, 0.32651736]), array([ 0.00848742, -0.03908918]), 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.34312507, 0.32651736]), array([ 0.00848742, -0.03908918]), 9, array([0.35161249, 0.28742818]), array([ 0.00848742, -0.03908918]), 10, array([0.36009991, 0.24833901]), array([ 0.00848742, -0.03908918]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.35161249 0.28742818] [ 0.00848742 -0.03908918] new direction: [-0.01853685 0.03544552] reversing there [ 0.00848742 -0.03908918] making one step from [0.35161249 0.28742818] [ 0.00848742 -0.03908918] --> [0.33307564 0.32287371] [-0.01853685 0.03544552] trying new point, [0.33307564 0.32287371] next() call -0.44764123622973157 goals: [('reflect-at', 9, array([0.33307564, 0.32287371]), array([-0.01853685, 0.03544552]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3003853287532862 goals: [('bisect', 9, array([0.33307564, 0.32287371]), array([-0.01853685, 0.03544552]), None, None, None, 10, array([0.31453879, 0.35831923]), array([-0.01853685, 0.03544552]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.31453879 0.35831923] [-0.01853685 0.03544552] -0.3003853287532862 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.31453879, 0.35831923]), array([ 0.01853685, -0.03544552]), None, None, None, 10, array([0.4999073 , 0.00386399]), array([ 0.01853685, -0.03544552]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.31453879, 0.35831923]), array([ 0.01853685, -0.03544552]), 5, array([0.40722304, 0.18109161]), array([ 0.01853685, -0.03544552]), 10, array([0.4999073 , 0.00386399]), array([ 0.01853685, -0.03544552]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.31453879, 0.35831923]), array([ 0.01853685, -0.03544552]), 2, array([0.35161249, 0.28742818]), array([ 0.01853685, -0.03544552]), 5, array([0.40722304, 0.18109161]), array([ 0.01853685, -0.03544552]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.44764123622973157 goals: [('bisect', 0, array([0.31453879, 0.35831923]), array([ 0.01853685, -0.03544552]), 1, array([0.33307564, 0.32287371]), array([ 0.01853685, -0.03544552]), 2, array([0.35161249, 0.28742818]), array([ 0.01853685, -0.03544552]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.35161249 0.28742818] [ 0.01853685 -0.03544552] new direction: [-0.00848742 0.03908918] reversing there [ 0.01853685 -0.03544552] making one step from [0.35161249 0.28742818] [ 0.01853685 -0.03544552] --> [0.34312507 0.32651736] [-0.00848742 0.03908918] trying new point, [0.34312507 0.32651736] next() call -0.43507024141422934 goals: [('reflect-at', 2, array([0.34312507, 0.32651736]), array([-0.00848742, 0.03908918]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.280189644506667 goals: [('bisect', 2, array([0.34312507, 0.32651736]), array([-0.00848742, 0.03908918]), None, None, None, 10, array([0.27522567, 0.63923076]), array([-0.00848742, 0.03908918]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.27522567 0.63923076] [ 0.00848742 -0.03908918] -0.2801896445066674 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.27522567 0.63923076] [ 0.00848742 -0.03908918] -0.2801896445066674 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-1, 2) ---- seed=83 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 BACKWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 BACKWARD SAMPLING FROM -4 [0.38697777 0.59042374] [-0.03248384 0.02334096] -0.1770815538786539 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), None, None, None, 10, array([0.06779592, 0.91719719]), array([0.03248384, 0.02334096]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), 5, array([0.09462325, 0.80049239]), array([-0.03248384, 0.02334096]), 10, array([0.06779592, 0.91719719]), array([0.03248384, 0.02334096]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), 2, array([0.19207476, 0.73046951]), array([-0.03248384, 0.02334096]), 5, array([0.09462325, 0.80049239]), array([-0.03248384, 0.02334096]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), 1, array([0.22455859, 0.70712854]), array([-0.03248384, 0.02334096]), 2, array([0.19207476, 0.73046951]), array([-0.03248384, 0.02334096]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.22455859 0.70712854] [-0.03248384 0.02334096] new direction: [-0.03398668 0.02109279] reversing there [-0.03248384 0.02334096] making one step from [0.22455859 0.70712854] [-0.03248384 0.02334096] --> [0.19057191 0.72822133] [-0.03398668 0.02109279] trying new point, [0.19057191 0.72822133] next() call None goals: [('reflect-at', 1, array([0.19057191, 0.72822133]), array([-0.03398668, 0.02109279]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 0... 10 steps to do at 0 -> [from 1, delta=10] targeting -9. goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.15955218049839826 goals: [('bisect', 0, array([0.25704243, 0.68378758]), array([-0.03248384, 0.02334096]), None, None, None, -9, array([0.54939694, 0.47371893]), array([-0.03248384, 0.02334096]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -9 [0.54939694 0.47371893] [-0.03248384 0.02334096] -0.15955218049839826 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -9)] not done yet, continue expanding to -9... goals: [('expand-to', -9), ('sample-at', -9)] next() call -0.4552588508048801 goals: [('bisect', 0, array([0.54939694, 0.47371893]), array([ 0.03248384, -0.02334096]), None, None, None, -9, array([0.25704243, 0.68378758]), array([ 0.03248384, -0.02334096]), -1), ('sample-at', -9)] bisecting ... 0 None -9 successfully went all the way in one jump! goals: [('sample-at', -9)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.25704243 0.68378758] [-0.03248384 0.02334096] -0.4552588508048801 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 sampling between (0, 1) ---- seed=84 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.04604099 0.37024232] [-0.03477044 -0.01977415] -0.2115230931353383 BACKWARD SAMPLING FROM 4 [0.0588575 0.31191846] [-0.03418324 0.02077272] -0.44391544728722315 BACKWARD SAMPLING FROM -4 [0.18512274 0.4493389 ] [-0.03477044 -0.01977415] -0.049217056098525905 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.04604099 0.37024232] [-0.03477044 -0.01977415] -0.2115230931353383 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.04604099, 0.37024232]), array([-0.03477044, -0.01977415]), None, None, None, 10, array([0.30166336, 0.17250086]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.04604099, 0.37024232]), array([-0.03477044, -0.01977415]), 5, array([0.12781118, 0.27137159]), array([ 0.03477044, -0.01977415]), 10, array([0.30166336, 0.17250086]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.35858253304774335 goals: [('bisect', 0, array([0.04604099, 0.37024232]), array([-0.03477044, -0.01977415]), 2, array([0.02349988, 0.33069403]), array([ 0.03477044, -0.01977415]), 5, array([0.12781118, 0.27137159]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.4485888583524455 goals: [('bisect', 2, array([0.02349988, 0.33069403]), array([ 0.03477044, -0.01977415]), 3, array([0.05827031, 0.31091988]), array([ 0.03477044, -0.01977415]), 5, array([0.12781118, 0.27137159]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.05827031, 0.31091988]), array([ 0.03477044, -0.01977415]), 4, array([0.09304075, 0.29114574]), array([ 0.03477044, -0.01977415]), 5, array([0.12781118, 0.27137159]), array([ 0.03477044, -0.01977415]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.09304075 0.29114574] [ 0.03477044 -0.01977415] new direction: [-0.03418324 0.02077272] reversing there [ 0.03477044 -0.01977415] making one step from [0.09304075 0.29114574] [ 0.03477044 -0.01977415] --> [0.0588575 0.31191846] [-0.03418324 0.02077272] trying new point, [0.0588575 0.31191846] next() call -0.44391544728722315 goals: [('reflect-at', 4, array([0.0588575 , 0.31191846]), array([-0.03418324, 0.02077272]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.061009567312184945 goals: [('bisect', 4, array([0.0588575 , 0.31191846]), array([-0.03418324, 0.02077272]), None, None, None, 10, array([0.14624196, 0.43655477]), array([0.03418324, 0.02077272]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.14624196 0.43655477] [0.03418324 0.02077272] -0.061009567312184945 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.14624196, 0.43655477]), array([-0.03418324, -0.02077272]), None, None, None, 10, array([0.19559048, 0.22882758]), array([ 0.03418324, -0.02077272]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3502074482867989 goals: [('bisect', 0, array([0.14624196, 0.43655477]), array([-0.03418324, -0.02077272]), 5, array([0.02467426, 0.33269117]), array([ 0.03418324, -0.02077272]), 10, array([0.19559048, 0.22882758]), array([ 0.03418324, -0.02077272]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.02467426, 0.33269117]), array([ 0.03418324, -0.02077272]), 7, array([0.09304075, 0.29114574]), array([ 0.03418324, -0.02077272]), 10, array([0.19559048, 0.22882758]), array([ 0.03418324, -0.02077272]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.44391544728722293 goals: [('bisect', 5, array([0.02467426, 0.33269117]), array([ 0.03418324, -0.02077272]), 6, array([0.0588575 , 0.31191846]), array([ 0.03418324, -0.02077272]), 7, array([0.09304075, 0.29114574]), array([ 0.03418324, -0.02077272]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.09304075 0.29114574] [ 0.03418324 -0.02077272] new direction: [-0.03477044 0.01977415] reversing there [ 0.03418324 -0.02077272] making one step from [0.09304075 0.29114574] [ 0.03418324 -0.02077272] --> [0.05827031 0.31091988] [-0.03477044 0.01977415] trying new point, [0.05827031 0.31091988] next() call -0.4485888583524455 goals: [('reflect-at', 7, array([0.05827031, 0.31091988]), array([-0.03477044, 0.01977415]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.2115230931353383 goals: [('bisect', 7, array([0.05827031, 0.31091988]), array([-0.03477044, 0.01977415]), None, None, None, 10, array([0.04604099, 0.37024232]), array([0.03477044, 0.01977415]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.04604099 0.37024232] [-0.03477044 -0.01977415] -0.2115230931353383 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.04604099 0.37024232] [-0.03477044 -0.01977415] -0.2115230931353383 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -6..1 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-6, 1) ---- seed=85 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.62037381 0.50895307] [0.03756862 0.01373314] -0.19343380286879597 BACKWARD SAMPLING FROM 4 [0.77064828 0.56388562] [0.03756862 0.01373314] -0.3479665415854334 BACKWARD SAMPLING FROM -4 [0.47009935 0.45402052] [0.03756862 0.01373314] -0.13692311038869834 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.62037381 0.50895307] [0.03756862 0.01373314] -0.19343380286879597 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.62037381, 0.50895307]), array([0.03756862, 0.01373314]), None, None, None, 10, array([0.99605998, 0.64628445]), array([0.03756862, 0.01373314]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4019156709890521 goals: [('bisect', 0, array([0.62037381, 0.50895307]), array([0.03756862, 0.01373314]), 5, array([0.8082169 , 0.57761876]), array([0.03756862, 0.01373314]), 10, array([0.99605998, 0.64628445]), array([0.03756862, 0.01373314]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.8082169 , 0.57761876]), array([0.03756862, 0.01373314]), 7, array([0.88335413, 0.60508503]), array([0.03756862, 0.01373314]), 10, array([0.99605998, 0.64628445]), array([0.03756862, 0.01373314]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.4619911782824545 goals: [('bisect', 5, array([0.8082169 , 0.57761876]), array([0.03756862, 0.01373314]), 6, array([0.84578551, 0.5913519 ]), array([0.03756862, 0.01373314]), 7, array([0.88335413, 0.60508503]), array([0.03756862, 0.01373314]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.88335413 0.60508503] [0.03756862 0.01373314] new direction: [-0.01499532 -0.03708288] reversing there [0.03756862 0.01373314] making one step from [0.88335413 0.60508503] [0.03756862 0.01373314] --> [0.86835881 0.56800215] [-0.01499532 -0.03708288] trying new point, [0.86835881 0.56800215] next() call -0.43482716294154355 goals: [('reflect-at', 7, array([0.86835881, 0.56800215]), array([-0.01499532, -0.03708288]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3623496671674091 goals: [('bisect', 7, array([0.86835881, 0.56800215]), array([-0.01499532, -0.03708288]), None, None, None, 10, array([0.82337284, 0.4567535 ]), array([-0.01499532, -0.03708288]), 1), ('sample-at', 10)] bisecting ... 7 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.82337284 0.4567535 ] [-0.01499532 -0.03708288] -0.3623496671674091 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.82337284, 0.4567535 ]), array([0.01499532, 0.03708288]), None, None, None, 10, array([0.97332606, 0.82758234]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.82337284, 0.4567535 ]), array([0.01499532, 0.03708288]), 5, array([0.89834945, 0.64216792]), array([0.01499532, 0.03708288]), 10, array([0.97332606, 0.82758234]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.37606463005047236 goals: [('bisect', 0, array([0.82337284, 0.4567535 ]), array([0.01499532, 0.03708288]), 2, array([0.85336348, 0.53091927]), array([0.01499532, 0.03708288]), 5, array([0.89834945, 0.64216792]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.43482716294154355 goals: [('bisect', 2, array([0.85336348, 0.53091927]), array([0.01499532, 0.03708288]), 3, array([0.86835881, 0.56800215]), array([0.01499532, 0.03708288]), 5, array([0.89834945, 0.64216792]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.86835881, 0.56800215]), array([0.01499532, 0.03708288]), 4, array([0.88335413, 0.60508503]), array([0.01499532, 0.03708288]), 5, array([0.89834945, 0.64216792]), array([0.01499532, 0.03708288]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.88335413 0.60508503] [0.01499532 0.03708288] new direction: [-0.03756862 -0.01373314] reversing there [0.01499532 0.03708288] making one step from [0.88335413 0.60508503] [0.01499532 0.03708288] --> [0.84578551 0.5913519 ] [-0.03756862 -0.01373314] trying new point, [0.84578551 0.5913519 ] next() call -0.4619911782824549 goals: [('reflect-at', 4, array([0.84578551, 0.5913519 ]), array([-0.03756862, -0.01373314]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.19343380286879602 goals: [('bisect', 4, array([0.84578551, 0.5913519 ]), array([-0.03756862, -0.01373314]), None, None, None, 10, array([0.62037381, 0.50895307]), array([-0.03756862, -0.01373314]), 1), ('sample-at', 10)] bisecting ... 4 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.62037381 0.50895307] [0.03756862 0.01373314] -0.19343380286879597 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.62037381 0.50895307] [0.03756862 0.01373314] -0.19343380286879597 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-4, 3) ---- seed=86 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.22742677 0.66408196] [-0.00019397 0.03999953] -0.36239760340403976 BACKWARD SAMPLING FROM 4 [0.22997871 0.54410506] [ 0.00068648 -0.03999411] -0.05076080590070252 BACKWARD SAMPLING FROM -4 [0.22820267 0.50408385] [-0.00019397 0.03999953] -0.026246700683537846 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.22742677 0.66408196] [-0.00019397 0.03999953] -0.36239760340403976 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.22742677, 0.66408196]), array([-0.00019397, 0.03999953]), None, None, None, 10, array([0.22548702, 0.93592274]), array([-0.00019397, -0.03999953]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.22742677, 0.66408196]), array([-0.00019397, 0.03999953]), 5, array([0.22645689, 0.86407961]), array([-0.00019397, 0.03999953]), 10, array([0.22548702, 0.93592274]), array([-0.00019397, -0.03999953]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.22742677, 0.66408196]), array([-0.00019397, 0.03999953]), 2, array([0.22703882, 0.74408102]), array([-0.00019397, 0.03999953]), 5, array([0.22645689, 0.86407961]), array([-0.00019397, 0.03999953]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.22742677, 0.66408196]), array([-0.00019397, 0.03999953]), 1, array([0.22723279, 0.70408149]), array([-0.00019397, 0.03999953]), 2, array([0.22703882, 0.74408102]), array([-0.00019397, 0.03999953]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.22723279 0.70408149] [-0.00019397 0.03999953] new direction: [ 0.00068648 -0.03999411] reversing there [-0.00019397 0.03999953] making one step from [0.22723279 0.70408149] [-0.00019397 0.03999953] --> [0.22791927 0.66408738] [ 0.00068648 -0.03999411] trying new point, [0.22791927 0.66408738] next() call -0.362531970289674 goals: [('reflect-at', 1, array([0.22791927, 0.66408738]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 1, array([0.22791927, 0.66408738]), array([ 0.00068648, -0.03999411]), None, None, None, 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 1 None 10 continue bisect at 5 next() call -0.026814464192513657 goals: [('bisect', 1, array([0.22791927, 0.66408738]), array([ 0.00068648, -0.03999411]), 5, array([0.23066519, 0.50411095]), array([ 0.00068648, -0.03999411]), 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 1 5 10 continue bisect at 7 next() call -0.09888785040833842 goals: [('bisect', 5, array([0.23066519, 0.50411095]), array([ 0.00068648, -0.03999411]), 7, array([0.23203815, 0.42412273]), array([ 0.00068648, -0.03999411]), 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.19490757833235206 goals: [('bisect', 7, array([0.23203815, 0.42412273]), array([ 0.00068648, -0.03999411]), 8, array([0.23272463, 0.38412862]), array([ 0.00068648, -0.03999411]), 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.33091599613376643 goals: [('bisect', 8, array([0.23272463, 0.38412862]), array([ 0.00068648, -0.03999411]), 9, array([0.23341111, 0.34413451]), array([ 0.00068648, -0.03999411]), 10, array([0.23409759, 0.3041404 ]), array([ 0.00068648, -0.03999411]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.23409759 0.3041404 ] [ 0.00068648 -0.03999411] new direction: [0.03260973 0.02316475] reversing there [ 0.00068648 -0.03999411] making one step from [0.23409759 0.3041404 ] [ 0.00068648 -0.03999411] --> [0.26670732 0.32730515] [0.03260973 0.02316475] trying new point, [0.26670732 0.32730515] next() call -0.4083602779624293 goals: [('reflect-at', 10, array([0.26670732, 0.32730515]), array([0.03260973, 0.02316475]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.26670732 0.32730515] [0.03260973 0.02316475] -0.4083602779624293 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.26670732, 0.32730515]), array([-0.03260973, -0.02316475]), None, None, None, 10, array([0.05938997, 0.09565768]), array([ 0.03260973, -0.02316475]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.26670732, 0.32730515]), array([-0.03260973, -0.02316475]), 5, array([0.10365867, 0.21148142]), array([-0.03260973, -0.02316475]), 10, array([0.05938997, 0.09565768]), array([ 0.03260973, -0.02316475]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.26670732, 0.32730515]), array([-0.03260973, -0.02316475]), 2, array([0.20148786, 0.28097566]), array([-0.03260973, -0.02316475]), 5, array([0.10365867, 0.21148142]), array([-0.03260973, -0.02316475]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.26670732, 0.32730515]), array([-0.03260973, -0.02316475]), 1, array([0.23409759, 0.3041404 ]), array([-0.03260973, -0.02316475]), 2, array([0.20148786, 0.28097566]), array([-0.03260973, -0.02316475]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.23409759 0.3041404 ] [-0.03260973 -0.02316475] new direction: [-0.00068648 0.03999411] reversing there [-0.03260973 -0.02316475] making one step from [0.23409759 0.3041404 ] [-0.03260973 -0.02316475] --> [0.23341111 0.34413451] [-0.00068648 0.03999411] trying new point, [0.23341111 0.34413451] next() call -0.33091599613376643 goals: [('reflect-at', 1, array([0.23341111, 0.34413451]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 1, array([0.23341111, 0.34413451]), array([-0.00068648, 0.03999411]), None, None, None, 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 1 None 10 continue bisect at 5 next() call -0.026814464192513682 goals: [('bisect', 1, array([0.23341111, 0.34413451]), array([-0.00068648, 0.03999411]), 5, array([0.23066519, 0.50411095]), array([-0.00068648, 0.03999411]), 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 1 5 10 continue bisect at 7 next() call -0.11469583748629265 goals: [('bisect', 5, array([0.23066519, 0.50411095]), array([-0.00068648, 0.03999411]), 7, array([0.22929223, 0.58409917]), array([-0.00068648, 0.03999411]), 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.21861955894928337 goals: [('bisect', 7, array([0.22929223, 0.58409917]), array([-0.00068648, 0.03999411]), 8, array([0.22860575, 0.62409328]), array([-0.00068648, 0.03999411]), 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.3625319702896749 goals: [('bisect', 8, array([0.22860575, 0.62409328]), array([-0.00068648, 0.03999411]), 9, array([0.22791927, 0.66408738]), array([-0.00068648, 0.03999411]), 10, array([0.22723279, 0.70408149]), array([-0.00068648, 0.03999411]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.22723279 0.70408149] [-0.00068648 0.03999411] new direction: [ 0.00019397 -0.03999953] reversing there [-0.00068648 0.03999411] making one step from [0.22723279 0.70408149] [-0.00068648 0.03999411] --> [0.22742677 0.66408196] [ 0.00019397 -0.03999953] trying new point, [0.22742677 0.66408196] next() call -0.36239760340404076 goals: [('reflect-at', 10, array([0.22742677, 0.66408196]), array([ 0.00019397, -0.03999953]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.22742677 0.66408196] [-0.00019397 0.03999953] -0.36239760340403976 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.22742677 0.66408196] [-0.00019397 0.03999953] -0.36239760340403976 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 sampling between (0, 3) ---- seed=87 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.18291099 0.36246153] [ 0.03905665 -0.00863586] -0.25318859507313624 BACKWARD SAMPLING FROM 4 [0.3391376 0.32791809] [ 0.03905665 -0.00863586] -0.42765944711127135 BACKWARD SAMPLING FROM -4 [0.02668439 0.39700497] [ 0.03905665 -0.00863586] -0.13295572584667534 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.18291099 0.36246153] [ 0.03905665 -0.00863586] -0.25318859507313624 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.18291099, 0.36246153]), array([ 0.03905665, -0.00863586]), None, None, None, 10, array([0.5734775 , 0.27610293]), array([ 0.03905665, -0.00863586]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4797518449351289 goals: [('bisect', 0, array([0.18291099, 0.36246153]), array([ 0.03905665, -0.00863586]), 5, array([0.37819425, 0.31928223]), array([ 0.03905665, -0.00863586]), 10, array([0.5734775 , 0.27610293]), array([ 0.03905665, -0.00863586]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.37819425, 0.31928223]), array([ 0.03905665, -0.00863586]), 7, array([0.45630755, 0.30201051]), array([ 0.03905665, -0.00863586]), 10, array([0.5734775 , 0.27610293]), array([ 0.03905665, -0.00863586]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.37819425, 0.31928223]), array([ 0.03905665, -0.00863586]), 6, array([0.4172509 , 0.31064637]), array([ 0.03905665, -0.00863586]), 7, array([0.45630755, 0.30201051]), array([ 0.03905665, -0.00863586]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.4172509 0.31064637] [ 0.03905665 -0.00863586] new direction: [-0.03724409 0.01459033] reversing there [ 0.03905665 -0.00863586] making one step from [0.4172509 0.31064637] [ 0.03905665 -0.00863586] --> [0.3800068 0.3252367] [-0.03724409 0.01459033] trying new point, [0.3800068 0.3252367] next() call -0.45398023973187507 goals: [('reflect-at', 6, array([0.3800068, 0.3252367]), array([-0.03724409, 0.01459033]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.19605535574242375 goals: [('bisect', 6, array([0.3800068, 0.3252367]), array([-0.03724409, 0.01459033]), None, None, None, 10, array([0.23103043, 0.383598 ]), array([-0.03724409, 0.01459033]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.23103043 0.383598 ] [-0.03724409 0.01459033] -0.19605535574242375 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.23103043, 0.383598 ]), array([ 0.03724409, -0.01459033]), None, None, None, 10, array([0.60347136, 0.23769474]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.23103043, 0.383598 ]), array([ 0.03724409, -0.01459033]), 5, array([0.4172509 , 0.31064637]), array([ 0.03724409, -0.01459033]), 10, array([0.60347136, 0.23769474]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.3115996729727667 goals: [('bisect', 0, array([0.23103043, 0.383598 ]), array([ 0.03724409, -0.01459033]), 2, array([0.30551862, 0.35441735]), array([ 0.03724409, -0.01459033]), 5, array([0.4172509 , 0.31064637]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.37943542516122514 goals: [('bisect', 2, array([0.30551862, 0.35441735]), array([ 0.03724409, -0.01459033]), 3, array([0.34276271, 0.33982702]), array([ 0.03724409, -0.01459033]), 5, array([0.4172509 , 0.31064637]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.45398023973187507 goals: [('bisect', 3, array([0.34276271, 0.33982702]), array([ 0.03724409, -0.01459033]), 4, array([0.3800068, 0.3252367]), array([ 0.03724409, -0.01459033]), 5, array([0.4172509 , 0.31064637]), array([ 0.03724409, -0.01459033]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.4172509 0.31064637] [ 0.03724409 -0.01459033] new direction: [-0.03905665 0.00863586] reversing there [ 0.03724409 -0.01459033] making one step from [0.4172509 0.31064637] [ 0.03724409 -0.01459033] --> [0.37819425 0.31928223] [-0.03905665 0.00863586] trying new point, [0.37819425 0.31928223] next() call -0.4797518449351292 goals: [('reflect-at', 5, array([0.37819425, 0.31928223]), array([-0.03905665, 0.00863586]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.25318859507313635 goals: [('bisect', 5, array([0.37819425, 0.31928223]), array([-0.03905665, 0.00863586]), None, None, None, 10, array([0.18291099, 0.36246153]), array([-0.03905665, 0.00863586]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.18291099 0.36246153] [ 0.03905665 -0.00863586] -0.25318859507313624 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.18291099 0.36246153] [ 0.03905665 -0.00863586] -0.25318859507313624 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-2, 1) ---- seed=88 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.64755105 0.50714969] [ 0.00604104 -0.03954119] -0.21030015627840412 BACKWARD SAMPLING FROM 3 [0.66567418 0.38852612] [ 0.00604104 -0.03954119] -0.3768913954170837 BACKWARD SAMPLING FROM -3 [0.62942792 0.62577326] [ 0.00604104 -0.03954119] -0.39582616718099384 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.64755105 0.50714969] [ 0.00604104 -0.03954119] -0.21030015627840412 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.64755105, 0.50714969]), array([ 0.00604104, -0.03954119]), None, None, None, 10, array([0.70796149, 0.11173778]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.64755105, 0.50714969]), array([ 0.00604104, -0.03954119]), 5, array([0.67775627, 0.30944373]), array([ 0.00604104, -0.03954119]), 10, array([0.70796149, 0.11173778]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.28223684347738265 goals: [('bisect', 0, array([0.64755105, 0.50714969]), array([ 0.00604104, -0.03954119]), 2, array([0.65963314, 0.42806731]), array([ 0.00604104, -0.03954119]), 5, array([0.67775627, 0.30944373]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.3768913954170836 goals: [('bisect', 2, array([0.65963314, 0.42806731]), array([ 0.00604104, -0.03954119]), 3, array([0.66567418, 0.38852612]), array([ 0.00604104, -0.03954119]), 5, array([0.67775627, 0.30944373]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.66567418, 0.38852612]), array([ 0.00604104, -0.03954119]), 4, array([0.67171523, 0.34898492]), array([ 0.00604104, -0.03954119]), 5, array([0.67775627, 0.30944373]), array([ 0.00604104, -0.03954119]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.67171523 0.34898492] [ 0.00604104 -0.03954119] new direction: [-0.03138488 -0.02479897] reversing there [ 0.00604104 -0.03954119] making one step from [0.67171523 0.34898492] [ 0.00604104 -0.03954119] --> [0.64033034 0.32418595] [-0.03138488 -0.02479897] trying new point, [0.64033034 0.32418595] next() call None goals: [('reflect-at', 4, array([0.64033034, 0.32418595]), array([-0.03138488, -0.02479897]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.3958261671809942 goals: [('bisect', 0, array([0.64755105, 0.50714969]), array([ 0.00604104, -0.03954119]), None, None, None, -3, array([0.62942792, 0.62577326]), array([ 0.00604104, -0.03954119]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.66567418 0.38852612] [ 0.00604104 -0.03954119] -0.3768913954170836 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.21030015627840412 goals: [('bisect', 0, array([0.66567418, 0.38852612]), array([-0.00604104, 0.03954119]), None, None, None, 3, array([0.64755105, 0.50714969]), array([-0.00604104, 0.03954119]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.62942792 0.62577326] [ 0.00604104 -0.03954119] -0.3958261671809942 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.21030015627840412 goals: [('bisect', 0, array([0.62942792, 0.62577326]), array([-0.00604104, 0.03954119]), None, None, None, -3, array([0.64755105, 0.50714969]), array([-0.00604104, 0.03954119]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.64755105 0.50714969] [ 0.00604104 -0.03954119] -0.21030015627840412 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (0, 3) ---- seed=89 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.15259523 0.48024773] [ 0.01413523 -0.03741918] -0.016519553788509094 BACKWARD SAMPLING FROM 4 [0.20913614 0.33057099] [ 0.01413523 -0.03741918] -0.38069631886308075 BACKWARD SAMPLING FROM -4 [0.09605432 0.62992447] [ 0.01413523 -0.03741918] -0.21561781084839587 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.15259523 0.48024773] [ 0.01413523 -0.03741918] -0.016519553788509094 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.15259523, 0.48024773]), array([ 0.01413523, -0.03741918]), None, None, None, 10, array([0.29394749, 0.10605589]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.15259523, 0.48024773]), array([ 0.01413523, -0.03741918]), 5, array([0.22327136, 0.29315181]), array([ 0.01413523, -0.03741918]), 10, array([0.29394749, 0.10605589]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.12819855855898762 goals: [('bisect', 0, array([0.15259523, 0.48024773]), array([ 0.01413523, -0.03741918]), 2, array([0.18086568, 0.40540936]), array([ 0.01413523, -0.03741918]), 5, array([0.22327136, 0.29315181]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.23684509426933237 goals: [('bisect', 2, array([0.18086568, 0.40540936]), array([ 0.01413523, -0.03741918]), 3, array([0.19500091, 0.36799018]), array([ 0.01413523, -0.03741918]), 5, array([0.22327136, 0.29315181]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.38069631886308075 goals: [('bisect', 3, array([0.19500091, 0.36799018]), array([ 0.01413523, -0.03741918]), 4, array([0.20913614, 0.33057099]), array([ 0.01413523, -0.03741918]), 5, array([0.22327136, 0.29315181]), array([ 0.01413523, -0.03741918]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.22327136 0.29315181] [ 0.01413523 -0.03741918] new direction: [-0.03612676 0.0171714 ] reversing there [ 0.01413523 -0.03741918] making one step from [0.22327136 0.29315181] [ 0.01413523 -0.03741918] --> [0.1871446 0.31032321] [-0.03612676 0.0171714 ] trying new point, [0.1871446 0.31032321] next() call -0.4672276162885456 goals: [('reflect-at', 5, array([0.1871446 , 0.31032321]), array([-0.03612676, 0.0171714 ]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.1347530535350057 goals: [('bisect', 5, array([0.1871446 , 0.31032321]), array([-0.03612676, 0.0171714 ]), None, None, None, 10, array([0.00651078, 0.39618021]), array([-0.03612676, 0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 5 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.00651078 0.39618021] [-0.03612676 0.0171714 ] -0.1347530535350057 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.00651078, 0.39618021]), array([ 0.03612676, -0.0171714 ]), None, None, None, 10, array([0.36777841, 0.22446621]), array([ 0.03612676, -0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.4672276162885456 goals: [('bisect', 0, array([0.00651078, 0.39618021]), array([ 0.03612676, -0.0171714 ]), 5, array([0.1871446 , 0.31032321]), array([ 0.03612676, -0.0171714 ]), 10, array([0.36777841, 0.22446621]), array([ 0.03612676, -0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.1871446 , 0.31032321]), array([ 0.03612676, -0.0171714 ]), 7, array([0.25939812, 0.27598041]), array([ 0.03612676, -0.0171714 ]), 10, array([0.36777841, 0.22446621]), array([ 0.03612676, -0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.1871446 , 0.31032321]), array([ 0.03612676, -0.0171714 ]), 6, array([0.22327136, 0.29315181]), array([ 0.03612676, -0.0171714 ]), 7, array([0.25939812, 0.27598041]), array([ 0.03612676, -0.0171714 ]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.22327136 0.29315181] [ 0.03612676 -0.0171714 ] new direction: [-0.01413523 0.03741918] reversing there [ 0.03612676 -0.0171714 ] making one step from [0.22327136 0.29315181] [ 0.03612676 -0.0171714 ] --> [0.20913614 0.33057099] [-0.01413523 0.03741918] trying new point, [0.20913614 0.33057099] next() call -0.3806963188630805 goals: [('reflect-at', 6, array([0.20913614, 0.33057099]), array([-0.01413523, 0.03741918]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.016519553788509094 goals: [('bisect', 6, array([0.20913614, 0.33057099]), array([-0.01413523, 0.03741918]), None, None, None, 10, array([0.15259523, 0.48024773]), array([-0.01413523, 0.03741918]), 1), ('sample-at', 10)] bisecting ... 6 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.15259523 0.48024773] [ 0.01413523 -0.03741918] -0.016519553788509094 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.15259523 0.48024773] [ 0.01413523 -0.03741918] -0.016519553788509094 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (-1, 2) ---- seed=90 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.33405116 0.64459187] [-0.03949695 0.00632385] -0.31713020215676097 BACKWARD SAMPLING FROM 4 [0.17606336 0.66988726] [-0.03949695 0.00632385] -0.37627016306758043 BACKWARD SAMPLING FROM -4 [0.49203895 0.61929648] [-0.03949695 0.00632385] -0.2989468009164582 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.33405116 0.64459187] [-0.03949695 0.00632385] -0.31713020215676097 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.33405116, 0.64459187]), array([-0.03949695, 0.00632385]), None, None, None, 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.3974546157438025 goals: [('bisect', 0, array([0.33405116, 0.64459187]), array([-0.03949695, 0.00632385]), 5, array([0.13656641, 0.67621111]), array([-0.03949695, 0.00632385]), 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.4475028760344699 goals: [('bisect', 5, array([0.13656641, 0.67621111]), array([-0.03949695, 0.00632385]), 7, array([0.05757252, 0.6888588 ]), array([-0.03949695, 0.00632385]), 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.4763666836489148 goals: [('bisect', 7, array([0.05757252, 0.6888588 ]), array([-0.03949695, 0.00632385]), 8, array([0.01807557, 0.69518265]), array([-0.03949695, 0.00632385]), 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.01807557, 0.69518265]), array([-0.03949695, 0.00632385]), 9, array([0.02142138, 0.70150649]), array([0.03949695, 0.00632385]), 10, array([0.06091833, 0.70783034]), array([0.03949695, 0.00632385]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.02142138 0.70150649] [0.03949695 0.00632385] new direction: [-0.02643714 0.03001795] reversing there [0.03949695 0.00632385] making one step from [0.02142138 0.70150649] [0.03949695 0.00632385] --> [0.00501576 0.73152444] [0.02643714 0.03001795] trying new point, [0.00501576 0.73152444] next() call None goals: [('reflect-at', 9, array([0.00501576, 0.73152444]), array([0.02643714, 0.03001795]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 8... 2 steps to do at 8 -> [from 9, delta=2] targeting 7. goals: [('sample-at', 7)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 8 [0.01807557 0.69518265] [-0.03949695 0.00632385] -0.4763666836489148 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 8)] not done yet, continue expanding to 8... goals: [('expand-to', 8), ('sample-at', 8)] next() call -0.31713020215676097 goals: [('bisect', 0, array([0.01807557, 0.69518265]), array([ 0.03949695, -0.00632385]), None, None, None, 8, array([0.33405116, 0.64459187]), array([ 0.03949695, -0.00632385]), 1), ('sample-at', 8)] bisecting ... 0 None 8 successfully went all the way in one jump! goals: [('sample-at', 8)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.33405116 0.64459187] [-0.03949695 0.00632385] -0.31713020215676097 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.33405116 0.64459187] [-0.03949695 0.00632385] -0.31713020215676097 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd new NUTS range: -11..4 NUTS step: tree depth 4, rwd NUTS step: tree depth 4, rwd sampling between (-11, 4) ---- seed=91 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.2010036 0.32902047] [-0.03987224 -0.00319445] -0.38562623380806715 BACKWARD SAMPLING FROM 4 [0.04151464 0.31624266] [-0.03987224 -0.00319445] -0.42294623725634856 BACKWARD SAMPLING FROM -4 [0.36049255 0.34179827] [-0.03987224 -0.00319445] -0.37782476710495483 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.2010036 0.32902047] [-0.03987224 -0.00319445] -0.38562623380806715 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.2010036 , 0.32902047]), array([-0.03987224, -0.00319445]), None, None, None, 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.43688850948485125 goals: [('bisect', 0, array([0.2010036 , 0.32902047]), array([-0.03987224, -0.00319445]), 5, array([0.0016424 , 0.31304821]), array([-0.03987224, -0.00319445]), 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.47030777958157655 goals: [('bisect', 5, array([0.0016424 , 0.31304821]), array([-0.03987224, -0.00319445]), 7, array([0.07810208, 0.3066593 ]), array([ 0.03987224, -0.00319445]), 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.48978477744979876 goals: [('bisect', 7, array([0.07810208, 0.3066593 ]), array([ 0.03987224, -0.00319445]), 8, array([0.11797432, 0.30346485]), array([ 0.03987224, -0.00319445]), 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call None goals: [('bisect', 8, array([0.11797432, 0.30346485]), array([ 0.03987224, -0.00319445]), 9, array([0.15784656, 0.3002704 ]), array([ 0.03987224, -0.00319445]), 10, array([0.1977188 , 0.29707595]), array([ 0.03987224, -0.00319445]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 9 [0.15784656 0.3002704 ] [ 0.03987224 -0.00319445] new direction: [0.02906527 0.02748108] reversing there [ 0.03987224 -0.00319445] making one step from [0.15784656 0.3002704 ] [ 0.03987224 -0.00319445] --> [0.18691183 0.32775148] [0.02906527 0.02748108] trying new point, [0.18691183 0.32775148] next() call -0.38833742025683327 goals: [('reflect-at', 9, array([0.18691183, 0.32775148]), array([0.02906527, 0.02748108]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.28529319268566455 goals: [('bisect', 9, array([0.18691183, 0.32775148]), array([0.02906527, 0.02748108]), None, None, None, 10, array([0.21597711, 0.35523256]), array([0.02906527, 0.02748108]), 1), ('sample-at', 10)] bisecting ... 9 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.21597711 0.35523256] [0.02906527 0.02748108] -0.28529319268566455 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.21597711, 0.35523256]), array([-0.02906527, -0.02748108]), None, None, None, 10, array([0.07467563, 0.08042175]), array([ 0.02906527, -0.02748108]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.21597711, 0.35523256]), array([-0.02906527, -0.02748108]), 5, array([0.07065074, 0.21782716]), array([-0.02906527, -0.02748108]), 10, array([0.07467563, 0.08042175]), array([ 0.02906527, -0.02748108]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.21597711, 0.35523256]), array([-0.02906527, -0.02748108]), 2, array([0.15784656, 0.3002704 ]), array([-0.02906527, -0.02748108]), 5, array([0.07065074, 0.21782716]), array([-0.02906527, -0.02748108]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call -0.38833742025683327 goals: [('bisect', 0, array([0.21597711, 0.35523256]), array([-0.02906527, -0.02748108]), 1, array([0.18691183, 0.32775148]), array([-0.02906527, -0.02748108]), 2, array([0.15784656, 0.3002704 ]), array([-0.02906527, -0.02748108]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 2 [0.15784656 0.3002704 ] [-0.02906527 -0.02748108] new direction: [-0.03987224 0.00319445] reversing there [-0.02906527 -0.02748108] making one step from [0.15784656 0.3002704 ] [-0.02906527 -0.02748108] --> [0.11797432 0.30346485] [-0.03987224 0.00319445] trying new point, [0.11797432 0.30346485] next() call -0.4897847774497991 goals: [('reflect-at', 2, array([0.11797432, 0.30346485]), array([-0.03987224, 0.00319445]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.3856262338080673 goals: [('bisect', 2, array([0.11797432, 0.30346485]), array([-0.03987224, 0.00319445]), None, None, None, 10, array([0.2010036 , 0.32902047]), array([0.03987224, 0.00319445]), 1), ('sample-at', 10)] bisecting ... 2 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.2010036 0.32902047] [-0.03987224 -0.00319445] -0.38562623380806715 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.2010036 0.32902047] [-0.03987224 -0.00319445] -0.38562623380806715 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (0, 3) ---- seed=92 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.42472813 0.47886965] [-0.0004355 -0.03999763] -0.09577814063769932 BACKWARD SAMPLING FROM 4 [0.42298615 0.31887913] [-0.0004355 -0.03999763] -0.49951826010720873 BACKWARD SAMPLING FROM -4 [0.42647012 0.63886016] [-0.0004355 -0.03999763] -0.3319651929892012 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.42472813 0.47886965] [-0.0004355 -0.03999763] -0.09577814063769932 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.42472813, 0.47886965]), array([-0.0004355 , -0.03999763]), None, None, None, 10, array([0.42037317, 0.07889335]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.42472813, 0.47886965]), array([-0.0004355 , -0.03999763]), 5, array([0.42255065, 0.2788815 ]), array([-0.0004355 , -0.03999763]), 10, array([0.42037317, 0.07889335]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.21765730389482751 goals: [('bisect', 0, array([0.42472813, 0.47886965]), array([-0.0004355 , -0.03999763]), 2, array([0.42385714, 0.39887439]), array([-0.0004355 , -0.03999763]), 5, array([0.42255065, 0.2788815 ]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.33859005788161145 goals: [('bisect', 2, array([0.42385714, 0.39887439]), array([-0.0004355 , -0.03999763]), 3, array([0.42342164, 0.35887676]), array([-0.0004355 , -0.03999763]), 5, array([0.42255065, 0.2788815 ]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call -0.49951826010720873 goals: [('bisect', 3, array([0.42342164, 0.35887676]), array([-0.0004355 , -0.03999763]), 4, array([0.42298615, 0.31887913]), array([-0.0004355 , -0.03999763]), 5, array([0.42255065, 0.2788815 ]), array([-0.0004355 , -0.03999763]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 5 [0.42255065 0.2788815 ] [-0.0004355 -0.03999763] new direction: [-0.03548521 0.01846077] reversing there [-0.0004355 -0.03999763] making one step from [0.42255065 0.2788815 ] [-0.0004355 -0.03999763] --> [0.38706544 0.29734227] [-0.03548521 0.01846077] trying new point, [0.38706544 0.29734227] next() call None goals: [('reflect-at', 5, array([0.38706544, 0.29734227]), array([-0.03548521, 0.01846077]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 4... 6 steps to do at 4 -> [from 5, delta=6] targeting -1. goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.09483173136735507 goals: [('bisect', 0, array([0.42472813, 0.47886965]), array([-0.0004355 , -0.03999763]), None, None, None, -1, array([0.42516363, 0.51886728]), array([-0.0004355 , -0.03999763]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 4 [0.42298615 0.31887913] [-0.0004355 -0.03999763] -0.49951826010720873 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 4)] not done yet, continue expanding to 4... goals: [('expand-to', 4), ('sample-at', 4)] next() call -0.09577814063769934 goals: [('bisect', 0, array([0.42298615, 0.31887913]), array([0.0004355 , 0.03999763]), None, None, None, 4, array([0.42472813, 0.47886965]), array([0.0004355 , 0.03999763]), 1), ('sample-at', 4)] bisecting ... 0 None 4 successfully went all the way in one jump! goals: [('sample-at', 4)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -1 [0.42516363 0.51886728] [-0.0004355 -0.03999763] -0.09483173136735507 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -1)] not done yet, continue expanding to -1... goals: [('expand-to', -1), ('sample-at', -1)] next() call -0.09577814063769935 goals: [('bisect', 0, array([0.42516363, 0.51886728]), array([0.0004355 , 0.03999763]), None, None, None, -1, array([0.42472813, 0.47886965]), array([0.0004355 , 0.03999763]), -1), ('sample-at', -1)] bisecting ... 0 None -1 successfully went all the way in one jump! goals: [('sample-at', -1)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.42472813 0.47886965] [-0.0004355 -0.03999763] -0.09577814063769932 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd new NUTS range: -4..3 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd sampling between (-4, 3) ---- seed=93 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.60635434 0.65751157] [ 0.03990013 -0.00282481] -0.4939564695757347 BACKWARD SAMPLING FROM 4 [0.515227 0.56286192] [-0.03275687 -0.02295621] -0.18212468401683823 BACKWARD SAMPLING FROM -4 [0.44675381 0.66881082] [ 0.03990013 -0.00282481] -0.4560081322130549 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.60635434 0.65751157] [ 0.03990013 -0.00282481] -0.4939564695757347 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.60635434, 0.65751157]), array([ 0.03990013, -0.00282481]), None, None, None, 10, array([0.99464435, 0.62926345]), array([-0.03990013, -0.00282481]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.60635434, 0.65751157]), array([ 0.03990013, -0.00282481]), 5, array([0.80585499, 0.64338751]), array([ 0.03990013, -0.00282481]), 10, array([0.99464435, 0.62926345]), array([-0.03990013, -0.00282481]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call None goals: [('bisect', 0, array([0.60635434, 0.65751157]), array([ 0.03990013, -0.00282481]), 2, array([0.6861546 , 0.65186194]), array([ 0.03990013, -0.00282481]), 5, array([0.80585499, 0.64338751]), array([ 0.03990013, -0.00282481]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 1 next() call None goals: [('bisect', 0, array([0.60635434, 0.65751157]), array([ 0.03990013, -0.00282481]), 1, array([0.64625447, 0.65468676]), array([ 0.03990013, -0.00282481]), 2, array([0.6861546 , 0.65186194]), array([ 0.03990013, -0.00282481]), 1), ('sample-at', 10)] bisecting ... 0 1 2 bisecting gave reflection point 1 [0.64625447 0.65468676] [ 0.03990013 -0.00282481] new direction: [-0.03275687 -0.02295621] reversing there [ 0.03990013 -0.00282481] making one step from [0.64625447 0.65468676] [ 0.03990013 -0.00282481] --> [0.6134976 0.63173055] [-0.03275687 -0.02295621] trying new point, [0.6134976 0.63173055] next() call -0.4051013634874946 goals: [('reflect-at', 1, array([0.6134976 , 0.63173055]), array([-0.03275687, -0.02295621]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.12085928392615417 goals: [('bisect', 1, array([0.6134976 , 0.63173055]), array([-0.03275687, -0.02295621]), None, None, None, 10, array([0.31868579, 0.42512465]), array([-0.03275687, -0.02295621]), 1), ('sample-at', 10)] bisecting ... 1 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.31868579 0.42512465] [-0.03275687 -0.02295621] -0.12085928392615417 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.31868579, 0.42512465]), array([0.03275687, 0.02295621]), None, None, None, 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.1362945285525923 goals: [('bisect', 0, array([0.31868579, 0.42512465]), array([0.03275687, 0.02295621]), 5, array([0.48247013, 0.53990571]), array([0.03275687, 0.02295621]), 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.24220254166073774 goals: [('bisect', 5, array([0.48247013, 0.53990571]), array([0.03275687, 0.02295621]), 7, array([0.54798386, 0.58581813]), array([0.03275687, 0.02295621]), 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.31652810148428956 goals: [('bisect', 7, array([0.54798386, 0.58581813]), array([0.03275687, 0.02295621]), 8, array([0.58074073, 0.60877434]), array([0.03275687, 0.02295621]), 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.40510136348749465 goals: [('bisect', 8, array([0.58074073, 0.60877434]), array([0.03275687, 0.02295621]), 9, array([0.6134976 , 0.63173055]), array([0.03275687, 0.02295621]), 10, array([0.64625447, 0.65468676]), array([0.03275687, 0.02295621]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.64625447 0.65468676] [0.03275687 0.02295621] new direction: [-0.03990013 0.00282481] reversing there [0.03275687 0.02295621] making one step from [0.64625447 0.65468676] [0.03275687 0.02295621] --> [0.60635434 0.65751157] [-0.03990013 0.00282481] trying new point, [0.60635434 0.65751157] next() call -0.49395646957573464 goals: [('reflect-at', 10, array([0.60635434, 0.65751157]), array([-0.03990013, 0.00282481]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.60635434 0.65751157] [ 0.03990013 -0.00282481] -0.4939564695757347 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.60635434 0.65751157] [ 0.03990013 -0.00282481] -0.4939564695757347 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -3..4 NUTS step: tree depth 3, fwd NUTS step: tree depth 3, fwd new NUTS range: -3..12 sampling between (-3, 12) ---- seed=94 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.71938579 0.60722118] [ 0.03572141 -0.01799947] -0.4024627109969381 BACKWARD SAMPLING FROM 4 [0.86227142 0.53522328] [ 0.03572141 -0.01799947] -0.38726449528400564 BACKWARD SAMPLING FROM -2 [0.64794297 0.64322012] [ 0.03572141 -0.01799947] -0.46631508651324616 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.71938579 0.60722118] [ 0.03572141 -0.01799947] -0.4024627109969381 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4925337817021134 goals: [('bisect', 0, array([0.71938579, 0.60722118]), array([ 0.03572141, -0.01799947]), None, None, None, 10, array([0.92340014, 0.42722645]), array([-0.03572141, -0.01799947]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.92340014 0.42722645] [-0.03572141 -0.01799947] -0.4925337817021134 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.4024627109969381 goals: [('bisect', 0, array([0.92340014, 0.42722645]), array([0.03572141, 0.01799947]), None, None, None, 10, array([0.71938579, 0.60722118]), array([-0.03572141, 0.01799947]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.71938579 0.60722118] [ 0.03572141 -0.01799947] -0.4024627109969381 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.71938579 0.60722118] [ 0.03572141 -0.01799947] -0.4024627109969381 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: -1..2 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd new NUTS range: -1..6 NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd NUTS step: tree depth 3, rwd sampling between (-1, 6) ---- seed=95 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.72423768 0.48208699] [-0.02922414 0.02731208] -0.26627105453876776 BACKWARD SAMPLING FROM 4 [0.60734111 0.59133529] [-0.02922414 0.02731208] -0.2887083100641112 BACKWARD SAMPLING FROM -4 [0.82122514 0.40753202] [ 0.01990911 -0.03469333] -0.4440844529643123 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.72423768 0.48208699] [-0.02922414 0.02731208] -0.26627105453876776 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.72423768, 0.48208699]), array([-0.02922414, 0.02731208]), None, None, None, 10, array([0.43199625, 0.75520775]), array([-0.02922414, 0.02731208]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.34307459325849876 goals: [('bisect', 0, array([0.72423768, 0.48208699]), array([-0.02922414, 0.02731208]), 5, array([0.57811696, 0.61864737]), array([-0.02922414, 0.02731208]), 10, array([0.43199625, 0.75520775]), array([-0.02922414, 0.02731208]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.57811696, 0.61864737]), array([-0.02922414, 0.02731208]), 7, array([0.51966868, 0.67327152]), array([-0.02922414, 0.02731208]), 10, array([0.43199625, 0.75520775]), array([-0.02922414, 0.02731208]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call -0.41694366417810785 goals: [('bisect', 5, array([0.57811696, 0.61864737]), array([-0.02922414, 0.02731208]), 6, array([0.54889282, 0.64595945]), array([-0.02922414, 0.02731208]), 7, array([0.51966868, 0.67327152]), array([-0.02922414, 0.02731208]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 7 [0.51966868 0.67327152] [-0.02922414 0.02731208] new direction: [-0.03257512 0.02321339] reversing there [-0.02922414 0.02731208] making one step from [0.51966868 0.67327152] [-0.02922414 0.02731208] --> [0.48709356 0.69648491] [-0.03257512 0.02321339] trying new point, [0.48709356 0.69648491] next() call None goals: [('reflect-at', 7, array([0.48709356, 0.69648491]), array([-0.03257512, 0.02321339]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 6... 4 steps to do at 6 -> [from 7, delta=4] targeting 3. goals: [('sample-at', 3)] target is on track, returning interpolation at 3... [0.63656525 0.56402322] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 6 [0.54889282 0.64595945] [-0.02922414 0.02731208] -0.41694366417810785 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 6)] not done yet, continue expanding to 6... goals: [('expand-to', 6), ('sample-at', 6)] next() call -0.2662710545387677 goals: [('bisect', 0, array([0.54889282, 0.64595945]), array([ 0.02922414, -0.02731208]), None, None, None, 6, array([0.72423768, 0.48208699]), array([ 0.02922414, -0.02731208]), 1), ('sample-at', 6)] bisecting ... 0 None 6 successfully went all the way in one jump! goals: [('sample-at', 6)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.72423768 0.48208699] [-0.02922414 0.02731208] -0.26627105453876776 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.72423768 0.48208699] [-0.02922414 0.02731208] -0.26627105453876776 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -2..1 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-2, 1) ---- seed=96 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.09240082 0.561974 ] [-0.03300675 -0.02259545] -0.05227866114907259 BACKWARD SAMPLING FROM 4 [0.0396262 0.47159221] [ 0.03300675 -0.02259545] -0.010872647013765053 BACKWARD SAMPLING FROM -4 [0.22442783 0.65235578] [-0.03300675 -0.02259545] -0.3153374835129045 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.09240082 0.561974 ] [-0.03300675 -0.02259545] -0.05227866114907259 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.36436264123928686 goals: [('bisect', 0, array([0.09240082, 0.561974 ]), array([-0.03300675, -0.02259545]), None, None, None, 10, array([0.23766673, 0.33601954]), array([ 0.03300675, -0.02259545]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 10 [0.23766673 0.33601954] [ 0.03300675 -0.02259545] -0.36436264123928686 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call -0.05227866114907242 goals: [('bisect', 0, array([0.23766673, 0.33601954]), array([-0.03300675, 0.02259545]), None, None, None, 10, array([0.09240082, 0.561974 ]), array([0.03300675, 0.02259545]), 1), ('sample-at', 10)] bisecting ... 0 None 10 successfully went all the way in one jump! goals: [('sample-at', 10)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.09240082 0.561974 ] [-0.03300675 -0.02259545] -0.05227866114907259 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.09240082 0.561974 ] [-0.03300675 -0.02259545] -0.05227866114907259 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd sampling between (0, 1) ---- seed=97 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.20467407 0.34514352] [-0.01012837 0.03869646] -0.3207023648241864 BACKWARD SAMPLING FROM 4 [0.1641606 0.49992937] [-0.01012837 0.03869646] -0.013474413804503925 BACKWARD SAMPLING FROM -1 [0.21480243 0.30644705] [-0.01012837 0.03869646] -0.4913543244490346 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.20467407 0.34514352] [-0.01012837 0.03869646] -0.3207023648241864 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.20467407, 0.34514352]), array([-0.01012837, 0.03869646]), None, None, None, 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.030512397919510853 goals: [('bisect', 0, array([0.20467407, 0.34514352]), array([-0.01012837, 0.03869646]), 5, array([0.15403223, 0.53862583]), array([-0.01012837, 0.03869646]), 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call -0.1772023323934378 goals: [('bisect', 5, array([0.15403223, 0.53862583]), array([-0.01012837, 0.03869646]), 7, array([0.1337755 , 0.61601875]), array([-0.01012837, 0.03869646]), 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 8 next() call -0.3068542827523578 goals: [('bisect', 7, array([0.1337755 , 0.61601875]), array([-0.01012837, 0.03869646]), 8, array([0.12364714, 0.65471522]), array([-0.01012837, 0.03869646]), 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 7 8 10 continue bisect at 9 next() call -0.4740442218592488 goals: [('bisect', 8, array([0.12364714, 0.65471522]), array([-0.01012837, 0.03869646]), 9, array([0.11351877, 0.69341168]), array([-0.01012837, 0.03869646]), 10, array([0.1033904 , 0.73210814]), array([-0.01012837, 0.03869646]), 1), ('sample-at', 10)] bisecting ... 8 9 10 bisecting gave reflection point 10 [0.1033904 0.73210814] [-0.01012837 0.03869646] new direction: [-0.03691991 0.01539222] reversing there [-0.01012837 0.03869646] making one step from [0.1033904 0.73210814] [-0.01012837 0.03869646] --> [0.0664705 0.74750036] [-0.03691991 0.01539222] trying new point, [0.0664705 0.74750036] next() call None goals: [('reflect-at', 10, array([0.0664705 , 0.74750036]), array([-0.03691991, 0.01539222]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 9... 1 steps to do at 9 -> [from 10, delta=1] targeting 9. goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 9 [0.11351877 0.69341168] [-0.01012837 0.03869646] -0.4740442218592488 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 9)] not done yet, continue expanding to 9... goals: [('expand-to', 9), ('sample-at', 9)] next() call -0.3207023648241862 goals: [('bisect', 0, array([0.11351877, 0.69341168]), array([ 0.01012837, -0.03869646]), None, None, None, 9, array([0.20467407, 0.34514352]), array([ 0.01012837, -0.03869646]), 1), ('sample-at', 9)] bisecting ... 0 None 9 successfully went all the way in one jump! goals: [('sample-at', 9)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.20467407 0.34514352] [-0.01012837 0.03869646] -0.3207023648241864 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.20467407 0.34514352] [-0.01012837 0.03869646] -0.3207023648241864 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd sampling between (0, 1) ---- seed=98 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.73226725 0.56718902] [ 0.01554863 -0.03685431] -0.3245372087629051 BACKWARD SAMPLING FROM 4 [0.79446178 0.41977178] [ 0.01554863 -0.03685431] -0.39604184352994004 BACKWARD SAMPLING FROM -2 [0.70116998 0.64089763] [ 0.01554863 -0.03685431] -0.4939714550399919 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.73226725 0.56718902] [ 0.01554863 -0.03685431] -0.3245372087629051 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.73226725, 0.56718902]), array([ 0.01554863, -0.03685431]), None, None, None, 10, array([0.88775357, 0.19864593]), array([ 0.01554863, -0.03685431]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call -0.49941240374695045 goals: [('bisect', 0, array([0.73226725, 0.56718902]), array([ 0.01554863, -0.03685431]), 5, array([0.81001041, 0.38291747]), array([ 0.01554863, -0.03685431]), 10, array([0.88775357, 0.19864593]), array([ 0.01554863, -0.03685431]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 7 next() call None goals: [('bisect', 5, array([0.81001041, 0.38291747]), array([ 0.01554863, -0.03685431]), 7, array([0.84110768, 0.30920886]), array([ 0.01554863, -0.03685431]), 10, array([0.88775357, 0.19864593]), array([ 0.01554863, -0.03685431]), 1), ('sample-at', 10)] bisecting ... 5 7 10 continue bisect at 6 next() call None goals: [('bisect', 5, array([0.81001041, 0.38291747]), array([ 0.01554863, -0.03685431]), 6, array([0.82555904, 0.34606317]), array([ 0.01554863, -0.03685431]), 7, array([0.84110768, 0.30920886]), array([ 0.01554863, -0.03685431]), 1), ('sample-at', 10)] bisecting ... 5 6 7 bisecting gave reflection point 6 [0.82555904 0.34606317] [ 0.01554863 -0.03685431] new direction: [-0.03412149 -0.02087401] reversing there [ 0.01554863 -0.03685431] making one step from [0.82555904 0.34606317] [ 0.01554863 -0.03685431] --> [0.79143756 0.32518916] [-0.03412149 -0.02087401] trying new point, [0.79143756 0.32518916] next() call None goals: [('reflect-at', 6, array([0.79143756, 0.32518916]), array([-0.03412149, -0.02087401]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 5... 5 steps to do at 5 -> [from 6, delta=5] targeting 1. goals: [('sample-at', 1)] target is on track, returning interpolation at 1... [0.74781588 0.53033471] None next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 5 [0.81001041 0.38291747] [ 0.01554863 -0.03685431] -0.49941240374695045 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 5)] not done yet, continue expanding to 5... goals: [('expand-to', 5), ('sample-at', 5)] next() call -0.3245372087629051 goals: [('bisect', 0, array([0.81001041, 0.38291747]), array([-0.01554863, 0.03685431]), None, None, None, 5, array([0.73226725, 0.56718902]), array([-0.01554863, 0.03685431]), 1), ('sample-at', 5)] bisecting ... 0 None 5 successfully went all the way in one jump! goals: [('sample-at', 5)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 0 [0.73226725 0.56718902] [ 0.01554863 -0.03685431] -0.3245372087629051 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 0)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.73226725 0.56718902] [ 0.01554863 -0.03685431] -0.3245372087629051 NUTS step: tree depth 0, fwd NUTS step: tree depth 0, fwd new NUTS range: 0..1 NUTS step: tree depth 1, fwd NUTS step: tree depth 1, fwd new NUTS range: 0..3 NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd NUTS step: tree depth 2, fwd sampling between (0, 3) ---- seed=99 ---- StepSampler ---- FORWARD SAMPLING FROM 0 [0.67227856 0.4880784 ] [0.00390489 0.03980894] -0.2277557872556839 BACKWARD SAMPLING FROM 3 [0.68399324 0.60750522] [0.00390489 0.03980894] -0.3783905365498532 BACKWARD SAMPLING FROM -3 [0.66056388 0.36865158] [0.00390489 0.03980894] -0.4338274302289816 BisectSampler ---- FORWARD SAMPLING FROM 0 [0.67227856 0.4880784 ] [0.00390489 0.03980894] -0.2277557872556839 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 10)] not done yet, continue expanding to 10... goals: [('expand-to', 10), ('sample-at', 10)] next() call None goals: [('bisect', 0, array([0.67227856, 0.4880784 ]), array([0.00390489, 0.03980894]), None, None, None, 10, array([0.71132748, 0.88616781]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 0 None 10 continue bisect at 5 next() call None goals: [('bisect', 0, array([0.67227856, 0.4880784 ]), array([0.00390489, 0.03980894]), 5, array([0.69180302, 0.68712311]), array([0.00390489, 0.03980894]), 10, array([0.71132748, 0.88616781]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 0 5 10 continue bisect at 2 next() call -0.28854490986652237 goals: [('bisect', 0, array([0.67227856, 0.4880784 ]), array([0.00390489, 0.03980894]), 2, array([0.68008834, 0.56769628]), array([0.00390489, 0.03980894]), 5, array([0.69180302, 0.68712311]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 0 2 5 continue bisect at 3 next() call -0.37839053654985255 goals: [('bisect', 2, array([0.68008834, 0.56769628]), array([0.00390489, 0.03980894]), 3, array([0.68399324, 0.60750522]), array([0.00390489, 0.03980894]), 5, array([0.69180302, 0.68712311]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 2 3 5 continue bisect at 4 next() call None goals: [('bisect', 3, array([0.68399324, 0.60750522]), array([0.00390489, 0.03980894]), 4, array([0.68789813, 0.64731416]), array([0.00390489, 0.03980894]), 5, array([0.69180302, 0.68712311]), array([0.00390489, 0.03980894]), 1), ('sample-at', 10)] bisecting ... 3 4 5 bisecting gave reflection point 4 [0.68789813 0.64731416] [0.00390489 0.03980894] new direction: [-0.01907752 0.03515748] reversing there [0.00390489 0.03980894] making one step from [0.68789813 0.64731416] [0.00390489 0.03980894] --> [0.66882061 0.68247164] [-0.01907752 0.03515748] trying new point, [0.66882061 0.68247164] next() call None goals: [('reflect-at', 4, array([0.66882061, 0.68247164]), array([-0.01907752, 0.03515748]), 1), ('sample-at', 10)] goals: [('sample-at', 10)] reversing at 3... 7 steps to do at 3 -> [from 4, delta=7] targeting -3. goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.4338274302289816 goals: [('bisect', 0, array([0.67227856, 0.4880784 ]), array([0.00390489, 0.03980894]), None, None, None, -3, array([0.66056388, 0.36865158]), array([0.00390489, 0.03980894]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM 3 [0.68399324 0.60750522] [0.00390489 0.03980894] -0.37839053654985255 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', 3)] not done yet, continue expanding to 3... goals: [('expand-to', 3), ('sample-at', 3)] next() call -0.22775578725568393 goals: [('bisect', 0, array([0.68399324, 0.60750522]), array([-0.00390489, -0.03980894]), None, None, None, 3, array([0.67227856, 0.4880784 ]), array([-0.00390489, -0.03980894]), 1), ('sample-at', 3)] bisecting ... 0 None 3 successfully went all the way in one jump! goals: [('sample-at', 3)] next() call None goals: [('sample-at', 0)] next() call None BACKWARD SAMPLING FROM -3 [0.66056388 0.36865158] [0.00390489 0.03980894] -0.4338274302289816 next() call None goals: [('sample-at', 0)] next() call None next() call None goals: [('sample-at', -3)] not done yet, continue expanding to -3... goals: [('expand-to', -3), ('sample-at', -3)] next() call -0.2277557872556839 goals: [('bisect', 0, array([0.66056388, 0.36865158]), array([-0.00390489, -0.03980894]), None, None, None, -3, array([0.67227856, 0.4880784 ]), array([-0.00390489, -0.03980894]), -1), ('sample-at', -3)] bisecting ... 0 None -3 successfully went all the way in one jump! goals: [('sample-at', -3)] next() call None goals: [('sample-at', 0)] next() call None NUTSSampler ---- FORWARD SAMPLING FROM 0 [0.67227856 0.4880784 ] [0.00390489 0.03980894] -0.2277557872556839 NUTS step: tree depth 0, rwd NUTS step: tree depth 0, rwd new NUTS range: -1..0 NUTS step: tree depth 1, rwd NUTS step: tree depth 1, rwd new NUTS range: -3..0 NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd NUTS step: tree depth 2, rwd sampling between (-3, 0)

Passed

tests/test_flatnuts.py::test_singlejumper

0.14

------------------------------Captured stdout call------------------------------
make reflect make stuck

Passed

tests/test_flatnuts.py::test_directjumper

0.13

------------------------------Captured stdout call------------------------------
make reflect make stuck

Passed

tests/test_netiterintegrate.py::test_singleblock[100]

6.13

------------------------------Captured stdout call------------------------------
================================================================================ NLIVE=100 Standard integrator 236.1726767661852 +- 0.24248239499937066 1.15s Graph integrator 236.1732 +- 0.2430 (main) 236.2408 +- 0.3325 (bs) 236.17318716016047 +- 0.24304949008526694 2.26s Vectorized graph integrator tree size: (822, 100) 236.1728 +- 0.2432 (main) 236.1499 +- 0.3864 (bs) 236.1728009251425 +- 0.2431694586385547 1.40s

Passed

tests/test_netiterintegrate.py::test_singleblock[400]

29.03

------------------------------Captured stdout call------------------------------
================================================================================ NLIVE=400 Standard integrator 235.90384067075422 +- 0.12353023648988769 6.64s Graph integrator 235.9038 +- 0.1234 (main) 235.8853 +- 0.1403 (bs) 235.90384067075402 +- 0.12337738017199443 12.29s Vectorized graph integrator tree size: (3399, 400) 235.9049 +- 0.1233 (main) 235.9990 +- 0.1520 (bs) 235.9049130721852 +- 0.12332590760683954 8.74s

Passed

tests/test_netiterintegrate.py::test_singleblock[2000]

62.02

------------------------------Captured stdout call------------------------------
================================================================================ NLIVE=2000 Standard integrator 235.88269224523566 +- 0.05530579314586262 10.41s Graph integrator 235.8827 +- 0.0553 (main) 235.8979 +- 0.0647 (bs) 235.8826922452362 +- 0.055282438819923896 34.15s Vectorized graph integrator tree size: (16988, 2000) 235.8827 +- 0.0553 (main) 235.9355 +- 0.0719 (bs) 235.88265064698973 +- 0.05526910868342082 16.09s

Passed

tests/test_netiterintegrate.py::test_visualisation

0.00

------------------------------Captured stdout call------------------------------
testing tree visualisation... - Node: None - Node: 33 - Node: 704 - Node: 744 - Node: 11 - Node: 69 - Node: 996 - Node: 185 - Node: 987 - Node: 353 - Node: 124 - Node: 303 - Node: 658 - Node: 609 - Node: 767 - Node: 111 Empty Tree ║║║\\ ║║║ \\ ║║╠╗║║ 11 O║║║║║ 33 ║║O║║ 69 ║║ ║\ ║║ ║ \ ║║ ║ \ ║║ ╠╦╗║ 185 ║║ ║║║║ ║║ O║║║ 124 ║║ ║║╠╦╦╗ 303 ║║ ║║║║║║ ║║ ║║O║║║ 111 ║║ O║ ║║║ 353 ║║ ║ ║O║ 609 ║║ ║ ║ O 658 +║ ║ ║ 704 ║║ ║ ║ O║ ║ ║ 744 ║ ║ O 767 ║ O 987 O 996

Passed

tests/test_netiterintegrate.py::test_treedump

0.15

------------------------------Captured stdout call------------------------------
testing tree dumping...

Passed

tests/test_regionsampling.py::test_region_sampling_scaling

0.15

------------------------------Captured stdout call------------------------------
enlargement factor: 1.641305045847668 0.6092712640650784 sampling_method: <bound method MLFriends.sample_from_transformed_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7fddb75ce910>> sampling_method: <bound method MLFriends.sample_from_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7fddb75ce910>> sampling_method: <bound method MLFriends.sample_from_points of <ultranest.mlfriends.MLFriends object at 0x7fddb75ce910>> sampling_method: <bound method MLFriends.sample_from_wrapping_ellipsoid of <ultranest.mlfriends.MLFriends object at 0x7fddb75ce910>>

Passed

tests/test_regionsampling.py::test_region_sampling_affine

0.13

------------------------------Captured stdout call------------------------------
enlargement factor: 1.641305045847668 0.6092712640650784 sampling_method: <bound method MLFriends.sample_from_transformed_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7fddb75cef10>> sampling_method: <bound method MLFriends.sample_from_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7fddb75cef10>> sampling_method: <bound method MLFriends.sample_from_points of <ultranest.mlfriends.MLFriends object at 0x7fddb75cef10>> sampling_method: <bound method MLFriends.sample_from_wrapping_ellipsoid of <ultranest.mlfriends.MLFriends object at 0x7fddb75cef10>>

Passed

tests/test_regionsampling.py::test_region_ellipsoid

0.08

------------------------------Captured stdout call------------------------------
enlargement factor: 1.6413050458476643 0.6092712640650797

Passed

tests/test_regionsampling.py::test_region_mean_distances

0.84

------------------------------Captured stdout call------------------------------
circle: 604 half-circle: 317 enlargement factor: 2.023767594107247 0.4941278845020415 (0.872214351919518, 43685.72803024098, 50086, array([[ 5.90424248e-01, -1.28168190e-01], [ 5.68326216e-01, -7.99190323e-02], [ 5.73713827e-01, -1.40974066e-01], [-1.19565575e-01, 5.61077247e-01], [-3.96422558e-01, 6.82850299e-01], [-2.59345436e-01, -6.34084337e-01], [-9.34539440e-01, -6.90742582e-01], [-4.54118206e-02, -5.78179518e-01], [-4.02749950e-01, 6.58573234e-01], [ 8.13997364e-02, 4.94366661e-01], [-3.09850782e-01, 6.14532501e-01], [-9.99417973e-02, 5.57440104e-01], [-4.37625549e-01, -6.32032570e-01], [-7.81158726e-01, -7.00564790e-01], [ 1.75458891e-01, 4.95689547e-01], [ 1.72389906e-01, 4.68867481e-01], [-8.01773651e-01, -7.15223858e-01], [ 5.21338908e-01, -2.14590400e-01], [-1.07235208e+00, -7.36808791e-01], [ 4.73338580e-01, 2.56518765e-01], [ 5.63695919e-01, -1.86477123e-01], [-8.70841117e-01, -7.11677665e-01], [-1.82362061e-01, -5.69668582e-01], [ 1.73098757e-01, -4.92037144e-01], [-1.00384656e+00, 7.21061155e-01], [ 4.43217737e-01, 2.93713871e-01], [-4.67073777e-03, -5.54412686e-01], [-6.23929429e-02, -5.55287094e-01], [-3.44813772e-01, -6.27307923e-01], [-1.08124986e+00, 7.05926589e-01], [ 3.94361999e-01, -2.85080745e-01], [ 3.09949304e-01, 4.03277027e-01], [ 4.59621597e-01, -1.96075238e-01], [-1.52726042e-01, -5.65775188e-01], [-6.08038220e-01, 6.84700627e-01], [-9.12413897e-01, -7.18619243e-01], [ 4.86777463e-02, -4.86096498e-01], [ 2.91454928e-01, 4.23042620e-01], [ 2.31918395e-01, -4.62497450e-01], [-1.02176787e+00, -7.36473700e-01], [ 3.27742484e-01, 4.07938102e-01], [-3.10999361e-01, 6.64406143e-01], [-1.06863070e-01, 5.82251954e-01], [ 1.99001281e-01, -4.81705431e-01], [ 5.28069411e-01, 3.43009964e-02], [ 5.27707974e-01, 6.99940502e-02], [-7.79644952e-01, 6.92311241e-01], [-1.28175802e-01, -5.79235117e-01], [ 4.29640240e-01, 3.44927443e-01], [ 3.80488663e-01, -3.37014162e-01], [ 2.11391114e-01, 4.82592387e-01], [ 5.45453354e-01, -4.69543644e-02], [ 5.45493267e-01, -1.72467410e-01], [-1.11318383e-01, -5.94600729e-01], [ 7.36423960e-03, 5.66951095e-01], [ 2.99291218e-01, -3.50666656e-01], [ 7.68501828e-02, -5.19709187e-01], [ 4.77348651e-02, -5.05413071e-01], [ 2.50452451e-02, 5.39406983e-01], [-3.18730924e-01, -6.52554784e-01], [-2.39256777e-01, 6.33617282e-01], [-2.88466757e-01, -6.21474875e-01], [ 4.80469484e-01, -1.58504100e-01], [-7.81309751e-01, -6.99209221e-01], [-7.99809401e-01, -7.19966299e-01], [ 5.61260056e-01, 2.07443092e-01], [ 6.00598496e-01, 1.07023267e-01], [-8.28078470e-01, 7.00202304e-01], [-7.07008910e-01, -6.91468096e-01], [ 5.79643737e-01, -7.94768507e-02], [ 2.31601268e-01, 4.38441077e-01], [-5.88732825e-01, 6.90909274e-01], [ 3.63399194e-01, 3.49554643e-01], [-3.01868015e-01, -6.04559566e-01], [-6.72179399e-01, -6.88365529e-01], [-2.20656209e-01, 6.14106558e-01], [-3.15873900e-01, -6.34460723e-01], [-2.29395363e-02, 5.55827183e-01], [ 1.22068325e-01, -4.81068091e-01], [ 1.60053053e-01, 4.54050443e-01], [ 2.34926635e-01, 4.06907034e-01], [ 6.40572426e-02, 4.96910527e-01], [-1.07581862e+00, 7.10741072e-01], [-7.79059982e-02, 5.81010585e-01], [ 3.13990457e-01, 3.58865342e-01], [-1.06545701e+00, 7.36147059e-01], [ 1.94737500e-01, 4.59040723e-01], [ 5.10198700e-02, 5.48356580e-01], [ 5.67040396e-01, -5.71229985e-02], [-5.32353607e-01, 6.64346344e-01], [ 2.29408539e-01, 4.35118178e-01], [-4.70684001e-01, -6.53176034e-01], [-2.68907819e-01, -6.02284378e-01], [ 5.09058033e-01, -2.12102299e-01], [ 2.90072345e-01, 4.08084343e-01], [-1.12205944e+00, 7.28737094e-01], [ 6.53607804e-02, -5.28177982e-01], [ 5.28723809e-01, 1.93295404e-01], [-1.04125478e+00, -7.12877859e-01], [-4.13773799e-01, 6.76765319e-01], [-3.23951768e-01, 6.66693816e-01], [ 4.51926359e-01, -2.25259849e-01], [ 3.37355863e-01, -3.34292278e-01], [-1.72688147e-01, 6.08087321e-01], [-8.42767128e-01, -6.97224524e-01], [ 5.64114235e-01, -9.35664926e-02], [-5.17747415e-01, -6.87507349e-01], [ 2.85274291e-01, -4.18731788e-01], [ 3.73648106e-01, 3.13017175e-01], [ 5.24885792e-01, -4.80149396e-02], [ 5.74123528e-01, -1.31515348e-01], [ 5.10160640e-01, -1.86260602e-01], [-2.32128947e-01, -6.21459295e-01], [ 8.53606834e-02, -4.90521609e-01], [-1.22126323e-01, 5.71042591e-01], [ 5.61162366e-01, -4.02157071e-02], [ 5.81915438e-01, -1.33557124e-01], [ 2.54251411e-01, 4.42380525e-01], [-2.96656471e-01, 6.27301543e-01], [ 6.12618000e-01, -1.54673577e-02], [ 4.68414253e-01, 3.15996267e-01], [ 1.38443846e-01, 5.06144106e-01], [ 3.38969312e-01, -3.91504214e-01], [-7.36115829e-01, 7.00008604e-01], [ 5.58683694e-01, -6.26853177e-02], [-8.75338415e-02, -5.76960767e-01], [-3.02106731e-01, 6.39277939e-01], [-7.89936457e-01, -7.15965159e-01], [ 6.24131120e-01, 6.76807148e-02], [ 4.83833063e-01, 2.09116673e-01], [-8.76175360e-01, 7.13023744e-01], [-9.50047536e-01, 7.21264422e-01], [-9.40171485e-01, 7.21434643e-01], [ 3.61128428e-01, -3.23874595e-01], [ 5.28527861e-01, -2.07977696e-01], [ 5.91031086e-01, -8.78825272e-02], [-3.31900764e-01, 6.28744257e-01], [ 5.61592717e-01, -8.70877435e-02], [ 1.01711982e-01, -4.90711675e-01], [ 5.98208937e-01, 1.30210229e-01], [ 2.31300459e-01, 4.46747873e-01], [ 5.72396956e-01, 1.45443564e-01], [ 4.82526743e-01, -2.61214652e-01], [-4.65451960e-02, -5.51682756e-01], [-8.56937404e-02, -5.61988808e-01], [ 5.92962781e-01, 9.38652273e-02], [-9.62416037e-01, -7.23512874e-01], [ 6.20222332e-01, -5.16017176e-02], [ 4.16660129e-01, 3.52897971e-01], [ 2.41583904e-02, 5.23144069e-01], [ 6.00141659e-01, -5.75933780e-02], [ 1.56927888e-01, -5.02193794e-01], [-3.93974093e-01, -6.43049126e-01], [ 2.02410228e-01, -4.55275855e-01], [-9.70814676e-04, -5.15726743e-01], [ 4.88659015e-01, 2.92225534e-01], [-1.05525804e+00, -7.30188494e-01], [ 2.52474637e-01, -4.27979784e-01], [ 5.38151632e-01, 6.75691773e-02], [ 2.42572354e-01, -4.12351242e-01], [-1.30226587e-01, 5.75922329e-01], [ 2.11651622e-01, 4.31478420e-01], [-1.08228060e-01, -5.84436143e-01], [-6.84886675e-01, -6.85042919e-01], [-2.56262799e-01, 6.37474619e-01], [ 5.67490271e-01, 1.62710894e-01], [-3.54462948e-01, 6.46586395e-01], [-1.97719948e-01, -6.04179939e-01], [ 2.62341518e-01, 3.94453328e-01], [-6.58017071e-01, 6.83796252e-01], [ 4.15531976e-01, -2.50272400e-01], [-6.10285376e-01, -6.93448002e-01], [-1.30071704e-02, 5.25061960e-01], [ 5.59574319e-01, -1.05796261e-01], [ 5.19595457e-01, 1.24528793e-01], [-8.92188768e-01, 7.05666600e-01], [-1.11557743e-01, 5.69709296e-01], [ 2.79533678e-01, -3.70884022e-01], [ 4.34984565e-01, 3.08947351e-01], [ 3.45974468e-01, 4.12969133e-01], [ 3.13933302e-01, -3.76474657e-01], [-2.75965010e-01, -6.42767643e-01], [ 5.70043451e-01, 6.56624613e-02], [ 7.57441643e-02, -5.01435276e-01], [ 5.25428777e-01, 8.08138545e-02], [-1.01292415e+00, -7.14287399e-01], [ 5.56600088e-01, -1.38665935e-01], [-1.04322227e+00, 7.31390728e-01], [ 5.20570175e-01, -2.11254458e-01], [-1.34117300e-01, -5.84277058e-01], [ 5.63348931e-01, 1.94965923e-01], [ 5.48364164e-01, -1.09980390e-02], [-3.40410352e-01, -6.51432653e-01], [ 4.82640666e-01, -2.73811703e-01], [ 2.92085360e-01, -3.84111012e-01], [-2.97168170e-01, -6.23521430e-01], [-5.18881179e-01, 6.82609666e-01], [-2.18707800e-01, -5.92383081e-01], [ 4.87095196e-01, -1.77017544e-01], [ 4.53688054e-01, -2.82546282e-01], [ 4.31422443e-01, 2.40448711e-01], [-5.21397253e-01, 6.90676472e-01], [-4.21392816e-01, 6.47159091e-01], [-5.44044678e-01, -6.62331621e-01], [-5.07279361e-01, -6.78812897e-01], [-6.52363580e-01, 6.92848286e-01], [-1.42174039e-01, -5.67496779e-01], [ 2.44511627e-01, 4.52886989e-01], [ 6.02900576e-01, 7.79187700e-02], [ 6.19586949e-01, -3.68616455e-02], [-4.35034001e-01, 6.86075529e-01], [-6.80164001e-01, 7.14224230e-01], [-6.79619602e-01, 7.21281074e-01], [ 7.94947538e-02, 5.00351363e-01], [ 2.99037191e-01, 4.21834051e-01], [ 2.45326114e-02, 5.44212568e-01], [-2.36383526e-01, 6.10675449e-01], [ 5.87704961e-01, -1.22705612e-01], [-1.10073316e+00, 7.08902191e-01], [-1.44756302e-01, 5.85217696e-01], [-3.91285306e-01, 6.54446303e-01], [-6.13796840e-01, -6.58699733e-01], [ 5.24678767e-01, 9.66140744e-02], [ 8.40114247e-02, 4.91917261e-01], [ 3.30864872e-02, 5.16473540e-01], [ 2.46226604e-01, -4.09232238e-01], [-1.33034368e-01, -5.94658196e-01], [ 6.03624607e-01, -9.70782567e-02], [-2.47891108e-01, 6.07823792e-01], [ 4.62914363e-01, 2.64549784e-01], [-5.09349525e-01, -6.44150967e-01], [ 1.13591509e-01, -4.73745674e-01], [ 1.48362665e-01, 4.98802454e-01], [-4.05371772e-01, -6.44312188e-01], [ 4.13735449e-01, -3.22718762e-01], [ 5.86936799e-01, 5.59155101e-02], [ 3.40831098e-01, -3.24550582e-01], [-2.76232847e-01, 6.39569251e-01], [ 1.53254495e-01, 4.56171994e-01], [-3.91115920e-01, 6.81134606e-01], [-9.59210936e-01, -7.00127462e-01], [ 5.72735655e-01, -9.50147825e-02], [ 2.30824521e-01, -4.46012440e-01], [ 2.28204223e-01, -4.04798095e-01], [-7.33534876e-01, 6.87691758e-01], [ 4.54868884e-01, -2.82817284e-01], [ 5.46092204e-01, -3.54687801e-03], [ 5.71604916e-01, 1.99084806e-01], [ 4.62990471e-01, 2.71594295e-01], [ 5.19813366e-01, -7.16447092e-02], [-6.74531056e-01, -6.73661254e-01], [ 4.35519314e-01, 3.27782968e-01], [ 4.59759219e-01, -2.97495711e-01], [ 5.36479128e-01, 6.97558942e-02], [ 3.20911096e-01, -3.74970703e-01], [-6.36511978e-01, 7.08221962e-01], [-3.19237142e-01, -6.38166882e-01], [ 3.08440849e-01, -3.97843176e-01], [ 2.15161217e-01, -4.45416491e-01], [ 5.23742183e-01, -6.86027422e-02], [-1.43795898e-01, 6.03843241e-01], [ 4.17881991e-01, 3.38802795e-01], [-9.05525862e-01, -6.91147062e-01], [-9.73625579e-01, 7.37176331e-01], [-1.88283171e-01, 6.24337353e-01], [ 3.17412253e-01, 3.58107852e-01], [-3.08253490e-01, 6.55257540e-01], [ 2.74791820e-01, 4.25170087e-01], [-4.85959091e-01, -6.82191636e-01], [ 4.85531428e-01, -2.17692438e-01], [-2.61347209e-01, 6.06844450e-01], [ 4.52048239e-01, -2.65805090e-01], [ 1.92686620e-01, -4.25541620e-01], [ 5.81632240e-01, 1.05684070e-01], [ 5.44123310e-01, 1.20172110e-01], [ 5.26526195e-01, 2.06299651e-01], [-2.90002911e-01, 6.16411381e-01], [-1.27839148e-01, -5.58561629e-01], [ 3.77309343e-01, 3.88445326e-01], [-6.76423775e-01, 7.04823962e-01], [ 5.12102318e-01, 1.48736261e-01], [-5.02015320e-01, -6.58331246e-01], [ 3.27664480e-01, 4.11424738e-01], [ 1.27090010e-01, -4.72192408e-01], [ 2.01735278e-02, -5.45992810e-01], [ 4.33323589e-01, -2.75800974e-01], [-2.24522422e-01, -5.94273343e-01], [-1.12824059e+00, 7.13459556e-01], [ 1.50616445e-01, -4.67437074e-01], [ 4.74098962e-01, -1.97705703e-01], [-1.38830266e-02, -5.17257962e-01], [ 6.15599276e-01, -2.81078599e-02], [-8.49426337e-01, -6.95820872e-01], [ 9.91674042e-02, 5.28045181e-01], [-7.02400738e-01, 7.13589361e-01], [ 5.30543730e-01, 8.13631383e-02], [ 5.03460184e-01, -2.13761124e-01], [-9.50434114e-01, -7.13216797e-01], [ 2.15097760e-01, -4.14738256e-01], [-6.09043167e-01, 6.74068269e-01], [ 4.26416839e-01, 3.19455107e-01], [ 1.42980694e-01, 5.07039208e-01], [ 2.53103622e-01, 4.31004531e-01], [-7.51466786e-01, -6.98367551e-01], [ 6.06775012e-01, -5.69107304e-02], [-3.31556017e-01, 6.48084055e-01], [-7.20021723e-01, -7.05147717e-01], [ 3.42373787e-01, -3.13355433e-01], [ 5.41800018e-01, -1.43625112e-01], [ 5.92055711e-01, -1.06163740e-02], [ 5.41007418e-01, -1.62003709e-01], [ 6.11496879e-01, -9.55651797e-02], [-8.98704729e-02, -5.93749811e-01], [-5.27060656e-01, -6.66801199e-01], [-1.12398671e-01, -5.82338575e-01], [ 2.39603269e-01, 4.03478432e-01], [ 3.36486746e-01, 4.12896778e-01]]))

Passed

tests/test_run.py::test_run

8.38

Passed

tests/test_run.py::test_reactive_run

13.57

------------------------------Captured stdout call------------------------------
[ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.28) * Expected Volume: exp(0.00) Hinz: -5.0|*****************************************************| +5.0 Kunz: -5.0|*****************************************************| +5.0 Z=-inf(0.00%) | Like=-110.42..0.28 [-110.4238..0.2570] | it/evals=0/401 eff=0.0000% N=400 Z=-67.0(0.00%) | Like=-62.58..0.43 [-110.4238..0.2570] | it/evals=50/452 eff=96.1538% N=400 Mono-modal Volume: ~exp(-4.83) * Expected Volume: exp(-0.20) Hinz: -5.0| ****************************************************| +5.0 Kunz: -5.0| ** *************************************************| +5.0 Z=-59.6(0.00%) | Like=-54.81..0.43 [-110.4238..0.2570] | it/evals=81/484 eff=96.4286% N=400 Z=-55.0(0.00%) | Like=-50.33..0.43 [-110.4238..0.2570] | it/evals=100/504 eff=96.1538% N=400 Z=-50.6(0.00%) | Like=-46.55..0.43 [-110.4238..0.2570] | it/evals=126/534 eff=94.0299% N=400 Z=-47.6(0.00%) | Like=-42.72..0.43 [-110.4238..0.2570] | it/evals=150/564 eff=91.4634% N=400 Mono-modal Volume: ~exp(-4.83) Expected Volume: exp(-0.41) Hinz: -5.0| ************************************************| +5.0 Kunz: -5.0| ************************************************| +5.0 Z=-43.0(0.00%) | Like=-38.73..0.43 [-110.4238..0.2570] | it/evals=178/594 eff=91.7526% N=400 Z=-40.9(0.00%) | Like=-36.84..0.43 [-110.4238..0.2570] | it/evals=200/618 eff=91.7431% N=400 Mono-modal Volume: ~exp(-5.14) * Expected Volume: exp(-0.61) Hinz: -5.0| ********************************************* | +5.0 Kunz: -5.0| ******************************************* | +5.0 Z=-36.9(0.00%) | Like=-32.40..0.52 [-110.4238..0.2570] | it/evals=243/673 eff=89.0110% N=400 Z=-36.1(0.00%) | Like=-31.80..0.52 [-110.4238..0.2570] | it/evals=250/681 eff=88.9680% N=400 Z=-32.3(0.00%) | Like=-28.41..0.52 [-110.4238..0.2570] | it/evals=300/744 eff=87.2093% N=400 Mono-modal Volume: ~exp(-5.14) Expected Volume: exp(-0.81) Hinz: -5.0| ****************************************** | +5.0 Kunz: -5.0| **************************************** | +5.0 Z=-30.3(0.00%) | Like=-26.26..0.52 [-110.4238..0.2570] | it/evals=337/787 eff=87.0801% N=400 Z=-29.5(0.00%) | Like=-25.15..0.52 [-110.4238..0.2570] | it/evals=350/801 eff=87.2818% N=400 Z=-26.6(0.00%) | Like=-22.36..0.54 [-110.4238..0.2570] | it/evals=400/865 eff=86.0215% N=400 Mono-modal Volume: ~exp(-5.14) Expected Volume: exp(-1.01) Hinz: -5.0| -2.9 ************************************** | +5.0 Kunz: -5.0| -2.7 ************************************ | +5.0 Z=-23.9(0.00%) | Like=-19.61..0.54 [-110.4238..0.2570] | it/evals=442/917 eff=85.4932% N=400 Z=-23.4(0.00%) | Like=-19.14..0.54 [-110.4238..0.2570] | it/evals=450/926 eff=85.5513% N=400 Mono-modal Volume: ~exp(-5.14) Expected Volume: exp(-1.21) Hinz: -5.0| -2.5 ********************************** | +5.0 Kunz: -5.0| -2.4 ********************************* | +5.0 Z=-21.4(0.00%) | Like=-17.23..0.54 [-110.4238..0.2570] | it/evals=488/982 eff=83.8488% N=400 Z=-20.8(0.00%) | Like=-16.45..0.54 [-110.4238..0.2570] | it/evals=500/997 eff=83.7521% N=400 Z=-18.2(0.00%) | Like=-14.13..0.58 [-110.4238..0.2570] | it/evals=550/1070 eff=82.0896% N=400 Mono-modal Volume: ~exp(-5.19) * Expected Volume: exp(-1.42) Hinz: -5.0| -2.1 ****************************** | +5.0 Kunz: -5.0| -1.9 **************************** | +5.0 Z=-17.5(0.00%) | Like=-13.28..0.58 [-110.4238..0.2570] | it/evals=567/1095 eff=81.5827% N=400 Z=-16.4(0.00%) | Like=-12.20..0.58 [-110.4238..0.2570] | it/evals=600/1136 eff=81.5217% N=400 Mono-modal Volume: ~exp(-6.04) * Expected Volume: exp(-1.62) Hinz: -5.0| -1.8 *************************** +3.1 | +5.0 Kunz: -5.0| -1.7 ************************** +3.0 | +5.0 Z=-14.9(0.00%) | Like=-10.73..0.58 [-110.4238..0.2570] | it/evals=648/1201 eff=80.8989% N=400 Z=-14.8(0.00%) | Like=-10.69..0.58 [-110.4238..0.2570] | it/evals=650/1203 eff=80.9465% N=400 Z=-13.5(0.00%) | Like=-9.46..0.58 [-110.4238..0.2570] | it/evals=700/1265 eff=80.9249% N=400 Mono-modal Volume: ~exp(-6.31) * Expected Volume: exp(-1.82) Hinz: -5.0| -1.6 ************************* +2.9 | +5.0 Kunz: -5.0| -1.5 *********************** +2.7 | +5.0 Z=-12.8(0.01%) | Like=-8.54..0.58 [-110.4238..0.2570] | it/evals=729/1300 eff=81.0000% N=400 Z=-12.2(0.02%) | Like=-8.07..0.58 [-110.4238..0.2570] | it/evals=750/1322 eff=81.3449% N=400 Z=-11.1(0.05%) | Like=-7.04..0.58 [-110.4238..0.2570] | it/evals=800/1377 eff=81.8833% N=400 Mono-modal Volume: ~exp(-6.31) Expected Volume: exp(-2.02) Hinz: -5.0| -1.4 ********************** +2.7 | +5.0 Kunz: -5.0| -1.3 ********************** +2.6 | +5.0 Z=-10.4(0.09%) | Like=-6.29..0.58 [-110.4238..0.2570] | it/evals=839/1423 eff=82.0137% N=400 Z=-10.2(0.11%) | Like=-6.10..0.58 [-110.4238..0.2570] | it/evals=850/1440 eff=81.7308% N=400 Mono-modal Volume: ~exp(-6.38) * Expected Volume: exp(-2.23) Hinz: -5.0| -1.1 ******************** +2.4 | +5.0 Kunz: -5.0| -1.1 ******************* +2.3 | +5.0 Z=-9.5(0.23%) | Like=-5.42..0.58 [-110.4238..0.2570] | it/evals=891/1496 eff=81.2956% N=400 Z=-9.4(0.27%) | Like=-5.22..0.58 [-110.4238..0.2570] | it/evals=900/1509 eff=81.1542% N=400 Z=-8.6(0.59%) | Like=-4.51..0.58 [-110.4238..0.2570] | it/evals=950/1579 eff=80.5768% N=400 Mono-modal Volume: ~exp(-7.01) * Expected Volume: exp(-2.43) Hinz: -5.0| -1.0 ****************** +2.3 | +5.0 Kunz: -5.0| -0.9 ****************** +2.2 | +5.0 Z=-8.3(0.78%) | Like=-4.19..0.58 [-110.4238..0.2570] | it/evals=972/1608 eff=80.4636% N=400 Z=-8.0(1.11%) | Like=-3.99..0.58 [-110.4238..0.2570] | it/evals=1000/1649 eff=80.0641% N=400 Z=-7.4(1.85%) | Like=-3.43..0.58 [-110.4238..0.2570] | it/evals=1050/1716 eff=79.7872% N=400 Mono-modal Volume: ~exp(-7.01) Expected Volume: exp(-2.63) Hinz: -5.0| -0.8 **************** +2.1 | +5.0 Kunz: -5.0| -0.8 **************** +2.1 | +5.0 Z=-7.1(2.60%) | Like=-3.08..0.58 [-110.4238..0.2570] | it/evals=1085/1759 eff=79.8381% N=400 Z=-7.0(2.94%) | Like=-2.99..0.58 [-110.4238..0.2570] | it/evals=1100/1779 eff=79.7679% N=400 Mono-modal Volume: ~exp(-7.11) * Expected Volume: exp(-2.83) Hinz: -5.0| -0.7 **************** +2.0 | +5.0 Kunz: -5.0| -0.7 *************** +1.9 | +5.0 Z=-6.7(3.87%) | Like=-2.73..0.58 [-110.4238..0.2570] | it/evals=1134/1826 eff=79.5231% N=400 Z=-6.6(4.38%) | Like=-2.55..0.58 [-110.4238..0.2570] | it/evals=1150/1847 eff=79.4748% N=400 Z=-6.2(6.26%) | Like=-2.11..0.59 [-110.4238..0.2570] | it/evals=1200/1917 eff=79.1035% N=400 Mono-modal Volume: ~exp(-7.40) * Expected Volume: exp(-3.04) Hinz: -5.0| -0.6 ************** +1.9 | +5.0 Kunz: -5.0| -0.5 ************* +1.8 | +5.0 Z=-6.1(7.02%) | Like=-2.05..0.59 [-110.4238..0.2570] | it/evals=1215/1937 eff=79.0501% N=400 Z=-5.8(8.87%) | Like=-1.77..0.59 [-110.4238..0.2570] | it/evals=1250/1977 eff=79.2644% N=400 Mono-modal Volume: ~exp(-7.72) * Expected Volume: exp(-3.24) Hinz: -5.0| -0.5 ************ +1.7 | +5.0 Kunz: -5.0| -0.4 ************ +1.7 | +5.0 Z=-5.6(11.57%) | Like=-1.56..0.59 [-110.4238..0.2570] | it/evals=1296/2040 eff=79.0244% N=400 Z=-5.6(11.85%) | Like=-1.55..0.59 [-110.4238..0.2570] | it/evals=1300/2045 eff=79.0274% N=400 Z=-5.3(15.15%) | Like=-1.28..0.59 [-110.4238..0.2570] | it/evals=1350/2110 eff=78.9474% N=400 Mono-modal Volume: ~exp(-7.72) Expected Volume: exp(-3.44) Hinz: -5.0| -0.3 ************ +1.6 | +5.0 Kunz: -5.0| -0.3 ********** +1.6 | +5.0 Z=-5.1(18.14%) | Like=-1.10..0.59 [-110.4238..0.2570] | it/evals=1389/2171 eff=78.4303% N=400 Z=-5.1(19.11%) | Like=-1.05..0.59 [-110.4238..0.2570] | it/evals=1400/2185 eff=78.4314% N=400 Z=-4.9(23.53%) | Like=-0.87..0.59 [-110.4238..0.2570] | it/evals=1450/2249 eff=78.4208% N=400 Mono-modal Volume: ~exp(-7.77) * Expected Volume: exp(-3.64) Hinz: -5.0| -0.3 ********** +1.5 | +5.0 Kunz: -5.0| -0.2 ********** +1.5 | +5.0 Z=-4.9(24.24%) | Like=-0.84..0.59 [-110.4238..0.2570] | it/evals=1458/2258 eff=78.4715% N=400 Z=-4.7(28.18%) | Like=-0.74..0.59 [-110.4238..0.2570] | it/evals=1500/2309 eff=78.5752% N=400 Mono-modal Volume: ~exp(-8.08) * Expected Volume: exp(-3.85) Hinz: -5.0| -0.2 ********** +1.5 | +5.0 Kunz: -5.0| -0.2 ********* +1.4 | +5.0 Z=-4.6(31.44%) | Like=-0.62..0.59 [-110.4238..0.2570] | it/evals=1539/2358 eff=78.6006% N=400 Z=-4.6(32.49%) | Like=-0.59..0.59 [-110.4238..0.2570] | it/evals=1550/2378 eff=78.3620% N=400 Z=-4.4(36.79%) | Like=-0.45..0.59 [-110.4238..0.2570] | it/evals=1600/2443 eff=78.3162% N=400 Mono-modal Volume: ~exp(-8.08) Expected Volume: exp(-4.05) Hinz: -5.0| -0.1 ********* +1.4 | +5.0 Kunz: -5.0e+00| -8.3e-02 ******** +1.3e+00 | +5.0e+00 Z=-4.4(39.68%) | Like=-0.39..0.59 [-110.4238..0.2570] | it/evals=1630/2483 eff=78.2525% N=400 Z=-4.3(41.38%) | Like=-0.35..0.59 [-110.4238..0.2570] | it/evals=1650/2506 eff=78.3476% N=400 Z=-4.2(46.01%) | Like=-0.23..0.59 [-110.4238..0.2570] | it/evals=1700/2581 eff=77.9459% N=400 Mono-modal Volume: ~exp(-8.87) * Expected Volume: exp(-4.25) Hinz: -5.0e+00| -5.8e-02 ******** +1.3e+00 | +5.0e+00 Kunz: -5.0e+00| -1.2e-02 ******** +1.3e+00 | +5.0e+00 Z=-4.2(46.07%) | Like=-0.23..0.59 [-110.4238..0.2570] | it/evals=1701/2583 eff=77.9203% N=400 Z=-4.1(50.33%) | Like=-0.14..0.59 [-110.4238..0.2570] | it/evals=1750/2647 eff=77.8816% N=400 Mono-modal Volume: ~exp(-8.87) Expected Volume: exp(-4.45) Hinz: -5.0e+00| -2.7e-04 ******** +1.3e+00 | +5.0e+00 Kunz: +0.0e+00|************* +1.2e+00 | +5.0e+00 Z=-4.1(52.97%) | Like=-0.10..0.59 [-110.4238..0.2570] | it/evals=1782/2690 eff=77.8166% N=400 Z=-4.0(54.43%) | Like=-0.06..0.59 [-110.4238..0.2570] | it/evals=1800/2712 eff=77.8547% N=400 Z=-4.0(58.33%) | Like=0.02..0.59 [-110.4238..0.2570] | it/evals=1850/2781 eff=77.6984% N=400 Mono-modal Volume: ~exp(-9.07) * Expected Volume: exp(-4.66) Hinz: +0.0e+00|************* +1.2e+00 | +5.0e+00 Kunz: +0.0| ************ +1.2 | +5.0 Z=-4.0(59.30%) | Like=0.04..0.59 [-110.4238..0.2570] | it/evals=1863/2798 eff=77.6897% N=400 Z=-3.9(62.03%) | Like=0.09..0.59 [-110.4238..0.2570] | it/evals=1900/2848 eff=77.6144% N=400 Mono-modal Volume: ~exp(-9.07) Expected Volume: exp(-4.86) Hinz: +0.0| ************ +1.2 | +5.0 Kunz: +0.0| *********** +1.1 | +5.0 Z=-3.9(65.09%) | Like=0.13..0.59 [-110.4238..0.2570] | it/evals=1944/2907 eff=77.5429% N=400 Z=-3.9(65.47%) | Like=0.14..0.59 [-110.4238..0.2570] | it/evals=1950/2914 eff=77.5656% N=400 Z=-3.8(68.69%) | Like=0.20..0.59 [-110.4238..0.2570] | it/evals=2000/2980 eff=77.5194% N=400 Mono-modal Volume: ~exp(-9.21) * Expected Volume: exp(-5.06) Hinz: +0.0| *********** +1.1 | +5.0 Kunz: +0.0| ********** +1.1 | +5.0 Z=-3.8(70.24%) | Like=0.23..0.59 [-110.4238..0.2570] | it/evals=2025/3016 eff=77.4083% N=400 Z=-3.8(71.75%) | Like=0.25..0.59 [-110.4238..0.2570] | it/evals=2050/3043 eff=77.5634% N=400 Z=-3.7(74.57%) | Like=0.28..0.59 [0.2829..0.2830]*| it/evals=2100/3107 eff=77.5767% N=400 Mono-modal Volume: ~exp(-9.21) Expected Volume: exp(-5.27) Hinz: +0.0| ********** +1.1 | +5.0 Kunz: +0.0| ********* +1.0 | +5.0 Z=-3.7(76.30%) | Like=0.31..0.59 [0.3085..0.3086]*| it/evals=2134/3152 eff=77.5436% N=400 Z=-3.7(77.12%) | Like=0.32..0.59 [0.3231..0.3234]*| it/evals=2150/3173 eff=77.5334% N=400 Mono-modal Volume: ~exp(-9.78) * Expected Volume: exp(-5.47) Hinz: +0.0| ********* +1.0 | +5.0 Kunz: +0.0| +0.3 ***************************************| +1.0 Z=-3.7(78.90%) | Like=0.35..0.59 [0.3483..0.3499]*| it/evals=2187/3227 eff=77.3612% N=400 Z=-3.7(79.52%) | Like=0.36..0.59 [0.3573..0.3573]*| it/evals=2200/3243 eff=77.3830% N=400 Z=-3.6(81.65%) | Like=0.39..0.59 [0.3852..0.3854]*| it/evals=2250/3308 eff=77.3728% N=400 Mono-modal Volume: ~exp(-9.92) * Expected Volume: exp(-5.67) Hinz: +0.0| +0.3 ************************************* | +1.0 Kunz: +0.0| +0.3 ********************************** | +1.0 Z=-3.6(82.39%) | Like=0.39..0.59 [0.3893..0.3894]*| it/evals=2268/3338 eff=77.1954% N=400 Z=-3.6(83.63%) | Like=0.41..0.59 [0.4098..0.4102]*| it/evals=2300/3381 eff=77.1553% N=400 Mono-modal Volume: ~exp(-10.13) * Expected Volume: exp(-5.87) Hinz: +0.0| +0.3 ********************************* | +1.0 Kunz: +0.0| +0.3 ******************************* | +1.0 Z=-3.6(85.38%) | Like=0.43..0.59 [0.4324..0.4327]*| it/evals=2349/3450 eff=77.0164% N=400 Z=-3.6(85.41%) | Like=0.43..0.59 [0.4327..0.4338]*| it/evals=2350/3451 eff=77.0239% N=400 Z=-3.6(87.01%) | Like=0.45..0.59 [0.4516..0.4520]*| it/evals=2400/3508 eff=77.2201% N=400 Mono-modal Volume: ~exp(-10.39) * Expected Volume: exp(-6.08) Hinz: +0.0| +0.4 ****************************** | +1.0 Kunz: +0.0| +0.4 ***************************** | +1.0 Z=-3.6(87.89%) | Like=0.46..0.59 [0.4603..0.4605]*| it/evals=2430/3541 eff=77.3639% N=400 Z=-3.6(88.45%) | Like=0.47..0.59 [0.4685..0.4688]*| it/evals=2450/3563 eff=77.4581% N=400 Z=-3.5(89.72%) | Like=0.48..0.59 [0.4842..0.4848]*| it/evals=2500/3623 eff=77.5675% N=400 Mono-modal Volume: ~exp(-10.48) * Expected Volume: exp(-6.28) Hinz: +0.0| +0.4 *************************** | +1.0 Kunz: +0.0| +0.4 ************************* | +1.0 Z=-3.5(89.99%) | Like=0.49..0.59 [0.4876..0.4877]*| it/evals=2511/3636 eff=77.5958% N=400 Z=-3.5(90.87%) | Like=0.50..0.59 [0.4970..0.4972]*| it/evals=2550/3686 eff=77.6019% N=400 Mono-modal Volume: ~exp(-10.84) * Expected Volume: exp(-6.48) Hinz: +0.0| +0.4 ************************* | +1.0 Kunz: +0.0| +0.4 *********************** | +1.0 Z=-3.5(91.74%) | Like=0.51..0.59 [0.5052..0.5053]*| it/evals=2592/3736 eff=77.6978% N=400 Z=-3.5(91.90%) | Like=0.51..0.59 [0.5061..0.5065]*| it/evals=2600/3751 eff=77.5888% N=400 Z=-3.5(92.81%) | Like=0.52..0.59 [0.5152..0.5152]*| it/evals=2650/3820 eff=77.4854% N=400 Mono-modal Volume: ~exp(-10.84) Expected Volume: exp(-6.68) Hinz: +0.0| +0.4 *********************** | +1.0 Kunz: +0.0| +0.4 ********************** | +1.0 Z=-3.5(93.49%) | Like=0.52..0.59 [0.5232..0.5232]*| it/evals=2691/3876 eff=77.4166% N=400 Z=-3.5(93.63%) | Like=0.52..0.59 [0.5241..0.5242]*| it/evals=2700/3885 eff=77.4749% N=400 Z=-3.5(94.36%) | Like=0.53..0.59 [0.5327..0.5328]*| it/evals=2750/3954 eff=77.3776% N=400 Mono-modal Volume: ~exp(-11.19) * Expected Volume: exp(-6.89) Hinz: +0.0| +0.4 ********************* | +1.0 Kunz: +0.0| +0.5 ******************* +0.8 | +1.0 Z=-3.5(94.41%) | Like=0.53..0.59 [0.5333..0.5333]*| it/evals=2754/3961 eff=77.3378% N=400 Z=-3.5(95.00%) | Like=0.54..0.59 [0.5395..0.5395]*| it/evals=2800/4020 eff=77.3481% N=400 Mono-modal Volume: ~exp(-11.19) Expected Volume: exp(-7.09) Hinz: +0.0| +0.5 ******************* +0.8 | +1.0 Kunz: +0.0| +0.5 ***************** +0.8 | +1.0 Z=-3.5(95.44%) | Like=0.55..0.59 [0.5459..0.5460]*| it/evals=2838/4066 eff=77.4141% N=400 Z=-3.5(95.58%) | Like=0.55..0.59 [0.5478..0.5482]*| it/evals=2850/4078 eff=77.4878% N=400 Z=-3.5(96.09%) | Like=0.55..0.59 [0.5541..0.5543]*| it/evals=2900/4150 eff=77.3333% N=400 Mono-modal Volume: ~exp(-11.67) * Expected Volume: exp(-7.29) Hinz: +0.0| +0.5 **************** +0.8 | +1.0 Kunz: +0.0| +0.5 **************** +0.8 | +1.0 Z=-3.5(96.24%) | Like=0.56..0.59 [0.5552..0.5553]*| it/evals=2916/4175 eff=77.2450% N=400 Z=-3.5(96.54%) | Like=0.56..0.59 [0.5586..0.5588]*| it/evals=2950/4215 eff=77.3263% N=400 Mono-modal Volume: ~exp(-11.91) * Expected Volume: exp(-7.49) Hinz: +0.0| +0.5 *************** +0.8 | +1.0 Kunz: +0.0| +0.5 ************** +0.8 | +1.0 Z=-3.5(96.92%) | Like=0.56..0.59 [0.5628..0.5628]*| it/evals=2997/4275 eff=77.3419% N=400 Z=-3.5(96.94%) | Like=0.56..0.59 [0.5629..0.5629]*| it/evals=3000/4278 eff=77.3595% N=400 Z=-3.5(97.29%) | Like=0.57..0.59 [0.5668..0.5669]*| it/evals=3050/4334 eff=77.5292% N=400 Mono-modal Volume: ~exp(-12.03) * Expected Volume: exp(-7.70) Hinz: +0.0| +0.5 ************* +0.8 | +1.0 Kunz: +0.0| +0.5 ************* +0.7 | +1.0 Z=-3.5(97.47%) | Like=0.57..0.59 [0.5683..0.5683]*| it/evals=3078/4378 eff=77.3756% N=400 Z=-3.5(97.61%) | Like=0.57..0.59 [0.5694..0.5695]*| it/evals=3100/4403 eff=77.4419% N=400 Z=-3.5(97.89%) | Like=0.57..0.59 [0.5722..0.5723]*| it/evals=3150/4470 eff=77.3956% N=400 Mono-modal Volume: ~exp(-12.03) Expected Volume: exp(-7.90) Hinz: +0.0| +0.5 ************* +0.7 | +1.0 Kunz: +0.0| +0.5 ************ +0.7 | +1.0 Z=-3.5(98.09%) | Like=0.57..0.59 [0.5742..0.5742]*| it/evals=3191/4517 eff=77.5079% N=400 Z=-3.5(98.13%) | Like=0.57..0.59 [0.5746..0.5746]*| it/evals=3200/4527 eff=77.5382% N=400 Mono-modal Volume: ~exp(-12.49) * Expected Volume: exp(-8.10) Hinz: +0.0| +0.5 *********** +0.7 | +1.0 Kunz: +0.0| +0.5 *********** +0.7 | +1.0 Z=-3.5(98.31%) | Like=0.58..0.59 [0.5767..0.5767]*| it/evals=3240/4584 eff=77.4379% N=400 Z=-3.5(98.35%) | Like=0.58..0.59 [0.5771..0.5772]*| it/evals=3250/4596 eff=77.4547% N=400 Z=-3.5(98.54%) | Like=0.58..0.59 [0.5787..0.5788]*| it/evals=3300/4664 eff=77.3921% N=400 Mono-modal Volume: ~exp(-12.49) Expected Volume: exp(-8.30) Hinz: +0.0| +0.5 *********** +0.7 | +1.0 Kunz: +0.0| +0.6 ********** +0.7 | +1.0 Z=-3.4(98.68%) | Like=0.58..0.59 [0.5802..0.5802]*| it/evals=3341/4713 eff=77.4635% N=400 Z=-3.4(98.71%) | Like=0.58..0.59 [0.5805..0.5805]*| it/evals=3350/4724 eff=77.4746% N=400 Z=-3.4(98.86%) | Like=0.58..0.59 [0.5821..0.5822]*| it/evals=3400/4796 eff=77.3430% N=400 Mono-modal Volume: ~exp(-12.78) * Expected Volume: exp(-8.51) Hinz: +0.0| +0.6 ********* +0.7 | +1.0 Kunz: +0.0| +0.6 ********* +0.7 | +1.0 Z=-3.4(98.87%) | Like=0.58..0.59 [0.5822..0.5822]*| it/evals=3402/4799 eff=77.3358% N=400 Z=-3.4(99.00%) | Like=0.58..0.59 [0.5834..0.5834]*| it/evals=3450/4863 eff=77.3023% N=400 [ultranest] Explored until L=0.6 [ultranest] Likelihood function evaluations: 4864 [ultranest] logZ = -3.427 +- 0.07324 [ultranest] Effective samples strategy satisfied (ESS = 1612.3, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.10 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.16, need <0.5) [ultranest] logZ error budget: single: 0.09 bs:0.07 tail:0.01 total:0.07 required:<0.50 [ultranest] done iterating. ncalls: 4866 nunique: 4866 {'niter': 3852, 'logz': -3.4360390920905353, 'logzerr': 0.15768764164230362, 'logz_bs': -3.426621052458705, 'logzerr_bs': 0.15737365380099178, 'logz_single': -3.4360390920905353, 'logzerr_tail': 0.009946125679738405, 'logzerr_single': 0.08670913664833259, 'ess': 1612.344754057421, 'H': 3.0073897513196854, 'Herr': 0.06862022789466173, 'paramnames': ['Hinz', 'Kunz'], 'ncall': 4864, 'posterior': {'mean': [0.6602240662607246, 0.6359843962447884], 'stdev': [0.534094843358379, 0.530761341884248], 'median': [0.680972116642371, 0.6460436673908063], 'errlo': [0.10986683459077712, 0.0901758797317811], 'errup': [1.1913244566458845, 1.1669134503894778]}, 'weighted_samples': {'v': array([[-4.80119866, -4.73789013], [-4.81667357, -4.33275002], [-4.14955789, -4.60945217], ..., [ 0.6330184 , 0.64046704], [ 0.63854733, 0.63207751], [ 0.63151055, 0.6323815 ]]), 'L': array([-110.42379603, -102.5323187 , -94.94998881, ..., 0.59307328, 0.59310547, 0.59312457]), 'w': array([8.57442066e-50, 2.28741048e-46, 4.47942635e-43, ..., 2.51072935e-05, 2.51081018e-05, 2.51085814e-05]), 'logw': array([ -5.99271429, -5.99521429, -5.99771429, ..., -14.62146455, -14.62146455, -14.62146455]), 'bs_w': array([[1.27369920e-49, 1.25003892e-49, 0.00000000e+00, ..., 1.27085292e-49, 1.38118370e-49, 1.25943841e-49], [0.00000000e+00, 3.33011116e-46, 3.44577282e-46, ..., 3.38561084e-46, 0.00000000e+00, 3.35467772e-46], [0.00000000e+00, 6.51227751e-43, 6.73740094e-43, ..., 0.00000000e+00, 0.00000000e+00, 0.00000000e+00], ..., [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 4.02978257e-05, 3.70916425e-05], [3.49950614e-05, 0.00000000e+00, 0.00000000e+00, ..., 3.61780794e-05, 0.00000000e+00, 0.00000000e+00], [3.49957299e-05, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 3.70935451e-05]]), 'u': array([[0.01988013, 0.02621099], [0.01833264, 0.066725 ], [0.08504421, 0.03905478], ..., [0.56330184, 0.5640467 ], [0.56385473, 0.56320775], [0.56315105, 0.56323815]])}, 'samples': array([[ 1.0815503 , 0.64271114], [ 0.3887775 , 1.35322925], [ 0.57123457, 1.24409988], ..., [ 0.71471066, -0.17676848], [ 0.11840024, 0.59206709], [-0.41308179, 0.33227103]])}
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=0.6 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 4864 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.427 +- 0.07324 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1612.3, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.10 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.16, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.07 tail:0.01 total:0.07 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:2241 Making corner plot ... [35mDEBUG [0m ultranest:integrator.py:2288 Making run plot ... [35mDEBUG [0m ultranest:integrator.py:2263 Making trace plot ...

Passed

tests/test_run.py::test_return_summary

8.53

------------------------------Captured stdout call------------------------------
[ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.20) * Expected Volume: exp(0.00) a: +0.0000|********************************************************| +1.0000 b: +0.000|********************************************************| +1.000 Z=-inf(0.00%) | Like=-2790.01..9.52 [-2790.0057..8.2296] | it/evals=0/401 eff=0.0000% N=400 Z=-2131.2(0.00%) | Like=-2106.06..9.52 [-2790.0057..8.2296] | it/evals=40/442 eff=95.2381% N=400 Z=-1612.0(0.00%) | Like=-1592.36..9.52 [-2790.0057..8.2296] | it/evals=80/486 eff=93.0233% N=400 Mono-modal Volume: ~exp(-4.20) Expected Volume: exp(-0.20) a: +0.0000|********************************************************| +1.0000 b: +0.0| **********************************************| +1.0 Z=-1144.2(0.00%) | Like=-1127.52..9.52 [-2790.0057..8.2296] | it/evals=120/533 eff=90.2256% N=400 Z=-862.4(0.00%) | Like=-851.84..9.52 [-2790.0057..8.2296] | it/evals=160/578 eff=89.8876% N=400 Mono-modal Volume: ~exp(-4.79) * Expected Volume: exp(-0.41) a: +0.0000|********************************************************| +1.0000 b: +0.0| +0.3 **************************************| +1.0 Z=-848.6(0.00%) | Like=-841.16..9.52 [-2790.0057..8.2296] | it/evals=162/580 eff=90.0000% N=400 Z=-677.5(0.00%) | Like=-666.83..10.13 [-2790.0057..8.2296] | it/evals=200/622 eff=90.0901% N=400 Z=-483.6(0.00%) | Like=-474.22..10.13 [-2790.0057..8.2296] | it/evals=240/667 eff=89.8876% N=400 Mono-modal Volume: ~exp(-4.79) Expected Volume: exp(-0.61) a: +0.0000|********************************************************| +1.0000 b: +0.0| +0.4 ********************************| +1.0 Z=-331.1(0.00%) | Like=-311.76..10.13 [-2790.0057..8.2296] | it/evals=280/708 eff=90.9091% N=400 Z=-269.7(0.00%) | Like=-263.53..10.13 [-2790.0057..8.2296] | it/evals=320/752 eff=90.9091% N=400 Mono-modal Volume: ~exp(-5.10) * Expected Volume: exp(-0.81) a: +0.0000|********************************************************| +1.0000 b: +0.0| +0.5 ************************** | +1.0 Z=-265.7(0.00%) | Like=-258.56..10.13 [-2790.0057..8.2296] | it/evals=324/757 eff=90.7563% N=400 Z=-217.6(0.00%) | Like=-210.23..10.13 [-2790.0057..8.2296] | it/evals=360/802 eff=89.5522% N=400 Z=-169.6(0.00%) | Like=-162.01..10.13 [-2790.0057..8.2296] | it/evals=400/850 eff=88.8889% N=400 Mono-modal Volume: ~exp(-5.45) * Expected Volume: exp(-1.01) a: +0.0000|********************************************************| +1.0000 b: +0.0| +0.6 ********************** | +1.0 Z=-165.8(0.00%) | Like=-158.82..10.13 [-2790.0057..8.2296] | it/evals=405/856 eff=88.8158% N=400 Z=-142.6(0.00%) | Like=-135.29..10.13 [-2790.0057..8.2296] | it/evals=440/901 eff=87.8244% N=400 Z=-117.6(0.00%) | Like=-110.66..10.13 [-2790.0057..8.2296] | it/evals=480/949 eff=87.4317% N=400 Mono-modal Volume: ~exp(-5.67) * Expected Volume: exp(-1.21) a: +0.0000|********************************************************| +1.0000 b: +0.0| +0.6 ****************** | +1.0 Z=-115.0(0.00%) | Like=-109.15..10.13 [-2790.0057..8.2296] | it/evals=486/955 eff=87.5676% N=400 Z=-95.8(0.00%) | Like=-88.72..10.13 [-2790.0057..8.2296] | it/evals=520/994 eff=87.5421% N=400 Z=-81.5(0.00%) | Like=-75.26..10.13 [-2790.0057..8.2296] | it/evals=560/1042 eff=87.2274% N=400 Mono-modal Volume: ~exp(-5.67) Expected Volume: exp(-1.42) a: +0.000|********************************************************| +1.000 b: +0.0| +0.6 **************** | +1.0 Z=-69.9(0.00%) | Like=-63.55..10.13 [-2790.0057..8.2296] | it/evals=599/1094 eff=86.3112% N=400 Z=-69.6(0.00%) | Like=-63.54..10.13 [-2790.0057..8.2296] | it/evals=600/1095 eff=86.3309% N=400 Z=-57.0(0.00%) | Like=-49.83..10.13 [-2790.0057..8.2296] | it/evals=640/1149 eff=85.4473% N=400 Mono-modal Volume: ~exp(-5.72) * Expected Volume: exp(-1.62) a: +0.000|********************************************************| +1.000 b: +0.0| +0.6 ************* | +1.0 Z=-54.7(0.00%) | Like=-48.66..10.13 [-2790.0057..8.2296] | it/evals=648/1163 eff=84.9279% N=400 Z=-46.0(0.00%) | Like=-39.48..10.13 [-2790.0057..8.2296] | it/evals=680/1205 eff=84.4720% N=400 Z=-38.9(0.00%) | Like=-32.95..10.13 [-2790.0057..8.2296] | it/evals=720/1255 eff=84.2105% N=400 Mono-modal Volume: ~exp(-6.03) * Expected Volume: exp(-1.82) a: +0.000|********************************************************| +1.000 b: +0.0| +0.7 *********** | +1.0 Z=-37.4(0.00%) | Like=-31.47..10.13 [-2790.0057..8.2296] | it/evals=729/1264 eff=84.3750% N=400 Z=-32.7(0.00%) | Like=-26.79..10.13 [-2790.0057..8.2296] | it/evals=760/1297 eff=84.7269% N=400 Z=-27.7(0.00%) | Like=-21.81..10.13 [-2790.0057..8.2296] | it/evals=800/1341 eff=85.0159% N=400 Mono-modal Volume: ~exp(-6.18) * Expected Volume: exp(-2.02) a: +0.000|********************************************************| +1.000 b: +0.0| +0.7 ********** | +1.0 Z=-26.3(0.00%) | Like=-20.43..10.13 [-2790.0057..8.2296] | it/evals=810/1356 eff=84.7280% N=400 Z=-22.6(0.00%) | Like=-16.65..10.14 [-2790.0057..8.2296] | it/evals=840/1394 eff=84.5070% N=400 Z=-18.2(0.00%) | Like=-12.29..10.14 [-2790.0057..8.2296] | it/evals=880/1445 eff=84.2105% N=400 Mono-modal Volume: ~exp(-6.21) * Expected Volume: exp(-2.23) a: +0.000|********************************************************| +1.000 b: +0.0| +0.7 ******** +0.8 | +1.0 Z=-17.1(0.00%) | Like=-10.78..10.14 [-2790.0057..8.2296] | it/evals=891/1458 eff=84.2155% N=400 Z=-14.7(0.00%) | Like=-9.19..10.14 [-2790.0057..8.2296] | it/evals=920/1494 eff=84.0951% N=400 Z=-12.1(0.00%) | Like=-6.24..10.14 [-2790.0057..8.2296] | it/evals=960/1544 eff=83.9161% N=400 Mono-modal Volume: ~exp(-6.57) * Expected Volume: exp(-2.43) a: +0.000|********************************************************| +1.000 b: +0.0| +0.7 ******** +0.8 | +1.0 Z=-11.2(0.00%) | Like=-5.60..10.14 [-2790.0057..8.2296] | it/evals=972/1562 eff=83.6489% N=400 Z=-9.8(0.00%) | Like=-4.27..10.14 [-2790.0057..8.2296] | it/evals=1000/1595 eff=83.6820% N=400 Z=-7.8(0.00%) | Like=-2.36..10.14 [-2790.0057..8.2296] | it/evals=1040/1652 eff=83.0671% N=400 Mono-modal Volume: ~exp(-7.05) * Expected Volume: exp(-2.63) a: +0.00| *******************************************************| +1.00 b: +0.0| +0.7 ****** +0.8 | +1.0 Z=-7.3(0.00%) | Like=-2.02..10.14 [-2790.0057..8.2296] | it/evals=1053/1669 eff=82.9787% N=400 Z=-6.4(0.00%) | Like=-1.28..10.14 [-2790.0057..8.2296] | it/evals=1080/1702 eff=82.9493% N=400 Z=-5.4(0.00%) | Like=-0.42..10.14 [-2790.0057..8.2296] | it/evals=1120/1756 eff=82.5959% N=400 Mono-modal Volume: ~exp(-7.08) * Expected Volume: exp(-2.83) a: +0.00| ************************************************** | +1.00 b: +0.0| +0.7 ****** +0.8 | +1.0 Z=-5.1(0.00%) | Like=-0.12..10.14 [-2790.0057..8.2296] | it/evals=1134/1775 eff=82.4727% N=400 Z=-4.6(0.01%) | Like=0.56..10.14 [-2790.0057..8.2296] | it/evals=1160/1810 eff=82.2695% N=400 Z=-3.7(0.02%) | Like=1.40..10.14 [-2790.0057..8.2296] | it/evals=1200/1858 eff=82.3045% N=400 Mono-modal Volume: ~exp(-7.33) * Expected Volume: exp(-3.04) a: +0.0| ********************************************** | +1.0 b: +0.0| +0.7 ****** +0.8 | +1.0 Z=-3.4(0.02%) | Like=1.80..10.14 [-2790.0057..8.2296] | it/evals=1215/1875 eff=82.3729% N=400 Z=-2.9(0.04%) | Like=2.28..10.14 [-2790.0057..8.2296] | it/evals=1240/1908 eff=82.2281% N=400 Z=-2.2(0.07%) | Like=2.84..10.14 [-2790.0057..8.2296] | it/evals=1280/1962 eff=81.9462% N=400 Mono-modal Volume: ~exp(-7.39) * Expected Volume: exp(-3.24) a: +0.0| ****************************************** | +1.0 b: +0.0| +0.7 ****** +0.8 | +1.0 Z=-1.9(0.10%) | Like=3.14..10.14 [-2790.0057..8.2296] | it/evals=1296/1982 eff=81.9216% N=400 Z=-1.6(0.15%) | Like=3.58..10.14 [-2790.0057..8.2296] | it/evals=1320/2013 eff=81.8351% N=400 Z=-1.0(0.27%) | Like=4.14..10.14 [-2790.0057..8.2296] | it/evals=1360/2065 eff=81.6817% N=400 Mono-modal Volume: ~exp(-7.52) * Expected Volume: exp(-3.44) a: +0.0| ************************************** | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=-0.8(0.34%) | Like=4.27..10.14 [-2790.0057..8.2296] | it/evals=1377/2089 eff=81.5275% N=400 Z=-0.5(0.47%) | Like=4.67..10.14 [-2790.0057..8.2296] | it/evals=1400/2116 eff=81.5851% N=400 Z=-0.0(0.75%) | Like=5.07..10.14 [-2790.0057..8.2296] | it/evals=1440/2166 eff=81.5402% N=400 Mono-modal Volume: ~exp(-7.96) * Expected Volume: exp(-3.64) a: +0.0| +0.2 ********************************** +0.8 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=0.2(0.91%) | Like=5.33..10.14 [-2790.0057..8.2296] | it/evals=1458/2189 eff=81.4980% N=400 Z=0.4(1.15%) | Like=5.56..10.14 [-2790.0057..8.2296] | it/evals=1480/2214 eff=81.5877% N=400 Z=0.8(1.77%) | Like=6.01..10.14 [-2790.0057..8.2296] | it/evals=1520/2267 eff=81.4140% N=400 Mono-modal Volume: ~exp(-7.96) Expected Volume: exp(-3.85) a: +0.0| +0.2 ******************************** +0.8 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=1.2(2.56%) | Like=6.32..10.14 [-2790.0057..8.2296] | it/evals=1560/2309 eff=81.7182% N=400 Z=1.5(3.61%) | Like=6.67..10.14 [-2790.0057..8.2296] | it/evals=1600/2359 eff=81.6743% N=400 Mono-modal Volume: ~exp(-7.97) * Expected Volume: exp(-4.05) a: +0.0| +0.3 ***************************** +0.8 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=1.7(4.20%) | Like=6.92..10.14 [-2790.0057..8.2296] | it/evals=1620/2385 eff=81.6121% N=400 Z=1.9(4.93%) | Like=7.09..10.14 [-2790.0057..8.2296] | it/evals=1640/2408 eff=81.6733% N=400 Z=2.2(6.82%) | Like=7.44..10.14 [-2790.0057..8.2296] | it/evals=1680/2459 eff=81.5930% N=400 Mono-modal Volume: ~exp(-8.59) * Expected Volume: exp(-4.25) a: +0.0| +0.3 ************************* +0.7 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=2.3(7.86%) | Like=7.56..10.14 [-2790.0057..8.2296] | it/evals=1701/2490 eff=81.3876% N=400 Z=2.4(8.80%) | Like=7.69..10.14 [-2790.0057..8.2296] | it/evals=1720/2513 eff=81.4009% N=400 Z=2.7(11.03%) | Like=7.87..10.14 [-2790.0057..8.2296] | it/evals=1760/2561 eff=81.4438% N=400 Mono-modal Volume: ~exp(-8.66) * Expected Volume: exp(-4.45) a: +0.0| +0.3 ************************ +0.7 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=2.8(12.31%) | Like=7.96..10.14 [-2790.0057..8.2296] | it/evals=1782/2592 eff=81.2956% N=400 Z=2.9(13.50%) | Like=8.04..10.14 [-2790.0057..8.2296] | it/evals=1800/2617 eff=81.1908% N=400 Z=3.1(15.89%) | Like=8.21..10.14 [-2790.0057..8.2296] | it/evals=1838/2677 eff=80.7202% N=400 Z=3.1(16.04%) | Like=8.22..10.14 [-2790.0057..8.2296] | it/evals=1840/2679 eff=80.7372% N=400 Mono-modal Volume: ~exp(-8.71) * Expected Volume: exp(-4.66) a: +0.0| +0.3 ********************** +0.7 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=3.2(17.74%) | Like=8.36..10.14 [8.3449..8.3580] | it/evals=1863/2712 eff=80.5796% N=400 Z=3.2(19.03%) | Like=8.43..10.14 [8.4192..8.4323] | it/evals=1880/2734 eff=80.5484% N=400 Z=3.4(21.97%) | Like=8.58..10.14 [8.5833..8.5891]*| it/evals=1920/2783 eff=80.5707% N=400 Mono-modal Volume: ~exp(-8.71) Expected Volume: exp(-4.86) a: +0.0| +0.3 ******************** +0.7 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=3.5(25.50%) | Like=8.73..10.14 [8.7336..8.7382]*| it/evals=1958/2837 eff=80.3447% N=400 Z=3.5(25.63%) | Like=8.74..10.14 [8.7390..8.7421]*| it/evals=1960/2839 eff=80.3608% N=400 Z=3.7(29.13%) | Like=8.89..10.14 [8.8877..8.8881]*| it/evals=2000/2890 eff=80.3213% N=400 Mono-modal Volume: ~exp(-9.21) * Expected Volume: exp(-5.06) a: +0.0| +0.3 ****************** +0.7 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=3.7(31.56%) | Like=8.95..10.14 [8.9483..8.9537]*| it/evals=2025/2921 eff=80.3253% N=400 Z=3.8(32.86%) | Like=8.99..10.14 [8.9926..8.9929]*| it/evals=2040/2939 eff=80.3466% N=400 Z=3.9(36.51%) | Like=9.08..10.14 [9.0849..9.0853]*| it/evals=2080/2987 eff=80.4020% N=400 Mono-modal Volume: ~exp(-9.21) Expected Volume: exp(-5.27) a: +0.0| +0.4 **************** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.0(39.52%) | Like=9.16..10.14 [9.1623..9.1641]*| it/evals=2114/3030 eff=80.3802% N=400 Z=4.0(39.98%) | Like=9.18..10.14 [9.1794..9.1803]*| it/evals=2120/3037 eff=80.3944% N=400 Z=4.1(43.37%) | Like=9.27..10.14 [9.2690..9.2706]*| it/evals=2160/3082 eff=80.5369% N=400 Mono-modal Volume: ~exp(-9.59) * Expected Volume: exp(-5.47) a: +0.0| +0.4 **************** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.1(45.80%) | Like=9.32..10.14 [9.3184..9.3210]*| it/evals=2187/3120 eff=80.4044% N=400 Z=4.1(46.88%) | Like=9.33..10.14 [9.3348..9.3365]*| it/evals=2200/3137 eff=80.3800% N=400 Z=4.2(50.34%) | Like=9.40..10.14 [9.4014..9.4016]*| it/evals=2240/3185 eff=80.4309% N=400 Mono-modal Volume: ~exp(-9.59) Expected Volume: exp(-5.67) a: +0.0| +0.4 ************** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.3(53.76%) | Like=9.48..10.14 [9.4774..9.4781]*| it/evals=2280/3237 eff=80.3666% N=400 Z=4.3(56.92%) | Like=9.55..10.14 [9.5464..9.5481]*| it/evals=2320/3290 eff=80.2768% N=400 Mono-modal Volume: ~exp(-10.10) * Expected Volume: exp(-5.87) a: +0.0| +0.4 ************ +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.4(59.23%) | Like=9.59..10.14 [9.5926..9.5936]*| it/evals=2349/3328 eff=80.2254% N=400 Z=4.4(60.04%) | Like=9.61..10.14 [9.6088..9.6094]*| it/evals=2360/3342 eff=80.2175% N=400 Z=4.4(63.14%) | Like=9.66..10.14 [9.6645..9.6653]*| it/evals=2400/3391 eff=80.2407% N=400 Mono-modal Volume: ~exp(-10.10) Expected Volume: exp(-6.08) a: +0.0| +0.4 ************ +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.5(65.89%) | Like=9.70..10.14 [9.7006..9.7007]*| it/evals=2440/3444 eff=80.1577% N=400 Z=4.5(68.49%) | Like=9.74..10.14 [9.7427..9.7432]*| it/evals=2480/3502 eff=79.9484% N=400 Mono-modal Volume: ~exp(-10.10) Expected Volume: exp(-6.28) a: +0.0| +0.4 ********** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.6(70.96%) | Like=9.78..10.14 [9.7778..9.7779]*| it/evals=2520/3550 eff=80.0000% N=400 Z=4.6(73.30%) | Like=9.81..10.14 [9.8057..9.8069]*| it/evals=2560/3600 eff=80.0000% N=400 Mono-modal Volume: ~exp(-10.48) * Expected Volume: exp(-6.48) a: +0.0| +0.4 ********** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.6(75.05%) | Like=9.83..10.14 [9.8321..9.8329]*| it/evals=2592/3645 eff=79.8767% N=400 Z=4.6(75.48%) | Like=9.84..10.14 [9.8385..9.8394]*| it/evals=2600/3653 eff=79.9262% N=400 Z=4.6(77.51%) | Like=9.87..10.14 [9.8684..9.8689]*| it/evals=2640/3705 eff=79.8790% N=400 Mono-modal Volume: ~exp(-10.48) Expected Volume: exp(-6.68) a: +0.0| +0.4 ******** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.7(79.36%) | Like=9.89..10.14 [9.8942..9.8944]*| it/evals=2680/3759 eff=79.7857% N=400 Z=4.7(81.13%) | Like=9.92..10.14 [9.9180..9.9183]*| it/evals=2720/3811 eff=79.7420% N=400 Mono-modal Volume: ~exp(-10.61) * Expected Volume: exp(-6.89) a: +0.0| +0.4 ******** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.7(82.52%) | Like=9.93..10.14 [9.9345..9.9347]*| it/evals=2754/3856 eff=79.6875% N=400 Z=4.7(82.75%) | Like=9.94..10.14 [9.9366..9.9388]*| it/evals=2760/3863 eff=79.6997% N=400 Z=4.7(84.26%) | Like=9.96..10.14 [9.9570..9.9582]*| it/evals=2800/3920 eff=79.5455% N=400 Mono-modal Volume: ~exp(-10.76) * Expected Volume: exp(-7.09) a: +0.0| +0.4 ******** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.7(85.47%) | Like=9.97..10.14 [9.9711..9.9712]*| it/evals=2835/3965 eff=79.5231% N=400 Z=4.7(85.63%) | Like=9.97..10.14 [9.9743..9.9749]*| it/evals=2840/3971 eff=79.5295% N=400 Z=4.8(86.91%) | Like=9.99..10.14 [9.9919..9.9920]*| it/evals=2880/4017 eff=79.6240% N=400 Mono-modal Volume: ~exp(-11.14) * Expected Volume: exp(-7.29) a: +0.0| +0.4 ****** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.8(87.95%) | Like=10.00..10.14 [10.0020..10.0022]*| it/evals=2916/4057 eff=79.7375% N=400 Z=4.8(88.06%) | Like=10.00..10.14 [10.0032..10.0033]*| it/evals=2920/4061 eff=79.7596% N=400 Z=4.8(89.13%) | Like=10.02..10.14 [10.0154..10.0154]*| it/evals=2960/4110 eff=79.7844% N=400 Mono-modal Volume: ~exp(-11.14) Expected Volume: exp(-7.49) a: +0.00| +0.45 ****** +0.55 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.8(90.10%) | Like=10.03..10.14 [10.0264..10.0270]*| it/evals=3000/4161 eff=79.7660% N=400 Z=4.8(91.00%) | Like=10.04..10.14 [10.0380..10.0382]*| it/evals=3040/4207 eff=79.8529% N=400 Mono-modal Volume: ~exp(-11.14) Expected Volume: exp(-7.70) a: +0.00| +0.46 ****** +0.54 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.8(91.82%) | Like=10.05..10.14 [10.0481..10.0485]*| it/evals=3080/4253 eff=79.9377% N=400 Z=4.8(92.57%) | Like=10.06..10.14 [10.0561..10.0561]*| it/evals=3120/4300 eff=80.0000% N=400 Mono-modal Volume: ~exp(-11.73) * Expected Volume: exp(-7.90) a: +0.00| +0.46 ****** +0.54 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.8(93.23%) | Like=10.07..10.14 [10.0660..10.0662]*| it/evals=3159/4350 eff=79.9747% N=400 Z=4.8(93.24%) | Like=10.07..10.14 [10.0662..10.0664]*| it/evals=3160/4351 eff=79.9798% N=400 Z=4.8(93.87%) | Like=10.07..10.14 [10.0731..10.0732]*| it/evals=3200/4404 eff=79.9201% N=400 Mono-modal Volume: ~exp(-11.89) * Expected Volume: exp(-8.10) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.8(94.43%) | Like=10.08..10.14 [10.0792..10.0793]*| it/evals=3240/4460 eff=79.8030% N=400 Z=4.8(94.95%) | Like=10.08..10.14 [10.0848..10.0848]*| it/evals=3280/4515 eff=79.7084% N=400 Z=4.9(95.42%) | Like=10.09..10.14 [10.0907..10.0908]*| it/evals=3320/4588 eff=79.2741% N=400 Mono-modal Volume: ~exp(-12.47) * Expected Volume: exp(-8.30) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(95.43%) | Like=10.09..10.14 [10.0908..10.0908]*| it/evals=3321/4589 eff=79.2791% N=400 Z=4.9(95.84%) | Like=10.09..10.14 [10.0948..10.0951]*| it/evals=3360/4633 eff=79.3763% N=400 Z=4.9(96.23%) | Like=10.10..10.14 [10.1010..10.1010]*| it/evals=3400/4684 eff=79.3651% N=400 Mono-modal Volume: ~exp(-12.67) * Expected Volume: exp(-8.51) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(96.25%) | Like=10.10..10.14 [10.1011..10.1011]*| it/evals=3402/4686 eff=79.3747% N=400 Z=4.9(96.58%) | Like=10.10..10.14 [10.1046..10.1049]*| it/evals=3440/4734 eff=79.3724% N=400 Z=4.9(96.90%) | Like=10.11..10.14 [10.1089..10.1090]*| it/evals=3480/4788 eff=79.3072% N=400 Mono-modal Volume: ~exp(-12.70) * Expected Volume: exp(-8.71) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(96.92%) | Like=10.11..10.14 [10.1090..10.1091]*| it/evals=3483/4794 eff=79.2672% N=400 Z=4.9(97.19%) | Like=10.11..10.14 [10.1114..10.1115]*| it/evals=3520/4840 eff=79.2793% N=400 Z=4.9(97.46%) | Like=10.11..10.14 [10.1146..10.1146]*| it/evals=3560/4893 eff=79.2344% N=400 Mono-modal Volume: ~exp(-12.96) * Expected Volume: exp(-8.91) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(97.48%) | Like=10.11..10.14 [10.1148..10.1149]*| it/evals=3564/4898 eff=79.2352% N=400 Z=4.9(97.69%) | Like=10.12..10.14 [10.1166..10.1166]*| it/evals=3600/4945 eff=79.2079% N=400 Z=4.9(97.91%) | Like=10.12..10.14 [10.1194..10.1195]*| it/evals=3640/5000 eff=79.1304% N=400 Mono-modal Volume: ~exp(-13.17) * Expected Volume: exp(-9.11) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(97.94%) | Like=10.12..10.14 [10.1197..10.1198]*| it/evals=3645/5006 eff=79.1359% N=400 Z=4.9(98.11%) | Like=10.12..10.14 [10.1212..10.1213]*| it/evals=3680/5048 eff=79.1738% N=400 Z=4.9(98.29%) | Like=10.12..10.14 [10.1233..10.1236]*| it/evals=3720/5100 eff=79.1489% N=400 Mono-modal Volume: ~exp(-13.41) * Expected Volume: exp(-9.32) a: +0.00| +0.48 ** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(98.31%) | Like=10.12..10.14 [10.1239..10.1240]*| it/evals=3726/5108 eff=79.1419% N=400 Z=4.9(98.45%) | Like=10.13..10.14 [10.1252..10.1252]*| it/evals=3760/5146 eff=79.2246% N=400 Z=4.9(98.60%) | Like=10.13..10.14 [10.1263..10.1264]*| it/evals=3800/5198 eff=79.1997% N=400 Mono-modal Volume: ~exp(-13.86) * Expected Volume: exp(-9.52) a: +0.00| +0.48 ** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(98.62%) | Like=10.13..10.14 [10.1266..10.1266]*| it/evals=3807/5205 eff=79.2300% N=400 Z=4.9(98.73%) | Like=10.13..10.14 [10.1276..10.1276]*| it/evals=3840/5243 eff=79.2897% N=400 Z=4.9(98.85%) | Like=10.13..10.14 [10.1288..10.1289]*| it/evals=3880/5297 eff=79.2322% N=400 Mono-modal Volume: ~exp(-13.99) * Expected Volume: exp(-9.72) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(98.87%) | Like=10.13..10.14 [10.1293..10.1293]*| it/evals=3888/5306 eff=79.2499% N=400 Z=4.9(98.96%) | Like=10.13..10.14 [10.1299..10.1299]*| it/evals=3920/5346 eff=79.2560% N=400 [ultranest] Explored until L=1e+01 [ultranest] Likelihood function evaluations: 5364 [ultranest] logZ = 4.901 +- 0.07656 [ultranest] Effective samples strategy satisfied (ESS = 1617.9, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.08 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.24, need <0.5) [ultranest] logZ error budget: single: 0.10 bs:0.08 tail:0.01 total:0.08 required:<0.50 [ultranest] done iterating. {'niter': 4337, 'logz': 4.898811414944338, 'logzerr': 0.2359440706661896, 'logz_bs': 4.901216718261631, 'logzerr_bs': 0.23573458257636126, 'logz_single': 4.898811414944338, 'logzerr_tail': 0.009940375248479683, 'logzerr_single': 0.10259545543910151, 'ess': 1617.912306221974, 'H': 4.210330990702666, 'Herr': 0.06989799181945391, 'paramnames': ['a', 'b'], 'ncall': 5364, 'posterior': {'mean': [0.4996878795286282, 0.7499934517902784], 'stdev': [0.10068033743245376, 0.010230734742977482], 'median': [0.5010718112117565, 0.7500655676160591], 'errlo': [0.40099293359610705, 0.7397750246730627], 'errup': [0.6015028303832425, 0.7603949983724059]}, 'weighted_samples': {'v': array([[0.02651116, 0.00314849], [0.56584369, 0.00409219], [0.54940874, 0.00559087], ..., [0.49907493, 0.75005791], [0.5009828 , 0.7500186 ], [0.49945397, 0.75007738]]), 'L': array([-2790.00572512, -2771.9693101 , -2760.70706967, ..., 10.13969687, 10.1397064 , 10.13971158]), 'w': array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 2.50890493e-05, 2.50892883e-05, 2.50894183e-05]), 'logw': array([ -5.99271429, -5.99521429, -5.99771429, ..., -15.83396455, -15.83396455, -15.83396455]), 'bs_w': array([[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 0.00000000e+00], [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 0.00000000e+00], [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 0.00000000e+00], ..., [3.99645858e-05, 4.43573240e-05, 4.20840575e-05, ..., 4.03753144e-05, 3.77528666e-05, 0.00000000e+00], [3.99649666e-05, 0.00000000e+00, 0.00000000e+00, ..., 4.03756991e-05, 3.77532263e-05, 0.00000000e+00], [3.99651736e-05, 0.00000000e+00, 4.20846765e-05, ..., 0.00000000e+00, 3.77534219e-05, 3.58440769e-05]]), 'u': array([[0.02651116, 0.00314849], [0.56584369, 0.00409219], [0.54940874, 0.00559087], ..., [0.49907493, 0.75005791], [0.5009828 , 0.7500186 ], [0.49945397, 0.75007738]])}, 'samples': array([[0.58301064, 0.75158592], [0.45629868, 0.73445731], [0.5906415 , 0.76191101], ..., [0.49822961, 0.73769783], [0.60900799, 0.76128142], [0.54033029, 0.75859528]])}
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=1e+01 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 5364 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = 4.901 +- 0.07656 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1617.9, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.08 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.24, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.10 bs:0.08 tail:0.01 total:0.08 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.

Passed

tests/test_run.py::test_run_resume[2.0]

13.66

------------------------------Captured stdout call------------------------------
[ultranest] PointStore: have 0 items [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.32) * Expected Volume: exp(0.00) a: +0.0000|********************************************************| +1.0000 Z=-inf(0.00%) | Like=-1245.39..3.65 [-1245.3896..3.5736] | it/evals=0/500 eff=0.0000% N=400 Z=-990.5(0.00%) | Like=-981.54..3.68 [-1245.3896..3.5736] | it/evals=50/500 eff=50.0000% N=400 Mono-modal Volume: ~exp(-4.32) Expected Volume: exp(-0.20) a: +0.00| ************************************************ | +1.00 Z=-884.1(0.00%) | Like=-873.63..3.68 [-1245.3896..3.5736] | it/evals=81/500 eff=81.0000% N=400 Z=-841.8(0.00%) | Like=-832.20..3.68 [-1245.3896..3.5736] | it/evals=94/609 eff=44.9761% N=400 Z=-823.2(0.00%) | Like=-812.27..3.68 [-1245.3896..3.5736] | it/evals=100/609 eff=47.8469% N=400 Z=-626.4(0.00%) | Like=-615.76..3.68 [-1245.3896..3.5736] | it/evals=150/609 eff=71.7703% N=400 Mono-modal Volume: ~exp(-4.34) * Expected Volume: exp(-0.41) a: +0.0| **************************************** | +1.0 Z=-593.8(0.00%) | Like=-585.51..3.68 [-1245.3896..3.5736] | it/evals=162/609 eff=77.5120% N=400 Z=-516.9(0.00%) | Like=-507.45..3.69 [-1245.3896..3.5736] | it/evals=193/695 eff=65.4237% N=400 Z=-498.6(0.00%) | Like=-492.04..3.69 [-1245.3896..3.5736] | it/evals=200/695 eff=67.7966% N=400 Mono-modal Volume: ~exp(-4.90) * Expected Volume: exp(-0.61) a: +0.0| +0.2 ******************************** +0.8 | +1.0 Z=-396.0(0.00%) | Like=-387.18..3.69 [-1245.3896..3.5736] | it/evals=243/695 eff=82.3729% N=400 Z=-387.0(0.00%) | Like=-379.22..3.69 [-1245.3896..3.5736] | it/evals=250/695 eff=84.7458% N=400 Z=-311.0(0.00%) | Like=-303.82..3.69 [-1245.3896..3.5736] | it/evals=298/763 eff=82.0937% N=400 Z=-309.4(0.00%) | Like=-302.94..3.69 [-1245.3896..3.5736] | it/evals=300/763 eff=82.6446% N=400 Have 2 modes Volume: ~exp(-5.03) * Expected Volume: exp(-0.81) a: +0.0| +0.3 22222222222222222111111111 +0.7 | +1.0 Z=-261.7(0.00%) | Like=-254.17..3.69 [-1245.3896..3.5736] | it/evals=324/763 eff=89.2562% N=400 Z=-235.7(0.00%) | Like=-226.89..3.69 [-1245.3896..3.5736] | it/evals=350/815 eff=84.3373% N=400 Z=-188.9(0.00%) | Like=-181.00..3.69 [-1245.3896..3.5736] | it/evals=400/868 eff=85.4701% N=400 Have 2 modes Volume: ~exp(-5.03) Expected Volume: exp(-1.01) a: +0.0| +0.3 2222222222222221111111 +0.7 | +1.0 Z=-150.6(0.00%) | Like=-143.75..3.69 [-1245.3896..3.5736] | it/evals=432/911 eff=84.5401% N=400 Z=-139.3(0.00%) | Like=-132.96..3.69 [-1245.3896..3.5736] | it/evals=450/911 eff=88.0626% N=400 Mono-modal Volume: ~exp(-5.38) * Expected Volume: exp(-1.21) a: +0.0| +0.3 ****************** +0.7 | +1.0 Z=-121.2(0.00%) | Like=-115.50..3.69 [-1245.3896..3.5736] | it/evals=486/953 eff=87.8843% N=400 Z=-115.5(0.00%) | Like=-109.12..3.69 [-1245.3896..3.5736] | it/evals=500/953 eff=90.4159% N=400 Z=-99.6(0.00%) | Like=-93.70..3.69 [-1245.3896..3.5736] | it/evals=534/1035 eff=84.0945% N=400 Z=-91.4(0.00%) | Like=-85.10..3.69 [-1245.3896..3.5736] | it/evals=550/1035 eff=86.6142% N=400 Mono-modal Volume: ~exp(-5.51) * Expected Volume: exp(-1.42) a: +0.0| +0.4 ************** +0.6 | +1.0 Z=-81.0(0.00%) | Like=-74.09..3.69 [-1245.3896..3.5736] | it/evals=567/1035 eff=89.2913% N=400 Z=-71.0(0.00%) | Like=-64.92..3.69 [-1245.3896..3.5736] | it/evals=600/1069 eff=89.6861% N=400 Z=-57.6(0.00%) | Like=-51.16..3.69 [-1245.3896..3.5736] | it/evals=643/1135 eff=87.4830% N=400 Mono-modal Volume: ~exp(-5.87) * Expected Volume: exp(-1.62) a: +0.0| +0.4 ************ +0.6 | +1.0 Z=-55.9(0.00%) | Like=-49.25..3.69 [-1245.3896..3.5736] | it/evals=648/1135 eff=88.1633% N=400 Z=-55.0(0.00%) | Like=-48.04..3.69 [-1245.3896..3.5736] | it/evals=650/1135 eff=88.4354% N=400 Z=-43.5(0.00%) | Like=-37.35..3.69 [-1245.3896..3.5736] | it/evals=700/1184 eff=89.2857% N=400 Have 3 modes Volume: ~exp(-5.97) * Expected Volume: exp(-1.82) a: +0.0| +0.4 1111113222 +0.6 | +1.0 Z=-37.0(0.00%) | Like=-30.69..3.69 [-1245.3896..3.5736] | it/evals=729/1212 eff=89.7783% N=400 Z=-32.5(0.00%) | Like=-26.61..3.69 [-1245.3896..3.5736] | it/evals=750/1235 eff=89.8204% N=400 Z=-24.6(0.00%) | Like=-19.09..3.69 [-1245.3896..3.5736] | it/evals=800/1279 eff=91.0125% N=400 Mono-modal Volume: ~exp(-6.10) * Expected Volume: exp(-2.02) a: +0.0| +0.4 ******** +0.6 | +1.0 Z=-23.6(0.00%) | Like=-17.99..3.69 [-1245.3896..3.5736] | it/evals=810/1296 eff=90.4018% N=400 Z=-19.3(0.00%) | Like=-13.14..3.69 [-1245.3896..3.5736] | it/evals=850/1335 eff=90.9091% N=400 Mono-modal Volume: ~exp(-6.13) * Expected Volume: exp(-2.23) a: +0.0| +0.4 ****** +0.6 | +1.0 Z=-15.9(0.00%) | Like=-10.50..3.69 [-1245.3896..3.5736] | it/evals=891/1379 eff=91.0112% N=400 Z=-15.3(0.00%) | Like=-9.59..3.69 [-1245.3896..3.5736] | it/evals=900/1396 eff=90.3614% N=400 Z=-12.1(0.00%) | Like=-6.64..3.69 [-1245.3896..3.5736] | it/evals=950/1445 eff=90.9091% N=400 Mono-modal Volume: ~exp(-6.79) * Expected Volume: exp(-2.43) a: +0.00| +0.46 ****** +0.54 | +1.00 Z=-10.9(0.00%) | Like=-5.44..3.69 [-1245.3896..3.5736] | it/evals=972/1473 eff=90.5871% N=400 Z=-9.7(0.01%) | Like=-4.21..3.69 [-1245.3896..3.5736] | it/evals=1000/1494 eff=91.4077% N=400 Z=-7.7(0.05%) | Like=-2.46..3.69 [-1245.3896..3.5736] | it/evals=1050/1541 eff=92.0245% N=400 Mono-modal Volume: ~exp(-6.83) * Expected Volume: exp(-2.63) a: +0.00| +0.47 **** +0.53 | +1.00 Z=-7.6(0.05%) | Like=-2.40..3.69 [-1245.3896..3.5736] | it/evals=1053/1541 eff=92.2875% N=400 Z=-6.4(0.18%) | Like=-1.28..3.69 [-1245.3896..3.5736] | it/evals=1097/1601 eff=91.3405% N=400 Z=-6.3(0.19%) | Like=-1.22..3.69 [-1245.3896..3.5736] | it/evals=1100/1601 eff=91.5903% N=400 Mono-modal Volume: ~exp(-7.13) * Expected Volume: exp(-2.83) a: +0.00| +0.47 **** +0.53 | +1.00 Z=-5.5(0.43%) | Like=-0.50..3.69 [-1245.3896..3.5736] | it/evals=1134/1634 eff=91.8963% N=400 Z=-5.2(0.60%) | Like=-0.25..3.69 [-1245.3896..3.5736] | it/evals=1150/1654 eff=91.7065% N=400 Z=-4.3(1.46%) | Like=0.62..3.69 [-1245.3896..3.5736] | it/evals=1200/1700 eff=92.3077% N=400 Mono-modal Volume: ~exp(-7.17) * Expected Volume: exp(-3.04) a: +0.00| +0.48 **** +0.52 | +1.00 Z=-4.0(1.86%) | Like=0.80..3.69 [-1245.3896..3.5736] | it/evals=1215/1711 eff=92.6773% N=400 Z=-3.6(2.96%) | Like=1.13..3.69 [-1245.3896..3.5736] | it/evals=1250/1751 eff=92.5241% N=400 Mono-modal Volume: ~exp(-7.51) * Expected Volume: exp(-3.24) a: +0.00| +0.48 **** +0.52 | +1.00 Z=-3.0(5.03%) | Like=1.71..3.69 [-1245.3896..3.5736] | it/evals=1296/1797 eff=92.7702% N=400 Z=-3.0(5.25%) | Like=1.75..3.69 [-1245.3896..3.5736] | it/evals=1300/1802 eff=92.7247% N=400 Z=-2.7(7.22%) | Like=2.04..3.69 [-1245.3896..3.5736] | it/evals=1330/1954 eff=85.5856% N=400 Z=-2.5(8.74%) | Like=2.18..3.69 [-1245.3896..3.5736] | it/evals=1350/1954 eff=86.8726% N=400 Mono-modal Volume: ~exp(-7.51) Expected Volume: exp(-3.44) a: +0.00| +0.48 ** +0.52 | +1.00 Z=-2.1(13.15%) | Like=2.46..3.69 [-1245.3896..3.5736] | it/evals=1400/1954 eff=90.0901% N=400 Z=-1.9(16.01%) | Like=2.57..3.69 [-1245.3896..3.5736] | it/evals=1431/2059 eff=86.2568% N=400 Z=-1.8(17.89%) | Like=2.67..3.69 [-1245.3896..3.5736] | it/evals=1450/2059 eff=87.4020% N=400 Have 2 modes Volume: ~exp(-7.58) * Expected Volume: exp(-3.64) a: +0.00| +0.49 21 +0.51 | +1.00 Z=-1.7(18.72%) | Like=2.70..3.69 [-1245.3896..3.5736] | it/evals=1458/2059 eff=87.8843% N=400 Z=-1.5(23.02%) | Like=2.86..3.69 [-1245.3896..3.5736] | it/evals=1500/2059 eff=90.4159% N=400 Mono-modal Volume: ~exp(-7.80) * Expected Volume: exp(-3.85) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.3(27.36%) | Like=3.01..3.69 [-1245.3896..3.5736] | it/evals=1539/2080 eff=91.6071% N=400 Z=-1.3(28.64%) | Like=3.05..3.69 [-1245.3896..3.5736] | it/evals=1550/2093 eff=91.5535% N=400 Z=-1.2(31.76%) | Like=3.12..3.69 [-1245.3896..3.5736] | it/evals=1578/2241 eff=85.7143% N=400 Z=-1.1(34.27%) | Like=3.18..3.69 [-1245.3896..3.5736] | it/evals=1600/2241 eff=86.9093% N=400 Mono-modal Volume: ~exp(-8.09) * Expected Volume: exp(-4.05) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.1(36.61%) | Like=3.24..3.69 [-1245.3896..3.5736] | it/evals=1620/2241 eff=87.9957% N=400 Z=-1.0(40.13%) | Like=3.30..3.69 [-1245.3896..3.5736] | it/evals=1650/2241 eff=89.6252% N=400 Z=-0.9(44.02%) | Like=3.36..3.69 [-1245.3896..3.5736] | it/evals=1684/2351 eff=86.3147% N=400 Z=-0.8(45.84%) | Like=3.38..3.69 [-1245.3896..3.5736] | it/evals=1700/2351 eff=87.1348% N=400 Mono-modal Volume: ~exp(-8.34) * Expected Volume: exp(-4.25) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.8(45.95%) | Like=3.39..3.69 [-1245.3896..3.5736] | it/evals=1701/2351 eff=87.1861% N=400 Z=-0.7(51.18%) | Like=3.45..3.69 [-1245.3896..3.5736] | it/evals=1750/2351 eff=89.6976% N=400 Z=-0.7(54.24%) | Like=3.48..3.69 [-1245.3896..3.5736] | it/evals=1780/2465 eff=86.1985% N=400 Mono-modal Volume: ~exp(-8.34) Expected Volume: exp(-4.45) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.6(56.19%) | Like=3.50..3.69 [-1245.3896..3.5736] | it/evals=1800/2465 eff=87.1671% N=400 Z=-0.5(60.83%) | Like=3.55..3.69 [-1245.3896..3.5736] | it/evals=1850/2465 eff=89.5884% N=400 Mono-modal Volume: ~exp(-8.70) * Expected Volume: exp(-4.66) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.5(61.99%) | Like=3.56..3.69 [-1245.3896..3.5736] | it/evals=1863/2465 eff=90.2179% N=400 Z=-0.5(63.46%) | Like=3.57..3.69 [-1245.3896..3.5736] | it/evals=1880/2594 eff=85.6882% N=400 Z=-0.5(65.11%) | Like=3.58..3.69 [3.5764..3.5766]*| it/evals=1900/2594 eff=86.5998% N=400 Mono-modal Volume: ~exp(-9.01) * Expected Volume: exp(-4.86) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.4(68.52%) | Like=3.60..3.69 [3.5975..3.5979]*| it/evals=1944/2594 eff=88.6053% N=400 Z=-0.4(68.96%) | Like=3.60..3.69 [3.6007..3.6010]*| it/evals=1950/2594 eff=88.8788% N=400 Z=-0.4(72.43%) | Like=3.62..3.69 [3.6216..3.6216]*| it/evals=2000/2607 eff=90.6208% N=400 Mono-modal Volume: ~exp(-9.09) * Expected Volume: exp(-5.06) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(74.04%) | Like=3.63..3.69 [3.6291..3.6295]*| it/evals=2025/2638 eff=90.4826% N=400 Z=-0.3(74.41%) | Like=3.63..3.69 [3.6313..3.6314]*| it/evals=2031/2766 eff=85.8411% N=400 Z=-0.3(75.56%) | Like=3.64..3.69 [3.6350..3.6353]*| it/evals=2050/2766 eff=86.6441% N=400 Z=-0.3(78.35%) | Like=3.64..3.69 [3.6440..3.6443]*| it/evals=2100/2766 eff=88.7574% N=400 Mono-modal Volume: ~exp(-9.38) * Expected Volume: exp(-5.27) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(78.66%) | Like=3.65..3.69 [3.6454..3.6455]*| it/evals=2106/2766 eff=89.0110% N=400 Z=-0.3(80.41%) | Like=3.65..3.69 [3.6514..3.6517]*| it/evals=2141/2877 eff=86.4352% N=400 Z=-0.3(80.83%) | Like=3.65..3.69 [3.6536..3.6537]*| it/evals=2150/2877 eff=86.7985% N=400 Mono-modal Volume: ~exp(-9.54) * Expected Volume: exp(-5.47) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(82.50%) | Like=3.66..3.69 [3.6594..3.6594]*| it/evals=2187/2877 eff=88.2923% N=400 Z=-0.2(83.05%) | Like=3.66..3.69 [3.6611..3.6611]*| it/evals=2200/2877 eff=88.8171% N=400 Z=-0.2(85.01%) | Like=3.67..3.69 [3.6665..3.6666]*| it/evals=2250/2892 eff=90.2889% N=400 Mono-modal Volume: ~exp(-9.69) * Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(85.66%) | Like=3.67..3.69 [3.6681..3.6681]*| it/evals=2268/2911 eff=90.3226% N=400 Z=-0.2(86.05%) | Like=3.67..3.69 [3.6689..3.6689]*| it/evals=2279/3037 eff=86.4240% N=400 Z=-0.2(86.75%) | Like=3.67..3.69 [3.6704..3.6704]*| it/evals=2300/3037 eff=87.2203% N=400 Mono-modal Volume: ~exp(-10.04) * Expected Volume: exp(-5.87) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(88.27%) | Like=3.67..3.69 [3.6734..3.6734]*| it/evals=2349/3037 eff=89.0785% N=400 Z=-0.2(88.29%) | Like=3.67..3.69 [3.6734..3.6735]*| it/evals=2350/3037 eff=89.1164% N=400 Z=-0.2(89.66%) | Like=3.68..3.69 [3.6762..3.6763]*| it/evals=2400/3062 eff=90.1578% N=400 Mono-modal Volume: ~exp(-10.07) * Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(90.40%) | Like=3.68..3.69 [3.6774..3.6775]*| it/evals=2430/3088 eff=90.4018% N=400 Z=-0.1(90.50%) | Like=3.68..3.69 [3.6776..3.6777]*| it/evals=2434/3214 eff=86.4961% N=400 Z=-0.1(90.87%) | Like=3.68..3.69 [3.6783..3.6783]*| it/evals=2450/3214 eff=87.0647% N=400 Z=-0.1(91.94%) | Like=3.68..3.69 [3.6801..3.6802]*| it/evals=2500/3214 eff=88.8415% N=400 Mono-modal Volume: ~exp(-10.07) Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(92.86%) | Like=3.68..3.69 [3.6816..3.6817]*| it/evals=2549/3332 eff=86.9372% N=400 Z=-0.1(92.88%) | Like=3.68..3.69 [3.6817..3.6817]*| it/evals=2550/3332 eff=86.9714% N=400 Mono-modal Volume: ~exp(-10.77) * Expected Volume: exp(-6.48) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.59%) | Like=3.68..3.69 [3.6826..3.6826]*| it/evals=2592/3332 eff=88.4038% N=400 Z=-0.1(93.71%) | Like=3.68..3.69 [3.6827..3.6827]*| it/evals=2600/3332 eff=88.6767% N=400 Z=-0.1(94.45%) | Like=3.68..3.69 [3.6836..3.6836]*| it/evals=2650/3332 eff=90.3820% N=400 Z=-0.1(94.51%) | Like=3.68..3.69 [3.6836..3.6836]*| it/evals=2654/3440 eff=87.3026% N=400 Mono-modal Volume: ~exp(-10.77) Expected Volume: exp(-6.68) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(95.10%) | Like=3.68..3.69 [3.6841..3.6841]*| it/evals=2700/3440 eff=88.8158% N=400 Z=-0.1(95.68%) | Like=3.68..3.69 [3.6846..3.6847]*| it/evals=2750/3524 eff=88.0282% N=400 Have 2 modes Volume: ~exp(-11.01) * Expected Volume: exp(-6.89) a: +0.000| +0.499 21 +0.501 | +1.000 Z=-0.1(95.72%) | Like=3.68..3.69 [3.6847..3.6847]*| it/evals=2754/3524 eff=88.1562% N=400 Z=-0.1(96.18%) | Like=3.68..3.69 [3.6850..3.6850]*| it/evals=2800/3524 eff=89.6287% N=400 Z=-0.1(96.44%) | Like=3.69..3.69 [3.6851..3.6851]*| it/evals=2828/3637 eff=87.3648% N=400 Have 2 modes Volume: ~exp(-11.01) Expected Volume: exp(-7.09) a: +0.0000| +0.4995 21 +0.5005 | +1.0000 Z=-0.1(96.63%) | Like=3.69..3.69 [3.6852..3.6852]*| it/evals=2850/3637 eff=88.0445% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3637 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.06241 +- 0.07926 [ultranest] Effective samples strategy satisfied (ESS = 1291.0, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.15, need <2.0) [ultranest] logZ error budget: single: 0.09 bs:0.08 tail:0.03 total:0.09 required:<2.00 [ultranest] done iterating. logZ = -0.048 +- 0.157 single instance: logZ = -0.048 +- 0.090 bootstrapped : logZ = -0.062 +- 0.154 tail : logZ = +- 0.033 a 0.500 +- 0.010 [ultranest] PointStore: have 3519 items [ultranest] Resuming... Mono-modal Volume: ~exp(-4.17) * Expected Volume: exp(0.00) a: +0.0000|********************************************************| +1.0000 Z=-inf(0.00%) | Like=-1245.39..3.65 [-1245.3896..3.5736] | it/evals=0/3519 eff=inf% N=400 Z=-990.5(0.00%) | Like=-981.54..3.68 [-1245.3896..3.5736] | it/evals=50/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-4.49) * Expected Volume: exp(-0.20) a: +0.00| ************************************************ | +1.00 Z=-884.1(0.00%) | Like=-873.63..3.68 [-1245.3896..3.5736] | it/evals=81/3519 eff=inf% N=400 Z=-823.2(0.00%) | Like=-812.27..3.68 [-1245.3896..3.5736] | it/evals=100/3519 eff=inf% N=400 Z=-626.4(0.00%) | Like=-615.76..3.68 [-1245.3896..3.5736] | it/evals=150/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-4.49) Expected Volume: exp(-0.41) a: +0.0| **************************************** | +1.0 Z=-498.6(0.00%) | Like=-492.04..3.69 [-1245.3896..3.5736] | it/evals=200/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-4.69) * Expected Volume: exp(-0.61) a: +0.0| +0.2 ******************************** +0.8 | +1.0 Z=-396.0(0.00%) | Like=-387.18..3.69 [-1245.3896..3.5736] | it/evals=243/3519 eff=inf% N=400 Z=-387.0(0.00%) | Like=-379.22..3.69 [-1245.3896..3.5736] | it/evals=250/3519 eff=inf% N=400 Z=-309.4(0.00%) | Like=-302.94..3.69 [-1245.3896..3.5736] | it/evals=300/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-4.96) * Expected Volume: exp(-0.81) a: +0.0| +0.3 ************************** +0.7 | +1.0 Z=-261.7(0.00%) | Like=-254.17..3.69 [-1245.3896..3.5736] | it/evals=324/3519 eff=inf% N=400 Z=-235.7(0.00%) | Like=-226.89..3.69 [-1245.3896..3.5736] | it/evals=350/3519 eff=inf% N=400 Z=-188.9(0.00%) | Like=-181.00..3.69 [-1245.3896..3.5736] | it/evals=400/3519 eff=inf% N=400 Have 2 modes Volume: ~exp(-5.22) * Expected Volume: exp(-1.01) a: +0.0| +0.3 2221111111111111111111 +0.7 | +1.0 Z=-182.6(0.00%) | Like=-175.31..3.69 [-1245.3896..3.5736] | it/evals=405/3519 eff=inf% N=400 Z=-139.3(0.00%) | Like=-132.96..3.69 [-1245.3896..3.5736] | it/evals=450/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-5.42) * Expected Volume: exp(-1.21) a: +0.0| +0.3 ****************** +0.7 | +1.0 Z=-121.2(0.00%) | Like=-115.50..3.69 [-1245.3896..3.5736] | it/evals=486/3519 eff=inf% N=400 Z=-115.5(0.00%) | Like=-109.12..3.69 [-1245.3896..3.5736] | it/evals=500/3519 eff=inf% N=400 Z=-91.4(0.00%) | Like=-85.10..3.69 [-1245.3896..3.5736] | it/evals=550/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-5.42) Expected Volume: exp(-1.42) a: +0.0| +0.4 ************** +0.6 | +1.0 Z=-71.0(0.00%) | Like=-64.92..3.69 [-1245.3896..3.5736] | it/evals=600/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-5.62) * Expected Volume: exp(-1.62) a: +0.0| +0.4 ************ +0.6 | +1.0 Z=-55.9(0.00%) | Like=-49.25..3.69 [-1245.3896..3.5736] | it/evals=648/3519 eff=inf% N=400 Z=-55.0(0.00%) | Like=-48.04..3.69 [-1245.3896..3.5736] | it/evals=650/3519 eff=inf% N=400 Z=-43.5(0.00%) | Like=-37.35..3.69 [-1245.3896..3.5736] | it/evals=700/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-5.62) Expected Volume: exp(-1.82) a: +0.0| +0.4 ********** +0.6 | +1.0 Z=-32.5(0.00%) | Like=-26.61..3.69 [-1245.3896..3.5736] | it/evals=750/3519 eff=inf% N=400 Z=-24.6(0.00%) | Like=-19.09..3.69 [-1245.3896..3.5736] | it/evals=800/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-6.20) * Expected Volume: exp(-2.02) a: +0.0| +0.4 ******** +0.6 | +1.0 Z=-23.6(0.00%) | Like=-17.99..3.69 [-1245.3896..3.5736] | it/evals=810/3519 eff=inf% N=400 Z=-19.3(0.00%) | Like=-13.14..3.69 [-1245.3896..3.5736] | it/evals=850/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-6.58) * Expected Volume: exp(-2.23) a: +0.0| +0.4 ****** +0.6 | +1.0 Z=-15.9(0.00%) | Like=-10.50..3.69 [-1245.3896..3.5736] | it/evals=891/3519 eff=inf% N=400 Z=-15.3(0.00%) | Like=-9.59..3.69 [-1245.3896..3.5736] | it/evals=900/3519 eff=inf% N=400 Z=-12.1(0.00%) | Like=-6.64..3.69 [-1245.3896..3.5736] | it/evals=950/3519 eff=inf% N=400 Have 2 modes Volume: ~exp(-6.71) * Expected Volume: exp(-2.43) a: +0.00| +0.46 222111 +0.54 | +1.00 Z=-10.9(0.00%) | Like=-5.44..3.69 [-1245.3896..3.5736] | it/evals=972/3519 eff=inf% N=400 Z=-9.7(0.01%) | Like=-4.21..3.69 [-1245.3896..3.5736] | it/evals=1000/3519 eff=inf% N=400 Z=-8.2(0.03%) | Like=-2.92..3.69 [-1245.3896..3.5736] | it/evals=1037/3519 eff=inf% N=400 Z=-7.7(0.05%) | Like=-2.46..3.69 [-1245.3896..3.5736] | it/evals=1050/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-6.79) * Expected Volume: exp(-2.63) a: +0.00| +0.47 **** +0.53 | +1.00 Z=-7.6(0.05%) | Like=-2.40..3.69 [-1245.3896..3.5736] | it/evals=1053/3519 eff=inf% N=400 Z=-6.3(0.19%) | Like=-1.22..3.69 [-1245.3896..3.5736] | it/evals=1100/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.17) * Expected Volume: exp(-2.83) a: +0.00| +0.47 **** +0.53 | +1.00 Z=-5.5(0.43%) | Like=-0.50..3.69 [-1245.3896..3.5736] | it/evals=1134/3519 eff=inf% N=400 Z=-5.2(0.60%) | Like=-0.25..3.69 [-1245.3896..3.5736] | it/evals=1150/3519 eff=inf% N=400 Z=-4.3(1.46%) | Like=0.62..3.69 [-1245.3896..3.5736] | it/evals=1200/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.34) * Expected Volume: exp(-3.04) a: +0.00| +0.48 **** +0.52 | +1.00 Z=-4.0(1.86%) | Like=0.80..3.69 [-1245.3896..3.5736] | it/evals=1215/3519 eff=inf% N=400 Z=-3.6(2.96%) | Like=1.13..3.69 [-1245.3896..3.5736] | it/evals=1250/3519 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.43) * Expected Volume: exp(-3.24) a: +0.00| +0.48 2211 +0.52 | +1.00 Z=-3.0(5.03%) | Like=1.71..3.69 [-1245.3896..3.5736] | it/evals=1296/3519 eff=inf% N=400 Z=-3.0(5.25%) | Like=1.75..3.69 [-1245.3896..3.5736] | it/evals=1300/3519 eff=inf% N=400 Z=-2.5(8.74%) | Like=2.18..3.69 [-1245.3896..3.5736] | it/evals=1350/3519 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.43) Expected Volume: exp(-3.44) a: +0.00| +0.48 21 +0.52 | +1.00 Z=-2.3(11.06%) | Like=2.38..3.69 [-1245.3896..3.5736] | it/evals=1377/3519 eff=inf% N=400 Z=-2.1(13.15%) | Like=2.46..3.69 [-1245.3896..3.5736] | it/evals=1400/3519 eff=inf% N=400 Z=-1.8(17.89%) | Like=2.67..3.69 [-1245.3896..3.5736] | it/evals=1450/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.88) * Expected Volume: exp(-3.64) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.7(18.72%) | Like=2.70..3.69 [-1245.3896..3.5736] | it/evals=1458/3519 eff=inf% N=400 Z=-1.5(23.02%) | Like=2.86..3.69 [-1245.3896..3.5736] | it/evals=1500/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.88) Expected Volume: exp(-3.85) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.3(28.64%) | Like=3.05..3.69 [-1245.3896..3.5736] | it/evals=1550/3519 eff=inf% N=400 Z=-1.1(34.27%) | Like=3.18..3.69 [-1245.3896..3.5736] | it/evals=1600/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-7.96) * Expected Volume: exp(-4.05) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.1(36.61%) | Like=3.24..3.69 [-1245.3896..3.5736] | it/evals=1620/3519 eff=inf% N=400 Z=-1.0(40.13%) | Like=3.30..3.69 [-1245.3896..3.5736] | it/evals=1650/3519 eff=inf% N=400 Z=-0.8(45.84%) | Like=3.38..3.69 [-1245.3896..3.5736] | it/evals=1700/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-8.26) * Expected Volume: exp(-4.25) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.8(45.95%) | Like=3.39..3.69 [-1245.3896..3.5736] | it/evals=1701/3519 eff=inf% N=400 Z=-0.7(51.18%) | Like=3.45..3.69 [-1245.3896..3.5736] | it/evals=1750/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-8.56) * Expected Volume: exp(-4.45) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.7(54.44%) | Like=3.48..3.69 [-1245.3896..3.5736] | it/evals=1782/3519 eff=inf% N=400 Z=-0.6(56.19%) | Like=3.50..3.69 [-1245.3896..3.5736] | it/evals=1800/3519 eff=inf% N=400 Z=-0.5(60.83%) | Like=3.55..3.69 [-1245.3896..3.5736] | it/evals=1850/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-8.56) Expected Volume: exp(-4.66) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.5(65.11%) | Like=3.58..3.69 [3.5764..3.5766]*| it/evals=1900/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-8.56) Expected Volume: exp(-4.86) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.4(68.96%) | Like=3.60..3.69 [3.6007..3.6010]*| it/evals=1950/3519 eff=inf% N=400 Z=-0.4(72.43%) | Like=3.62..3.69 [3.6216..3.6216]*| it/evals=2000/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.13) * Expected Volume: exp(-5.06) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(74.04%) | Like=3.63..3.69 [3.6291..3.6295]*| it/evals=2025/3519 eff=inf% N=400 Z=-0.3(75.56%) | Like=3.64..3.69 [3.6350..3.6353]*| it/evals=2050/3519 eff=inf% N=400 Z=-0.3(78.35%) | Like=3.64..3.69 [3.6440..3.6443]*| it/evals=2100/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.38) * Expected Volume: exp(-5.27) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(78.66%) | Like=3.65..3.69 [3.6454..3.6455]*| it/evals=2106/3519 eff=inf% N=400 Z=-0.3(80.83%) | Like=3.65..3.69 [3.6536..3.6537]*| it/evals=2150/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.51) * Expected Volume: exp(-5.47) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(82.50%) | Like=3.66..3.69 [3.6594..3.6594]*| it/evals=2187/3519 eff=inf% N=400 Z=-0.2(83.05%) | Like=3.66..3.69 [3.6611..3.6611]*| it/evals=2200/3519 eff=inf% N=400 Z=-0.2(85.01%) | Like=3.67..3.69 [3.6665..3.6666]*| it/evals=2250/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.69) * Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(85.66%) | Like=3.67..3.69 [3.6681..3.6681]*| it/evals=2268/3519 eff=inf% N=400 Z=-0.2(86.75%) | Like=3.67..3.69 [3.6704..3.6704]*| it/evals=2300/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-9.75) * Expected Volume: exp(-5.87) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(88.27%) | Like=3.67..3.69 [3.6734..3.6734]*| it/evals=2349/3519 eff=inf% N=400 Z=-0.2(88.29%) | Like=3.67..3.69 [3.6734..3.6735]*| it/evals=2350/3519 eff=inf% N=400 Z=-0.2(89.66%) | Like=3.68..3.69 [3.6762..3.6763]*| it/evals=2400/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.10) * Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(90.40%) | Like=3.68..3.69 [3.6774..3.6775]*| it/evals=2430/3519 eff=inf% N=400 Z=-0.1(90.87%) | Like=3.68..3.69 [3.6783..3.6783]*| it/evals=2450/3519 eff=inf% N=400 Z=-0.1(91.94%) | Like=3.68..3.69 [3.6801..3.6802]*| it/evals=2500/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.10) Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(92.88%) | Like=3.68..3.69 [3.6817..3.6817]*| it/evals=2550/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.23) * Expected Volume: exp(-6.48) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.59%) | Like=3.68..3.69 [3.6826..3.6826]*| it/evals=2592/3519 eff=inf% N=400 Z=-0.1(93.71%) | Like=3.68..3.69 [3.6827..3.6827]*| it/evals=2600/3519 eff=inf% N=400 Z=-0.1(94.45%) | Like=3.68..3.69 [3.6836..3.6836]*| it/evals=2650/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.88) * Expected Volume: exp(-6.68) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(94.76%) | Like=3.68..3.69 [3.6838..3.6839]*| it/evals=2673/3519 eff=inf% N=400 Z=-0.1(95.10%) | Like=3.68..3.69 [3.6841..3.6841]*| it/evals=2700/3519 eff=inf% N=400 Z=-0.1(95.68%) | Like=3.68..3.69 [3.6846..3.6847]*| it/evals=2750/3519 eff=inf% N=400 Have 4 modes Volume: ~exp(-10.90) * Expected Volume: exp(-6.89) a: +0.000| +0.499 21 +0.501 | +1.000 Z=-0.1(95.72%) | Like=3.68..3.69 [3.6847..3.6847]*| it/evals=2754/3519 eff=inf% N=400 Z=-0.1(96.18%) | Like=3.68..3.69 [3.6850..3.6850]*| it/evals=2800/3519 eff=inf% N=400 Mono-modal Volume: ~exp(-10.97) * Expected Volume: exp(-7.09) a: +0.0000| +0.4995 ** +0.5005 | +1.0000 Z=-0.1(96.50%) | Like=3.69..3.69 [3.6851..3.6851]*| it/evals=2835/3519 eff=inf% N=400 Z=-0.1(96.63%) | Like=3.69..3.69 [3.6852..3.6852]*| it/evals=2850/3519 eff=inf% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3519 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.03935 +- 0.07375 [ultranest] Effective samples strategy satisfied (ESS = 1291.0, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.06 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.22, need <2.0) [ultranest] logZ error budget: single: 0.09 bs:0.07 tail:0.03 total:0.08 required:<2.00 [ultranest] done iterating. logZ = -0.048 +- 0.220 single instance: logZ = -0.048 +- 0.090 bootstrapped : logZ = -0.039 +- 0.218 tail : logZ = +- 0.033 a 0.500 +- 0.010 ran with dlogz: 2.0 first run gave: {'niter': 3254, 'logz': -0.04800211384659299, 'logzerr': 0.1573837338652926, 'logz_bs': -0.062406859197050926, 'logzerr_bs': 0.15392945328312418, 'logz_single': -0.04800211384659299, 'logzerr_tail': 0.03279272933654255, 'logzerr_single': 0.08959396145778022, 'ess': 1291.012650982614, 'H': 3.210831171879283, 'Herr': 0.07143762165249073, 'paramnames': ['a'], 'ncall': 3637, 'posterior': {'mean': [0.5000736066301801], 'stdev': [0.010369203891313942], 'median': [0.5000879623677584], 'errlo': [0.4895104419340139], 'errup': [0.5110572986766585]}} second run gave: {'niter': 3254, 'logz': -0.04800211384659299, 'logzerr': 0.2200796005772946, 'logz_bs': -0.03934635036832879, 'logzerr_bs': 0.2176227641882204, 'logz_single': -0.04800211384659299, 'logzerr_tail': 0.03279272933654255, 'logzerr_single': 0.08959396145778022, 'ess': 1291.012650982614, 'H': 3.210831171879283, 'Herr': 0.06913009864639834, 'paramnames': ['a'], 'ncall': 3519, 'posterior': {'mean': [0.500085775439625], 'stdev': [0.01037409950832145], 'median': [0.5001331529618168], 'errlo': [0.48950516379563536], 'errup': [0.5110572986766585]}}
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:1771 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3]), array([360, 1, 39])) [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3637 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -0.06241 +- 0.07926 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1291.0, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <2.0) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.08 tail:0.03 total:0.09 required:<2.00 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:776 Testing resume consistency: [3.68511756 3.6862282 0. 0.50002629 0.50002629]: u=[0.50002629] -> p=[0.50002629] -> L=3.6862281960088503 [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 3519 items [32mINFO [0m ultranest:integrator.py:892 Resuming... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3519 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -0.03935 +- 0.07375 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1291.0, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.22, need <2.0) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.07 tail:0.03 total:0.08 required:<2.00 [32mINFO [0m ultranest:integrator.py:1729 done iterating.

Passed

tests/test_run.py::test_run_resume[0.5]

11.56

------------------------------Captured stdout call------------------------------
[ultranest] PointStore: have 0 items [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.31) * Expected Volume: exp(0.00) a: +0.000|********************************************************| +1.000 Z=-inf(0.00%) | Like=-1229.24..3.69 [-1229.2436..3.6851] | it/evals=0/500 eff=0.0000% N=400 Z=-947.8(0.00%) | Like=-936.03..3.69 [-1229.2436..3.6851] | it/evals=50/500 eff=50.0000% N=400 Mono-modal Volume: ~exp(-4.43) * Expected Volume: exp(-0.20) a: +0.00| ********************************************** | +1.00 Z=-820.3(0.00%) | Like=-813.62..3.69 [-1229.2436..3.6851] | it/evals=81/500 eff=81.0000% N=400 Z=-812.2(0.00%) | Like=-801.57..3.69 [-1229.2436..3.6851] | it/evals=84/611 eff=39.8104% N=400 Z=-744.3(0.00%) | Like=-735.03..3.69 [-1229.2436..3.6851] | it/evals=100/611 eff=47.3934% N=400 Z=-575.6(0.00%) | Like=-567.48..3.69 [-1229.2436..3.6851] | it/evals=150/611 eff=71.0900% N=400 Mono-modal Volume: ~exp(-4.67) * Expected Volume: exp(-0.41) a: +0.0| ************************************** | +1.0 Z=-541.0(0.00%) | Like=-528.25..3.69 [-1229.2436..3.6851] | it/evals=162/611 eff=76.7773% N=400 Z=-461.4(0.00%) | Like=-451.38..3.69 [-1229.2436..3.6851] | it/evals=191/694 eff=64.9660% N=400 Z=-430.4(0.00%) | Like=-422.05..3.69 [-1229.2436..3.6851] | it/evals=200/694 eff=68.0272% N=400 Mono-modal Volume: ~exp(-4.85) * Expected Volume: exp(-0.61) a: +0.0| +0.2 ****************************** +0.8 | +1.0 Z=-356.7(0.00%) | Like=-346.80..3.69 [-1229.2436..3.6851] | it/evals=243/694 eff=82.6531% N=400 Z=-342.0(0.00%) | Like=-335.71..3.69 [-1229.2436..3.6851] | it/evals=250/694 eff=85.0340% N=400 Z=-282.5(0.00%) | Like=-275.50..3.69 [-1229.2436..3.6851] | it/evals=293/764 eff=80.4945% N=400 Z=-276.0(0.00%) | Like=-269.37..3.69 [-1229.2436..3.6851] | it/evals=300/764 eff=82.4176% N=400 Mono-modal Volume: ~exp(-5.20) * Expected Volume: exp(-0.81) a: +0.0| +0.3 ************************** +0.7 | +1.0 Z=-252.3(0.00%) | Like=-244.43..3.69 [-1229.2436..3.6851] | it/evals=324/817 eff=77.6978% N=400 Z=-217.5(0.00%) | Like=-210.59..3.69 [-1229.2436..3.6851] | it/evals=350/817 eff=83.9329% N=400 Z=-169.9(0.00%) | Like=-163.09..3.69 [-1229.2436..3.6851] | it/evals=400/869 eff=85.2878% N=400 Mono-modal Volume: ~exp(-5.20) Expected Volume: exp(-1.01) a: +0.0| +0.3 ********************** +0.7 | +1.0 Z=-153.9(0.00%) | Like=-147.52..3.69 [-1229.2436..3.6851] | it/evals=423/917 eff=81.8182% N=400 Z=-135.2(0.00%) | Like=-128.32..3.69 [-1229.2436..3.6851] | it/evals=450/953 eff=81.3743% N=400 Mono-modal Volume: ~exp(-5.57) * Expected Volume: exp(-1.21) a: +0.0| +0.4 ****************** +0.6 | +1.0 Z=-115.4(0.00%) | Like=-108.19..3.69 [-1229.2436..3.6851] | it/evals=486/996 eff=81.5436% N=400 Z=-109.1(0.00%) | Like=-101.84..3.69 [-1229.2436..3.6851] | it/evals=500/996 eff=83.8926% N=400 Z=-96.8(0.00%) | Like=-89.64..3.69 [-1229.2436..3.6851] | it/evals=527/1034 eff=83.1230% N=400 Z=-86.4(0.00%) | Like=-79.52..3.69 [-1229.2436..3.6851] | it/evals=550/1034 eff=86.7508% N=400 Mono-modal Volume: ~exp(-5.71) * Expected Volume: exp(-1.42) a: +0.0| +0.4 ************** +0.6 | +1.0 Z=-78.1(0.00%) | Like=-71.47..3.69 [-1229.2436..3.6851] | it/evals=567/1065 eff=85.2632% N=400 Z=-70.2(0.00%) | Like=-64.15..3.69 [-1229.2436..3.6851] | it/evals=599/1094 eff=86.3112% N=400 Z=-70.0(0.00%) | Like=-63.92..3.69 [-1229.2436..3.6851] | it/evals=600/1094 eff=86.4553% N=400 Z=-58.0(0.00%) | Like=-51.37..3.69 [-1229.2436..3.6851] | it/evals=644/1145 eff=86.4430% N=400 Mono-modal Volume: ~exp(-5.71) Expected Volume: exp(-1.62) a: +0.0| +0.4 ************ +0.6 | +1.0 Z=-56.1(0.00%) | Like=-49.76..3.69 [-1229.2436..3.6851] | it/evals=650/1145 eff=87.2483% N=400 Z=-43.8(0.00%) | Like=-38.08..3.69 [-1229.2436..3.6851] | it/evals=700/1191 eff=88.4956% N=400 Mono-modal Volume: ~exp(-5.71) Expected Volume: exp(-1.82) a: +0.0| +0.4 ********** +0.6 | +1.0 Z=-38.6(0.00%) | Like=-32.57..3.69 [-1229.2436..3.6851] | it/evals=731/1232 eff=87.8606% N=400 Z=-35.2(0.00%) | Like=-28.69..3.69 [-1229.2436..3.6851] | it/evals=750/1232 eff=90.1442% N=400 Z=-27.3(0.00%) | Like=-21.15..3.69 [-1229.2436..3.6851] | it/evals=800/1298 eff=89.0869% N=400 Mono-modal Volume: ~exp(-6.17) * Expected Volume: exp(-2.02) a: +0.0| +0.4 ******** +0.6 | +1.0 Z=-26.0(0.00%) | Like=-19.81..3.69 [-1229.2436..3.6851] | it/evals=810/1298 eff=90.2004% N=400 Z=-20.9(0.00%) | Like=-14.96..3.69 [-1229.2436..3.6851] | it/evals=850/1353 eff=89.1920% N=400 Mono-modal Volume: ~exp(-6.17) Expected Volume: exp(-2.23) a: +0.0| +0.4 ******** +0.6 | +1.0 Z=-17.4(0.00%) | Like=-11.94..3.69 [-1229.2436..3.6851] | it/evals=894/1385 eff=90.7614% N=400 Z=-17.0(0.00%) | Like=-11.25..3.69 [-1229.2436..3.6851] | it/evals=900/1402 eff=89.8204% N=400 Z=-14.0(0.00%) | Like=-8.17..3.69 [-1229.2436..3.6851] | it/evals=950/1451 eff=90.3901% N=400 Mono-modal Volume: ~exp(-6.66) * Expected Volume: exp(-2.43) a: +0.00| +0.45 ****** +0.55 | +1.00 Z=-12.5(0.00%) | Like=-7.07..3.69 [-1229.2436..3.6851] | it/evals=972/1468 eff=91.0112% N=400 Z=-11.2(0.00%) | Like=-5.82..3.69 [-1229.2436..3.6851] | it/evals=1000/1497 eff=91.1577% N=400 Z=-9.0(0.01%) | Like=-3.43..3.69 [-1229.2436..3.6851] | it/evals=1050/1550 eff=91.3043% N=400 Mono-modal Volume: ~exp(-6.79) * Expected Volume: exp(-2.63) a: +0.00| +0.46 ****** +0.54 | +1.00 Z=-8.8(0.01%) | Like=-3.41..3.69 [-1229.2436..3.6851] | it/evals=1053/1566 eff=90.3087% N=400 Z=-7.1(0.09%) | Like=-1.70..3.69 [-1229.2436..3.6851] | it/evals=1100/1603 eff=91.4381% N=400 Have 2 modes Volume: ~exp(-7.01) * Expected Volume: exp(-2.83) a: +0.00| +0.47 2111 +0.53 | +1.00 Z=-6.1(0.22%) | Like=-1.08..3.69 [-1229.2436..3.6851] | it/evals=1134/1639 eff=91.5254% N=400 Z=-5.8(0.32%) | Like=-0.67..3.69 [-1229.2436..3.6851] | it/evals=1150/1659 eff=91.3423% N=400 Z=-4.8(0.89%) | Like=0.24..3.69 [-1229.2436..3.6851] | it/evals=1200/1715 eff=91.2548% N=400 Mono-modal Volume: ~exp(-7.06) * Expected Volume: exp(-3.04) a: +0.00| +0.47 **** +0.52 | +1.00 Z=-4.5(1.17%) | Like=0.56..3.69 [-1229.2436..3.6851] | it/evals=1215/1731 eff=91.2847% N=400 Z=-3.9(2.10%) | Like=1.08..3.69 [-1229.2436..3.6851] | it/evals=1250/1762 eff=91.7768% N=400 Mono-modal Volume: ~exp(-7.37) * Expected Volume: exp(-3.24) a: +0.00| +0.48 **** +0.52 | +1.00 Z=-3.2(3.98%) | Like=1.56..3.69 [-1229.2436..3.6851] | it/evals=1296/1808 eff=92.0455% N=400 Z=-3.2(4.17%) | Like=1.67..3.69 [-1229.2436..3.6851] | it/evals=1300/1813 eff=92.0028% N=400 Z=-2.7(7.21%) | Like=2.08..3.69 [-1229.2436..3.6851] | it/evals=1350/1865 eff=92.1502% N=400 Have 2 modes Volume: ~exp(-7.47) * Expected Volume: exp(-3.44) a: +0.00| +0.48 11 +0.52 | +1.00 Z=-2.4(9.30%) | Like=2.30..3.69 [-1229.2436..3.6851] | it/evals=1377/1894 eff=92.1687% N=400 Z=-2.2(11.28%) | Like=2.43..3.69 [-1229.2436..3.6851] | it/evals=1400/1918 eff=92.2266% N=400 Z=-1.9(15.93%) | Like=2.67..3.69 [-1229.2436..3.6851] | it/evals=1449/1977 eff=91.8833% N=400 Z=-1.9(16.02%) | Like=2.67..3.69 [-1229.2436..3.6851] | it/evals=1450/1977 eff=91.9467% N=400 Mono-modal Volume: ~exp(-7.47) * Expected Volume: exp(-3.64) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.8(16.86%) | Like=2.74..3.69 [-1229.2436..3.6851] | it/evals=1458/1977 eff=92.4540% N=400 Z=-1.6(21.66%) | Like=2.93..3.69 [-1229.2436..3.6851] | it/evals=1500/2023 eff=92.4214% N=400 Mono-modal Volume: ~exp(-8.02) * Expected Volume: exp(-3.85) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.4(26.12%) | Like=3.05..3.69 [-1229.2436..3.6851] | it/evals=1539/2060 eff=92.7108% N=400 Z=-1.3(27.42%) | Like=3.08..3.69 [-1229.2436..3.6851] | it/evals=1550/2073 eff=92.6479% N=400 Z=-1.1(33.43%) | Like=3.23..3.69 [-1229.2436..3.6851] | it/evals=1600/2125 eff=92.7536% N=400 Mono-modal Volume: ~exp(-8.02) Expected Volume: exp(-4.05) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.0(37.38%) | Like=3.31..3.69 [-1229.2436..3.6851] | it/evals=1633/2162 eff=92.6788% N=400 Z=-1.0(39.44%) | Like=3.35..3.69 [-1229.2436..3.6851] | it/evals=1650/2178 eff=92.8009% N=400 Z=-0.8(45.35%) | Like=3.42..3.69 [-1229.2436..3.6851] | it/evals=1700/2233 eff=92.7441% N=400 Mono-modal Volume: ~exp(-8.37) * Expected Volume: exp(-4.25) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.8(45.46%) | Like=3.43..3.69 [-1229.2436..3.6851] | it/evals=1701/2233 eff=92.7987% N=400 Z=-0.8(46.14%) | Like=3.43..3.69 [-1229.2436..3.6851] | it/evals=1707/2362 eff=87.0031% N=400 Z=-0.7(50.89%) | Like=3.47..3.69 [-1229.2436..3.6851] | it/evals=1750/2362 eff=89.1947% N=400 Mono-modal Volume: ~exp(-8.55) * Expected Volume: exp(-4.45) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.7(54.22%) | Like=3.51..3.69 [-1229.2436..3.6851] | it/evals=1782/2362 eff=90.8257% N=400 Z=-0.6(56.02%) | Like=3.52..3.69 [-1229.2436..3.6851] | it/evals=1800/2362 eff=91.7431% N=400 Z=-0.6(57.77%) | Like=3.54..3.69 [-1229.2436..3.6851] | it/evals=1818/2483 eff=87.2780% N=400 Z=-0.5(60.74%) | Like=3.56..3.69 [-1229.2436..3.6851] | it/evals=1850/2483 eff=88.8142% N=400 Mono-modal Volume: ~exp(-8.55) Expected Volume: exp(-4.66) a: +0.000| +0.495 ** +0.505 | +1.000 Z=-0.5(65.05%) | Like=3.59..3.69 [-1229.2436..3.6851] | it/evals=1900/2483 eff=91.2146% N=400 Z=-0.4(66.73%) | Like=3.60..3.69 [-1229.2436..3.6851] | it/evals=1921/2575 eff=88.3218% N=400 Mono-modal Volume: ~exp(-8.55) Expected Volume: exp(-4.86) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.4(68.94%) | Like=3.61..3.69 [-1229.2436..3.6851] | it/evals=1950/2575 eff=89.6552% N=400 Z=-0.4(72.44%) | Like=3.63..3.69 [-1229.2436..3.6851] | it/evals=2000/2575 eff=91.9540% N=400 Mono-modal Volume: ~exp(-9.16) * Expected Volume: exp(-5.06) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(74.06%) | Like=3.63..3.69 [-1229.2436..3.6851] | it/evals=2025/2648 eff=90.0801% N=400 Z=-0.3(75.57%) | Like=3.64..3.69 [-1229.2436..3.6851] | it/evals=2050/2648 eff=91.1922% N=400 Z=-0.3(78.37%) | Like=3.65..3.69 [-1229.2436..3.6851] | it/evals=2100/2762 eff=88.9077% N=400 Mono-modal Volume: ~exp(-9.23) * Expected Volume: exp(-5.27) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(78.68%) | Like=3.65..3.69 [-1229.2436..3.6851] | it/evals=2106/2762 eff=89.1617% N=400 Z=-0.3(80.85%) | Like=3.66..3.69 [-1229.2436..3.6851] | it/evals=2150/2762 eff=91.0246% N=400 Z=-0.2(81.63%) | Like=3.66..3.69 [-1229.2436..3.6851] | it/evals=2167/2875 eff=87.5556% N=400 Mono-modal Volume: ~exp(-9.47) * Expected Volume: exp(-5.47) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(82.51%) | Like=3.66..3.69 [-1229.2436..3.6851] | it/evals=2187/2875 eff=88.3636% N=400 Z=-0.2(83.06%) | Like=3.66..3.69 [-1229.2436..3.6851] | it/evals=2200/2875 eff=88.8889% N=400 Z=-0.2(85.03%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2250/2875 eff=90.9091% N=400 Mono-modal Volume: ~exp(-9.69) * Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(85.68%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2268/2881 eff=91.4148% N=400 Z=-0.2(85.72%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2269/3004 eff=87.1352% N=400 Z=-0.2(86.77%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2300/3004 eff=88.3257% N=400 Mono-modal Volume: ~exp(-10.05) * Expected Volume: exp(-5.87) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.2(88.29%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2349/3004 eff=90.2074% N=400 Z=-0.2(88.31%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2350/3004 eff=90.2458% N=400 Z=-0.2(89.23%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2383/3112 eff=87.8687% N=400 Z=-0.2(89.68%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2400/3112 eff=88.4956% N=400 Have 2 modes Volume: ~exp(-10.22) * Expected Volume: exp(-6.08) a: +0.000| +0.499 11 +0.501 | +1.000 Z=-0.1(90.42%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2430/3112 eff=89.6018% N=400 Z=-0.1(90.89%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2450/3112 eff=90.3392% N=400 Z=-0.1(91.48%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2477/3220 eff=87.8369% N=400 Z=-0.1(91.95%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2500/3220 eff=88.6525% N=400 Have 2 modes Volume: ~exp(-10.47) * Expected Volume: exp(-6.28) a: +0.000| +0.499 11 +0.501 | +1.000 Z=-0.1(92.17%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2511/3220 eff=89.0426% N=400 Z=-0.1(92.90%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2550/3220 eff=90.4255% N=400 Z=-0.1(93.24%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2570/3326 eff=87.8332% N=400 Mono-modal Volume: ~exp(-10.64) * Expected Volume: exp(-6.48) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.60%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2592/3326 eff=88.5851% N=400 Z=-0.1(93.73%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2600/3326 eff=88.8585% N=400 Z=-0.1(94.47%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2650/3326 eff=90.5673% N=400 Mono-modal Volume: ~exp(-10.64) Expected Volume: exp(-6.68) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(94.77%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2673/3414 eff=88.6861% N=400 Z=-0.1(95.12%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2700/3414 eff=89.5820% N=400 Z=-0.1(95.57%) | Like=3.69..3.69 [-1229.2436..3.6851] | it/evals=2739/3514 eff=87.9576% N=400 Z=-0.1(95.69%) | Like=3.69..3.69 [3.6851..3.6851]*| it/evals=2750/3514 eff=88.3109% N=400 Mono-modal Volume: ~exp(-11.24) * Expected Volume: exp(-6.89) a: +0.0000| +0.4995 ** +0.5005 | +1.0000 Z=-0.1(95.73%) | Like=3.69..3.69 [3.6852..3.6852]*| it/evals=2754/3514 eff=88.4393% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3514 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.0503 +- 0.07211 [ultranest] Effective samples strategy satisfied (ESS = 1253.4, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [ultranest] logZ error budget: single: 0.09 bs:0.07 tail:0.04 total:0.08 required:<0.50 [ultranest] done iterating. logZ = -0.045 +- 0.131 single instance: logZ = -0.045 +- 0.090 bootstrapped : logZ = -0.050 +- 0.125 tail : logZ = +- 0.040 a 0.5002 +- 0.0100 [ultranest] PointStore: have 3424 items [ultranest] Resuming... Mono-modal Volume: ~exp(-4.09) * Expected Volume: exp(0.00) a: +0.000|********************************************************| +1.000 Z=-inf(0.00%) | Like=-1229.24..3.69 [-1229.2436..3.6851] | it/evals=0/3424 eff=inf% N=400 Z=-947.8(0.00%) | Like=-936.03..3.69 [-1229.2436..3.6851] | it/evals=50/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-4.41) * Expected Volume: exp(-0.20) a: +0.00| ********************************************** | +1.00 Z=-820.3(0.00%) | Like=-813.62..3.69 [-1229.2436..3.6851] | it/evals=81/3424 eff=inf% N=400 Z=-744.3(0.00%) | Like=-735.03..3.69 [-1229.2436..3.6851] | it/evals=100/3424 eff=inf% N=400 Z=-575.6(0.00%) | Like=-567.48..3.69 [-1229.2436..3.6851] | it/evals=150/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-4.41) Expected Volume: exp(-0.41) a: +0.0| ************************************** | +1.0 Z=-430.4(0.00%) | Like=-422.05..3.69 [-1229.2436..3.6851] | it/evals=200/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-4.87) * Expected Volume: exp(-0.61) a: +0.0| +0.2 ****************************** +0.8 | +1.0 Z=-356.7(0.00%) | Like=-346.80..3.69 [-1229.2436..3.6851] | it/evals=243/3424 eff=inf% N=400 Z=-342.0(0.00%) | Like=-335.71..3.69 [-1229.2436..3.6851] | it/evals=250/3424 eff=inf% N=400 Z=-276.0(0.00%) | Like=-269.37..3.69 [-1229.2436..3.6851] | it/evals=300/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-4.89) * Expected Volume: exp(-0.81) a: +0.0| +0.3 ************************** +0.7 | +1.0 Z=-252.3(0.00%) | Like=-244.43..3.69 [-1229.2436..3.6851] | it/evals=324/3424 eff=inf% N=400 Z=-217.5(0.00%) | Like=-210.59..3.69 [-1229.2436..3.6851] | it/evals=350/3424 eff=inf% N=400 Z=-169.9(0.00%) | Like=-163.09..3.69 [-1229.2436..3.6851] | it/evals=400/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.38) * Expected Volume: exp(-1.01) a: +0.0| +0.3 ********************** +0.7 | +1.0 Z=-167.2(0.00%) | Like=-160.71..3.69 [-1229.2436..3.6851] | it/evals=405/3424 eff=inf% N=400 Z=-135.2(0.00%) | Like=-128.32..3.69 [-1229.2436..3.6851] | it/evals=450/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.38) Expected Volume: exp(-1.21) a: +0.0| +0.4 ****************** +0.6 | +1.0 Z=-109.1(0.00%) | Like=-101.84..3.69 [-1229.2436..3.6851] | it/evals=500/3424 eff=inf% N=400 Z=-86.4(0.00%) | Like=-79.52..3.69 [-1229.2436..3.6851] | it/evals=550/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.38) Expected Volume: exp(-1.42) a: +0.0| +0.4 ************** +0.6 | +1.0 Z=-70.0(0.00%) | Like=-63.92..3.69 [-1229.2436..3.6851] | it/evals=600/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.61) * Expected Volume: exp(-1.62) a: +0.0| +0.4 ************ +0.6 | +1.0 Z=-56.7(0.00%) | Like=-50.05..3.69 [-1229.2436..3.6851] | it/evals=648/3424 eff=inf% N=400 Z=-56.1(0.00%) | Like=-49.76..3.69 [-1229.2436..3.6851] | it/evals=650/3424 eff=inf% N=400 Z=-43.8(0.00%) | Like=-38.08..3.69 [-1229.2436..3.6851] | it/evals=700/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-5.61) Expected Volume: exp(-1.82) a: +0.0| +0.4 ********** +0.6 | +1.0 Z=-35.2(0.00%) | Like=-28.69..3.69 [-1229.2436..3.6851] | it/evals=750/3424 eff=inf% N=400 Z=-27.3(0.00%) | Like=-21.15..3.69 [-1229.2436..3.6851] | it/evals=800/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.02) * Expected Volume: exp(-2.02) a: +0.0| +0.4 ******** +0.6 | +1.0 Z=-26.0(0.00%) | Like=-19.81..3.69 [-1229.2436..3.6851] | it/evals=810/3424 eff=inf% N=400 Z=-20.9(0.00%) | Like=-14.96..3.69 [-1229.2436..3.6851] | it/evals=850/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.27) * Expected Volume: exp(-2.23) a: +0.0| +0.4 ******** +0.6 | +1.0 Z=-17.6(0.00%) | Like=-12.05..3.69 [-1229.2436..3.6851] | it/evals=891/3424 eff=inf% N=400 Z=-17.0(0.00%) | Like=-11.25..3.69 [-1229.2436..3.6851] | it/evals=900/3424 eff=inf% N=400 Z=-14.0(0.00%) | Like=-8.17..3.69 [-1229.2436..3.6851] | it/evals=950/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.55) * Expected Volume: exp(-2.43) a: +0.00| +0.45 ****** +0.55 | +1.00 Z=-12.5(0.00%) | Like=-7.07..3.69 [-1229.2436..3.6851] | it/evals=972/3424 eff=inf% N=400 Z=-11.2(0.00%) | Like=-5.82..3.69 [-1229.2436..3.6851] | it/evals=1000/3424 eff=inf% N=400 Z=-9.0(0.01%) | Like=-3.43..3.69 [-1229.2436..3.6851] | it/evals=1050/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.59) * Expected Volume: exp(-2.63) a: +0.00| +0.46 ****** +0.54 | +1.00 Z=-8.8(0.01%) | Like=-3.41..3.69 [-1229.2436..3.6851] | it/evals=1053/3424 eff=inf% N=400 Z=-7.1(0.09%) | Like=-1.70..3.69 [-1229.2436..3.6851] | it/evals=1100/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-6.65) * Expected Volume: exp(-2.83) a: +0.00| +0.47 **** +0.53 | +1.00 Z=-6.1(0.22%) | Like=-1.08..3.69 [-1229.2436..3.6851] | it/evals=1134/3424 eff=inf% N=400 Z=-5.8(0.32%) | Like=-0.67..3.69 [-1229.2436..3.6851] | it/evals=1150/3424 eff=inf% N=400 Z=-4.8(0.89%) | Like=0.24..3.69 [-1229.2436..3.6851] | it/evals=1200/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.11) * Expected Volume: exp(-3.04) a: +0.00| +0.47 **** +0.52 | +1.00 Z=-4.5(1.17%) | Like=0.56..3.69 [-1229.2436..3.6851] | it/evals=1215/3424 eff=inf% N=400 Z=-3.9(2.10%) | Like=1.08..3.69 [-1229.2436..3.6851] | it/evals=1250/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.11) Expected Volume: exp(-3.24) a: +0.00| +0.48 **** +0.52 | +1.00 Z=-3.2(4.17%) | Like=1.67..3.69 [-1229.2436..3.6851] | it/evals=1300/3424 eff=inf% N=400 Z=-2.7(7.21%) | Like=2.08..3.69 [-1229.2436..3.6851] | it/evals=1350/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.43) * Expected Volume: exp(-3.44) a: +0.00| +0.48 ** +0.52 | +1.00 Z=-2.4(9.30%) | Like=2.30..3.69 [-1229.2436..3.6851] | it/evals=1377/3424 eff=inf% N=400 Z=-2.2(11.28%) | Like=2.43..3.69 [-1229.2436..3.6851] | it/evals=1400/3424 eff=inf% N=400 Z=-1.9(16.02%) | Like=2.67..3.69 [-1229.2436..3.6851] | it/evals=1450/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.47) * Expected Volume: exp(-3.64) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.8(16.86%) | Like=2.74..3.69 [-1229.2436..3.6851] | it/evals=1458/3424 eff=inf% N=400 Z=-1.6(21.66%) | Like=2.93..3.69 [-1229.2436..3.6851] | it/evals=1500/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.80) * Expected Volume: exp(-3.85) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.4(26.12%) | Like=3.05..3.69 [-1229.2436..3.6851] | it/evals=1539/3424 eff=inf% N=400 Z=-1.3(27.42%) | Like=3.08..3.69 [-1229.2436..3.6851] | it/evals=1550/3424 eff=inf% N=400 Z=-1.1(33.43%) | Like=3.23..3.69 [-1229.2436..3.6851] | it/evals=1600/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-7.80) Expected Volume: exp(-4.05) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.0(39.44%) | Like=3.35..3.69 [-1229.2436..3.6851] | it/evals=1650/3424 eff=inf% N=400 Z=-0.8(45.35%) | Like=3.42..3.69 [-1229.2436..3.6851] | it/evals=1700/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-8.46) * Expected Volume: exp(-4.25) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.8(45.46%) | Like=3.43..3.69 [-1229.2436..3.6851] | it/evals=1701/3424 eff=inf% N=400 Z=-0.7(50.89%) | Like=3.47..3.69 [-1229.2436..3.6851] | it/evals=1750/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-8.70) * Expected Volume: exp(-4.45) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.7(54.22%) | Like=3.51..3.69 [-1229.2436..3.6851] | it/evals=1782/3424 eff=inf% N=400 Z=-0.6(56.02%) | Like=3.52..3.69 [-1229.2436..3.6851] | it/evals=1800/3424 eff=inf% N=400 Z=-0.5(60.74%) | Like=3.56..3.69 [-1229.2436..3.6851] | it/evals=1850/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-8.70) Expected Volume: exp(-4.66) a: +0.000| +0.495 ** +0.505 | +1.000 Z=-0.5(65.05%) | Like=3.59..3.69 [-1229.2436..3.6851] | it/evals=1900/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-9.07) * Expected Volume: exp(-4.86) a: +0.000| +0.496 12 +0.504 | +1.000 Z=-0.4(68.50%) | Like=3.61..3.69 [-1229.2436..3.6851] | it/evals=1944/3424 eff=inf% N=400 Z=-0.4(68.94%) | Like=3.61..3.69 [-1229.2436..3.6851] | it/evals=1950/3424 eff=inf% N=400 Z=-0.4(72.44%) | Like=3.63..3.69 [-1229.2436..3.6851] | it/evals=2000/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-9.07) Expected Volume: exp(-5.06) a: +0.000| +0.497 11 +0.503 | +1.000 Z=-0.3(75.57%) | Like=3.64..3.69 [-1229.2436..3.6851] | it/evals=2050/3424 eff=inf% N=400 Z=-0.3(78.37%) | Like=3.65..3.69 [-1229.2436..3.6851] | it/evals=2100/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-9.09) * Expected Volume: exp(-5.27) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(78.68%) | Like=3.65..3.69 [-1229.2436..3.6851] | it/evals=2106/3424 eff=inf% N=400 Z=-0.3(80.85%) | Like=3.66..3.69 [-1229.2436..3.6851] | it/evals=2150/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-9.09) Expected Volume: exp(-5.47) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(83.06%) | Like=3.66..3.69 [-1229.2436..3.6851] | it/evals=2200/3424 eff=inf% N=400 Z=-0.2(84.81%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2244/3424 eff=inf% N=400 Z=-0.2(85.03%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2250/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-9.95) * Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(85.68%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2268/3424 eff=inf% N=400 Z=-0.2(86.77%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2300/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-10.07) * Expected Volume: exp(-5.87) a: +0.000| +0.499 11 +0.501 | +1.000 Z=-0.2(88.29%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2349/3424 eff=inf% N=400 Z=-0.2(88.31%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2350/3424 eff=inf% N=400 Z=-0.2(89.68%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2400/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-10.24) * Expected Volume: exp(-6.08) a: +0.000| +0.499 11 +0.501 | +1.000 Z=-0.1(90.42%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2430/3424 eff=inf% N=400 Z=-0.1(90.89%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2450/3424 eff=inf% N=400 Z=-0.1(91.95%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2500/3424 eff=inf% N=400 Have 2 modes Volume: ~exp(-10.50) * Expected Volume: exp(-6.28) a: +0.000| +0.499 11 +0.501 | +1.000 Z=-0.1(92.17%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2511/3424 eff=inf% N=400 Z=-0.1(92.90%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2550/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-10.83) * Expected Volume: exp(-6.48) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.60%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2592/3424 eff=inf% N=400 Z=-0.1(93.73%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2600/3424 eff=inf% N=400 Z=-0.1(94.47%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2650/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-10.83) Expected Volume: exp(-6.68) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(95.12%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2700/3424 eff=inf% N=400 Z=-0.1(95.69%) | Like=3.69..3.69 [3.6851..3.6851]*| it/evals=2750/3424 eff=inf% N=400 Mono-modal Volume: ~exp(-11.16) * Expected Volume: exp(-6.89) a: +0.0000| +0.4995 ** +0.5005 | +1.0000 Z=-0.1(95.73%) | Like=3.69..3.69 [3.6852..3.6852]*| it/evals=2754/3424 eff=inf% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3424 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.0337 +- 0.0686 [ultranest] Effective samples strategy satisfied (ESS = 1253.4, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.44+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.18, need <0.5) [ultranest] logZ error budget: single: 0.09 bs:0.07 tail:0.04 total:0.08 required:<0.50 [ultranest] done iterating. logZ = -0.045 +- 0.185 single instance: logZ = -0.045 +- 0.090 bootstrapped : logZ = -0.034 +- 0.180 tail : logZ = +- 0.040 a 0.5002 +- 0.0100 ran with dlogz: 0.5 first run gave: {'niter': 3175, 'logz': -0.045206649333308896, 'logzerr': 0.13110074382017775, 'logz_bs': -0.050302703213383405, 'logzerr_bs': 0.1249440500481469, 'logz_single': -0.045206649333308896, 'logzerr_tail': 0.03970377044778041, 'logzerr_single': 0.09019321421521852, 'ess': 1253.3800379365905, 'H': 3.253926356188918, 'Herr': 0.06370623147601749, 'paramnames': ['a'], 'ncall': 3514, 'posterior': {'mean': [0.5001873637215243], 'stdev': [0.009968403133571415], 'median': [0.5001545397363993], 'errlo': [0.4905101954168566], 'errup': [0.5102591316842049]}} second run gave: {'niter': 3175, 'logz': -0.045206649333308896, 'logzerr': 0.18461004195824787, 'logz_bs': -0.0337048855789414, 'logzerr_bs': 0.18028998364872076, 'logz_single': -0.045206649333308896, 'logzerr_tail': 0.03970377044778041, 'logzerr_single': 0.09019321421521852, 'ess': 1253.3800379365905, 'H': 3.253926356188918, 'Herr': 0.06358657362671137, 'paramnames': ['a'], 'ncall': 3424, 'posterior': {'mean': [0.5002320662117374], 'stdev': [0.009976237010306166], 'median': [0.5001153703620432], 'errlo': [0.49053609140685306], 'errup': [0.5102654548178821]}}
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:1771 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3514 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -0.0503 +- 0.07211 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1253.4, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.07 tail:0.04 total:0.08 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:776 Testing resume consistency: [3.68505602 3.68604057 0. 0.49980451 0.49980451]: u=[0.49980451] -> p=[0.49980451] -> L=3.6860405715318847 [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 3424 items [32mINFO [0m ultranest:integrator.py:892 Resuming... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3424 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -0.0337 +- 0.0686 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1253.4, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.44+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.18, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.07 tail:0.04 total:0.08 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.

Passed

tests/test_run.py::test_run_resume[0.1]

13.39

------------------------------Captured stdout call------------------------------
[ultranest] PointStore: have 0 items [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.23) * Expected Volume: exp(0.00) a: +0.000|********************************************************| +1.000 Z=-inf(0.00%) | Like=-1226.65..3.68 [-1226.6504..3.5637] | it/evals=0/500 eff=0.0000% N=400 Z=-951.8(0.00%) | Like=-945.36..3.68 [-1226.6504..3.5637] | it/evals=50/500 eff=50.0000% N=400 Mono-modal Volume: ~exp(-4.44) * Expected Volume: exp(-0.20) a: +0.00| ********************************************** | +1.00 Z=-824.0(0.00%) | Like=-811.53..3.68 [-1226.6504..3.5637] | it/evals=81/500 eff=81.0000% N=400 Z=-801.8(0.00%) | Like=-788.43..3.68 [-1226.6504..3.5637] | it/evals=87/607 eff=42.0290% N=400 Z=-746.2(0.00%) | Like=-735.12..3.68 [-1226.6504..3.5637] | it/evals=100/607 eff=48.3092% N=400 Z=-574.4(0.00%) | Like=-567.24..3.69 [-1226.6504..3.5637] | it/evals=150/607 eff=72.4638% N=400 Mono-modal Volume: ~exp(-4.44) Expected Volume: exp(-0.41) a: +0.0| ************************************** | +1.0 Z=-516.2(0.00%) | Like=-506.03..3.69 [-1226.6504..3.5637] | it/evals=176/693 eff=60.0683% N=400 Z=-461.5(0.00%) | Like=-454.68..3.69 [-1226.6504..3.5637] | it/evals=200/693 eff=68.2594% N=400 Mono-modal Volume: ~exp(-4.59) * Expected Volume: exp(-0.61) a: +0.0| +0.2 ******************************** +0.8 | +1.0 Z=-377.5(0.00%) | Like=-369.58..3.69 [-1226.6504..3.5637] | it/evals=243/693 eff=82.9352% N=400 Z=-366.4(0.00%) | Like=-358.90..3.69 [-1226.6504..3.5637] | it/evals=250/693 eff=85.3242% N=400 Z=-359.3(0.00%) | Like=-351.59..3.69 [-1226.6504..3.5637] | it/evals=252/768 eff=68.4783% N=400 Z=-278.8(0.00%) | Like=-271.84..3.69 [-1226.6504..3.5637] | it/evals=300/768 eff=81.5217% N=400 Z=-241.9(0.00%) | Like=-234.45..3.69 [-1226.6504..3.5637] | it/evals=318/825 eff=74.8235% N=400 Mono-modal Volume: ~exp(-4.95) * Expected Volume: exp(-0.81) a: +0.0| +0.3 ************************* +0.7 | +1.0 Z=-233.9(0.00%) | Like=-226.53..3.69 [-1226.6504..3.5637] | it/evals=324/825 eff=76.2353% N=400 Z=-210.0(0.00%) | Like=-204.14..3.69 [-1226.6504..3.5637] | it/evals=350/825 eff=82.3529% N=400 Z=-193.0(0.00%) | Like=-185.54..3.69 [-1226.6504..3.5637] | it/evals=375/885 eff=77.3196% N=400 Z=-171.7(0.00%) | Like=-165.80..3.69 [-1226.6504..3.5637] | it/evals=400/885 eff=82.4742% N=400 Mono-modal Volume: ~exp(-5.12) * Expected Volume: exp(-1.01) a: +0.0| +0.3 ********************** +0.7 | +1.0 Z=-169.9(0.00%) | Like=-162.73..3.69 [-1226.6504..3.5637] | it/evals=405/885 eff=83.5052% N=400 Z=-132.2(0.00%) | Like=-124.84..3.69 [-1226.6504..3.5637] | it/evals=450/933 eff=84.4278% N=400 Mono-modal Volume: ~exp(-5.38) * Expected Volume: exp(-1.21) a: +0.0| +0.4 ****************** +0.6 | +1.0 Z=-107.5(0.00%) | Like=-101.40..3.69 [-1226.6504..3.5637] | it/evals=486/969 eff=85.4130% N=400 Z=-100.7(0.00%) | Like=-93.64..3.69 [-1226.6504..3.5637] | it/evals=500/1002 eff=83.0565% N=400 Z=-72.8(0.00%) | Like=-66.63..3.69 [-1226.6504..3.5637] | it/evals=550/1031 eff=87.1632% N=400 Mono-modal Volume: ~exp(-5.53) * Expected Volume: exp(-1.42) a: +0.0| +0.4 ************** +0.6 | +1.0 Z=-67.7(0.00%) | Like=-61.53..3.69 [-1226.6504..3.5637] | it/evals=567/1065 eff=85.2632% N=400 Z=-56.0(0.00%) | Like=-49.61..3.69 [-1226.6504..3.5637] | it/evals=600/1095 eff=86.3309% N=400 Mono-modal Volume: ~exp(-6.08) * Expected Volume: exp(-1.62) a: +0.0| +0.4 ************ +0.6 | +1.0 Z=-44.1(0.00%) | Like=-37.85..3.69 [-1226.6504..3.5637] | it/evals=648/1139 eff=87.6861% N=400 Z=-43.6(0.00%) | Like=-37.45..3.69 [-1226.6504..3.5637] | it/evals=650/1139 eff=87.9567% N=400 Z=-34.1(0.00%) | Like=-28.38..3.69 [-1226.6504..3.5637] | it/evals=700/1192 eff=88.3838% N=400 Mono-modal Volume: ~exp(-6.08) Expected Volume: exp(-1.82) a: +0.0| +0.4 ********** +0.6 | +1.0 Z=-29.2(0.00%) | Like=-23.53..3.69 [-1226.6504..3.5637] | it/evals=732/1230 eff=88.1928% N=400 Z=-26.9(0.00%) | Like=-21.17..3.69 [-1226.6504..3.5637] | it/evals=750/1251 eff=88.1316% N=400 Z=-21.1(0.00%) | Like=-15.01..3.69 [-1226.6504..3.5637] | it/evals=800/1290 eff=89.8876% N=400 Mono-modal Volume: ~exp(-6.27) * Expected Volume: exp(-2.02) a: +0.0| +0.4 ******** +0.6 | +1.0 Z=-19.8(0.00%) | Like=-14.01..3.69 [-1226.6504..3.5637] | it/evals=810/1312 eff=88.8158% N=400 Z=-16.7(0.00%) | Like=-10.95..3.69 [-1226.6504..3.5637] | it/evals=850/1350 eff=89.4737% N=400 Mono-modal Volume: ~exp(-6.57) * Expected Volume: exp(-2.23) a: +0.00| +0.45 ****** +0.55 | +1.00 Z=-13.3(0.00%) | Like=-7.82..3.69 [-1226.6504..3.5637] | it/evals=891/1384 eff=90.5488% N=400 Z=-12.7(0.00%) | Like=-7.18..3.69 [-1226.6504..3.5637] | it/evals=900/1400 eff=90.0000% N=400 Z=-9.9(0.00%) | Like=-4.60..3.69 [-1226.6504..3.5637] | it/evals=950/1457 eff=89.8770% N=400 Have 2 modes Volume: ~exp(-6.73) * Expected Volume: exp(-2.43) a: +0.00| +0.46 111112 +0.54 | +1.00 Z=-8.9(0.01%) | Like=-3.61..3.69 [-1226.6504..3.5637] | it/evals=972/1479 eff=90.0834% N=400 Z=-7.7(0.04%) | Like=-2.54..3.69 [-1226.6504..3.5637] | it/evals=1000/1504 eff=90.5797% N=400 Z=-6.2(0.19%) | Like=-1.29..3.69 [-1226.6504..3.5637] | it/evals=1050/1554 eff=90.9879% N=400 Have 2 modes Volume: ~exp(-6.73) Expected Volume: exp(-2.63) a: +0.00| +0.47 1111 +0.53 | +1.00 Z=-5.4(0.42%) | Like=-0.47..3.69 [-1226.6504..3.5637] | it/evals=1081/1591 eff=90.7641% N=400 Z=-5.0(0.65%) | Like=-0.17..3.69 [-1226.6504..3.5637] | it/evals=1100/1607 eff=91.1350% N=400 Mono-modal Volume: ~exp(-6.76) * Expected Volume: exp(-2.83) a: +0.00| +0.47 **** +0.53 | +1.00 Z=-4.4(1.23%) | Like=0.33..3.69 [-1226.6504..3.5637] | it/evals=1134/1641 eff=91.3779% N=400 Z=-4.1(1.58%) | Like=0.54..3.69 [-1226.6504..3.5637] | it/evals=1150/1660 eff=91.2698% N=400 Z=-3.8(2.32%) | Like=0.83..3.69 [-1226.6504..3.5637] | it/evals=1177/1691 eff=91.1696% N=400 Z=-3.5(3.07%) | Like=1.10..3.69 [-1226.6504..3.5637] | it/evals=1200/1712 eff=91.4634% N=400 Mono-modal Volume: ~exp(-7.36) * Expected Volume: exp(-3.04) a: +0.00| +0.48 **** +0.52 | +1.00 Z=-3.3(3.67%) | Like=1.22..3.69 [-1226.6504..3.5637] | it/evals=1215/1727 eff=91.5599% N=400 Z=-3.0(5.14%) | Like=1.46..3.69 [-1226.6504..3.5637] | it/evals=1250/1763 eff=91.7095% N=400 Mono-modal Volume: ~exp(-7.36) Expected Volume: exp(-3.24) a: +0.00| +0.48 **** +0.52 | +1.00 Z=-2.6(7.70%) | Like=1.81..3.69 [-1226.6504..3.5637] | it/evals=1296/1809 eff=91.9801% N=400 Z=-2.5(7.97%) | Like=1.89..3.69 [-1226.6504..3.5637] | it/evals=1300/1814 eff=91.9378% N=400 Z=-2.2(11.60%) | Like=2.24..3.69 [-1226.6504..3.5637] | it/evals=1350/1863 eff=92.2761% N=400 Mono-modal Volume: ~exp(-7.69) * Expected Volume: exp(-3.44) a: +0.00| +0.48 ** +0.52 | +1.00 Z=-2.0(13.93%) | Like=2.41..3.69 [-1226.6504..3.5637] | it/evals=1377/1895 eff=92.1070% N=400 Z=-1.8(15.94%) | Like=2.52..3.69 [-1226.6504..3.5637] | it/evals=1400/1916 eff=92.3483% N=400 Z=-1.6(20.95%) | Like=2.74..3.69 [-1226.6504..3.5637] | it/evals=1450/1972 eff=92.2392% N=400 Mono-modal Volume: ~exp(-7.69) Expected Volume: exp(-3.64) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.4(24.73%) | Like=2.90..3.69 [-1226.6504..3.5637] | it/evals=1486/2002 eff=92.7591% N=400 Z=-1.3(26.25%) | Like=2.93..3.69 [-1226.6504..3.5637] | it/evals=1500/2017 eff=92.7644% N=400 Mono-modal Volume: ~exp(-7.96) * Expected Volume: exp(-3.85) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.2(30.66%) | Like=3.09..3.69 [-1226.6504..3.5637] | it/evals=1539/2059 eff=92.7667% N=400 Z=-1.1(31.96%) | Like=3.13..3.69 [-1226.6504..3.5637] | it/evals=1550/2071 eff=92.7588% N=400 Z=-1.0(37.60%) | Like=3.22..3.69 [-1226.6504..3.5637] | it/evals=1600/2118 eff=93.1315% N=400 Z=-1.0(38.18%) | Like=3.24..3.69 [-1226.6504..3.5637] | it/evals=1605/2238 eff=87.3232% N=400 Mono-modal Volume: ~exp(-8.25) * Expected Volume: exp(-4.05) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.9(39.93%) | Like=3.26..3.69 [-1226.6504..3.5637] | it/evals=1620/2238 eff=88.1393% N=400 Z=-0.8(43.32%) | Like=3.32..3.69 [-1226.6504..3.5637] | it/evals=1650/2238 eff=89.7715% N=400 Z=-0.7(48.78%) | Like=3.40..3.69 [-1226.6504..3.5637] | it/evals=1700/2238 eff=92.4918% N=400 Mono-modal Volume: ~exp(-8.26) * Expected Volume: exp(-4.25) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.7(48.88%) | Like=3.40..3.69 [-1226.6504..3.5637] | it/evals=1701/2238 eff=92.5462% N=400 Z=-0.6(53.93%) | Like=3.47..3.69 [-1226.6504..3.5637] | it/evals=1750/2291 eff=92.5436% N=400 Mono-modal Volume: ~exp(-8.58) * Expected Volume: exp(-4.45) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.6(57.03%) | Like=3.50..3.69 [-1226.6504..3.5637] | it/evals=1782/2326 eff=92.5234% N=400 Z=-0.5(58.51%) | Like=3.51..3.69 [-1226.6504..3.5637] | it/evals=1798/2460 eff=87.2816% N=400 Z=-0.5(58.70%) | Like=3.51..3.69 [-1226.6504..3.5637] | it/evals=1800/2460 eff=87.3786% N=400 Z=-0.5(63.12%) | Like=3.55..3.69 [-1226.6504..3.5637] | it/evals=1850/2460 eff=89.8058% N=400 Mono-modal Volume: ~exp(-8.82) * Expected Volume: exp(-4.66) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.4(64.20%) | Like=3.55..3.69 [-1226.6504..3.5637] | it/evals=1863/2460 eff=90.4369% N=400 Z=-0.4(67.12%) | Like=3.57..3.69 [3.5680..3.5681]*| it/evals=1900/2460 eff=92.2330% N=400 Mono-modal Volume: ~exp(-8.88) * Expected Volume: exp(-4.86) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.3(70.32%) | Like=3.59..3.69 [3.5878..3.5883]*| it/evals=1944/2498 eff=92.6597% N=400 Z=-0.3(70.74%) | Like=3.59..3.69 [3.5904..3.5907]*| it/evals=1950/2512 eff=92.3295% N=400 Z=-0.3(73.92%) | Like=3.61..3.69 [3.6088..3.6093]*| it/evals=1999/2564 eff=92.3752% N=400 Z=-0.3(73.98%) | Like=3.61..3.69 [3.6093..3.6095]*| it/evals=2000/2564 eff=92.4214% N=400 Mono-modal Volume: ~exp(-8.96) * Expected Volume: exp(-5.06) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.3(75.48%) | Like=3.62..3.69 [3.6181..3.6186]*| it/evals=2025/2587 eff=92.5926% N=400 Z=-0.3(76.91%) | Like=3.63..3.69 [3.6278..3.6281]*| it/evals=2050/2608 eff=92.8442% N=400 Z=-0.3(76.97%) | Like=3.63..3.69 [3.6281..3.6281]*| it/evals=2051/2731 eff=87.9880% N=400 Z=-0.2(79.53%) | Like=3.64..3.69 [3.6402..3.6402]*| it/evals=2100/2731 eff=90.0901% N=400 Mono-modal Volume: ~exp(-9.20) * Expected Volume: exp(-5.27) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.2(79.83%) | Like=3.64..3.69 [3.6414..3.6420]*| it/evals=2106/2731 eff=90.3475% N=400 Z=-0.2(81.88%) | Like=3.65..3.69 [3.6500..3.6501]*| it/evals=2150/2731 eff=92.2351% N=400 Z=-0.2(82.01%) | Like=3.65..3.69 [3.6503..3.6504]*| it/evals=2153/2844 eff=88.0933% N=400 Mono-modal Volume: ~exp(-9.20) * Expected Volume: exp(-5.47) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(83.44%) | Like=3.66..3.69 [3.6561..3.6563]*| it/evals=2187/2844 eff=89.4845% N=400 Z=-0.2(83.96%) | Like=3.66..3.69 [3.6580..3.6583]*| it/evals=2200/2844 eff=90.0164% N=400 Z=-0.1(85.82%) | Like=3.66..3.69 [3.6647..3.6649]*| it/evals=2250/2849 eff=91.8742% N=400 Mono-modal Volume: ~exp(-9.20) Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.1(86.83%) | Like=3.67..3.69 [3.6686..3.6686]*| it/evals=2280/2887 eff=91.6767% N=400 Z=-0.1(87.46%) | Like=3.67..3.69 [3.6698..3.6698]*| it/evals=2300/2904 eff=91.8530% N=400 Z=-0.1(88.84%) | Like=3.67..3.69 [3.6738..3.6739]*| it/evals=2347/2956 eff=91.8232% N=400 Mono-modal Volume: ~exp(-9.84) * Expected Volume: exp(-5.87) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.1(88.90%) | Like=3.67..3.69 [3.6739..3.6739]*| it/evals=2349/2956 eff=91.9014% N=400 Z=-0.1(88.92%) | Like=3.67..3.69 [3.6739..3.6740]*| it/evals=2350/2958 eff=91.8686% N=400 Z=-0.1(88.98%) | Like=3.67..3.69 [3.6740..3.6740]*| it/evals=2352/3086 eff=87.5652% N=400 Z=-0.1(90.22%) | Like=3.68..3.69 [3.6763..3.6763]*| it/evals=2400/3086 eff=89.3522% N=400 Mono-modal Volume: ~exp(-10.18) * Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(90.92%) | Like=3.68..3.69 [3.6778..3.6778]*| it/evals=2430/3086 eff=90.4691% N=400 Z=-0.1(91.36%) | Like=3.68..3.69 [3.6787..3.6787]*| it/evals=2450/3086 eff=91.2137% N=400 Z=-0.1(91.80%) | Like=3.68..3.69 [3.6793..3.6793]*| it/evals=2471/3204 eff=88.1241% N=400 Z=-0.1(92.37%) | Like=3.68..3.69 [3.6803..3.6803]*| it/evals=2500/3204 eff=89.1583% N=400 Mono-modal Volume: ~exp(-10.19) * Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(92.58%) | Like=3.68..3.69 [3.6807..3.6807]*| it/evals=2511/3204 eff=89.5506% N=400 Z=-0.1(93.26%) | Like=3.68..3.69 [3.6816..3.6816]*| it/evals=2550/3204 eff=90.9415% N=400 Z=-0.1(93.57%) | Like=3.68..3.69 [3.6820..3.6820]*| it/evals=2569/3310 eff=88.2818% N=400 Mono-modal Volume: ~exp(-10.35) * Expected Volume: exp(-6.48) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.93%) | Like=3.68..3.69 [3.6823..3.6824]*| it/evals=2592/3310 eff=89.0722% N=400 Z=-0.1(94.05%) | Like=3.68..3.69 [3.6825..3.6826]*| it/evals=2600/3310 eff=89.3471% N=400 Z=-0.0(94.75%) | Like=3.68..3.69 [3.6832..3.6832]*| it/evals=2650/3310 eff=91.0653% N=400 Mono-modal Volume: ~exp(-10.61) * Expected Volume: exp(-6.68) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(95.04%) | Like=3.68..3.69 [3.6835..3.6836]*| it/evals=2673/3448 eff=87.6969% N=400 Z=-0.0(95.37%) | Like=3.68..3.69 [3.6838..3.6839]*| it/evals=2700/3448 eff=88.5827% N=400 Z=-0.0(95.91%) | Like=3.68..3.69 [3.6843..3.6843]*| it/evals=2750/3448 eff=90.2231% N=400 Mono-modal Volume: ~exp(-10.79) * Expected Volume: exp(-6.89) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(95.95%) | Like=3.68..3.69 [3.6843..3.6843]*| it/evals=2754/3448 eff=90.3543% N=400 Z=-0.0(96.19%) | Like=3.68..3.69 [3.6845..3.6845]*| it/evals=2778/3576 eff=87.4685% N=400 Z=-0.0(96.39%) | Like=3.68..3.69 [3.6847..3.6847]*| it/evals=2800/3576 eff=88.1612% N=400 Mono-modal Volume: ~exp(-11.01) * Expected Volume: exp(-7.09) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(96.69%) | Like=3.68..3.69 [3.6849..3.6849]*| it/evals=2835/3576 eff=89.2632% N=400 Z=-0.0(96.81%) | Like=3.69..3.69 [3.6850..3.6851]*| it/evals=2850/3576 eff=89.7355% N=400 Z=-0.0(97.09%) | Like=3.69..3.69 [3.6852..3.6852]*| it/evals=2886/3679 eff=88.0146% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3679 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = 0.02604 +- 0.06169 [ultranest] Effective samples strategy satisfied (ESS = 1320.5, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.1) [ultranest] logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<0.10 [ultranest] done iterating. logZ = 0.007 +- 0.154 single instance: logZ = 0.007 +- 0.088 bootstrapped : logZ = 0.026 +- 0.152 tail : logZ = +- 0.029 a 0.500 +- 0.011 [ultranest] PointStore: have 3561 items [ultranest] Resuming... Have 2 modes Volume: ~exp(-4.31) * Expected Volume: exp(0.00) a: +0.000|22222222222222221111111111111111111111111111111111111111| +1.000 Z=-inf(0.00%) | Like=-1226.65..3.68 [-1226.6504..3.5637] | it/evals=0/3561 eff=inf% N=400 Z=-951.8(0.00%) | Like=-945.36..3.68 [-1226.6504..3.5637] | it/evals=50/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-4.48) * Expected Volume: exp(-0.20) a: +0.00| ********************************************** | +1.00 Z=-824.0(0.00%) | Like=-811.53..3.68 [-1226.6504..3.5637] | it/evals=81/3561 eff=inf% N=400 Z=-746.2(0.00%) | Like=-735.12..3.68 [-1226.6504..3.5637] | it/evals=100/3561 eff=inf% N=400 Z=-574.4(0.00%) | Like=-567.24..3.69 [-1226.6504..3.5637] | it/evals=150/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-4.52) * Expected Volume: exp(-0.41) a: +0.0| ************************************** | +1.0 Z=-536.9(0.00%) | Like=-528.09..3.69 [-1226.6504..3.5637] | it/evals=162/3561 eff=inf% N=400 Z=-461.5(0.00%) | Like=-454.68..3.69 [-1226.6504..3.5637] | it/evals=200/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-4.72) * Expected Volume: exp(-0.61) a: +0.0| +0.2 11111111111111111111111111111222 +0.8 | +1.0 Z=-377.5(0.00%) | Like=-369.58..3.69 [-1226.6504..3.5637] | it/evals=243/3561 eff=inf% N=400 Z=-366.4(0.00%) | Like=-358.90..3.69 [-1226.6504..3.5637] | it/evals=250/3561 eff=inf% N=400 Z=-278.8(0.00%) | Like=-271.84..3.69 [-1226.6504..3.5637] | it/evals=300/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.21) * Expected Volume: exp(-0.81) a: +0.0| +0.3 ************************* +0.7 | +1.0 Z=-233.9(0.00%) | Like=-226.53..3.69 [-1226.6504..3.5637] | it/evals=324/3561 eff=inf% N=400 Z=-210.0(0.00%) | Like=-204.14..3.69 [-1226.6504..3.5637] | it/evals=350/3561 eff=inf% N=400 Z=-171.7(0.00%) | Like=-165.80..3.69 [-1226.6504..3.5637] | it/evals=400/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.21) Expected Volume: exp(-1.01) a: +0.0| +0.3 ********************** +0.7 | +1.0 Z=-132.2(0.00%) | Like=-124.84..3.69 [-1226.6504..3.5637] | it/evals=450/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.54) * Expected Volume: exp(-1.21) a: +0.0| +0.4 ****************** +0.6 | +1.0 Z=-107.5(0.00%) | Like=-101.40..3.69 [-1226.6504..3.5637] | it/evals=486/3561 eff=inf% N=400 Z=-100.7(0.00%) | Like=-93.64..3.69 [-1226.6504..3.5637] | it/evals=500/3561 eff=inf% N=400 Z=-72.8(0.00%) | Like=-66.63..3.69 [-1226.6504..3.5637] | it/evals=550/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.54) Expected Volume: exp(-1.42) a: +0.0| +0.4 ************** +0.6 | +1.0 Z=-56.0(0.00%) | Like=-49.61..3.69 [-1226.6504..3.5637] | it/evals=600/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.96) * Expected Volume: exp(-1.62) a: +0.0| +0.4 ************ +0.6 | +1.0 Z=-44.1(0.00%) | Like=-37.85..3.69 [-1226.6504..3.5637] | it/evals=648/3561 eff=inf% N=400 Z=-43.6(0.00%) | Like=-37.45..3.69 [-1226.6504..3.5637] | it/evals=650/3561 eff=inf% N=400 Z=-34.1(0.00%) | Like=-28.38..3.69 [-1226.6504..3.5637] | it/evals=700/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-5.96) Expected Volume: exp(-1.82) a: +0.0| +0.4 ********** +0.6 | +1.0 Z=-26.9(0.00%) | Like=-21.17..3.69 [-1226.6504..3.5637] | it/evals=750/3561 eff=inf% N=400 Z=-21.1(0.00%) | Like=-15.01..3.69 [-1226.6504..3.5637] | it/evals=800/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-6.40) * Expected Volume: exp(-2.02) a: +0.0| +0.4 ******** +0.6 | +1.0 Z=-19.8(0.00%) | Like=-14.01..3.69 [-1226.6504..3.5637] | it/evals=810/3561 eff=inf% N=400 Z=-16.7(0.00%) | Like=-10.95..3.69 [-1226.6504..3.5637] | it/evals=850/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-6.40) Expected Volume: exp(-2.23) a: +0.00| +0.45 ****** +0.55 | +1.00 Z=-12.7(0.00%) | Like=-7.18..3.69 [-1226.6504..3.5637] | it/evals=900/3561 eff=inf% N=400 Z=-9.9(0.00%) | Like=-4.60..3.69 [-1226.6504..3.5637] | it/evals=950/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-6.73) * Expected Volume: exp(-2.43) a: +0.00| +0.46 111112 +0.54 | +1.00 Z=-8.9(0.01%) | Like=-3.61..3.69 [-1226.6504..3.5637] | it/evals=972/3561 eff=inf% N=400 Z=-7.7(0.04%) | Like=-2.54..3.69 [-1226.6504..3.5637] | it/evals=1000/3561 eff=inf% N=400 Z=-6.2(0.19%) | Like=-1.29..3.69 [-1226.6504..3.5637] | it/evals=1050/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-6.99) * Expected Volume: exp(-2.63) a: +0.00| +0.47 **** +0.53 | +1.00 Z=-6.2(0.20%) | Like=-1.23..3.69 [-1226.6504..3.5637] | it/evals=1053/3561 eff=inf% N=400 Z=-5.0(0.65%) | Like=-0.17..3.69 [-1226.6504..3.5637] | it/evals=1100/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.16) * Expected Volume: exp(-2.83) a: +0.00| +0.47 1222 +0.53 | +1.00 Z=-4.4(1.23%) | Like=0.33..3.69 [-1226.6504..3.5637] | it/evals=1134/3561 eff=inf% N=400 Z=-4.1(1.58%) | Like=0.54..3.69 [-1226.6504..3.5637] | it/evals=1150/3561 eff=inf% N=400 Z=-3.5(3.07%) | Like=1.10..3.69 [-1226.6504..3.5637] | it/evals=1200/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.16) Expected Volume: exp(-3.04) a: +0.00| +0.48 1222 +0.52 | +1.00 Z=-3.0(5.14%) | Like=1.46..3.69 [-1226.6504..3.5637] | it/evals=1250/3561 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.16) Expected Volume: exp(-3.24) a: +0.00| +0.48 1222 +0.52 | +1.00 Z=-2.5(7.97%) | Like=1.89..3.69 [-1226.6504..3.5637] | it/evals=1300/3561 eff=inf% N=400 Z=-2.2(11.60%) | Like=2.24..3.69 [-1226.6504..3.5637] | it/evals=1350/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-7.46) * Expected Volume: exp(-3.44) a: +0.00| +0.48 ** +0.52 | +1.00 Z=-2.0(13.93%) | Like=2.41..3.69 [-1226.6504..3.5637] | it/evals=1377/3561 eff=inf% N=400 Z=-1.8(15.94%) | Like=2.52..3.69 [-1226.6504..3.5637] | it/evals=1400/3561 eff=inf% N=400 Z=-1.6(20.95%) | Like=2.74..3.69 [-1226.6504..3.5637] | it/evals=1450/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-7.46) Expected Volume: exp(-3.64) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.3(26.02%) | Like=2.93..3.69 [-1226.6504..3.5637] | it/evals=1498/3561 eff=inf% N=400 Z=-1.3(26.25%) | Like=2.93..3.69 [-1226.6504..3.5637] | it/evals=1500/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-7.81) * Expected Volume: exp(-3.85) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.2(30.66%) | Like=3.09..3.69 [-1226.6504..3.5637] | it/evals=1539/3561 eff=inf% N=400 Z=-1.1(31.96%) | Like=3.13..3.69 [-1226.6504..3.5637] | it/evals=1550/3561 eff=inf% N=400 Z=-1.0(37.60%) | Like=3.22..3.69 [-1226.6504..3.5637] | it/evals=1600/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-7.97) * Expected Volume: exp(-4.05) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.9(39.93%) | Like=3.26..3.69 [-1226.6504..3.5637] | it/evals=1620/3561 eff=inf% N=400 Z=-0.8(43.32%) | Like=3.32..3.69 [-1226.6504..3.5637] | it/evals=1650/3561 eff=inf% N=400 Z=-0.7(48.78%) | Like=3.40..3.69 [-1226.6504..3.5637] | it/evals=1700/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-8.14) * Expected Volume: exp(-4.25) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.7(48.88%) | Like=3.40..3.69 [-1226.6504..3.5637] | it/evals=1701/3561 eff=inf% N=400 Z=-0.6(53.93%) | Like=3.47..3.69 [-1226.6504..3.5637] | it/evals=1750/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-8.58) * Expected Volume: exp(-4.45) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.6(57.03%) | Like=3.50..3.69 [-1226.6504..3.5637] | it/evals=1782/3561 eff=inf% N=400 Z=-0.5(58.70%) | Like=3.51..3.69 [-1226.6504..3.5637] | it/evals=1800/3561 eff=inf% N=400 Z=-0.5(63.12%) | Like=3.55..3.69 [-1226.6504..3.5637] | it/evals=1850/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-8.89) * Expected Volume: exp(-4.66) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.4(64.20%) | Like=3.55..3.69 [-1226.6504..3.5637] | it/evals=1863/3561 eff=inf% N=400 Z=-0.4(67.12%) | Like=3.57..3.69 [3.5680..3.5681]*| it/evals=1900/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.01) * Expected Volume: exp(-4.86) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.3(70.32%) | Like=3.59..3.69 [3.5878..3.5883]*| it/evals=1944/3561 eff=inf% N=400 Z=-0.3(70.74%) | Like=3.59..3.69 [3.5904..3.5907]*| it/evals=1950/3561 eff=inf% N=400 Z=-0.3(73.98%) | Like=3.61..3.69 [3.6093..3.6095]*| it/evals=2000/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.14) * Expected Volume: exp(-5.06) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.3(75.48%) | Like=3.62..3.69 [3.6181..3.6186]*| it/evals=2025/3561 eff=inf% N=400 Z=-0.3(76.91%) | Like=3.63..3.69 [3.6278..3.6281]*| it/evals=2050/3561 eff=inf% N=400 Z=-0.2(79.53%) | Like=3.64..3.69 [3.6402..3.6402]*| it/evals=2100/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.14) Expected Volume: exp(-5.27) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.2(80.74%) | Like=3.64..3.69 [3.6449..3.6451]*| it/evals=2125/3561 eff=inf% N=400 Z=-0.2(81.88%) | Like=3.65..3.69 [3.6500..3.6501]*| it/evals=2150/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.16) * Expected Volume: exp(-5.47) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(83.44%) | Like=3.66..3.69 [3.6561..3.6563]*| it/evals=2187/3561 eff=inf% N=400 Z=-0.2(83.96%) | Like=3.66..3.69 [3.6580..3.6583]*| it/evals=2200/3561 eff=inf% N=400 Z=-0.1(85.82%) | Like=3.66..3.69 [3.6647..3.6649]*| it/evals=2250/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.16) Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.1(87.37%) | Like=3.67..3.69 [3.6696..3.6697]*| it/evals=2297/3561 eff=inf% N=400 Z=-0.1(87.46%) | Like=3.67..3.69 [3.6698..3.6698]*| it/evals=2300/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-9.95) * Expected Volume: exp(-5.87) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.1(88.90%) | Like=3.67..3.69 [3.6739..3.6739]*| it/evals=2349/3561 eff=inf% N=400 Z=-0.1(88.92%) | Like=3.67..3.69 [3.6739..3.6740]*| it/evals=2350/3561 eff=inf% N=400 Z=-0.1(90.22%) | Like=3.68..3.69 [3.6763..3.6763]*| it/evals=2400/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.22) * Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(90.92%) | Like=3.68..3.69 [3.6778..3.6778]*| it/evals=2430/3561 eff=inf% N=400 Z=-0.1(91.36%) | Like=3.68..3.69 [3.6787..3.6787]*| it/evals=2450/3561 eff=inf% N=400 Z=-0.1(92.37%) | Like=3.68..3.69 [3.6803..3.6803]*| it/evals=2500/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.43) * Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(92.58%) | Like=3.68..3.69 [3.6807..3.6807]*| it/evals=2511/3561 eff=inf% N=400 Z=-0.1(93.26%) | Like=3.68..3.69 [3.6816..3.6816]*| it/evals=2550/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.63) * Expected Volume: exp(-6.48) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.93%) | Like=3.68..3.69 [3.6823..3.6824]*| it/evals=2592/3561 eff=inf% N=400 Z=-0.1(94.05%) | Like=3.68..3.69 [3.6825..3.6826]*| it/evals=2600/3561 eff=inf% N=400 Z=-0.0(94.75%) | Like=3.68..3.69 [3.6832..3.6832]*| it/evals=2650/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.73) * Expected Volume: exp(-6.68) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(95.04%) | Like=3.68..3.69 [3.6835..3.6836]*| it/evals=2673/3561 eff=inf% N=400 Z=-0.0(95.37%) | Like=3.68..3.69 [3.6838..3.6839]*| it/evals=2700/3561 eff=inf% N=400 Z=-0.0(95.91%) | Like=3.68..3.69 [3.6843..3.6843]*| it/evals=2750/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.90) * Expected Volume: exp(-6.89) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(95.95%) | Like=3.68..3.69 [3.6843..3.6843]*| it/evals=2754/3561 eff=inf% N=400 Z=-0.0(96.39%) | Like=3.68..3.69 [3.6847..3.6847]*| it/evals=2800/3561 eff=inf% N=400 Mono-modal Volume: ~exp(-10.93) * Expected Volume: exp(-7.09) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(96.69%) | Like=3.68..3.69 [3.6849..3.6849]*| it/evals=2835/3561 eff=inf% N=400 Z=-0.0(96.81%) | Like=3.69..3.69 [3.6850..3.6851]*| it/evals=2850/3561 eff=inf% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3561 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = 0.01141 +- 0.06228 [ultranest] Effective samples strategy satisfied (ESS = 1320.5, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.09 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.1) [ultranest] logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<0.10 [ultranest] done iterating. logZ = 0.007 +- 0.102 single instance: logZ = 0.007 +- 0.088 bootstrapped : logZ = 0.011 +- 0.098 tail : logZ = +- 0.029 a 0.500 +- 0.011 ran with dlogz: 0.1 first run gave: {'niter': 3288, 'logz': 0.007154198726154426, 'logzerr': 0.15435980251357082, 'logz_bs': 0.026036778192129673, 'logzerr_bs': 0.15169373949828965, 'logz_single': 0.007154198726154426, 'logzerr_tail': 0.028564979066220606, 'logzerr_single': 0.08824664147262343, 'ess': 1320.5120767112028, 'H': 3.1149878924790966, 'Herr': 0.05139609274843064, 'paramnames': ['a'], 'ncall': 3679, 'posterior': {'mean': [0.500285541517206], 'stdev': [0.010730909765883105], 'median': [0.5005447486059118], 'errlo': [0.4895657443129665], 'errup': [0.510715519554964]}} second run gave: {'niter': 3288, 'logz': 0.007154198726154426, 'logzerr': 0.10186998316859384, 'logz_bs': 0.011405109068269309, 'logzerr_bs': 0.09778310407077478, 'logz_single': 0.007154198726154426, 'logzerr_tail': 0.028564979066220606, 'logzerr_single': 0.08824664147262343, 'ess': 1320.5120767112028, 'H': 3.1149878924790966, 'Herr': 0.05909129450107728, 'paramnames': ['a'], 'ncall': 3561, 'posterior': {'mean': [0.5002774510725527], 'stdev': [0.010741071045748929], 'median': [0.5006455796941939], 'errlo': [0.4895657443129665], 'errup': [0.510715519554964]}}
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:1771 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3679 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = 0.02604 +- 0.06169 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1320.5, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.1) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<0.10 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:776 Testing resume consistency: [3.68522907 3.68594501 0. 0.49976056 0.49976056]: u=[0.49976056] -> p=[0.49976056] -> L=3.685945006789756 [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 3561 items [32mINFO [0m ultranest:integrator.py:892 Resuming... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 3561 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = 0.01141 +- 0.06228 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1320.5, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.09 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.1) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<0.10 [32mINFO [0m ultranest:integrator.py:1729 done iterating.

Passed

tests/test_run.py::test_reactive_run_resume_eggbox

2.99

------------------------------Captured stdout call------------------------------
====== Running Eggbox problem [1] ===== [ultranest] PointStore: have 0 items [ultranest] Sampling 100 live points from prior ... Mono-modal Volume: ~exp(-3.50) * Expected Volume: exp(0.00) a: +3.1e-05|******************* ** * * ******* *** ** ** ********| +3.1e+01 b: +0.0|**** ***** * ***** *** * * ****** ** *********** *******| +31.4 Z=-inf(0.00%) | Like=1.20..233.34 [1.1994..225.3019] | it/evals=0/101 eff=0.0000% N=100 Z=-0.3(0.00%) | Like=2.82..233.34 [1.1994..225.3019] | it/evals=10/111 eff=90.9091% N=100 Z=1.8(0.00%) | Like=5.72..241.87 [1.1994..225.3019] | it/evals=20/123 eff=86.9565% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-0.21) a: +0.0|********************* ** ********* *** ** ** ****** *| +31.4 b: +0.0| *** **** ** **** *** * * ****** ************* *******| +31.4 Z=6.1(0.00%) | Like=10.27..241.87 [1.1994..225.3019] | it/evals=30/134 eff=88.2353% N=100 Z=10.9(0.00%) | Like=15.15..241.87 [1.1994..225.3019] | it/evals=40/147 eff=85.1064% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-0.42) a: +0.0|********************* * * *** ************ *** ****** *| +31.4 b: +0.0| *** **** ** **** *** * ***** ***** ****** ***********| +31.4 Z=15.4(0.00%) | Like=19.96..241.87 [1.1994..225.3019] | it/evals=50/157 eff=87.7193% N=100 Z=21.7(0.00%) | Like=26.06..241.87 [1.1994..225.3019] | it/evals=60/172 eff=83.3333% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-0.63) a: +0.0|******** *** ****** * ** * *** ******** ****** ********| +31.4 b: +0.0| *** *** ******* *** * ***** ****** ****** *** *******| +31.4 Z=25.1(0.00%) | Like=29.24..241.87 [1.1994..225.3019] | it/evals=70/187 eff=80.4598% N=100 Z=27.8(0.00%) | Like=32.04..241.87 [1.1994..225.3019] | it/evals=80/210 eff=72.7273% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-0.84) a: +0.0|******** *** ** * * * ** ***** ******** ***** ********| +31.4 b: +0.0| *** *** ******* *** * ****************** *** ******| +31.4 Z=30.7(0.00%) | Like=34.89..241.87 [1.1994..225.3019] | it/evals=90/239 eff=64.7482% N=100 Z=35.1(0.00%) | Like=39.71..241.87 [1.1994..225.3019] | it/evals=100/260 eff=62.5000% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-1.05) a: +0.0| **** ********* * * ** ** *********** ******* ** *****| +31.4 b: +0.0|**** * *** ****** *** *** ** ****** * **** *** *****| +31.4 Z=40.2(0.00%) | Like=45.13..241.87 [1.1994..225.3019] | it/evals=110/280 eff=61.1111% N=100 Z=45.3(0.00%) | Like=50.70..241.87 [1.1994..225.3019] | it/evals=120/303 eff=59.1133% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-1.26) a: +0.0|**** ******** * **** ** ********* ********* **** | +31.4 b: +0.0|***** ********* **** **** * ******** **** **** ****| +31.4 Z=52.1(0.00%) | Like=60.83..241.87 [1.1994..225.3019] | it/evals=130/338 eff=54.6218% N=100 Z=65.9(0.00%) | Like=72.12..241.87 [1.1994..225.3019] | it/evals=140/374 eff=51.0949% N=100 Mono-modal Volume: ~exp(-3.50) Expected Volume: exp(-1.47) a: +0.0|**** ******** * **** ** ********* ********* **** | +31.4 b: +0.0|*** ******** *** *** ********* **** * ** ****| +31.4 Z=73.0(0.00%) | Like=78.36..241.87 [1.1994..225.3019] | it/evals=150/414 eff=47.7707% N=100 Z=77.5(0.00%) | Like=82.79..241.87 [1.1994..225.3019] | it/evals=160/475 eff=42.6667% N=100 Have 7 modes Volume: ~exp(-3.64) * Expected Volume: exp(-1.68) a: +0.0|7221 21115125 115561 15 51333553 13311314 4343| +31.4 b: +3.1e-05|4141 41143431 317 333 1132212 115 1 51 1555| +3.1e+01 Z=84.4(0.00%) | Like=90.78..241.87 [1.1994..225.3019] | it/evals=168/512 eff=40.7767% N=100 Z=85.6(0.00%) | Like=91.77..241.87 [1.1994..225.3019] | it/evals=170/518 eff=40.6699% N=100 Z=89.2(0.00%) | Like=94.93..241.87 [1.1994..225.3019] | it/evals=180/555 eff=39.5604% N=100 Have 7 modes Volume: ~exp(-3.64) Expected Volume: exp(-1.89) a: +0.0|7210 11215105 0155610 5133351 1031131 4343| +31.4 b: +3.1e-05|4441 4114333 170333 1131212 115 1 51 555| +3.1e+01 Z=94.8(0.00%) | Like=100.16..241.87 [1.1994..225.3019] | it/evals=190/596 eff=38.3065% N=100 [ultranest] Explored until L=2e+02 [ultranest] Likelihood function evaluations: 658 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] Reached maximum number of improvement loops. [ultranest] done iterating. logZ = 236.038 +- 0.999 single instance: logZ = 236.038 +- 0.234 bootstrapped : logZ = 235.001 +- 0.720 tail : logZ = +- 0.693 a 20.8 +- 2.8 b 7.2 +- 6.9 pointstore: (300, 7) 658 658 0 ====== Running Eggbox problem [2] ===== [ultranest] PointStore: have 300 items [ultranest] Resuming... Mono-modal Volume: ~exp(-3.26) * Expected Volume: exp(0.00) a: +3.1e-05|******************* ** * * ******* *** ** ** ********| +3.1e+01 b: +0.0|**** ***** * ***** *** * * ****** ** *********** *******| +31.4 Z=-inf(0.00%) | Like=1.20..233.34 [1.1994..225.3019] | it/evals=0/300 eff=inf% N=100 Z=-0.3(0.00%) | Like=2.82..233.34 [1.1994..225.3019] | it/evals=10/300 eff=inf% N=100 Z=1.8(0.00%) | Like=5.72..241.87 [1.1994..225.3019] | it/evals=20/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-0.21) a: +0.0|********************* ** ********* *** ** ** ****** *| +31.4 b: +0.0| *** **** ** **** *** * * ****** ************* *******| +31.4 Z=6.1(0.00%) | Like=10.27..241.87 [1.1994..225.3019] | it/evals=30/300 eff=inf% N=100 Z=10.9(0.00%) | Like=15.15..241.87 [1.1994..225.3019] | it/evals=40/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-0.42) a: +0.0|********************* * * *** ************ *** ****** *| +31.4 b: +0.0| *** **** ** **** *** * ***** ***** ****** ***********| +31.4 Z=15.4(0.00%) | Like=19.96..241.87 [1.1994..225.3019] | it/evals=50/300 eff=inf% N=100 Z=21.7(0.00%) | Like=26.06..241.87 [1.1994..225.3019] | it/evals=60/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-0.63) a: +0.0|******** *** ****** * ** * *** ******** ****** ********| +31.4 b: +0.0| *** *** ******* *** * ***** ****** ****** *** *******| +31.4 Z=25.1(0.00%) | Like=29.24..241.87 [1.1994..225.3019] | it/evals=70/300 eff=inf% N=100 Z=27.8(0.00%) | Like=32.04..241.87 [1.1994..225.3019] | it/evals=80/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-0.84) a: +0.0|******** *** ** * * * ** ***** ******** ***** ********| +31.4 b: +0.0| *** *** ******* *** * ****************** *** ******| +31.4 Z=30.7(0.00%) | Like=34.89..241.87 [1.1994..225.3019] | it/evals=90/300 eff=inf% N=100 Z=35.1(0.00%) | Like=39.71..241.87 [1.1994..225.3019] | it/evals=100/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.05) a: +0.0| **** ********* * * ** ** *********** ******* ** *****| +31.4 b: +0.0|**** * *** ****** *** *** ** ****** * **** *** *****| +31.4 Z=40.2(0.00%) | Like=45.13..241.87 [1.1994..225.3019] | it/evals=110/300 eff=inf% N=100 Z=45.3(0.00%) | Like=50.70..241.87 [1.1994..225.3019] | it/evals=120/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.26) a: +0.0|**** ******** * **** ** ********* ********* **** | +31.4 b: +0.0|***** ********* **** **** * ******** **** **** ****| +31.4 Z=52.1(0.00%) | Like=60.83..241.87 [1.1994..225.3019] | it/evals=130/300 eff=inf% N=100 Z=65.9(0.00%) | Like=72.12..241.87 [1.1994..225.3019] | it/evals=140/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.47) a: +0.0|**** ******** * **** ** ********* ********* **** | +31.4 b: +0.0|*** ******** *** *** ********* **** * ** ****| +31.4 Z=73.0(0.00%) | Like=78.36..241.87 [1.1994..225.3019] | it/evals=150/300 eff=inf% N=100 Z=77.5(0.00%) | Like=82.79..241.87 [1.1994..225.3019] | it/evals=160/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.68) a: +0.0|**** ******** ****** ** ******** ******** ****| +31.4 b: +3.1e-05|**** ******** *** *** ******* *** * ** ****| +3.1e+01 Z=85.6(0.00%) | Like=91.77..241.87 [1.1994..225.3019] | it/evals=170/300 eff=inf% N=100 Z=89.2(0.00%) | Like=94.93..241.87 [1.1994..225.3019] | it/evals=180/300 eff=inf% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-1.89) a: +0.0|**** ******** ******* ******* ******* ****| +31.4 b: +3.1e-05|**** ******* ****** ******* *** * ** ***| +3.1e+01 Z=94.8(0.00%) | Like=100.16..241.87 [1.1994..225.3019] | it/evals=190/300 eff=inf% N=100 Z=103.0(0.00%) | Like=109.22..241.87 [1.1994..225.3019] | it/evals=200/302 eff=10000.0000% N=100 Mono-modal Volume: ~exp(-3.26) Expected Volume: exp(-2.10) a: +0.0|**** ******* ******* ******* ******* ****| +31.4 b: +3.1e-05|*** ** *** ****** ******* ******* ***| +3.1e+01 Z=113.2(0.00%) | Like=120.91..241.87 [1.1994..225.3019] | it/evals=210/378 eff=269.2308% N=100 Z=119.5(0.00%) | Like=125.17..241.87 [1.1994..225.3019] | it/evals=220/448 eff=148.6486% N=100 Z=124.1(0.00%) | Like=132.53..241.87 [1.1994..225.3019] | it/evals=230/530 eff=100.0000% N=100 Have 12 modes Volume: ~exp(-3.43) * Expected Volume: exp(-2.31) a: +0.0|919 464646 773333 822288 825525 252| +31.4 b: +3.1e-05|525 33 222 33222 882844 1787 8 6C6| +3.1e+01 Z=125.8(0.00%) | Like=133.26..241.87 [1.1994..225.3019] | it/evals=231/532 eff=99.5690% N=100 Z=132.2(0.00%) | Like=139.65..241.87 [1.1994..225.3019] | it/evals=240/579 eff=86.0215% N=100 Z=141.1(0.00%) | Like=148.05..241.87 [1.1994..225.3019] | it/evals=250/687 eff=64.5995% N=100 Have 12 modes Volume: ~exp(-3.43) Expected Volume: exp(-2.52) a: +0.0|9B9 464646 73333 822288 825525 250| +31.4 b: +3.1e-05|525 530222 33222 82844 7788 8 6C6| +3.1e+01 Z=147.2(0.00%) | Like=154.92..241.87 [1.1994..225.3019] | it/evals=260/757 eff=56.8928% N=100 Z=155.5(0.00%) | Like=163.88..241.87 [1.1994..225.3019] | it/evals=270/871 eff=47.2855% N=100 Have 12 modes Volume: ~exp(-3.43) Expected Volume: exp(-2.73) a: +0.0|9B9 464646 7333 82288 25820 250| +31.4 b: +3.1e-05|52 530220 33220 82844 77880 6C6| +3.1e+01 Z=159.2(0.00%) | Like=167.72..242.06 [1.1994..225.3019] | it/evals=276/953 eff=42.2665% N=100 Z=163.6(0.00%) | Like=170.67..242.06 [1.1994..225.3019] | it/evals=280/1005 eff=39.7163% N=100 Z=169.2(0.00%) | Like=178.01..242.06 [1.1994..225.3019] | it/evals=290/1148 eff=34.1981% N=100 Have 6 modes Volume: ~exp(-3.60) * Expected Volume: exp(-2.94) a: +0.0|46 6434 3333 11113 31532 51| +31.4 b: +3.1e-05|51 31151 3321 43314 34333 646| +3.1e+01 Z=174.1(0.00%) | Like=182.27..242.06 [1.1994..225.3019] | it/evals=294/1216 eff=32.0961% N=100 Z=177.3(0.00%) | Like=184.87..242.06 [1.1994..225.3019] | it/evals=300/1263 eff=31.1526% N=100 Z=182.1(0.00%) | Like=188.81..242.06 [1.1994..225.3019] | it/evals=310/1333 eff=30.0097% N=100 Have 6 modes Volume: ~exp(-3.60) Expected Volume: exp(-3.15) a: +0.0|46 6434 0331 11133 1532 51| +31.4 b: +3.1e-05|51 3115 3210 44311 436 46| +3.1e+01 Z=185.9(0.00%) | Like=192.99..242.06 [1.1994..225.3019] | it/evals=320/1400 eff=29.0909% N=100 Z=189.4(0.00%) | Like=196.73..242.06 [1.1994..225.3019] | it/evals=330/1590 eff=25.5814% N=100 Have 6 modes Volume: ~exp(-3.60) Expected Volume: exp(-3.36) a: +3.1e-05|46 0444 0334 1133 1531 51| +3.1e+01 b: +3.1e-05|51 115 03310 44311 4360 0| +3.1e+01 Z=194.2(0.00%) | Like=201.62..242.06 [1.1994..225.3019] | it/evals=340/1687 eff=24.5133% N=100 Z=198.0(0.00%) | Like=205.45..242.21 [1.1994..225.3019] | it/evals=349/1859 eff=22.3861% N=100 Z=198.4(0.00%) | Like=205.60..242.21 [1.1994..225.3019] | it/evals=350/1860 eff=22.4359% N=100 Have 6 modes Volume: ~exp(-3.60) Expected Volume: exp(-3.57) a: +0.0|40 0444 334 1133 1531 51| +31.4 b: +3.1e-05|51 0115 331 431 433 00| +3.1e+01 Z=201.3(0.00%) | Like=208.09..242.21 [1.1994..225.3019] | it/evals=360/1967 eff=21.5957% N=100 Z=205.1(0.00%) | Like=213.00..242.21 [1.1994..225.3019] | it/evals=370/2129 eff=20.2296% N=100 Have 5 modes Volume: ~exp(-4.81) * Expected Volume: exp(-3.78) a: +0.0|42 434 331 113 155 51| +31.4 b: +3.1e-05|51 5111 331 331 424 44| +3.1e+01 Z=209.4(0.00%) | Like=216.63..242.21 [1.1994..225.3019] | it/evals=378/2300 eff=18.9000% N=100 Z=209.9(0.00%) | Like=217.05..242.21 [1.1994..225.3019] | it/evals=380/2309 eff=18.9149% N=100 Z=212.1(0.00%) | Like=218.84..242.21 [1.1994..225.3019] | it/evals=390/2487 eff=17.8326% N=100 Have 5 modes Volume: ~exp(-4.81) Expected Volume: exp(-3.99) a: +0.0|42 432 334 113 53 51| +31.4 b: +3.1e-05|5 110 333 331 424 24| +3.1e+01 [ultranest] Explored until L=2e+02 [ultranest] Likelihood function evaluations: 2547 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] Reached maximum number of improvement loops. [ultranest] done iterating. logZ = 235.885 +- 0.744 single instance: logZ = 235.885 +- 0.244 bootstrapped : logZ = 235.850 +- 0.269 tail : logZ = +- 0.693 a 17.4 +- 7.1 b 12.9 +- 9.3 pointstore: (500, 7) 2247 2547 300 sampler results: ******************** {'niter': 500, 'logz': 235.88532015407776, 'logzerr': 0.7436115047304763, 'logz_bs': 235.85003537078458, 'logzerr_bs': 0.26926762936400905, 'logz_single': 235.88532015407776, 'logzerr_tail': 0.6931471804344369, 'logzerr_single': 0.24392542130317796, 'ess': 16.62661338872259, 'H': 5.949961115793286, 'Herr': 0.1902041031214264, 'paramnames': ['a', 'b'], 'ncall': 2547, 'posterior': {'mean': [17.448592710520597, 12.864780632821757], 'stdev': [7.135020678215684, 9.341138879011105], 'median': [18.852107046583704, 12.664294959978552], 'errlo': [6.391749010746418, 0.07704339804078282], 'errup': [25.271127088132932, 24.979405167348986]}} reader results: ******************** {'niter': 500, 'logz': 235.88532015407776, 'logzerr': 0.7112091219931547, 'logz_bs': 236.0445853463266, 'logzerr_bs': 0.15926519224885283, 'logz_single': 235.88532015407776, 'logzerr_tail': 0.6931471804344369, 'ess': 16.62661338872259, 'H': 5.949961115793286, 'Herr': 0.086943195621771, 'posterior': {'mean': [17.388297910245203, 12.902066407899701], 'stdev': [7.1600013262208755, 9.344342869813293], 'median': [18.852107046583704, 12.664294959978552], 'errlo': [6.391749010746418, 0.07704339804078282], 'errup': [25.271127088132932, 24.979405167348986]}} niter () logz () skipping logzerr () skipping logz_bs () skipping logzerr_bs () logz_single () skipping logzerr_tail () ess () H () skipping Herr () weighted_samples :: u (500, 2) weighted_samples :: v (500, 2) weighted_samples :: w (500,) weighted_samples :: logw (500,) weighted_samples :: L (500,)
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:1771 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:919 Sampling 100 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 100.0), (inf, 100.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=2e+02 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 658 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2026 Reached maximum number of improvement loops. [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:776 Testing resume consistency: [109.00987364 133.45050403 0. 0.64857865 0.17352523 20.37569912 5.45145592]: u=[0.64857865 0.17352523] -> p=[20.37569912 5.45145592] -> L=133.45050403452348 [32mINFO [0m ultranest:integrator.py:1771 PointStore: have 300 items [32mINFO [0m ultranest:integrator.py:892 Resuming... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 100.0), (inf, 100.0)] [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5]), array([31, 38, 9, 21, 1])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([24, 30, 37, 5, 3, 1])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]), array([ 1, 28, 17, 12, 5, 5, 7, 17, 3, 1, 1, 3])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([25, 1, 37, 24, 8, 5])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([25, 1, 39, 21, 9, 5])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([31, 1, 37, 17, 10, 4])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([34, 1, 37, 17, 9, 2])) [35mDEBUG [0m ultranest:integrator.py:1445 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([34, 34, 1, 22, 8, 1])) [32mINFO [0m ultranest:integrator.py:2011 Explored until L=2e+02 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 2547 [32mINFO [0m ultranest:integrator.py:2159 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2183 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2026 Reached maximum number of improvement loops. [32mINFO [0m ultranest:integrator.py:1729 done iterating.

Passed

tests/test_run.py::test_run_compat

24.80

------------------------------Captured stdout call------------------------------
[ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.17) * Expected Volume: exp(0.00) a: -5.0|********************************************************| +5.0 b: -5.0|********************************************************| +5.0 Z=-inf(0.00%) | Like=-251716.04..-173.68 [-251716.0363..-723.9861] | it/evals=0/401 eff=0.0000% N=400 Z=-157024.0(0.00%) | Like=-156810.75..-173.68 [-251716.0363..-723.9861] | it/evals=40/443 eff=93.0233% N=400 Z=-135356.0(0.00%) | Like=-135052.60..-173.68 [-251716.0363..-723.9861] | it/evals=80/491 eff=87.9121% N=400 Mono-modal Volume: ~exp(-4.24) * Expected Volume: exp(-0.20) a: -5.0| ******************************************************| +5.0 b: -5.0| *******************************************************| +5.0 Z=-135058.8(0.00%) | Like=-134835.42..-173.68 [-251716.0363..-723.9861] | it/evals=81/492 eff=88.0435% N=400 Z=-121391.2(0.00%) | Like=-120436.07..-173.68 [-251716.0363..-723.9861] | it/evals=120/537 eff=87.5912% N=400 Z=-107536.5(0.00%) | Like=-106716.80..-173.68 [-251716.0363..-723.9861] | it/evals=160/595 eff=82.0513% N=400 Mono-modal Volume: ~exp(-4.73) * Expected Volume: exp(-0.41) a: -5.0| **************************************************| +5.0 b: -5.0| **************************************************| +5.0 Z=-105993.4(0.00%) | Like=-105896.64..-173.68 [-251716.0363..-723.9861] | it/evals=162/599 eff=81.4070% N=400 Z=-92704.2(0.00%) | Like=-92373.05..-80.34 [-251716.0363..-723.9861] | it/evals=200/644 eff=81.9672% N=400 Z=-84651.9(0.00%) | Like=-84541.41..-80.34 [-251716.0363..-723.9861] | it/evals=240/699 eff=80.2676% N=400 Mono-modal Volume: ~exp(-4.90) * Expected Volume: exp(-0.61) a: -5.0| ********************************************* | +5.0 b: -5.0| ********************************************** | +5.0 Z=-84486.8(0.00%) | Like=-84475.03..-80.34 [-251716.0363..-723.9861] | it/evals=243/702 eff=80.4636% N=400 Z=-76321.9(0.00%) | Like=-75626.57..-80.34 [-251716.0363..-723.9861] | it/evals=280/744 eff=81.3953% N=400 Z=-69090.0(0.00%) | Like=-68943.15..-80.34 [-251716.0363..-723.9861] | it/evals=320/797 eff=80.6045% N=400 Mono-modal Volume: ~exp(-4.90) Expected Volume: exp(-0.81) a: -5.0| **************************************** | +5.0 b: -5.0| ****************************************** | +5.0 Z=-63028.7(0.00%) | Like=-62990.34..-80.34 [-251716.0363..-723.9861] | it/evals=354/840 eff=80.4545% N=400 Z=-62136.8(0.00%) | Like=-61906.90..-80.34 [-251716.0363..-723.9861] | it/evals=360/851 eff=79.8226% N=400 Z=-53532.1(0.00%) | Like=-53237.76..-80.34 [-251716.0363..-723.9861] | it/evals=400/911 eff=78.2779% N=400 Mono-modal Volume: ~exp(-5.44) * Expected Volume: exp(-1.01) a: -5.0| -2.6 ************************************ | +5.0 b: -5.0| -2.7 ************************************* | +5.0 Z=-52386.9(0.00%) | Like=-52115.34..-80.34 [-251716.0363..-723.9861] | it/evals=405/920 eff=77.8846% N=400 Z=-48279.4(0.00%) | Like=-48216.11..-80.34 [-251716.0363..-723.9861] | it/evals=440/963 eff=78.1528% N=400 Z=-42533.8(0.00%) | Like=-42516.30..-80.34 [-251716.0363..-723.9861] | it/evals=480/1015 eff=78.0488% N=400 Mono-modal Volume: ~exp(-5.56) * Expected Volume: exp(-1.21) a: -5.0| -2.3 ******************************** | +5.0 b: -5.0| -2.3 ********************************** | +5.0 Z=-42229.5(0.00%) | Like=-42078.35..-80.34 [-251716.0363..-723.9861] | it/evals=486/1024 eff=77.8846% N=400 Z=-39701.2(0.00%) | Like=-39667.18..-80.34 [-251716.0363..-723.9861] | it/evals=520/1063 eff=78.4314% N=400 Z=-36413.6(0.00%) | Like=-36186.10..-80.34 [-251716.0363..-723.9861] | it/evals=560/1111 eff=78.7623% N=400 Mono-modal Volume: ~exp(-5.70) * Expected Volume: exp(-1.42) a: -5.0| -2.1 ***************************** +3.0 | +5.0 b: -5.0| -2.1 ****************************** +3.1 | +5.0 Z=-35773.3(0.00%) | Like=-35614.40..-80.34 [-251716.0363..-723.9861] | it/evals=567/1118 eff=78.9694% N=400 Z=-32124.6(0.00%) | Like=-32094.84..-80.34 [-251716.0363..-723.9861] | it/evals=600/1156 eff=79.3651% N=400 Z=-28811.7(0.00%) | Like=-28657.67..-80.34 [-251716.0363..-723.9861] | it/evals=640/1212 eff=78.8177% N=400 Mono-modal Volume: ~exp(-6.13) * Expected Volume: exp(-1.62) a: -5.0| -1.8 *************************** +2.8 | +5.0 b: -5.0| -1.9 *************************** +2.9 | +5.0 Z=-28000.2(0.00%) | Like=-27923.05..-80.34 [-251716.0363..-723.9861] | it/evals=648/1221 eff=78.9281% N=400 Z=-26507.8(0.00%) | Like=-26460.01..-80.34 [-251716.0363..-723.9861] | it/evals=680/1261 eff=78.9779% N=400 Z=-23648.1(0.00%) | Like=-23621.51..-78.33 [-251716.0363..-723.9861] | it/evals=720/1314 eff=78.7746% N=400 Mono-modal Volume: ~exp(-6.36) * Expected Volume: exp(-1.82) a: -5.0| -1.6 ************************ +2.6 | +5.0 b: -5.0| -1.6 ************************ +2.6 | +5.0 Z=-23164.9(0.00%) | Like=-23026.65..-78.33 [-251716.0363..-723.9861] | it/evals=729/1325 eff=78.8108% N=400 Z=-21708.3(0.00%) | Like=-21694.36..-78.33 [-251716.0363..-723.9861] | it/evals=760/1368 eff=78.5124% N=400 Z=-19875.0(0.00%) | Like=-19840.52..-78.33 [-251716.0363..-723.9861] | it/evals=800/1421 eff=78.3546% N=400 Mono-modal Volume: ~exp(-6.36) Expected Volume: exp(-2.02) a: -5.0| -1.4 ********************** +2.4 | +5.0 b: -5.0| -1.4 *********************** +2.4 | +5.0 Z=-18674.9(0.00%) | Like=-18620.94..-78.33 [-251716.0363..-723.9861] | it/evals=822/1451 eff=78.2112% N=400 Z=-18071.2(0.00%) | Like=-18061.83..-78.33 [-251716.0363..-723.9861] | it/evals=840/1473 eff=78.2852% N=400 Z=-16114.6(0.00%) | Like=-16033.05..-78.33 [-251716.0363..-723.9861] | it/evals=880/1526 eff=78.1528% N=400 Mono-modal Volume: ~exp(-6.40) * Expected Volume: exp(-2.23) a: -5.0| -1.3 ********************* +2.2 | +5.0 b: -5.0| -1.3 ********************* +2.2 | +5.0 Z=-15705.2(0.00%) | Like=-15665.80..-78.33 [-251716.0363..-723.9861] | it/evals=891/1539 eff=78.2265% N=400 Z=-14793.0(0.00%) | Like=-14731.67..-78.33 [-251716.0363..-723.9861] | it/evals=920/1580 eff=77.9661% N=400 Z=-12794.7(0.00%) | Like=-12759.46..-78.33 [-251716.0363..-723.9861] | it/evals=960/1631 eff=77.9854% N=400 Mono-modal Volume: ~exp(-6.86) * Expected Volume: exp(-2.43) a: -5.0| -1.0 ****************** +2.1 | +5.0 b: -5.0| -1.0 ****************** +2.1 | +5.0 Z=-12201.1(0.00%) | Like=-12182.96..-78.33 [-251716.0363..-723.9861] | it/evals=972/1647 eff=77.9471% N=400 Z=-11503.1(0.00%) | Like=-11445.27..-78.33 [-251716.0363..-723.9861] | it/evals=1000/1680 eff=78.1250% N=400 Z=-10220.7(0.00%) | Like=-10197.84..-78.33 [-251716.0363..-723.9861] | it/evals=1040/1726 eff=78.4314% N=400 Mono-modal Volume: ~exp(-7.33) * Expected Volume: exp(-2.63) a: -5.0| -0.9 **************** +1.9 | +5.0 b: -5.0| -0.9 **************** +1.8 | +5.0 Z=-9960.1(0.00%) | Like=-9947.37..-78.33 [-251716.0363..-723.9861] | it/evals=1053/1742 eff=78.4650% N=400 Z=-9206.6(0.00%) | Like=-9179.33..-78.33 [-251716.0363..-723.9861] | it/evals=1080/1776 eff=78.4884% N=400 Z=-8453.1(0.00%) | Like=-8426.44..-73.99 [-251716.0363..-723.9861] | it/evals=1120/1830 eff=78.3217% N=400 Mono-modal Volume: ~exp(-7.33) Expected Volume: exp(-2.83) a: -5.0| -0.7 *************** +1.8 | +5.0 b: -5.0| -0.8 *************** +1.8 | +5.0 Z=-7847.2(0.00%) | Like=-7813.06..-73.99 [-251716.0363..-723.9861] | it/evals=1151/1872 eff=78.1929% N=400 Z=-7695.5(0.00%) | Like=-7642.21..-73.99 [-251716.0363..-723.9861] | it/evals=1160/1883 eff=78.2198% N=400 Z=-6951.7(0.00%) | Like=-6908.27..-73.99 [-251716.0363..-723.9861] | it/evals=1200/1932 eff=78.3290% N=400 Mono-modal Volume: ~exp(-7.33) Expected Volume: exp(-3.04) a: -5.0| -0.6 ************** +1.6 | +5.0 b: -5.0| -0.6 ************** +1.6 | +5.0 Z=-6291.8(0.00%) | Like=-6268.84..-73.99 [-251716.0363..-723.9861] | it/evals=1230/1969 eff=78.3939% N=400 Z=-6139.2(0.00%) | Like=-6128.47..-73.99 [-251716.0363..-723.9861] | it/evals=1240/1987 eff=78.1348% N=400 Z=-5628.0(0.00%) | Like=-5600.84..-73.99 [-251716.0363..-723.9861] | it/evals=1280/2048 eff=77.6699% N=400 Mono-modal Volume: ~exp(-7.66) * Expected Volume: exp(-3.24) a: -5.0| -0.5 ************ +1.5 | +5.0 b: -5.0| -0.5 ************ +1.5 | +5.0 Z=-5441.2(0.00%) | Like=-5414.44..-31.70 [-251716.0363..-723.9861] | it/evals=1296/2070 eff=77.6048% N=400 Z=-5060.2(0.00%) | Like=-5031.99..-31.70 [-251716.0363..-723.9861] | it/evals=1320/2096 eff=77.8302% N=400 Z=-4590.6(0.00%) | Like=-4542.70..-31.70 [-251716.0363..-723.9861] | it/evals=1360/2143 eff=78.0264% N=400 Mono-modal Volume: ~exp(-8.24) * Expected Volume: exp(-3.44) a: -5.0| -0.4 *********** +1.4 | +5.0 b: -5.0| -0.4 *********** +1.4 | +5.0 Z=-4293.9(0.00%) | Like=-4266.84..-31.70 [-251716.0363..-723.9861] | it/evals=1377/2166 eff=77.9728% N=400 Z=-4018.6(0.00%) | Like=-3982.17..-11.83 [-251716.0363..-723.9861] | it/evals=1400/2190 eff=78.2123% N=400 Z=-3631.2(0.00%) | Like=-3618.69..-11.83 [-251716.0363..-723.9861] | it/evals=1440/2244 eff=78.0911% N=400 Mono-modal Volume: ~exp(-8.24) Expected Volume: exp(-3.64) a: -5.0| -0.3 ********** +1.3 | +5.0 b: -5.0| -0.3 ********** +1.3 | +5.0 Z=-3409.8(0.00%) | Like=-3388.87..-11.83 [-251716.0363..-723.9861] | it/evals=1480/2295 eff=78.1003% N=400 Z=-3079.0(0.00%) | Like=-3067.08..-11.83 [-251716.0363..-723.9861] | it/evals=1520/2346 eff=78.1089% N=400 Mono-modal Volume: ~exp(-8.48) * Expected Volume: exp(-3.85) a: -5.0| -0.3 ********** +1.3 | +5.0 b: -5.0| -0.3 ********* +1.2 | +5.0 Z=-2973.8(0.00%) | Like=-2959.29..-11.83 [-251716.0363..-723.9861] | it/evals=1539/2379 eff=77.7665% N=400 Z=-2800.3(0.00%) | Like=-2790.01..-11.83 [-251716.0363..-723.9861] | it/evals=1560/2404 eff=77.8443% N=400 Z=-2609.9(0.00%) | Like=-2583.49..-11.83 [-251716.0363..-723.9861] | it/evals=1600/2452 eff=77.9727% N=400 Mono-modal Volume: ~exp(-8.48) Expected Volume: exp(-4.05) a: -5.0| -0.2 ********* +1.2 | +5.0 b: -5.0| -0.2 ********* +1.2 | +5.0 Z=-2382.2(0.00%) | Like=-2367.38..-11.83 [-251716.0363..-723.9861] | it/evals=1640/2500 eff=78.0952% N=400 Z=-2108.3(0.00%) | Like=-2093.87..-11.83 [-251716.0363..-723.9861] | it/evals=1680/2551 eff=78.1032% N=400 Mono-modal Volume: ~exp(-8.56) * Expected Volume: exp(-4.25) a: -5.0e+00| -9.0e-02 ******** +1.1e+00 | +5.0e+00 b: -5.0e+00| -9.4e-02 ******** +1.1e+00 | +5.0e+00 Z=-1980.2(0.00%) | Like=-1967.38..-11.83 [-251716.0363..-723.9861] | it/evals=1701/2581 eff=77.9917% N=400 Z=-1893.3(0.00%) | Like=-1878.15..-11.83 [-251716.0363..-723.9861] | it/evals=1720/2606 eff=77.9692% N=400 Z=-1685.1(0.00%) | Like=-1665.41..0.39 [-251716.0363..-723.9861] | it/evals=1760/2666 eff=77.6699% N=400 Mono-modal Volume: ~exp(-8.59) * Expected Volume: exp(-4.45) a: -5.0e+00| -4.2e-02 ******* +1.0e+00 | +5.0e+00 b: -5.0e+00| -3.9e-02 ******* +1.0e+00 | +5.0e+00 Z=-1539.6(0.00%) | Like=-1517.10..0.39 [-251716.0363..-723.9861] | it/evals=1782/2695 eff=77.6471% N=400 Z=-1465.9(0.00%) | Like=-1449.00..0.39 [-251716.0363..-723.9861] | it/evals=1800/2720 eff=77.5862% N=400 Z=-1358.2(0.00%) | Like=-1348.18..0.39 [-251716.0363..-723.9861] | it/evals=1840/2773 eff=77.5390% N=400 Mono-modal Volume: ~exp(-8.73) * Expected Volume: exp(-4.66) a: +0.0e+00|************ +1.0e+00 | +5.0e+00 b: +0.0e+00|************ +1.0e+00 | +5.0e+00 Z=-1297.1(0.00%) | Like=-1285.52..0.39 [-251716.0363..-723.9861] | it/evals=1863/2805 eff=77.4636% N=400 Z=-1234.2(0.00%) | Like=-1221.22..0.39 [-251716.0363..-723.9861] | it/evals=1880/2825 eff=77.5258% N=400 Z=-1123.0(0.00%) | Like=-1112.07..0.39 [-251716.0363..-723.9861] | it/evals=1920/2871 eff=77.7013% N=400 Mono-modal Volume: ~exp(-8.98) * Expected Volume: exp(-4.86) a: +0.00| *************************************************** | +1.00 b: +0.00| * ************************************************ | +1.00 Z=-1041.7(0.00%) | Like=-1027.02..0.39 [-251716.0363..-723.9861] | it/evals=1944/2901 eff=77.7289% N=400 Z=-988.5(0.00%) | Like=-970.68..0.39 [-251716.0363..-723.9861] | it/evals=1960/2918 eff=77.8396% N=400 Z=-868.1(0.00%) | Like=-856.38..5.80 [-251716.0363..-723.9861] | it/evals=2000/2969 eff=77.8513% N=400 Mono-modal Volume: ~exp(-9.31) * Expected Volume: exp(-5.06) a: +0.0| ********************************************* | +1.0 b: +0.00| ********************************************* | +1.00 Z=-815.9(0.00%) | Like=-804.43..5.80 [-251716.0363..-723.9861] | it/evals=2025/3010 eff=77.5862% N=400 Z=-788.0(0.00%) | Like=-772.09..5.80 [-251716.0363..-723.9861] | it/evals=2040/3031 eff=77.5371% N=400 Z=-721.8(0.00%) | Like=-707.56..5.80 [-723.5844..-1.5776] | it/evals=2080/3089 eff=77.3522% N=400 Mono-modal Volume: ~exp(-9.73) * Expected Volume: exp(-5.27) a: +0.0| ***************************************** | +1.0 b: +0.0| **************************************** | +1.0 Z=-670.6(0.00%) | Like=-657.70..5.80 [-723.5844..-1.5776] | it/evals=2106/3118 eff=77.4834% N=400 Z=-647.8(0.00%) | Like=-637.10..5.80 [-723.5844..-1.5776] | it/evals=2120/3138 eff=77.4288% N=400 Z=-582.4(0.00%) | Like=-570.60..5.80 [-723.5844..-1.5776] | it/evals=2160/3195 eff=77.2809% N=400 Mono-modal Volume: ~exp(-9.87) * Expected Volume: exp(-5.47) a: +0.0| ************************************ +0.8 | +1.0 b: +0.0| ************************************ +0.8 | +1.0 Z=-536.7(0.00%) | Like=-522.84..5.80 [-723.5844..-1.5776] | it/evals=2187/3235 eff=77.1429% N=400 Z=-517.1(0.00%) | Like=-506.37..5.80 [-723.5844..-1.5776] | it/evals=2200/3252 eff=77.1388% N=400 Z=-465.2(0.00%) | Like=-454.27..5.80 [-723.5844..-1.5776] | it/evals=2240/3297 eff=77.3214% N=400 Mono-modal Volume: ~exp(-10.32) * Expected Volume: exp(-5.67) a: +0.0| +0.2 ********************************* +0.8 | +1.0 b: +0.0| +0.2 ********************************** +0.8 | +1.0 Z=-443.1(0.00%) | Like=-432.25..5.80 [-723.5844..-1.5776] | it/evals=2268/3341 eff=77.1166% N=400 Z=-435.8(0.00%) | Like=-424.37..5.80 [-723.5844..-1.5776] | it/evals=2280/3356 eff=77.1313% N=400 Z=-392.9(0.00%) | Like=-379.25..5.80 [-723.5844..-1.5776] | it/evals=2320/3410 eff=77.0764% N=400 Mono-modal Volume: ~exp(-10.43) * Expected Volume: exp(-5.87) a: +0.0| +0.2 ****************************** +0.8 | +1.0 b: +0.0| +0.2 ******************************* +0.8 | +1.0 Z=-365.5(0.00%) | Like=-353.80..5.80 [-723.5844..-1.5776] | it/evals=2349/3450 eff=77.0164% N=400 Z=-356.9(0.00%) | Like=-339.73..5.80 [-723.5844..-1.5776] | it/evals=2360/3463 eff=77.0486% N=400 Z=-322.2(0.00%) | Like=-308.42..5.80 [-723.5844..-1.5776] | it/evals=2400/3518 eff=76.9724% N=400 Mono-modal Volume: ~exp(-10.59) * Expected Volume: exp(-6.08) a: +0.0| +0.3 **************************** +0.7 | +1.0 b: +0.0| +0.3 **************************** +0.7 | +1.0 Z=-298.0(0.00%) | Like=-286.41..5.80 [-723.5844..-1.5776] | it/evals=2430/3562 eff=76.8501% N=400 Z=-291.3(0.00%) | Like=-277.96..5.80 [-723.5844..-1.5776] | it/evals=2440/3574 eff=76.8746% N=400 Z=-265.8(0.00%) | Like=-253.77..5.80 [-723.5844..-1.5776] | it/evals=2480/3619 eff=77.0426% N=400 Mono-modal Volume: ~exp(-10.76) * Expected Volume: exp(-6.28) a: +0.0| +0.3 ************************** +0.7 | +1.0 b: +0.0| +0.3 ************************ +0.7 | +1.0 Z=-244.8(0.00%) | Like=-230.00..5.80 [-723.5844..-1.5776] | it/evals=2511/3662 eff=76.9773% N=400 Z=-238.2(0.00%) | Like=-227.15..5.80 [-723.5844..-1.5776] | it/evals=2520/3673 eff=76.9936% N=400 Z=-215.8(0.00%) | Like=-204.19..5.80 [-723.5844..-1.5776] | it/evals=2560/3727 eff=76.9462% N=400 Mono-modal Volume: ~exp(-10.76) Expected Volume: exp(-6.48) a: +0.0| +0.3 *********************** +0.7 | +1.0 b: +0.0| +0.3 ********************** +0.7 | +1.0 Z=-198.9(0.00%) | Like=-187.86..5.80 [-723.5844..-1.5776] | it/evals=2600/3778 eff=76.9686% N=400 Z=-177.0(0.00%) | Like=-164.31..5.80 [-723.5844..-1.5776] | it/evals=2640/3822 eff=77.1479% N=400 Mono-modal Volume: ~exp(-11.06) * Expected Volume: exp(-6.68) a: +0.0| +0.3 ******************** +0.7 | +1.0 b: +0.0| +0.3 ******************** +0.7 | +1.0 Z=-164.8(0.00%) | Like=-152.50..5.80 [-723.5844..-1.5776] | it/evals=2673/3868 eff=77.0761% N=400 Z=-161.9(0.00%) | Like=-150.32..5.80 [-723.5844..-1.5776] | it/evals=2680/3876 eff=77.1001% N=400 Z=-143.0(0.00%) | Like=-131.00..5.80 [-723.5844..-1.5776] | it/evals=2720/3927 eff=77.1194% N=400 Mono-modal Volume: ~exp(-11.25) * Expected Volume: exp(-6.89) a: +0.0| +0.3 ****************** +0.7 | +1.0 b: +0.0| +0.3 ****************** +0.7 | +1.0 Z=-132.8(0.00%) | Like=-121.60..6.99 [-723.5844..-1.5776] | it/evals=2754/3968 eff=77.1861% N=400 Z=-131.7(0.00%) | Like=-120.10..6.99 [-723.5844..-1.5776] | it/evals=2760/3976 eff=77.1812% N=400 Z=-122.6(0.00%) | Like=-111.01..6.99 [-723.5844..-1.5776] | it/evals=2800/4023 eff=77.2840% N=400 Mono-modal Volume: ~exp(-11.41) * Expected Volume: exp(-7.09) a: +0.0| +0.4 ***************** +0.6 | +1.0 b: +0.0| +0.4 ***************** +0.6 | +1.0 Z=-112.9(0.00%) | Like=-100.98..6.99 [-723.5844..-1.5776] | it/evals=2835/4083 eff=76.9753% N=400 Z=-111.3(0.00%) | Like=-98.40..6.99 [-723.5844..-1.5776] | it/evals=2840/4088 eff=77.0065% N=400 Z=-99.8(0.00%) | Like=-88.11..7.27 [-723.5844..-1.5776] | it/evals=2880/4146 eff=76.8820% N=400 Mono-modal Volume: ~exp(-11.67) * Expected Volume: exp(-7.29) a: +0.0| +0.4 **************** +0.6 | +1.0 b: +0.0| +0.4 **************** +0.6 | +1.0 Z=-92.1(0.00%) | Like=-80.76..7.27 [-723.5844..-1.5776] | it/evals=2916/4196 eff=76.8177% N=400 Z=-91.1(0.00%) | Like=-78.87..7.27 [-723.5844..-1.5776] | it/evals=2920/4201 eff=76.8219% N=400 Z=-80.8(0.00%) | Like=-69.18..7.27 [-723.5844..-1.5776] | it/evals=2960/4258 eff=76.7237% N=400 Mono-modal Volume: ~exp(-11.93) * Expected Volume: exp(-7.49) a: +0.0| +0.4 ************** +0.6 | +1.0 b: +0.0| +0.4 ************** +0.6 | +1.0 Z=-73.9(0.00%) | Like=-62.13..7.27 [-723.5844..-1.5776] | it/evals=2997/4313 eff=76.5909% N=400 Z=-73.4(0.00%) | Like=-61.36..7.27 [-723.5844..-1.5776] | it/evals=3000/4316 eff=76.6088% N=400 Z=-66.2(0.00%) | Like=-54.55..7.27 [-723.5844..-1.5776] | it/evals=3040/4364 eff=76.6902% N=400 Mono-modal Volume: ~exp(-11.93) Expected Volume: exp(-7.70) a: +0.0| +0.4 ************ +0.6 | +1.0 b: +0.0| +0.4 ************ +0.6 | +1.0 Z=-61.6(0.00%) | Like=-50.47..7.27 [-723.5844..-1.5776] | it/evals=3078/4418 eff=76.6053% N=400 Z=-61.5(0.00%) | Like=-50.41..7.27 [-723.5844..-1.5776] | it/evals=3080/4420 eff=76.6169% N=400 Z=-56.7(0.00%) | Like=-45.07..7.27 [-723.5844..-1.5776] | it/evals=3120/4474 eff=76.5832% N=400 Mono-modal Volume: ~exp(-12.50) * Expected Volume: exp(-7.90) a: +0.0| +0.4 ************ +0.6 | +1.0 b: +0.0| +0.4 ************ +0.6 | +1.0 Z=-52.4(0.00%) | Like=-40.97..7.27 [-723.5844..-1.5776] | it/evals=3159/4525 eff=76.5818% N=400 Z=-52.3(0.00%) | Like=-40.90..7.27 [-723.5844..-1.5776] | it/evals=3160/4527 eff=76.5689% N=400 Z=-47.8(0.00%) | Like=-36.29..7.27 [-723.5844..-1.5776] | it/evals=3200/4580 eff=76.5550% N=400 Mono-modal Volume: ~exp(-12.50) Expected Volume: exp(-8.10) a: +0.0| +0.4 ********** +0.6 | +1.0 b: +0.0| +0.4 ********** +0.6 | +1.0 Z=-44.1(0.00%) | Like=-32.12..7.27 [-723.5844..-1.5776] | it/evals=3240/4633 eff=76.5415% N=400 Z=-40.4(0.00%) | Like=-28.96..7.27 [-723.5844..-1.5776] | it/evals=3280/4689 eff=76.4747% N=400 Z=-37.0(0.00%) | Like=-25.49..7.27 [-723.5844..-1.5776] | it/evals=3320/4743 eff=76.4449% N=400 Mono-modal Volume: ~exp(-12.50) Expected Volume: exp(-8.30) a: +0.0| +0.4 ********** +0.6 | +1.0 b: +0.0| +0.4 ********** +0.6 | +1.0 Z=-34.7(0.00%) | Like=-22.93..7.27 [-723.5844..-1.5776] | it/evals=3354/4789 eff=76.4183% N=400 Z=-34.3(0.00%) | Like=-22.63..7.27 [-723.5844..-1.5776] | it/evals=3360/4795 eff=76.4505% N=400 Z=-31.3(0.00%) | Like=-19.49..7.27 [-723.5844..-1.5776] | it/evals=3400/4847 eff=76.4560% N=400 Mono-modal Volume: ~exp(-12.90) * Expected Volume: exp(-8.51) a: +0.0| +0.4 ********* +0.6 | +1.0 b: +0.0| +0.4 ******** +0.6 | +1.0 Z=-31.2(0.00%) | Like=-19.42..7.27 [-723.5844..-1.5776] | it/evals=3402/4849 eff=76.4666% N=400 Z=-28.3(0.00%) | Like=-16.38..7.27 [-723.5844..-1.5776] | it/evals=3440/4901 eff=76.4275% N=400 Z=-26.1(0.00%) | Like=-14.15..7.27 [-723.5844..-1.5776] | it/evals=3480/4951 eff=76.4667% N=400 Mono-modal Volume: ~exp(-13.43) * Expected Volume: exp(-8.71) a: +0.0| +0.4 ******** +0.6 | +1.0 b: +0.0| +0.4 ******** +0.6 | +1.0 Z=-25.9(0.00%) | Like=-14.04..7.27 [-723.5844..-1.5776] | it/evals=3483/4954 eff=76.4822% N=400 Z=-24.2(0.00%) | Like=-12.65..7.32 [-723.5844..-1.5776] | it/evals=3520/4993 eff=76.6384% N=400 Z=-22.5(0.00%) | Like=-10.77..7.32 [-723.5844..-1.5776] | it/evals=3560/5043 eff=76.6746% N=400 Mono-modal Volume: ~exp(-13.43) Expected Volume: exp(-8.91) a: +0.0| +0.4 ******** +0.6 | +1.0 b: +0.0| +0.4 ******** +0.6 | +1.0 Z=-21.2(0.00%) | Like=-9.36..7.32 [-723.5844..-1.5776] | it/evals=3591/5083 eff=76.6816% N=400 Z=-20.8(0.00%) | Like=-9.06..7.32 [-723.5844..-1.5776] | it/evals=3600/5094 eff=76.6937% N=400 Z=-19.3(0.00%) | Like=-7.35..7.32 [-723.5844..-1.5776] | it/evals=3640/5148 eff=76.6639% N=400 Mono-modal Volume: ~exp(-13.61) * Expected Volume: exp(-9.11) a: +0.0| +0.4 ******* +0.6 | +1.0 b: +0.0| +0.5 ****** +0.6 | +1.0 Z=-19.1(0.00%) | Like=-7.18..7.32 [-723.5844..-1.5776] | it/evals=3645/5155 eff=76.6562% N=400 Z=-17.6(0.00%) | Like=-5.73..7.32 [-723.5844..-1.5776] | it/evals=3680/5209 eff=76.5232% N=400 Z=-16.3(0.00%) | Like=-4.50..7.32 [-723.5844..-1.5776] | it/evals=3720/5263 eff=76.4960% N=400 Mono-modal Volume: ~exp(-13.61) Expected Volume: exp(-9.32) a: +0.00| +0.45 ****** +0.55 | +1.00 b: +0.00| +0.45 ****** +0.55 | +1.00 Z=-15.4(0.00%) | Like=-3.39..7.32 [-723.5844..-1.5776] | it/evals=3751/5299 eff=76.5666% N=400 Z=-15.1(0.00%) | Like=-3.24..7.32 [-723.5844..-1.5776] | it/evals=3760/5308 eff=76.6096% N=400 Z=-14.0(0.01%) | Like=-2.09..7.36 [-723.5844..-1.5776] | it/evals=3800/5361 eff=76.5975% N=400 Mono-modal Volume: ~exp(-13.67) * Expected Volume: exp(-9.52) a: +0.00| +0.46 ****** +0.54 | +1.00 b: +0.00| +0.46 ****** +0.54 | +1.00 Z=-13.8(0.01%) | Like=-1.83..7.36 [-723.5844..-1.5776] | it/evals=3807/5370 eff=76.5996% N=400 Z=-13.0(0.02%) | Like=-1.23..7.36 [-1.5705..3.7596] | it/evals=3840/5410 eff=76.6467% N=400 Z=-12.2(0.04%) | Like=-0.43..7.36 [-1.5705..3.7596] | it/evals=3880/5462 eff=76.6495% N=400 Mono-modal Volume: ~exp(-14.14) * Expected Volume: exp(-9.72) a: +0.00| +0.46 ****** +0.54 | +1.00 b: +0.00| +0.46 ****** +0.54 | +1.00 Z=-12.0(0.05%) | Like=-0.30..7.36 [-1.5705..3.7596] | it/evals=3888/5472 eff=76.6562% N=400 Z=-11.5(0.09%) | Like=0.23..7.36 [-1.5705..3.7596] | it/evals=3920/5510 eff=76.7123% N=400 Z=-10.8(0.17%) | Like=0.99..7.36 [-1.5705..3.7596] | it/evals=3960/5571 eff=76.5809% N=400 Mono-modal Volume: ~exp(-14.47) * Expected Volume: exp(-9.92) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.00| +0.47 **** +0.53 | +1.00 Z=-10.7(0.20%) | Like=1.10..7.36 [-1.5705..3.7596] | it/evals=3969/5584 eff=76.5625% N=400 Z=-10.2(0.31%) | Like=1.42..7.36 [-1.5705..3.7596] | it/evals=4000/5620 eff=76.6284% N=400 Z=-9.7(0.53%) | Like=2.11..7.36 [-1.5705..3.7596] | it/evals=4040/5675 eff=76.5877% N=400 Mono-modal Volume: ~exp(-14.48) * Expected Volume: exp(-10.13) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.00| +0.47 **** +0.53 | +1.00 Z=-9.5(0.61%) | Like=2.30..7.36 [-1.5705..3.7596] | it/evals=4050/5690 eff=76.5595% N=400 Z=-9.2(0.87%) | Like=2.60..7.36 [-1.5705..3.7596] | it/evals=4080/5731 eff=76.5335% N=400 Z=-8.7(1.37%) | Like=3.06..7.37 [-1.5705..3.7596] | it/evals=4120/5783 eff=76.5372% N=400 Mono-modal Volume: ~exp(-14.74) * Expected Volume: exp(-10.33) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.00| +0.47 **** +0.53 | +1.00 Z=-8.6(1.52%) | Like=3.15..7.37 [-1.5705..3.7596] | it/evals=4131/5799 eff=76.5142% N=400 Z=-8.3(2.04%) | Like=3.45..7.37 [-1.5705..3.7596] | it/evals=4160/5836 eff=76.5269% N=400 Z=-7.9(2.91%) | Like=3.83..7.37 [3.7610..4.6657] | it/evals=4200/5902 eff=76.3359% N=400 Mono-modal Volume: ~exp(-15.19) * Expected Volume: exp(-10.53) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.00| +0.48 **** +0.52 | +1.00 Z=-7.8(3.23%) | Like=4.02..7.37 [3.7610..4.6657] | it/evals=4212/5921 eff=76.2905% N=400 Z=-7.6(4.06%) | Like=4.18..7.37 [3.7610..4.6657] | it/evals=4240/5955 eff=76.3276% N=400 Z=-7.3(5.64%) | Like=4.53..7.37 [3.7610..4.6657] | it/evals=4280/6006 eff=76.3468% N=400 Mono-modal Volume: ~exp(-15.19) Expected Volume: exp(-10.73) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.00| +0.48 **** +0.52 | +1.00 Z=-7.0(7.33%) | Like=4.76..7.37 [4.6699..4.9043] | it/evals=4318/6054 eff=76.3707% N=400 Z=-7.0(7.41%) | Like=4.76..7.37 [4.6699..4.9043] | it/evals=4320/6058 eff=76.3521% N=400 Z=-6.8(9.20%) | Like=5.04..7.37 [5.0369..5.0404]*| it/evals=4355/6114 eff=76.2163% N=400 Z=-6.7(9.48%) | Like=5.07..7.37 [5.0580..5.0709] | it/evals=4360/6121 eff=76.2105% N=400 Mono-modal Volume: ~exp(-15.38) * Expected Volume: exp(-10.93) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.00| +0.48 **** +0.52 | +1.00 Z=-6.7(10.29%) | Like=5.18..7.37 [5.1764..5.1871] | it/evals=4374/6139 eff=76.2154% N=400 Z=-6.5(11.77%) | Like=5.32..7.37 [5.3151..5.3171]*| it/evals=4400/6170 eff=76.2565% N=400 Z=-6.3(14.60%) | Like=5.53..7.37 [5.5306..5.5343]*| it/evals=4440/6224 eff=76.2363% N=400 Mono-modal Volume: ~exp(-15.84) * Expected Volume: exp(-11.14) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.00| +0.48 **** +0.52 | +1.00 Z=-6.2(15.78%) | Like=5.56..7.37 [5.5616..5.5625]*| it/evals=4455/6242 eff=76.2581% N=400 Z=-6.1(17.60%) | Like=5.64..7.37 [5.6398..5.6488]*| it/evals=4480/6271 eff=76.3073% N=400 Z=-5.9(21.09%) | Like=5.88..7.37 [5.8755..5.8772]*| it/evals=4520/6317 eff=76.3901% N=400 Mono-modal Volume: ~exp(-15.84) Expected Volume: exp(-11.34) a: +0.00| +0.48 ** +0.52 | +1.00 b: +0.00| +0.48 ** +0.52 | +1.00 Z=-5.8(24.10%) | Like=6.01..7.37 [5.9999..6.0101] | it/evals=4556/6361 eff=76.4301% N=400 Z=-5.8(24.55%) | Like=6.02..7.37 [6.0231..6.0232]*| it/evals=4560/6365 eff=76.4459% N=400 Z=-5.6(28.29%) | Like=6.12..7.37 [6.1234..6.1322]*| it/evals=4600/6421 eff=76.3993% N=400 Mono-modal Volume: ~exp(-15.84) Expected Volume: exp(-11.54) a: +0.00| +0.48 ** +0.52 | +1.00 b: +0.00| +0.48 ** +0.52 | +1.00 Z=-5.5(31.47%) | Like=6.20..7.37 [6.2018..6.2077]*| it/evals=4634/6470 eff=76.3427% N=400 Z=-5.5(31.94%) | Like=6.22..7.37 [6.2162..6.2171]*| it/evals=4640/6481 eff=76.3032% N=400 Z=-5.4(35.41%) | Like=6.32..7.37 [6.3179..6.3238]*| it/evals=4680/6537 eff=76.2588% N=400 Mono-modal Volume: ~exp(-16.33) * Expected Volume: exp(-11.74) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.4(37.13%) | Like=6.37..7.37 [6.3696..6.3706]*| it/evals=4698/6562 eff=76.2415% N=400 Z=-5.3(39.07%) | Like=6.43..7.37 [6.4271..6.4302]*| it/evals=4720/6591 eff=76.2397% N=400 Z=-5.2(42.75%) | Like=6.49..7.37 [6.4908..6.4908]*| it/evals=4760/6640 eff=76.2821% N=400 Mono-modal Volume: ~exp(-16.53) * Expected Volume: exp(-11.95) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.2(44.50%) | Like=6.53..7.37 [6.5255..6.5255]*| it/evals=4779/6668 eff=76.2444% N=400 Z=-5.1(46.40%) | Like=6.58..7.37 [6.5630..6.5751] | it/evals=4800/6694 eff=76.2631% N=400 Z=-5.1(49.93%) | Like=6.64..7.37 [6.6363..6.6377]*| it/evals=4840/6749 eff=76.2325% N=400 Mono-modal Volume: ~exp(-16.73) * Expected Volume: exp(-12.15) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.0(51.57%) | Like=6.68..7.37 [6.6787..6.6793]*| it/evals=4860/6774 eff=76.2473% N=400 Z=-5.0(53.23%) | Like=6.72..7.37 [6.7160..6.7184]*| it/evals=4880/6802 eff=76.2262% N=400 Z=-4.9(56.49%) | Like=6.78..7.37 [6.7803..6.7809]*| it/evals=4920/6862 eff=76.1374% N=400 Mono-modal Volume: ~exp(-17.23) * Expected Volume: exp(-12.35) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.9(58.09%) | Like=6.82..7.37 [6.8209..6.8210]*| it/evals=4941/6890 eff=76.1325% N=400 Z=-4.9(59.45%) | Like=6.84..7.37 [6.8404..6.8410]*| it/evals=4960/6911 eff=76.1788% N=400 Z=-4.8(62.35%) | Like=6.89..7.37 [6.8905..6.8911]*| it/evals=5000/6967 eff=76.1383% N=400 Mono-modal Volume: ~exp(-17.23) Expected Volume: exp(-12.55) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.8(65.23%) | Like=6.94..7.37 [6.9368..6.9371]*| it/evals=5040/7018 eff=76.1559% N=400 Z=-4.8(67.95%) | Like=6.98..7.37 [6.9819..6.9820]*| it/evals=5080/7066 eff=76.2076% N=400 Mono-modal Volume: ~exp(-17.23) Expected Volume: exp(-12.76) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.7(70.49%) | Like=7.02..7.37 [7.0151..7.0156]*| it/evals=5120/7114 eff=76.2586% N=400 Z=-4.7(72.86%) | Like=7.05..7.37 [7.0502..7.0503]*| it/evals=5160/7165 eff=76.2749% N=400 Mono-modal Volume: ~exp(-17.42) * Expected Volume: exp(-12.96) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.7(74.20%) | Like=7.07..7.37 [7.0683..7.0708]*| it/evals=5184/7196 eff=76.2802% N=400 Z=-4.7(75.06%) | Like=7.09..7.37 [7.0881..7.0892]*| it/evals=5200/7214 eff=76.3135% N=400 Z=-4.6(77.14%) | Like=7.12..7.37 [7.1180..7.1181]*| it/evals=5240/7263 eff=76.3514% N=400 Mono-modal Volume: ~exp(-17.42) Expected Volume: exp(-13.16) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.6(79.06%) | Like=7.14..7.37 [7.1400..7.1408]*| it/evals=5279/7312 eff=76.3744% N=400 Z=-4.6(79.11%) | Like=7.14..7.37 [7.1408..7.1413]*| it/evals=5280/7313 eff=76.3778% N=400 Z=-4.6(80.89%) | Like=7.16..7.37 [7.1609..7.1613]*| it/evals=5320/7372 eff=76.3052% N=400 Mono-modal Volume: ~exp(-17.81) * Expected Volume: exp(-13.36) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.6(81.96%) | Like=7.18..7.37 [7.1776..7.1785]*| it/evals=5346/7406 eff=76.3060% N=400 Z=-4.6(82.54%) | Like=7.18..7.37 [7.1818..7.1820]*| it/evals=5360/7424 eff=76.3098% N=400 Z=-4.5(84.06%) | Like=7.20..7.37 [7.2021..7.2022]*| it/evals=5400/7470 eff=76.3791% N=400 Mono-modal Volume: ~exp(-17.94) * Expected Volume: exp(-13.57) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.5(85.02%) | Like=7.21..7.37 [7.2149..7.2152]*| it/evals=5427/7507 eff=76.3613% N=400 Z=-4.5(85.46%) | Like=7.22..7.37 [7.2193..7.2195]*| it/evals=5440/7521 eff=76.3938% N=400 Z=-4.5(86.75%) | Like=7.23..7.37 [7.2328..7.2330]*| it/evals=5480/7576 eff=76.3657% N=400 Mono-modal Volume: ~exp(-18.06) * Expected Volume: exp(-13.77) a: +0.000| +0.495 ** +0.505 | +1.000 b: +0.00| +0.50 ** +0.51 | +1.00 Z=-4.5(87.57%) | Like=7.24..7.37 [7.2415..7.2416]*| it/evals=5508/7617 eff=76.3198% N=400 Z=-4.5(87.91%) | Like=7.24..7.37 [7.2449..7.2455]*| it/evals=5520/7631 eff=76.3380% N=400 Z=-4.5(88.99%) | Like=7.26..7.37 [7.2589..7.2591]*| it/evals=5560/7678 eff=76.3946% N=400 Mono-modal Volume: ~exp(-18.51) * Expected Volume: exp(-13.97) a: +0.000| +0.496 ** +0.504 | +1.000 b: +0.000| +0.495 ** +0.504 | +1.000 Z=-4.5(89.72%) | Like=7.27..7.37 [7.2700..7.2701]*| it/evals=5589/7717 eff=76.3838% N=400 Z=-4.5(89.98%) | Like=7.27..7.37 [7.2723..7.2724]*| it/evals=5600/7729 eff=76.4088% N=400 Z=-4.5(90.89%) | Like=7.28..7.37 [7.2844..7.2846]*| it/evals=5640/7780 eff=76.4228% N=400 Mono-modal Volume: ~exp(-18.60) * Expected Volume: exp(-14.17) a: +0.000| +0.496 ** +0.504 | +1.000 b: +0.000| +0.496 ** +0.504 | +1.000 Z=-4.5(91.53%) | Like=7.29..7.37 [7.2934..7.2936]*| it/evals=5670/7822 eff=76.3945% N=400 Z=-4.5(91.73%) | Like=7.30..7.37 [7.2951..7.2951]*| it/evals=5680/7833 eff=76.4160% N=400 Z=-4.5(92.49%) | Like=7.30..7.37 [7.3018..7.3019]*| it/evals=5720/7888 eff=76.3889% N=400 Mono-modal Volume: ~exp(-18.96) * Expected Volume: exp(-14.38) a: +0.000| +0.496 ** +0.504 | +1.000 b: +0.000| +0.496 ** +0.504 | +1.000 Z=-4.4(93.03%) | Like=7.31..7.37 [7.3072..7.3074]*| it/evals=5751/7926 eff=76.4151% N=400 Z=-4.4(93.18%) | Like=7.31..7.37 [7.3087..7.3088]*| it/evals=5760/7935 eff=76.4433% N=400 Z=-4.4(93.81%) | Like=7.31..7.37 [7.3140..7.3142]*| it/evals=5800/7984 eff=76.4768% N=400 Mono-modal Volume: ~exp(-18.96) Expected Volume: exp(-14.58) a: +0.000| +0.497 ** +0.503 | +1.000 b: +0.000| +0.497 ** +0.503 | +1.000 Z=-4.4(94.27%) | Like=7.32..7.37 [7.3190..7.3195]*| it/evals=5832/8031 eff=76.4251% N=400 Z=-4.4(94.38%) | Like=7.32..7.37 [7.3201..7.3202]*| it/evals=5840/8039 eff=76.4498% N=400 Z=-4.4(94.90%) | Like=7.33..7.37 [7.3254..7.3255]*| it/evals=5880/8089 eff=76.4729% N=400 Mono-modal Volume: ~exp(-19.37) * Expected Volume: exp(-14.78) a: +0.000| +0.497 ** +0.503 | +1.000 b: +0.000| +0.497 ** +0.503 | +1.000 Z=-4.4(95.30%) | Like=7.33..7.37 [7.3291..7.3292]*| it/evals=5913/8141 eff=76.3855% N=400 Z=-4.4(95.38%) | Like=7.33..7.37 [7.3295..7.3297]*| it/evals=5920/8150 eff=76.3871% N=400 Z=-4.4(95.81%) | Like=7.33..7.37 [7.3329..7.3329]*| it/evals=5960/8200 eff=76.4103% N=400 Mono-modal Volume: ~exp(-19.37) Expected Volume: exp(-14.98) a: +0.000| +0.497 ** +0.503 | +1.000 b: +0.000| +0.497 ** +0.503 | +1.000 Z=-4.4(96.14%) | Like=7.34..7.37 [7.3367..7.3368]*| it/evals=5994/8242 eff=76.4346% N=400 Z=-4.4(96.20%) | Like=7.34..7.37 [7.3374..7.3376]*| it/evals=6000/8248 eff=76.4526% N=400 Z=-4.4(96.56%) | Like=7.34..7.37 [7.3407..7.3407]*| it/evals=6040/8293 eff=76.5235% N=400 Mono-modal Volume: ~exp(-19.82) * Expected Volume: exp(-15.19) a: +0.000| +0.498 ** +0.502 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.4(96.84%) | Like=7.34..7.37 [7.3443..7.3444]*| it/evals=6075/8341 eff=76.5017% N=400 Z=-4.4(96.88%) | Like=7.34..7.37 [7.3444..7.3445]*| it/evals=6080/8347 eff=76.5069% N=400 Z=-4.4(97.17%) | Like=7.35..7.37 [7.3475..7.3476]*| it/evals=6120/8398 eff=76.5191% N=400 Mono-modal Volume: ~exp(-19.82) Expected Volume: exp(-15.39) a: +0.000| +0.498 ** +0.502 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.4(97.43%) | Like=7.35..7.37 [7.3501..7.3501]*| it/evals=6158/8448 eff=76.5159% N=400 Z=-4.4(97.44%) | Like=7.35..7.37 [7.3501..7.3502]*| it/evals=6160/8450 eff=76.5217% N=400 Z=-4.4(97.68%) | Like=7.35..7.37 [7.3526..7.3527]*| it/evals=6200/8504 eff=76.5054% N=400 Mono-modal Volume: ~exp(-19.82) Expected Volume: exp(-15.59) a: +0.000| +0.498 ** +0.502 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.4(97.90%) | Like=7.35..7.37 [7.3543..7.3543]*| it/evals=6240/8556 eff=76.5081% N=400 Z=-4.4(98.10%) | Like=7.36..7.37 [7.3561..7.3561]*| it/evals=6280/8610 eff=76.4921% N=400 Mono-modal Volume: ~exp(-20.65) * Expected Volume: exp(-15.79) a: +0.000| +0.498 ** +0.502 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.4(98.27%) | Like=7.36..7.37 [7.3579..7.3579]*| it/evals=6318/8662 eff=76.4706% N=400 Z=-4.4(98.28%) | Like=7.36..7.37 [7.3580..7.3580]*| it/evals=6320/8665 eff=76.4670% N=400 Z=-4.4(98.44%) | Like=7.36..7.37 [7.3596..7.3596]*| it/evals=6360/8712 eff=76.5159% N=400 Mono-modal Volume: ~exp(-21.00) * Expected Volume: exp(-16.00) a: +0.000| +0.499 ** +0.501 | +1.000 b: +0.000| +0.498 ** +0.501 | +1.000 Z=-4.4(98.58%) | Like=7.36..7.37 [7.3606..7.3607]*| it/evals=6399/8765 eff=76.4973% N=400 Z=-4.4(98.59%) | Like=7.36..7.37 [7.3607..7.3607]*| it/evals=6400/8766 eff=76.5001% N=400 Z=-4.4(98.72%) | Like=7.36..7.37 [7.3616..7.3617]*| it/evals=6440/8815 eff=76.5300% N=400 Mono-modal Volume: ~exp(-21.00) Expected Volume: exp(-16.20) a: +0.000| +0.499 ** +0.501 | +1.000 b: +0.000| +0.499 ** +0.501 | +1.000 Z=-4.4(98.84%) | Like=7.36..7.37 [7.3626..7.3626]*| it/evals=6480/8866 eff=76.5415% N=400 Z=-4.4(98.95%) | Like=7.36..7.37 [7.3633..7.3634]*| it/evals=6520/8913 eff=76.5887% N=400 [ultranest] Explored until L=7 [ultranest] Likelihood function evaluations: 8935 [ultranest] logZ = -4.386 +- 0.1198 [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.26, need <0.5) [ultranest] logZ error budget: single: 0.16 bs:0.12 tail:0.01 total:0.12 required:<0.50 [ultranest] done iterating. logZ = -4.374 +- 0.257 single instance: logZ = -4.374 +- 0.164 bootstrapped : logZ = -4.386 +- 0.257 tail : logZ = +- 0.010 a 0.500 +- 0.010 b 0.4996 +- 0.0099 evidence: -4.4 +- 0.3 parameter values: a : 0.500 +- 0.010 b : 0.500 +- 0.010
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=7 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 8935 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -4.386 +- 0.1198 [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.26, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.16 bs:0.12 tail:0.01 total:0.12 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating. [35mDEBUG [0m ultranest:integrator.py:2241 Making corner plot ... [35mDEBUG [0m ultranest:integrator.py:2288 Making run plot ... [35mDEBUG [0m ultranest:integrator.py:2263 Making trace plot ...

Passed

tests/test_samplingpath.py::test_horizontal

0.00

------------------------------Captured stdout call------------------------------
(array([0.5, 0. ]), array([1])) (array([0.5, 1. ]), array([1])) (array([0. , 0.3]), array([0])) (array([1. , 0.3]), array([0]))

Passed

tests/test_samplingpath.py::test_corner

0.01

------------------------------Captured stdout call------------------------------
starting ray: [0.6 0.5] [0.4 0.5] (array([0.2, 0. ]), array([1])) (array([1., 1.]), array([0, 1])) restarting ray: [1. 1.] [-0.4 -0.5] (array([1., 1.]), array([0, 1])) (array([0.2, 0. ]), array([1])) (array([0.2, 0. ]), array([1])) (array([0. , 0.25]), array([0]))

Passed

tests/test_samplingpath.py::test_wrap

0.02

No log output captured.

Passed

tests/test_samplingpath.py::test_random

1.00

No log output captured.

Passed

tests/test_samplingpath.py::test_forward

4.89

No log output captured.

Passed

tests/test_samplingpath.py::test_samplingpath

0.00

No log output captured.

Passed

tests/test_samplingpath.py::test_samplingpath_cubereflect

0.00

No log output captured.

Passed

tests/test_samplingpath.py::test_samplingpath_oddcase

0.01

No log output captured.

Passed

tests/test_samplingpath.py::test_reversible_gradient

2.91

------------------------------Captured stdout call------------------------------
setting seed = 84 reflecting at [0.09304075 0.29114574] with direction [ 0.03477044 -0.01977415] chose normal [-0.17706516 0.98419913] 53 reflecting at [0.09304075 0.29114574] with direction [ 0.03477044 -0.01977415] reflecting with [-0.51082933 0.85968215] new direction [-0.00074369 0.03999309] re-reflecting gives direction [ 0.03477044 -0.01977415] FORWARD: [ 0.03477044 -0.01977415] [0.09304075 0.29114574] BACKWARD: [ 0.03477044 -0.01977415] [0.09304075 0.29114574] setting seed = 1 reflecting at [0.49345332 0.62079968] with direction [6.48453852e-06 3.99999995e-02] chose normal [-0.14594849 -0.98929219] 33 reflecting at [0.49345332 0.62079968] with direction [6.48453852e-06 3.99999995e-02] reflecting with [-0.84015394 -0.54234801] new direction [-0.03645513 0.01646278] re-reflecting gives direction [6.48453852e-06 3.99999995e-02] FORWARD: [6.48453852e-06 3.99999995e-02] [0.49345332 0.62079968] BACKWARD: [6.48453852e-06 3.99999995e-02] [0.49345332 0.62079968] setting seed = 2 reflecting at [0.58951993 0.53010934] with direction [-0.028441 0.02812667] chose normal [-0.55268598 -0.83338959] 75 reflecting at [0.58951993 0.53010934] with direction [-0.028441 0.02812667] reflecting with [-0.38762042 -0.92181908] new direction [-0.03999471 0.00065022] re-reflecting gives direction [-0.028441 0.02812667] FORWARD: [-0.028441 0.02812667] [0.58951993 0.53010934] BACKWARD: [-0.028441 0.02812667] [0.58951993 0.53010934] setting seed = 3 reflecting at [0.18920214 0.52959253] with direction [ 0.00939036 -0.03888214] chose normal [-0.96649142 0.25669891] 45 reflecting at [0.18920214 0.52959253] with direction [ 0.00939036 -0.03888214] reflecting with [-0.98467624 0.17439239] new direction [-0.02217288 -0.03329209] re-reflecting gives direction [ 0.00939036 -0.03888214] FORWARD: [ 0.00939036 -0.03888214] [0.18920214 0.52959253] BACKWARD: [ 0.00939036 -0.03888214] [0.18920214 0.52959253] setting seed = 4 reflecting at [0.9934771 0.55358031] with direction [ 0.03949306 -0.00634806] chose normal [-0.97238131 -0.23339792] 0 reflecting at [0.9934771 0.55358031] with direction [ 0.03949306 -0.00634806] reflecting with [-0.97238131 -0.23339792] new direction [-0.03230892 -0.02358248] re-reflecting gives direction [ 0.03949306 -0.00634806] FORWARD: [ 0.03949306 -0.00634806] [0.9934771 0.55358031] BACKWARD: [ 0.03949306 -0.00634806] [0.9934771 0.55358031] setting seed = 5 reflecting at [0.56643207 0.39286012] with direction [ 0.03173046 -0.02435524] chose normal [0.31678437 0.94849758] 12 reflecting at [0.56643207 0.39286012] with direction [ 0.03173046 -0.02435524] reflecting with [-0.33575666 0.94194876] new direction [0.0091709 0.03893449] re-reflecting gives direction [ 0.03173046 -0.02435524] FORWARD: [ 0.03173046 -0.02435524] [0.56643207 0.39286012] BACKWARD: [ 0.03173046 -0.02435524] [0.56643207 0.39286012] setting seed = 6 reflecting at [0.86938756 0.54911538] with direction [-0.03790637 -0.01277133] chose normal [0.83159266 0.55538603] 69 reflecting at [0.86938756 0.54911538] with direction [-0.03790637 -0.01277133] reflecting with [ 0.43246121 -0.90165254] new direction [-0.03368751 -0.02156737] re-reflecting gives direction [-0.03790637 -0.01277133] FORWARD: [-0.03790637 -0.01277133] [0.86938756 0.54911538] BACKWARD: [-0.03790637 -0.01277133] [0.86938756 0.54911538] setting seed = 7 reflecting at [0.93312443 0.57556133] with direction [0.02306847 0.0326779 ] chose normal [-0.99882119 0.04854104] 39 reflecting at [0.93312443 0.57556133] with direction [0.02306847 0.0326779 ] reflecting with [ 0.77093646 -0.63691206] new direction [0.02773823 0.02881997] re-reflecting gives direction [0.02306847 0.0326779 ] FORWARD: [0.02306847 0.0326779 ] [0.93312443 0.57556133] BACKWARD: [0.02306847 0.0326779 ] [0.93312443 0.57556133] setting seed = 8 reflecting at [0.00974824 0.44465421] with direction [ 0.03582603 -0.01779032] chose normal [0.34627653 0.93813249] 99 reflecting at [0.00974824 0.44465421] with direction [ 0.03582603 -0.01779032] reflecting with [0.34760793 0.93763998] new direction [ 0.03876506 -0.00986257] re-reflecting gives direction [ 0.03582603 -0.01779032] FORWARD: [ 0.03582603 -0.01779032] [0.00974824 0.44465421] BACKWARD: [ 0.03582603 -0.01779032] [0.00974824 0.44465421] setting seed = 9 reflecting at [0.26300846 0.47112128] with direction [-0.03826888 0.01164015] chose normal [ 0.99593603 -0.09006347] 4 reflecting at [0.26300846 0.47112128] with direction [-0.03826888 0.01164015] reflecting with [0.97389943 0.22697994] new direction [0.02917942 0.02735986] re-reflecting gives direction [-0.03826888 0.01164015] FORWARD: [-0.03826888 0.01164015] [0.26300846 0.47112128] BACKWARD: [-0.03826888 0.01164015] [0.26300846 0.47112128] setting seed = 10 reflecting at [0.00412903 0.35451302] with direction [0.0367006 0.01590805] chose normal [ 0.22487937 -0.97438661] 90 reflecting at [0.00412903 0.35451302] with direction [0.0367006 0.01590805] reflecting with [ 0.22487937 -0.97438661] new direction [0.03996017 0.00178454] re-reflecting gives direction [0.0367006 0.01590805] FORWARD: [0.0367006 0.01590805] [0.00412903 0.35451302] BACKWARD: [0.0367006 0.01590805] [0.00412903 0.35451302] setting seed = 11 reflecting at [0.32155555 0.41865196] with direction [-0.03895091 0.0091009 ] chose normal [0.54430488 0.83888747] 16 reflecting at [0.32155555 0.41865196] with direction [-0.03895091 0.0091009 ] reflecting with [0.82811727 0.56055489] new direction [0.0060231 0.03954393] re-reflecting gives direction [-0.03895091 0.0091009 ] FORWARD: [-0.03895091 0.0091009 ] [0.32155555 0.41865196] BACKWARD: [-0.03895091 0.0091009 ] [0.32155555 0.41865196] setting seed = 12 reflecting at [0.35995727 0.3150146 ] with direction [0.03186583 0.02417786] chose normal [-0.99011844 0.14023365] 82 reflecting at [0.35995727 0.3150146 ] with direction [0.03186583 0.02417786] reflecting with [-0.86634575 0.49944472] new direction [0.00495484 0.03969193] re-reflecting gives direction [0.03186583 0.02417786] FORWARD: [0.03186583 0.02417786] [0.35995727 0.3150146 ] BACKWARD: [0.03186583 0.02417786] [0.35995727 0.3150146 ] setting seed = 13 reflecting at [0.73099081 0.54090516] with direction [0.02100007 0.03404404] chose normal [-0.98685102 0.16163249] 5 reflecting at [0.73099081 0.54090516] with direction [0.02100007 0.03404404] reflecting with [-0.93229687 0.36169401] new direction [0.00745422 0.0392993 ] re-reflecting gives direction [0.02100007 0.03404404] FORWARD: [0.02100007 0.03404404] [0.73099081 0.54090516] BACKWARD: [0.02100007 0.03404404] [0.73099081 0.54090516] setting seed = 14 reflecting at [0.31165599 0.36756094] with direction [-0.02635429 0.03009072] chose normal [ 0.82456261 -0.56577072] 96 reflecting at [0.31165599 0.36756094] with direction [-0.02635429 0.03009072] reflecting with [0.77339836 0.63392033] new direction [-0.02433225 0.0317481 ] re-reflecting gives direction [-0.02635429 0.03009072] FORWARD: [-0.02635429 0.03009072] [0.31165599 0.36756094] BACKWARD: [-0.02635429 0.03009072] [0.31165599 0.36756094] setting seed = 15 reflecting at [0.02715254 0.60855026] with direction [-0.03253657 -0.0232674 ] chose normal [ 0.98353428 -0.18072169] 52 reflecting at [0.02715254 0.60855026] with direction [-0.03253657 -0.0232674 ] reflecting with [ 0.95341068 -0.30167545] new direction [ 0.01323002 -0.03774873] re-reflecting gives direction [-0.03253657 -0.0232674 ] FORWARD: [-0.03253657 -0.0232674 ] [0.02715254 0.60855026] BACKWARD: [-0.03253657 -0.0232674 ] [0.02715254 0.60855026] setting seed = 16 reflecting at [0.23486289 0.63976911] with direction [-0.03505464 -0.01926583] chose normal [0.98410666 0.17757839] 28 reflecting at [0.23486289 0.63976911] with direction [-0.03505464 -0.01926583] reflecting with [ 0.93475612 -0.35529003] new direction [ 0.01340794 -0.0376859 ] re-reflecting gives direction [-0.03505464 -0.01926583] FORWARD: [-0.03505464 -0.01926583] [0.23486289 0.63976911] BACKWARD: [-0.03505464 -0.01926583] [0.23486289 0.63976911] setting seed = 17 reflecting at [0.15079862 0.63070329] with direction [-0.02987327 -0.02660052] chose normal [0.77877968 0.62729755] 76 reflecting at [0.15079862 0.63070329] with direction [-0.02987327 -0.02660052] reflecting with [ 0.82081006 -0.57120123] new direction [-0.01456347 -0.0372546 ] re-reflecting gives direction [-0.02987327 -0.02660052] FORWARD: [-0.02987327 -0.02660052] [0.15079862 0.63070329] BACKWARD: [-0.02987327 -0.02660052] [0.15079862 0.63070329] setting seed = 18 reflecting at [0.31819943 0.33216186] with direction [0.03839271 0.01122497] chose normal [-0.33803901 -0.9411321 ] 41 reflecting at [0.31819943 0.33216186] with direction [0.03839271 0.01122497] reflecting with [-0.34524316 0.93851327] new direction [0.03651456 0.01633055] re-reflecting gives direction [0.03839271 0.01122497] FORWARD: [0.03839271 0.01122497] [0.31819943 0.33216186] BACKWARD: [0.03839271 0.01122497] [0.31819943 0.33216186] setting seed = 19 reflecting at [0.06335039 0.66864627] with direction [-0.00412734 -0.03978649] chose normal [0.93844564 0.34542696] 79 reflecting at [0.06335039 0.66864627] with direction [-0.00412734 -0.03978649] reflecting with [ 0.99641622 -0.08458558] new direction [-0.00263833 -0.0399129 ] re-reflecting gives direction [-0.00412734 -0.03978649] FORWARD: [-0.00412734 -0.03978649] [0.06335039 0.66864627] BACKWARD: [-0.00412734 -0.03978649] [0.06335039 0.66864627] setting seed = 20 reflecting at [0.6289178 0.59036263] with direction [0.03621666 0.01698097] chose normal [ 0.02238176 -0.9997495 ] 63 reflecting at [0.6289178 0.59036263] with direction [0.03621666 0.01698097] reflecting with [-0.98569607 0.16853264] new direction [-0.0285175 0.02804911] re-reflecting gives direction [0.03621666 0.01698097] FORWARD: [0.03621666 0.01698097] [0.6289178 0.59036263] BACKWARD: [0.03621666 0.01698097] [0.6289178 0.59036263] setting seed = 21 reflecting at [0.0479965 0.3622258] with direction [ 0.01189335 -0.03819094] chose normal [0.69255841 0.7213618 ] 45 reflecting at [0.0479965 0.3622258] with direction [ 0.01189335 -0.03819094] reflecting with [0.64446979 0.76462977] new direction [ 0.03965328 -0.00525524] re-reflecting gives direction [ 0.01189335 -0.03819094] FORWARD: [ 0.01189335 -0.03819094] [0.0479965 0.3622258] BACKWARD: [ 0.01189335 -0.03819094] [0.0479965 0.3622258] setting seed = 22 reflecting at [0.45364136 0.3073653 ] with direction [-0.03917472 -0.00808342] chose normal [0.73205365 0.68124698] 97 reflecting at [0.45364136 0.3073653 ] with direction [-0.03917472 -0.00808342] reflecting with [-0.09378428 0.99559254] new direction [-0.03999511 0.00062567] re-reflecting gives direction [-0.03917472 -0.00808342] FORWARD: [-0.03917472 -0.00808342] [0.45364136 0.3073653 ] BACKWARD: [-0.03917472 -0.00808342] [0.45364136 0.3073653 ] setting seed = 23 reflecting at [0.13591686 0.30336076] with direction [-0.00025999 0.03999916] setting seed = 24 reflecting at [0.47619867 0.49486522] with direction [-0.02598612 -0.03040923] chose normal [-0.53400133 0.84548364] 50 reflecting at [0.47619867 0.49486522] with direction [-0.02598612 -0.03040923] reflecting with [0.94624486 0.32345119] new direction [ 0.0391631 -0.00813953] re-reflecting gives direction [-0.02598612 -0.03040923] FORWARD: [-0.02598612 -0.03040923] [0.47619867 0.49486522] BACKWARD: [-0.02598612 -0.03040923] [0.47619867 0.49486522] setting seed = 25 reflecting at [0.37122823 0.26399608] with direction [0.03256293 0.02323049] chose normal [-0.97667717 0.21471306] 60 reflecting at [0.37122823 0.26399608] with direction [0.03256293 0.02323049] reflecting with [-0.63178483 0.77514381] new direction [0.02932087 0.02720821] re-reflecting gives direction [0.03256293 0.02323049] FORWARD: [0.03256293 0.02323049] [0.37122823 0.26399608] BACKWARD: [0.03256293 0.02323049] [0.37122823 0.26399608] setting seed = 26 reflecting at [0.39378009 0.46705711] with direction [ 0.03979792 -0.0040157 ] chose normal [-0.50091154 0.86549848] 85 reflecting at [0.39378009 0.46705711] with direction [ 0.03979792 -0.0040157 ] reflecting with [-0.85384138 0.52053328] new direction [-0.02180062 0.03353704] re-reflecting gives direction [ 0.03979792 -0.0040157 ] FORWARD: [ 0.03979792 -0.0040157 ] [0.39378009 0.46705711] BACKWARD: [ 0.03979792 -0.0040157 ] [0.39378009 0.46705711] setting seed = 27 reflecting at [0.68895564 0.43889187] with direction [-0.00127249 0.03997975] chose normal [ 0.92407929 -0.38220081] 25 reflecting at [0.68895564 0.43889187] with direction [-0.00127249 0.03997975] reflecting with [-0.97547221 -0.22012263] new direction [-0.01602001 0.03665187] re-reflecting gives direction [-0.00127249 0.03997975] FORWARD: [-0.00127249 0.03997975] [0.68895564 0.43889187] BACKWARD: [-0.00127249 0.03997975] [0.68895564 0.43889187] setting seed = 28 reflecting at [0.93475923 0.56225156] with direction [-0.03108561 0.02517309] chose normal [ 0.25028455 -0.96817232] 53 reflecting at [0.93475923 0.56225156] with direction [-0.03108561 0.02517309] reflecting with [-0.0753835 -0.99715462] new direction [-0.03451679 -0.02021364] re-reflecting gives direction [-0.03108561 0.02517309] FORWARD: [-0.03108561 0.02517309] [0.93475923 0.56225156] BACKWARD: [-0.03108561 0.02517309] [0.93475923 0.56225156] setting seed = 29 reflecting at [0.15001162 0.39313651] with direction [-0.02702503 0.02948979] chose normal [ 0.93787043 -0.34698568] 15 reflecting at [0.15001162 0.39313651] with direction [-0.02702503 0.02948979] reflecting with [0.8970119 0.44200639] new direction [-0.00691923 0.03939701] re-reflecting gives direction [-0.02702503 0.02948979] FORWARD: [-0.02702503 0.02948979] [0.15001162 0.39313651] BACKWARD: [-0.02702503 0.02948979] [0.15001162 0.39313651] setting seed = 30 reflecting at [0.79559868 0.6204715 ] with direction [-0.01106701 0.03843854] chose normal [-0.94320997 -0.33219716] 57 reflecting at [0.79559868 0.6204715 ] with direction [-0.01106701 0.03843854] reflecting with [-0.53412191 -0.84540746] new direction [-0.03946637 -0.00651194] re-reflecting gives direction [-0.01106701 0.03843854] FORWARD: [-0.01106701 0.03843854] [0.79559868 0.6204715 ] BACKWARD: [-0.01106701 0.03843854] [0.79559868 0.6204715 ] setting seed = 31 reflecting at [0.70465924 0.58796209] with direction [0.00622801 0.03951217] chose normal [ 0.91849248 -0.39543844] 40 reflecting at [0.70465924 0.58796209] with direction [0.00622801 0.03951217] reflecting with [-0.99751744 -0.0704199 ] new direction [-0.01171731 0.03824532] re-reflecting gives direction [0.00622801 0.03951217] FORWARD: [0.00622801 0.03951217] [0.70465924 0.58796209] BACKWARD: [0.00622801 0.03951217] [0.70465924 0.58796209] setting seed = 32 reflecting at [0.41358712 0.44153528] with direction [ 0.02149569 -0.0337333 ] chose normal [-0.86603501 0.49998337] 44 reflecting at [0.41358712 0.44153528] with direction [ 0.02149569 -0.0337333 ] reflecting with [0.78359729 0.6212691 ] new direction [ 0.02794233 -0.02862213] re-reflecting gives direction [ 0.02149569 -0.0337333 ] FORWARD: [ 0.02149569 -0.0337333 ] [0.41358712 0.44153528] BACKWARD: [ 0.02149569 -0.0337333 ] [0.41358712 0.44153528] setting seed = 33 reflecting at [0.18839637 0.583353 ] with direction [0.00876515 0.03902784] chose normal [ 0.94116632 -0.33794371] 14 reflecting at [0.18839637 0.583353 ] with direction [0.00876515 0.03902784] reflecting with [ 0.41089806 -0.91168129] new direction [ 0.03504567 -0.01928214] re-reflecting gives direction [0.00876515 0.03902784] FORWARD: [0.00876515 0.03902784] [0.18839637 0.583353 ] BACKWARD: [0.00876515 0.03902784] [0.18839637 0.583353 ] setting seed = 34 reflecting at [0.69837732 0.63815456] with direction [0.0248712 0.03132767] chose normal [-0.9662808 -0.2574906] 59 reflecting at [0.69837732 0.63815456] with direction [0.0248712 0.03132767] reflecting with [-0.99996226 -0.00868732] new direction [-0.02541174 0.03089083] re-reflecting gives direction [0.0248712 0.03132767] FORWARD: [0.0248712 0.03132767] [0.69837732 0.63815456] BACKWARD: [0.0248712 0.03132767] [0.69837732 0.63815456] setting seed = 35 reflecting at [0.65608784 0.48141142] with direction [-0.03633999 -0.01671541] chose normal [ 0.81909097 -0.57366365] 13 reflecting at [0.65608784 0.48141142] with direction [-0.03633999 -0.01671541] reflecting with [0.99064996 0.13642818] new direction [ 0.03950549 -0.00627028] re-reflecting gives direction [-0.03633999 -0.01671541] FORWARD: [-0.03633999 -0.01671541] [0.65608784 0.48141142] BACKWARD: [-0.03633999 -0.01671541] [0.65608784 0.48141142] setting seed = 36 reflecting at [0.61006515 0.4226952 ] with direction [-0.00656845 0.03945701] chose normal [ 0.99395085 -0.10982581] 7 reflecting at [0.61006515 0.4226952 ] with direction [-0.00656845 0.03945701] reflecting with [-0.98326229 -0.18219571] new direction [-0.00800478 0.03919086] re-reflecting gives direction [-0.00656845 0.03945701] FORWARD: [-0.00656845 0.03945701] [0.61006515 0.4226952 ] BACKWARD: [-0.00656845 0.03945701] [0.61006515 0.4226952 ] setting seed = 37 reflecting at [0.74783048 0.44838258] with direction [-0.03830604 -0.01151726] chose normal [0.24749873 0.96888822] 9 reflecting at [0.74783048 0.44838258] with direction [-0.03830604 -0.01151726] reflecting with [0.9968224 0.07965612] new direction [ 0.03964894 -0.00528788] re-reflecting gives direction [-0.03830604 -0.01151726] FORWARD: [-0.03830604 -0.01151726] [0.74783048 0.44838258] BACKWARD: [-0.03830604 -0.01151726] [0.74783048 0.44838258] setting seed = 38 reflecting at [0.62632487 0.50336921] with direction [ 0.00520512 -0.03965989] chose normal [-0.47920534 0.87770282] 91 reflecting at [0.62632487 0.50336921] with direction [ 0.00520512 -0.03965989] reflecting with [0.07106544 0.99747166] new direction [0.01077519 0.03852136] re-reflecting gives direction [ 0.00520512 -0.03965989] FORWARD: [ 0.00520512 -0.03965989] [0.62632487 0.50336921] BACKWARD: [ 0.00520512 -0.03965989] [0.62632487 0.50336921] setting seed = 39 reflecting at [0.37707531 0.58289575] with direction [0.03440183 0.02040867] chose normal [-0.96803752 0.25080543] 26 reflecting at [0.37707531 0.58289575] with direction [0.03440183 0.02040867] reflecting with [ 0.48195217 -0.87619753] new direction [0.03565683 0.01812707] re-reflecting gives direction [0.03440183 0.02040867] FORWARD: [0.03440183 0.02040867] [0.37707531 0.58289575] BACKWARD: [0.03440183 0.02040867] [0.37707531 0.58289575] setting seed = 40 reflecting at [0.40535643 0.66852681] with direction [-0.0084009 -0.03910786] chose normal [ 0.99762991 -0.06880816] 34 reflecting at [0.40535643 0.66852681] with direction [-0.0084009 -0.03910786] reflecting with [ 0.98422636 -0.17691375] new direction [-0.00574414 -0.03958541] re-reflecting gives direction [-0.0084009 -0.03910786] FORWARD: [-0.0084009 -0.03910786] [0.40535643 0.66852681] BACKWARD: [-0.0084009 -0.03910786] [0.40535643 0.66852681] setting seed = 41 reflecting at [0.4304033 0.37361026] with direction [ 0.02446896 -0.03164285] chose normal [-0.39185582 0.92002664] 4 reflecting at [0.4304033 0.37361026] with direction [ 0.02446896 -0.03164285] reflecting with [-0.80640044 0.59136988] new direction [-0.03753422 0.01382688] re-reflecting gives direction [ 0.02446896 -0.03164285] FORWARD: [ 0.02446896 -0.03164285] [0.4304033 0.37361026] BACKWARD: [ 0.02446896 -0.03164285] [0.4304033 0.37361026] setting seed = 42 reflecting at [0.78988169 0.54673494] with direction [-0.01964246 0.034845 ] chose normal [0.95525297 0.29579006] 28 reflecting at [0.78988169 0.54673494] with direction [-0.01964246 0.034845 ] reflecting with [-0.70398882 -0.71021105] new direction [-0.03501649 0.01933508] re-reflecting gives direction [-0.01964246 0.034845 ] FORWARD: [-0.01964246 0.034845 ] [0.78988169 0.54673494] BACKWARD: [-0.01964246 0.034845 ] [0.78988169 0.54673494] setting seed = 43 reflecting at [0.33809302 0.34038204] with direction [-0.03061347 -0.0257452 ] chose normal [-0.59139425 0.80638257] 29 reflecting at [0.33809302 0.34038204] with direction [-0.03061347 -0.0257452 ] reflecting with [-0.63872083 0.76943856] new direction [-0.03094035 -0.02535142] re-reflecting gives direction [-0.03061347 -0.0257452 ] FORWARD: [-0.03061347 -0.0257452 ] [0.33809302 0.34038204] BACKWARD: [-0.03061347 -0.0257452 ] [0.33809302 0.34038204] setting seed = 44 reflecting at [0.56836523 0.39005034] with direction [-0.01068318 -0.03854698] chose normal [ 0.99893451 -0.04615032] 29 reflecting at [0.56836523 0.39005034] with direction [-0.01068318 -0.03854698] reflecting with [-0.69018106 0.72363672] new direction [-0.03900915 -0.00884794] re-reflecting gives direction [-0.01068318 -0.03854698] FORWARD: [-0.01068318 -0.03854698] [0.56836523 0.39005034] BACKWARD: [-0.01068318 -0.03854698] [0.56836523 0.39005034] setting seed = 45 reflecting at [0.94160314 0.52051464] with direction [-0.0399819 -0.00120333] chose normal [ 0.06446741 -0.99791981] 84 reflecting at [0.94160314 0.52051464] with direction [-0.0399819 -0.00120333] reflecting with [ 0.06446741 -0.99791981] new direction [-0.03980439 -0.00395101] re-reflecting gives direction [-0.0399819 -0.00120333] FORWARD: [-0.0399819 -0.00120333] [0.94160314 0.52051464] BACKWARD: [-0.0399819 -0.00120333] [0.94160314 0.52051464] setting seed = 46 reflecting at [0.25975823 0.44354413] with direction [-0.02164327 0.0336388 ] chose normal [ 0.9478891 -0.31860046] 70 reflecting at [0.25975823 0.44354413] with direction [-0.02164327 0.0336388 ] reflecting with [0.99984603 0.01754771] new direction [0.02044956 0.03437754] re-reflecting gives direction [-0.02164327 0.0336388 ] FORWARD: [-0.02164327 0.0336388 ] [0.25975823 0.44354413] BACKWARD: [-0.02164327 0.0336388 ] [0.25975823 0.44354413] setting seed = 47 reflecting at [0.01926161 0.63431919] with direction [-0.03559232 -0.0182534 ] chose normal [0.74369889 0.66851474] 81 reflecting at [0.01926161 0.63431919] with direction [-0.03559232 -0.0182534 ] reflecting with [ 0.9436164 -0.33104091] new direction [ 0.0163875 -0.03648904] re-reflecting gives direction [-0.03559232 -0.0182534 ] FORWARD: [-0.03559232 -0.0182534 ] [0.01926161 0.63431919] BACKWARD: [-0.03559232 -0.0182534 ] [0.01926161 0.63431919] setting seed = 48 reflecting at [0.14141263 0.72381215] with direction [ 0.01008992 -0.03870651] setting seed = 49 reflecting at [0.16156443 0.4674537 ] with direction [-0.02888115 -0.02767453] chose normal [ 0.78315843 -0.62182223] 61 reflecting at [0.16156443 0.4674537 ] with direction [-0.02888115 -0.02767453] reflecting with [0.98231877 0.187216 ] new direction [ 0.0370356 -0.01511173] re-reflecting gives direction [-0.02888115 -0.02767453] FORWARD: [-0.02888115 -0.02767453] [0.16156443 0.4674537 ] BACKWARD: [-0.02888115 -0.02767453] [0.16156443 0.4674537 ] setting seed = 50 reflecting at [0.79282295 0.55686971] with direction [0.00526153 0.03965244] chose normal [-0.9091523 -0.4164638] 59 reflecting at [0.79282295 0.55686971] with direction [0.00526153 0.03965244] reflecting with [-0.95815198 -0.28626 ] new direction [-0.02615101 0.03026755] re-reflecting gives direction [0.00526153 0.03965244] FORWARD: [0.00526153 0.03965244] [0.79282295 0.55686971] BACKWARD: [0.00526153 0.03965244] [0.79282295 0.55686971] setting seed = 51 reflecting at [0.62787959 0.51878844] with direction [0.02807295 0.02849403] chose normal [-0.99167671 -0.12875285] 11 reflecting at [0.62787959 0.51878844] with direction [0.02807295 0.02849403] reflecting with [-0.91529383 0.4027868 ] new direction [0.00204569 0.03994765] re-reflecting gives direction [0.02807295 0.02849403] FORWARD: [0.02807295 0.02849403] [0.62787959 0.51878844] BACKWARD: [0.02807295 0.02849403] [0.62787959 0.51878844] setting seed = 52 reflecting at [0.10765197 0.43679951] with direction [-0.03566072 -0.01811941] chose normal [0.97430448 0.22523493] 14 reflecting at [0.10765197 0.43679951] with direction [-0.03566072 -0.01811941] reflecting with [0.49373504 0.86961239] new direction [-0.00271496 0.03990776] re-reflecting gives direction [-0.03566072 -0.01811941] FORWARD: [-0.03566072 -0.01811941] [0.10765197 0.43679951] BACKWARD: [-0.03566072 -0.01811941] [0.10765197 0.43679951] setting seed = 53 reflecting at [0.38071412 0.62351758] with direction [-0.01441546 -0.03731212] chose normal [-0.78010783 0.62564509] 68 reflecting at [0.38071412 0.62351758] with direction [-0.01441546 -0.03731212] reflecting with [ 0.99116492 -0.13263523] new direction [ 0.00409791 -0.03978954] re-reflecting gives direction [-0.01441546 -0.03731212] FORWARD: [-0.01441546 -0.03731212] [0.38071412 0.62351758] BACKWARD: [-0.01441546 -0.03731212] [0.38071412 0.62351758] setting seed = 54 reflecting at [0.35419835 0.39601134] with direction [-0.03646926 -0.01643148] chose normal [0.97346802 0.2288231 ] 2 reflecting at [0.35419835 0.39601134] with direction [-0.03646926 -0.01643148] reflecting with [ 0.89562093 -0.44481812] new direction [ 0.00894519 -0.03898697] re-reflecting gives direction [-0.03646926 -0.01643148] FORWARD: [-0.03646926 -0.01643148] [0.35419835 0.39601134] BACKWARD: [-0.03646926 -0.01643148] [0.35419835 0.39601134] setting seed = 55 reflecting at [0.41253863 0.54222452] with direction [-0.00327261 -0.0398659 ] chose normal [0.7228596 0.69099493] 3 reflecting at [0.41253863 0.54222452] with direction [-0.00327261 -0.0398659 ] reflecting with [-0.98267299 0.18534775] new direction [-0.01147429 -0.03831893] re-reflecting gives direction [-0.00327261 -0.0398659 ] FORWARD: [-0.00327261 -0.0398659 ] [0.41253863 0.54222452] BACKWARD: [-0.00327261 -0.0398659 ] [0.41253863 0.54222452] setting seed = 56 reflecting at [-0.00082259 0.55972911] with direction [ 0.02032516 -0.03445124] chose normal [0.6437137 0.7652664] 92 reflecting at [-0.00082259 0.55972911] with direction [ 0.02032516 -0.03445124] reflecting with [0.6437137 0.7652664] new direction [ 0.03742321 -0.01412455] re-reflecting gives direction [ 0.02032516 -0.03445124] FORWARD: [ 0.02032516 -0.03445124] [-0.00082259 0.55972911] BACKWARD: [ 0.02032516 -0.03445124] [-0.00082259 0.55972911] setting seed = 57 reflecting at [0.32852629 0.48443255] with direction [ 0.03482865 -0.01967144] chose normal [-0.9653418 -0.26098892] 66 reflecting at [0.32852629 0.48443255] with direction [ 0.03482865 -0.01967144] reflecting with [-0.95158108 -0.30739787] new direction [-0.01673815 -0.03632952] re-reflecting gives direction [ 0.03482865 -0.01967144] FORWARD: [ 0.03482865 -0.01967144] [0.32852629 0.48443255] BACKWARD: [ 0.03482865 -0.01967144] [0.32852629 0.48443255] setting seed = 58 reflecting at [0.00831403 0.22576864] with direction [0.03708157 0.01499858] setting seed = 59 reflecting at [0.55842175 0.63618532] with direction [-0.03817546 -0.01194295] chose normal [ 0.96677775 -0.25561844] 29 reflecting at [0.55842175 0.63618532] with direction [-0.03817546 -0.01194295] reflecting with [ 0.9754194 -0.22035653] new direction [ 0.02933405 -0.027194 ] re-reflecting gives direction [-0.03817546 -0.01194295] FORWARD: [-0.03817546 -0.01194295] [0.55842175 0.63618532] BACKWARD: [-0.03817546 -0.01194295] [0.55842175 0.63618532] setting seed = 60 reflecting at [0.30258664 0.49076018] with direction [ 0.0205427 -0.03432197] chose normal [-0.99186614 -0.12728533] 21 reflecting at [0.30258664 0.49076018] with direction [ 0.0205427 -0.03432197] reflecting with [0.11689192 0.99314464] new direction [0.02795024 0.02861441] re-reflecting gives direction [ 0.0205427 -0.03432197] FORWARD: [ 0.0205427 -0.03432197] [0.30258664 0.49076018] BACKWARD: [ 0.0205427 -0.03432197] [0.30258664 0.49076018] setting seed = 61 reflecting at [0.35821533 0.55032466] with direction [ 0.02436953 -0.03171949] chose normal [-0.96739827 -0.25325991] 26 reflecting at [0.35821533 0.55032466] with direction [ 0.02436953 -0.03171949] reflecting with [-0.96012904 -0.2795572 ] new direction [-0.00353274 -0.03984369] re-reflecting gives direction [ 0.02436953 -0.03171949] FORWARD: [ 0.02436953 -0.03171949] [0.35821533 0.55032466] BACKWARD: [ 0.02436953 -0.03171949] [0.35821533 0.55032466] setting seed = 62 reflecting at [0.23626136 0.3035377 ] with direction [-0.03993416 -0.00229416] chose normal [0.93863157 0.34492141] 54 reflecting at [0.23626136 0.3035377 ] with direction [-0.03993416 -0.00229416] reflecting with [0.98471485 0.17417424] new direction [0.03829817 0.0115434 ] re-reflecting gives direction [-0.03993416 -0.00229416] FORWARD: [-0.03993416 -0.00229416] [0.23626136 0.3035377 ] BACKWARD: [-0.03993416 -0.00229416] [0.23626136 0.3035377 ] setting seed = 63 reflecting at [0.77738168 0.40200899] with direction [ 0.02915488 -0.027386 ] chose normal [-0.99656293 0.08283919] 19 reflecting at [0.77738168 0.40200899] with direction [ 0.02915488 -0.027386 ] reflecting with [-0.99966777 -0.02577498] new direction [-0.02770486 -0.02885205] re-reflecting gives direction [ 0.02915488 -0.027386 ] FORWARD: [ 0.02915488 -0.027386 ] [0.77738168 0.40200899] BACKWARD: [ 0.02915488 -0.027386 ] [0.77738168 0.40200899] setting seed = 64 reflecting at [0.00700152 0.5434836 ] with direction [ 0.03157176 -0.02456061] chose normal [0.0269266 0.99963741] 88 reflecting at [0.00700152 0.5434836 ] with direction [ 0.03157176 -0.02456061] reflecting with [0.16834631 0.98572791] new direction [0.0379336 0.01269023] re-reflecting gives direction [ 0.03157176 -0.02456061] FORWARD: [ 0.03157176 -0.02456061] [0.00700152 0.5434836 ] BACKWARD: [ 0.03157176 -0.02456061] [0.00700152 0.5434836 ] setting seed = 65 reflecting at [0.23297922 0.47284723] with direction [-0.02999187 0.02646673] chose normal [ 0.87714796 -0.48022022] 19 reflecting at [0.23297922 0.47284723] with direction [-0.02999187 0.02646673] reflecting with [ 0.99603093 -0.08900784] new direction [0.03420944 0.02072954] re-reflecting gives direction [-0.02999187 0.02646673] FORWARD: [-0.02999187 0.02646673] [0.23297922 0.47284723] BACKWARD: [-0.02999187 0.02646673] [0.23297922 0.47284723] setting seed = 66 reflecting at [0.63307038 0.58558882] with direction [0.03311318 0.02243919] chose normal [ 0.37536664 -0.92687641] 71 reflecting at [0.63307038 0.58558882] with direction [0.03311318 0.02243919] reflecting with [-0.94506677 0.32687734] new direction [-0.0121731 0.0381027] re-reflecting gives direction [0.03311318 0.02243919] FORWARD: [0.03311318 0.02243919] [0.63307038 0.58558882] BACKWARD: [0.03311318 0.02243919] [0.63307038 0.58558882] setting seed = 67 reflecting at [0.11399496 0.36469248] with direction [-0.031706 -0.02438707] chose normal [0.98377071 0.17943018] 38 reflecting at [0.11399496 0.36469248] with direction [-0.031706 -0.02438707] reflecting with [0.95209698 0.30579625] new direction [ 0.03997674 -0.00136388] re-reflecting gives direction [-0.031706 -0.02438707] FORWARD: [-0.031706 -0.02438707] [0.11399496 0.36469248] BACKWARD: [-0.031706 -0.02438707] [0.11399496 0.36469248] setting seed = 68 reflecting at [0.85336104 0.43151834] with direction [0.03964926 0.00528548] chose normal [-0.79459132 0.60714466] 17 reflecting at [0.85336104 0.43151834] with direction [0.03964926 0.00528548] reflecting with [-0.43881146 0.89857916] new direction [0.0285481 0.02801796] re-reflecting gives direction [0.03964926 0.00528548] FORWARD: [0.03964926 0.00528548] [0.85336104 0.43151834] BACKWARD: [0.03964926 0.00528548] [0.85336104 0.43151834] setting seed = 69 reflecting at [0.34957318 0.4747182 ] with direction [0.0381706 0.01195847] chose normal [-0.7961656 -0.60507879] 1 reflecting at [0.34957318 0.4747182 ] with direction [0.0381706 0.01195847] reflecting with [-0.86697568 -0.49835046] new direction [-0.02954452 -0.02696519] re-reflecting gives direction [0.0381706 0.01195847] FORWARD: [0.0381706 0.01195847] [0.34957318 0.4747182 ] BACKWARD: [0.0381706 0.01195847] [0.34957318 0.4747182 ] setting seed = 70 reflecting at [0.03434818 0.6149331 ] with direction [0.0266774 0.02980464] chose normal [ 0.39947727 -0.9167431 ] 42 reflecting at [0.03434818 0.6149331 ] with direction [0.0266774 0.02980464] reflecting with [ 0.6826168 -0.73077651] new direction [0.03155141 0.02458676] re-reflecting gives direction [0.0266774 0.02980464] FORWARD: [0.0266774 0.02980464] [0.03434818 0.6149331 ] BACKWARD: [0.0266774 0.02980464] [0.03434818 0.6149331 ] setting seed = 71 reflecting at [0.3301237 0.63863365] with direction [-0.00888267 0.03900126] chose normal [-0.97291035 -0.23118274] 69 reflecting at [0.3301237 0.63863365] with direction [-0.00888267 0.03900126] reflecting with [-0.49751035 -0.86745804] new direction [-0.03814895 -0.01202737] re-reflecting gives direction [-0.00888267 0.03900126] FORWARD: [-0.00888267 0.03900126] [0.3301237 0.63863365] BACKWARD: [-0.00888267 0.03900126] [0.3301237 0.63863365] setting seed = 72 reflecting at [0.56607085 0.38288097] with direction [-0.03933418 -0.00726789] chose normal [ 0.99936155 -0.03572801] 44 reflecting at [0.56607085 0.38288097] with direction [-0.03933418 -0.00726789] reflecting with [0.20311685 0.97915451] new direction [-0.03319769 0.02231398] re-reflecting gives direction [-0.03933418 -0.00726789] FORWARD: [-0.03933418 -0.00726789] [0.56607085 0.38288097] BACKWARD: [-0.03933418 -0.00726789] [0.56607085 0.38288097] setting seed = 73 reflecting at [0.13597885 0.63503832] with direction [-0.03999972 0.0001487 ] chose normal [ 0.95068267 -0.31016523] 56 reflecting at [0.13597885 0.63503832] with direction [-0.03999972 0.0001487 ] reflecting with [ 0.98237383 -0.18692688] new direction [ 0.03725902 -0.01455216] re-reflecting gives direction [-0.03999972 0.0001487 ] FORWARD: [-0.03999972 0.0001487 ] [0.13597885 0.63503832] BACKWARD: [-0.03999972 0.0001487 ] [0.13597885 0.63503832] setting seed = 74 reflecting at [0.05551036 0.43775811] with direction [0.03895671 0.00907606] chose normal [-0.96711996 0.25432065] 26 reflecting at [0.05551036 0.43775811] with direction [0.03895671 0.00907606] reflecting with [-0.28345858 0.95898448] new direction [0.0376308 0.01356183] re-reflecting gives direction [0.03895671 0.00907606] FORWARD: [0.03895671 0.00907606] [0.05551036 0.43775811] BACKWARD: [0.03895671 0.00907606] [0.05551036 0.43775811] setting seed = 75 reflecting at [0.50973295 0.32522409] with direction [-0.02789929 0.02866409] chose normal [0.96607282 0.25826984] 98 reflecting at [0.50973295 0.32522409] with direction [-0.02789929 0.02866409] reflecting with [0.85293874 0.52201103] new direction [-0.01283057 0.03788636] re-reflecting gives direction [-0.02789929 0.02866409] FORWARD: [-0.02789929 0.02866409] [0.50973295 0.32522409] BACKWARD: [-0.02789929 0.02866409] [0.50973295 0.32522409] setting seed = 76 reflecting at [0.32690662 0.39635018] with direction [-0.02471798 -0.03144871] chose normal [0.99980546 0.01972428] 96 reflecting at [0.32690662 0.39635018] with direction [-0.02471798 -0.03144871] reflecting with [ 0.99668345 -0.08137624] new direction [ 0.01928923 -0.03504177] re-reflecting gives direction [-0.02471798 -0.03144871] FORWARD: [-0.02471798 -0.03144871] [0.32690662 0.39635018] BACKWARD: [-0.02471798 -0.03144871] [0.32690662 0.39635018] setting seed = 77 reflecting at [0.159784 0.66828224] with direction [-0.03865662 -0.0102794 ] chose normal [0.99421477 0.10741039] 67 reflecting at [0.159784 0.66828224] with direction [-0.03865662 -0.0102794 ] reflecting with [ 0.79437479 -0.60742794] new direction [ 0.00021031 -0.03999945] re-reflecting gives direction [-0.03865662 -0.0102794 ] FORWARD: [-0.03865662 -0.0102794 ] [0.159784 0.66828224] BACKWARD: [-0.03865662 -0.0102794 ] [0.159784 0.66828224] setting seed = 78 reflecting at [0.20239385 0.43885819] with direction [-0.03864408 0.01032644] chose normal [-0.00914844 -0.99995815] 42 reflecting at [0.20239385 0.43885819] with direction [-0.03864408 0.01032644] reflecting with [0.81401512 0.58084368] new direction [0.00280365 0.03990162] re-reflecting gives direction [-0.03864408 0.01032644] FORWARD: [-0.03864408 0.01032644] [0.20239385 0.43885819] BACKWARD: [-0.03864408 0.01032644] [0.20239385 0.43885819] setting seed = 79 reflecting at [0.02295645 0.52977859] with direction [ 0.01690173 -0.03625371] chose normal [0.11595433 0.99325455] 54 reflecting at [0.02295645 0.52977859] with direction [ 0.01690173 -0.03625371] reflecting with [-0.11517722 0.99334496] new direction [0.00815767 0.03915932] re-reflecting gives direction [ 0.01690173 -0.03625371] FORWARD: [ 0.01690173 -0.03625371] [0.02295645 0.52977859] BACKWARD: [ 0.01690173 -0.03625371] [0.02295645 0.52977859] setting seed = 80 reflecting at [0.37096745 0.70643199] with direction [ 0.00949935 -0.03885566] chose normal [-0.99209853 -0.1254612 ] 94 reflecting at [0.37096745 0.70643199] with direction [ 0.00949935 -0.03885566] reflecting with [-0.97468899 -0.22356515] new direction [ 0.00838404 -0.03911148] re-reflecting gives direction [ 0.00949935 -0.03885566] FORWARD: [ 0.00949935 -0.03885566] [0.37096745 0.70643199] BACKWARD: [ 0.00949935 -0.03885566] [0.37096745 0.70643199] setting seed = 81 reflecting at [0.78116639 0.59011031] with direction [-0.01447537 -0.03728892] chose normal [-0.58455495 0.81135412] 52 reflecting at [0.78116639 0.59011031] with direction [-0.01447537 -0.03728892] reflecting with [ 0.9366811 -0.35018355] new direction [-0.01353712 -0.03763969] re-reflecting gives direction [-0.01447537 -0.03728892] FORWARD: [-0.01447537 -0.03728892] [0.78116639 0.59011031] BACKWARD: [-0.01447537 -0.03728892] [0.78116639 0.59011031] setting seed = 82 reflecting at [0.90241618 0.37140442] with direction [0.00489491 0.03969937] chose normal [-0.99997753 0.00670296] 37 reflecting at [0.90241618 0.37140442] with direction [0.00489491 0.03969937] reflecting with [-0.99945421 -0.03303454] new direction [-0.0075057 0.0392895] re-reflecting gives direction [0.00489491 0.03969937] FORWARD: [0.00489491 0.03969937] [0.90241618 0.37140442] BACKWARD: [0.00489491 0.03969937] [0.90241618 0.37140442] setting seed = 83 reflecting at [0.73947248 0.50969906] with direction [ 0.02973828 -0.02675135] chose normal [-0.83995537 0.54265548] 16 reflecting at [0.73947248 0.50969906] with direction [ 0.02973828 -0.02675135] reflecting with [-0.94063007 0.33943345] new direction [-0.0399681 -0.00159728] re-reflecting gives direction [ 0.02973828 -0.02675135] FORWARD: [ 0.02973828 -0.02675135] [0.73947248 0.50969906] BACKWARD: [ 0.02973828 -0.02675135] [0.73947248 0.50969906] setting seed = 84 reflecting at [0.09304075 0.29114574] with direction [ 0.03477044 -0.01977415] chose normal [-0.17706516 0.98419913] 53 reflecting at [0.09304075 0.29114574] with direction [ 0.03477044 -0.01977415] reflecting with [-0.51082933 0.85968215] new direction [-0.00074369 0.03999309] re-reflecting gives direction [ 0.03477044 -0.01977415] FORWARD: [ 0.03477044 -0.01977415] [0.09304075 0.29114574] BACKWARD: [ 0.03477044 -0.01977415] [0.09304075 0.29114574] setting seed = 85 reflecting at [0.09269465 0.40624046] with direction [ 0.02781881 -0.02874219] chose normal [-0.96043218 0.27851395] 24 reflecting at [0.09269465 0.40624046] with direction [ 0.02781881 -0.02874219] reflecting with [0.63881082 0.76936385] new direction [ 0.03336656 -0.02206066] re-reflecting gives direction [ 0.02781881 -0.02874219] FORWARD: [ 0.02781881 -0.02874219] [0.09269465 0.40624046] BACKWARD: [ 0.02781881 -0.02874219] [0.09269465 0.40624046] setting seed = 86 reflecting at [0.0772825 0.7321639] with direction [-0.0017544 -0.03996151] setting seed = 87 reflecting at [0.3542791 0.40874116] with direction [ 0.03874902 -0.0099254 ] chose normal [-0.12256498 0.99246049] 84 reflecting at [0.3542791 0.40874116] with direction [ 0.03874902 -0.0099254 ] reflecting with [-0.96541456 -0.26071962] new direction [-0.02848461 -0.0280825 ] re-reflecting gives direction [ 0.03874902 -0.0099254 ] FORWARD: [ 0.03874902 -0.0099254 ] [0.3542791 0.40874116] BACKWARD: [ 0.03874902 -0.0099254 ] [0.3542791 0.40874116] setting seed = 88 reflecting at [0.67093864 0.56773172] with direction [ 0.03197838 -0.0240288 ] chose normal [-0.97498227 0.22228264] 41 reflecting at [0.67093864 0.56773172] with direction [ 0.03197838 -0.0240288 ] reflecting with [-0.97588769 -0.21827326] new direction [-0.01869452 -0.03536262] re-reflecting gives direction [ 0.03197838 -0.0240288 ] FORWARD: [ 0.03197838 -0.0240288 ] [0.67093864 0.56773172] BACKWARD: [ 0.03197838 -0.0240288 ] [0.67093864 0.56773172] setting seed = 89 reflecting at [0.80828603 0.53459992] with direction [0.02786633 0.02869612] chose normal [-0.73290905 0.68032663] 80 reflecting at [0.80828603 0.53459992] with direction [0.02786633 0.02869612] reflecting with [-0.99658198 -0.08260969] new direction [-0.03221094 0.02371614] re-reflecting gives direction [0.02786633 0.02869612] FORWARD: [0.02786633 0.02869612] [0.80828603 0.53459992] BACKWARD: [0.02786633 0.02869612] [0.80828603 0.53459992] setting seed = 90 reflecting at [0.15933834 0.65311074] with direction [-0.02409888 -0.0319256 ] chose normal [ 0.8841271 -0.46724648] 74 reflecting at [0.15933834 0.65311074] with direction [-0.02409888 -0.0319256 ] reflecting with [ 0.99881338 -0.04870138] new direction [ 0.02087861 -0.03411867] re-reflecting gives direction [-0.02409888 -0.0319256 ] FORWARD: [-0.02409888 -0.0319256 ] [0.15933834 0.65311074] BACKWARD: [-0.02409888 -0.0319256 ] [0.15933834 0.65311074] setting seed = 91 reflecting at [0.06220912 0.5649269 ] with direction [-0.01395947 0.0374851 ] chose normal [-0.92831744 -0.37178856] 63 reflecting at [0.06220912 0.5649269 ] with direction [-0.01395947 0.0374851 ] reflecting with [ 0.50709066 -0.86189272] new direction [ 0.02598594 -0.03040939] re-reflecting gives direction [-0.01395947 0.0374851 ] FORWARD: [-0.01395947 0.0374851 ] [0.06220912 0.5649269 ] BACKWARD: [-0.01395947 0.0374851 ] [0.06220912 0.5649269 ] setting seed = 92 reflecting at [0.86691228 0.47991436] with direction [-0.02693892 -0.02956847] chose normal [-0.19961852 0.97987369] 68 reflecting at [0.86691228 0.47991436] with direction [-0.02693892 -0.02956847] reflecting with [0.80447377 0.59398817] new direction [0.0361881 0.01704175] re-reflecting gives direction [-0.02693892 -0.02956847] FORWARD: [-0.02693892 -0.02956847] [0.86691228 0.47991436] BACKWARD: [-0.02693892 -0.02956847] [0.86691228 0.47991436] setting seed = 93 reflecting at [0.40847232 0.38353044] with direction [-0.02290158 0.03279509] chose normal [0.97810947 0.20809099] 55 reflecting at [0.40847232 0.38353044] with direction [-0.02290158 0.03279509] reflecting with [0.99871915 0.05059696] new direction [0.01946991 0.0349417 ] re-reflecting gives direction [-0.02290158 0.03279509] FORWARD: [-0.02290158 0.03279509] [0.40847232 0.38353044] BACKWARD: [-0.02290158 0.03279509] [0.40847232 0.38353044] setting seed = 94 reflecting at [0.18607047 0.43045606] with direction [0.03999576 0.00058272] chose normal [-0.99138772 -0.13095947] 38 reflecting at [0.18607047 0.43045606] with direction [0.03999576 0.00058272] reflecting with [-0.85869194 0.51249211] new direction [-0.01847325 0.03547871] re-reflecting gives direction [0.03999576 0.00058272] FORWARD: [0.03999576 0.00058272] [0.18607047 0.43045606] BACKWARD: [0.03999576 0.00058272] [0.18607047 0.43045606] setting seed = 95 reflecting at [0.1329267 0.27135336] with direction [0.00593512 0.03955723] setting seed = 96 reflecting at [0.57282441 0.43763627] with direction [0.02371945 0.0322085 ] chose normal [-0.98828152 0.15264217] 98 reflecting at [0.57282441 0.43763627] with direction [0.02371945 0.0322085 ] reflecting with [-0.96810281 0.25055328] new direction [-0.00511631 0.03967144] re-reflecting gives direction [0.02371945 0.0322085 ] FORWARD: [0.02371945 0.0322085 ] [0.57282441 0.43763627] BACKWARD: [0.02371945 0.0322085 ] [0.57282441 0.43763627] setting seed = 97 reflecting at [0.59701368 0.45505001] with direction [0.00858305 0.03906829] chose normal [ 0.97234847 -0.23353469] 26 reflecting at [0.59701368 0.45505001] with direction [0.00858305 0.03906829] reflecting with [-0.96293126 -0.26974691] new direction [-0.02762979 0.02892395] re-reflecting gives direction [0.00858305 0.03906829] FORWARD: [0.00858305 0.03906829] [0.59701368 0.45505001] BACKWARD: [0.00858305 0.03906829] [0.59701368 0.45505001] setting seed = 98 reflecting at [0.05036115 0.45117145] with direction [-0.0046699 -0.03972646] chose normal [0.50785771 0.86144097] 48 reflecting at [0.05036115 0.45117145] with direction [-0.0046699 -0.03972646] reflecting with [0.9858335 0.16772692] new direction [ 0.01754476 -0.03594693] re-reflecting gives direction [-0.0046699 -0.03972646] FORWARD: [-0.0046699 -0.03972646] [0.05036115 0.45117145] BACKWARD: [-0.0046699 -0.03972646] [0.05036115 0.45117145] setting seed = 99 reflecting at [0.50555553 0.58688913] with direction [-0.03999867 -0.00032601] chose normal [0.99595977 0.08980054] 53 reflecting at [0.50555553 0.58688913] with direction [-0.03999867 -0.00032601] reflecting with [ 0.8602646 -0.50984784] new direction [ 0.01891779 -0.03524368] re-reflecting gives direction [-0.03999867 -0.00032601] FORWARD: [-0.03999867 -0.00032601] [0.50555553 0.58688913] BACKWARD: [-0.03999867 -0.00032601] [0.50555553 0.58688913]

Passed

tests/test_stepsampling.py::test_stepsampler_cubemh

13.34

------------------------------Captured stdout call------------------------------
[ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.16) * Expected Volume: exp(0.00) param0: +0.000|***************************************************| +1.000 param1: +0.0000|***************************************************| +1.0000 param2: +0.000|***************************************************| +1.000 ineffective proposal scale (1). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.787986). shrinking... ineffective proposal scale (0.727821). shrinking... ineffective proposal scale (0.672249). shrinking... Z=-inf(0.00%) | Like=-30.68..-0.33 [-30.6766..-0.5047] | it/evals=0/412 eff=0.0000% N=400 ineffective proposal scale (0.672249). shrinking... ineffective proposal scale (0.620921). shrinking... ineffective proposal scale (0.573512). shrinking... ineffective proposal scale (0.529723). shrinking... ineffective proposal scale (0.573512). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.493179). shrinking... ineffective proposal scale (0.493179). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.493179). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.493179). shrinking... ineffective proposal scale (0.538205). shrinking... ineffective proposal scale (0.538205). shrinking... ineffective proposal scale (0.582695). shrinking... ineffective proposal scale (0.538205). shrinking... ineffective proposal scale (0.497111). shrinking... ineffective proposal scale (0.505071). shrinking... ineffective proposal scale (0.509098). shrinking... ineffective proposal scale (0.513158). shrinking... ineffective proposal scale (0.473977). shrinking... ineffective proposal scale (0.437788). shrinking... ineffective proposal scale (0.473977). shrinking... ineffective proposal scale (0.441279). shrinking... ineffective proposal scale (0.407586). shrinking... Z=-26.3(0.00%) | Like=-22.25..-0.33 [-30.6766..-0.5047] | it/evals=32/796 eff=8.0808% N=400 ineffective proposal scale (0.407586). shrinking... ineffective proposal scale (0.427479). shrinking... Z=-24.1(0.00%) | Like=-20.28..-0.33 [-30.6766..-0.5047] | it/evals=50/1012 eff=8.1699% N=400 ineffective proposal scale (0.505071). shrinking... ineffective proposal scale (0.466507). shrinking... ineffective proposal scale (0.401162). shrinking... ineffective proposal scale (0.370532). shrinking... ineffective proposal scale (0.350494). shrinking... ineffective proposal scale (0.350494). shrinking... Z=-22.3(0.00%) | Like=-18.43..-0.33 [-30.6766..-0.5047] | it/evals=67/1216 eff=8.2108% N=400 ineffective proposal scale (0.326314). shrinking... ineffective proposal scale (0.414112). shrinking... Mono-modal Volume: ~exp(-4.50) * Expected Volume: exp(-0.20) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-21.0(0.00%) | Like=-17.12..-0.33 [-30.6766..-0.5047] | it/evals=81/1384 eff=8.2317% N=400 Z=-19.2(0.00%) | Like=-15.59..-0.33 [-30.6766..-0.5047] | it/evals=100/1612 eff=8.2508% N=400 Z=-17.3(0.00%) | Like=-13.92..-0.33 [-30.6766..-0.5047] | it/evals=134/2020 eff=8.2716% N=400 Z=-16.4(0.00%) | Like=-13.13..-0.33 [-30.6766..-0.5047] | it/evals=150/2212 eff=8.2781% N=400 Mono-modal Volume: ~exp(-4.72) * Expected Volume: exp(-0.41) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-15.8(0.00%) | Like=-12.32..-0.33 [-30.6766..-0.5047] | it/evals=162/2356 eff=8.2822% N=400 Z=-14.3(0.00%) | Like=-11.11..-0.19 [-30.6766..-0.5047] | it/evals=196/2764 eff=8.2910% N=400 Z=-14.1(0.00%) | Like=-11.04..-0.19 [-30.6766..-0.5047] | it/evals=200/2812 eff=8.2919% N=400 Z=-13.0(0.01%) | Like=-9.73..-0.19 [-30.6766..-0.5047] | it/evals=235/3232 eff=8.2980% N=400 Mono-modal Volume: ~exp(-4.72) Expected Volume: exp(-0.61) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.00|***************************************************| +1.00 Z=-12.5(0.01%) | Like=-9.36..-0.19 [-30.6766..-0.5047] | it/evals=250/3412 eff=8.3001% N=400 Z=-11.5(0.03%) | Like=-8.49..-0.19 [-30.6766..-0.5047] | it/evals=284/3820 eff=8.3041% N=400 Z=-11.1(0.05%) | Like=-8.03..-0.19 [-30.6766..-0.5047] | it/evals=300/4012 eff=8.3056% N=400 Mono-modal Volume: ~exp(-4.78) * Expected Volume: exp(-0.81) param0: +0.000|***************************************************| +1.000 param1: +1.0e-06|***************************************************| +1.0e+00 param2: +0.00|***************************************************| +1.00 Z=-10.5(0.08%) | Like=-7.43..-0.19 [-30.6766..-0.5047] | it/evals=324/4300 eff=8.3077% N=400 Z=-9.9(0.15%) | Like=-6.96..-0.19 [-30.6766..-0.5047] | it/evals=350/4612 eff=8.3096% N=400 Z=-9.4(0.25%) | Like=-6.52..-0.02 [-30.6766..-0.5047] | it/evals=382/4996 eff=8.3116% N=400 Z=-9.1(0.34%) | Like=-6.15..-0.02 [-30.6766..-0.5047] | it/evals=400/5212 eff=8.3126% N=400 Mono-modal Volume: ~exp(-4.89) * Expected Volume: exp(-1.01) param0: +0.00|***************************************************| +1.00 param1: +1.0e-06|*********************************************** ***| +1.0e+00 param2: +0.00|***************************************************| +1.00 Z=-9.0(0.37%) | Like=-6.14..-0.02 [-30.6766..-0.5047] | it/evals=405/5272 eff=8.3128% N=400 Z=-8.5(0.61%) | Like=-5.71..-0.02 [-30.6766..-0.5047] | it/evals=440/5692 eff=8.3144% N=400 Z=-8.3(0.69%) | Like=-5.63..-0.02 [-30.6766..-0.5047] | it/evals=450/5812 eff=8.3149% N=400 Z=-8.0(1.02%) | Like=-5.32..-0.02 [-30.6766..-0.5047] | it/evals=485/6232 eff=8.3162% N=400 Mono-modal Volume: ~exp(-5.21) * Expected Volume: exp(-1.21) param0: +0.00|***************************************************| +1.00 param1: +0.000|*********************************************** ***| +1.000 param2: +0.00| **************************************************| +1.00 Z=-7.9(1.03%) | Like=-5.32..-0.02 [-30.6766..-0.5047] | it/evals=486/6244 eff=8.3162% N=400 Z=-7.8(1.18%) | Like=-5.22..-0.02 [-30.6766..-0.5047] | it/evals=500/6412 eff=8.3167% N=400 Z=-7.5(1.60%) | Like=-4.91..-0.02 [-30.6766..-0.5047] | it/evals=537/6856 eff=8.3178% N=400 Z=-7.4(1.79%) | Like=-4.79..-0.02 [-30.6766..-0.5047] | it/evals=550/7012 eff=8.3182% N=400 Mono-modal Volume: ~exp(-5.29) * Expected Volume: exp(-1.42) param0: +0.00| **************************************************| +1.00 param1: +0.00|*********************************************** ***| +1.00 param2: +0.00| *********************************************** *| +1.00 Z=-7.2(2.03%) | Like=-4.63..-0.02 [-30.6766..-0.5047] | it/evals=567/7216 eff=8.3187% N=400 Z=-7.0(2.68%) | Like=-4.38..-0.02 [-30.6766..-0.5047] | it/evals=600/7612 eff=8.3195% N=400 Z=-6.7(3.53%) | Like=-4.11..-0.02 [-30.6766..-0.5047] | it/evals=634/8020 eff=8.3202% N=400 Mono-modal Volume: ~exp(-5.36) * Expected Volume: exp(-1.62) positive degeneracy between param1 and param2: rho=0.76 param0: +0.00| ************************************************ | +1.00 param1: +0.00| ********************************************* * | +1.00 param2: +0.00| *********************************************** | +1.00 Z=-6.6(3.86%) | Like=-4.03..-0.02 [-30.6766..-0.5047] | it/evals=648/8188 eff=8.3205% N=400 Z=-6.6(3.93%) | Like=-4.00..-0.02 [-30.6766..-0.5047] | it/evals=650/8212 eff=8.3205% N=400 Z=-6.4(4.75%) | Like=-3.82..-0.02 [-30.6766..-0.5047] | it/evals=677/8536 eff=8.3210% N=400 Z=-6.3(5.22%) | Like=-3.62..-0.02 [-30.6766..-0.5047] | it/evals=696/8764 eff=8.3214% N=400 Z=-6.3(5.38%) | Like=-3.55..-0.02 [-30.6766..-0.5047] | it/evals=700/8812 eff=8.3214% N=400 Z=-6.2(6.02%) | Like=-3.41..-0.02 [-30.6766..-0.5047] | it/evals=717/9016 eff=8.3217% N=400 Mono-modal Volume: ~exp(-5.77) * Expected Volume: exp(-1.82) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.78 param0: +0.00| ******************************************** | +1.00 param1: +0.00| ******************************************** * | +1.00 param2: +0.00| ********************************************** | +1.00 Z=-6.1(6.52%) | Like=-3.35..-0.02 [-30.6766..-0.5047] | it/evals=729/9160 eff=8.3219% N=400 Z=-6.0(7.17%) | Like=-3.20..-0.02 [-30.6766..-0.5047] | it/evals=749/9400 eff=8.3222% N=400 Z=-6.0(7.23%) | Like=-3.20..-0.02 [-30.6766..-0.5047] | it/evals=750/9412 eff=8.3222% N=400 Z=-5.9(8.02%) | Like=-3.09..-0.02 [-30.6766..-0.5047] | it/evals=766/9604 eff=8.3225% N=400 Z=-5.8(8.84%) | Like=-3.02..-0.02 [-30.6766..-0.5047] | it/evals=783/9808 eff=8.3227% N=400 Z=-5.7(9.75%) | Like=-2.91..-0.02 [-30.6766..-0.5047] | it/evals=800/10012 eff=8.3229% N=400 Mono-modal Volume: ~exp(-5.77) Expected Volume: exp(-2.02) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.77 param0: +0.00| ******************************************* | +1.00 param1: +0.00| ******************************************** | +1.00 param2: +0.00| ********************************************* | +1.00 Z=-5.6(10.28%) | Like=-2.85..-0.02 [-30.6766..-0.5047] | it/evals=810/10132 eff=8.3231% N=400 Z=-5.5(11.42%) | Like=-2.77..-0.02 [-30.6766..-0.5047] | it/evals=831/10384 eff=8.3233% N=400 Z=-5.5(12.14%) | Like=-2.71..-0.02 [-30.6766..-0.5047] | it/evals=844/10540 eff=8.3235% N=400 Z=-5.4(12.52%) | Like=-2.66..-0.02 [-30.6766..-0.5047] | it/evals=850/10612 eff=8.3235% N=400 Z=-5.3(14.26%) | Like=-2.56..-0.02 [-30.6766..-0.5047] | it/evals=881/10984 eff=8.3239% N=400 Mono-modal Volume: ~exp(-5.77) Expected Volume: exp(-2.23) positive degeneracy between param0 and param2: rho=0.78 positive degeneracy between param1 and param2: rho=0.75 param0: +0.00| ****************************************** | +1.00 param1: +0.00| ****************************************** | +1.00 param2: +0.00| ******************************************* | +1.00 Z=-5.2(15.48%) | Like=-2.51..-0.02 [-30.6766..-0.5047] | it/evals=900/11212 eff=8.3241% N=400 Z=-5.1(17.37%) | Like=-2.39..-0.02 [-30.6766..-0.5047] | it/evals=932/11596 eff=8.3244% N=400 Z=-5.0(18.55%) | Like=-2.29..-0.02 [-30.6766..-0.5047] | it/evals=950/11812 eff=8.3246% N=400 Z=-5.0(19.92%) | Like=-2.20..-0.02 [-30.6766..-0.5047] | it/evals=970/12052 eff=8.3248% N=400 Mono-modal Volume: ~exp(-6.35) * Expected Volume: exp(-2.43) positive degeneracy between param0 and param2: rho=0.78 positive degeneracy between param1 and param2: rho=0.76 param0: +0.00| ****************************************** | +1.00 param1: +0.0| ***************************************** | +1.0 param2: +0.0| ******************** ******************** | +1.0 Z=-5.0(20.07%) | Like=-2.20..-0.02 [-30.6766..-0.5047] | it/evals=972/12076 eff=8.3248% N=400 Z=-4.9(21.68%) | Like=-2.12..-0.02 [-30.6766..-0.5047] | it/evals=997/12376 eff=8.3250% N=400 Z=-4.9(21.85%) | Like=-2.11..-0.02 [-30.6766..-0.5047] | it/evals=1000/12412 eff=8.3250% N=400 Z=-4.8(24.28%) | Like=-1.97..-0.02 [-30.6766..-0.5047] | it/evals=1034/12820 eff=8.3253% N=400 Z=-4.7(25.54%) | Like=-1.92..-0.02 [-30.6766..-0.5047] | it/evals=1050/13012 eff=8.3254% N=400 Have 2 modes Volume: ~exp(-7.02) * Expected Volume: exp(-2.63) positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 11111111111111111111 2222222222222222222 | +1.0 param1: +0.0| 111111111111111111122222222222222222222 | +1.0 param2: +0.0| 1111111111111111111 22222222222222222222 | +1.0 Z=-4.7(25.75%) | Like=-1.92..-0.02 [-30.6766..-0.5047] | it/evals=1053/13048 eff=8.3254% N=400 Z=-4.6(27.92%) | Like=-1.79..-0.02 [-30.6766..-0.5047] | it/evals=1083/13409 eff=8.3250% N=400 Z=-4.6(29.04%) | Like=-1.73..-0.02 [-30.6766..-0.5047] | it/evals=1100/13614 eff=8.3245% N=400 Z=-4.5(31.33%) | Like=-1.61..-0.02 [-30.6766..-0.5047] | it/evals=1131/13986 eff=8.3247% N=400 Have 2 modes Volume: ~exp(-7.29) * Expected Volume: exp(-2.83) positive degeneracy between param0 and param2: rho=0.77 param0: +0.0| 111111111111111111 222222222222222222 | +1.0 param1: +0.0| 111111111111111111 222222222222222222 | +1.0 param2: +0.0| 11111111111111111 1 222222222222222222 | +1.0 Z=-4.5(31.59%) | Like=-1.60..-0.02 [-30.6766..-0.5047] | it/evals=1134/14022 eff=8.3248% N=400 Z=-4.4(32.87%) | Like=-1.56..-0.02 [-30.6766..-0.5047] | it/evals=1150/14214 eff=8.3249% N=400 Z=-4.4(34.75%) | Like=-1.51..-0.02 [-30.6766..-0.5047] | it/evals=1172/14478 eff=8.3250% N=400 Z=-4.3(36.23%) | Like=-1.47..-0.02 [-30.6766..-0.5047] | it/evals=1192/14718 eff=8.3252% N=400 Z=-4.3(36.90%) | Like=-1.45..-0.02 [-30.6766..-0.5047] | it/evals=1200/14814 eff=8.3252% N=400 Have 2 modes Volume: ~exp(-7.29) Expected Volume: exp(-3.04) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0| 01111111111111111 22222222222222222 | +1.0 param1: +0.0| 11111111111111111 22222222222222222 | +1.0 param2: +0.0| 11111111111111110 22222222222222222 | +1.0 Z=-4.3(38.27%) | Like=-1.41..-0.02 [-30.6766..-0.5047] | it/evals=1215/14994 eff=8.3253% N=400 Z=-4.2(40.29%) | Like=-1.35..-0.02 [-30.6766..-0.5047] | it/evals=1238/15270 eff=8.3255% N=400 Z=-4.2(41.33%) | Like=-1.33..-0.02 [-30.6766..-0.5047] | it/evals=1250/15414 eff=8.3256% N=400 Z=-4.2(43.97%) | Like=-1.24..-0.02 [-30.6766..-0.5047] | it/evals=1280/15775 eff=8.3252% N=400 Have 2 modes Volume: ~exp(-7.95) * Expected Volume: exp(-3.24) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 1111111111111111 2222222222222222 | +1.0 param1: +0.0| 1111111111111111 22222222222222222 | +1.0 param2: +0.0| 111111111111111 222222222222222 | +1.0 Z=-4.1(45.32%) | Like=-1.20..-0.02 [-30.6766..-0.5047] | it/evals=1296/15967 eff=8.3253% N=400 Z=-4.1(45.63%) | Like=-1.19..-0.02 [-30.6766..-0.5047] | it/evals=1300/16015 eff=8.3253% N=400 Z=-4.1(48.16%) | Like=-1.12..-0.02 [-30.6766..-0.5047] | it/evals=1333/16411 eff=8.3255% N=400 Z=-4.0(49.56%) | Like=-1.10..-0.02 [-30.6766..-0.5047] | it/evals=1350/16615 eff=8.3256% N=400 Have 2 modes Volume: ~exp(-8.07) * Expected Volume: exp(-3.44) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 11111111111111 222222222222222 | +1.0 param1: +0.0| 11111111111111 222222222222222 | +1.0 param2: +0.0| 111111111111111 22222222222222 | +1.0 Z=-4.0(51.72%) | Like=-1.06..-0.02 [-30.6766..-0.5047] | it/evals=1377/16939 eff=8.3258% N=400 Z=-4.0(53.50%) | Like=-1.01..-0.02 [-30.6766..-0.5047] | it/evals=1400/17215 eff=8.3259% N=400 Z=-3.9(55.54%) | Like=-0.98..-0.02 [-30.6766..-0.5047] | it/evals=1428/17551 eff=8.3260% N=400 Z=-3.9(57.11%) | Like=-0.94..-0.02 [-30.6766..-0.5047] | it/evals=1450/17815 eff=8.3262% N=400 Have 2 modes Volume: ~exp(-8.07) Expected Volume: exp(-3.64) positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 11111111111111 22222222222222 | +1.0 param1: +0.0| 11111111111111 02222222222222 | +1.0 param2: +0.0| 11111111111111 02222222222222 | +1.0 Z=-3.9(58.42%) | Like=-0.92..-0.02 [-30.6766..-0.5047] | it/evals=1469/18043 eff=8.3262% N=400 Z=-3.8(60.55%) | Like=-0.88..-0.02 [-30.6766..-0.5047] | it/evals=1500/18415 eff=8.3264% N=400 Z=-3.8(62.73%) | Like=-0.83..-0.02 [-30.6766..-0.5047] | it/evals=1534/18823 eff=8.3265% N=400 Have 2 modes Volume: ~exp(-8.21) * Expected Volume: exp(-3.85) param0: +0.0| 11111111111111 2222222222222 | +1.0 param1: +0.0| 111111111111 2222222222222 | +1.0 param2: +0.0| 1111111111111 222222222222 | +1.0 Z=-3.8(63.04%) | Like=-0.82..-0.02 [-30.6766..-0.5047] | it/evals=1539/18883 eff=8.3266% N=400 Z=-3.8(63.78%) | Like=-0.81..-0.02 [-30.6766..-0.5047] | it/evals=1550/19015 eff=8.3266% N=400 Z=-3.7(66.14%) | Like=-0.77..-0.02 [-30.6766..-0.5047] | it/evals=1588/19471 eff=8.3268% N=400 Z=-3.7(66.95%) | Like=-0.75..-0.02 [-30.6766..-0.5047] | it/evals=1600/19615 eff=8.3268% N=400 Z=-3.7(67.98%) | Like=-0.72..-0.02 [-30.6766..-0.5047] | it/evals=1617/19819 eff=8.3269% N=400 Have 2 modes Volume: ~exp(-8.59) * Expected Volume: exp(-4.05) param0: +0.0| 111111111111 2222222222222 | +1.0 param1: +0.0| 11111111111 2222222222222 | +1.0 param2: +0.0| 111111111111 22222222222 +0.8 | +1.0 Z=-3.7(68.14%) | Like=-0.72..-0.01 [-30.6766..-0.5047] | it/evals=1620/19855 eff=8.3269% N=400 Z=-3.7(69.74%) | Like=-0.69..-0.01 [-30.6766..-0.5047] | it/evals=1648/20191 eff=8.3270% N=400 Z=-3.7(69.83%) | Like=-0.69..-0.01 [-30.6766..-0.5047] | it/evals=1650/20215 eff=8.3270% N=400 Z=-3.7(71.74%) | Like=-0.64..-0.01 [-30.6766..-0.5047] | it/evals=1684/20623 eff=8.3272% N=400 Z=-3.6(72.58%) | Like=-0.63..-0.01 [-30.6766..-0.5047] | it/evals=1700/20815 eff=8.3272% N=400 Have 2 modes Volume: ~exp(-8.87) * Expected Volume: exp(-4.25) param0: +0.0| 111111111111 222222222222 | +1.0 param1: +0.0| 11111111111 22222222222 +0.8 | +1.0 param2: +0.0| 111111111111 22222222222 +0.8 | +1.0 Z=-3.6(72.61%) | Like=-0.63..-0.01 [-30.6766..-0.5047] | it/evals=1701/20827 eff=8.3272% N=400 Z=-3.6(74.49%) | Like=-0.59..-0.01 [-30.6766..-0.5047] | it/evals=1737/21259 eff=8.3273% N=400 Z=-3.6(75.14%) | Like=-0.58..-0.01 [-30.6766..-0.5047] | it/evals=1750/21415 eff=8.3274% N=400 Have 2 modes Volume: ~exp(-9.00) * Expected Volume: exp(-4.45) param0: +0.0| 11111111111 22222222222 +0.8 | +1.0 param1: +0.0| 11111111111 22222222222 +0.8 | +1.0 param2: +0.0| 11111111111 22222222222 +0.8 | +1.0 Z=-3.6(76.66%) | Like=-0.56..-0.01 [-30.6766..-0.5047] | it/evals=1782/21799 eff=8.3275% N=400 Z=-3.6(77.47%) | Like=-0.54..-0.01 [-30.6766..-0.5047] | it/evals=1800/22015 eff=8.3276% N=400 Z=-3.6(79.17%) | Like=-0.50..-0.01 [-0.5042..-0.5032]*| it/evals=1839/22483 eff=8.3277% N=400 Z=-3.6(79.61%) | Like=-0.50..-0.01 [-0.4966..-0.4945]*| it/evals=1850/22615 eff=8.3277% N=400 Have 2 modes Volume: ~exp(-9.02) * Expected Volume: exp(-4.66) param0: +0.0| 1111111111 22222222222 +0.8 | +1.0 param1: +0.0| 1111111111 2222222222 +0.8 | +1.0 param2: +0.0| 11111111111 2222222222 +0.8 | +1.0 Z=-3.5(80.12%) | Like=-0.49..-0.01 [-0.4857..-0.4848]*| it/evals=1863/22771 eff=8.3277% N=400 Z=-3.5(81.59%) | Like=-0.45..-0.01 [-0.4535..-0.4532]*| it/evals=1899/23203 eff=8.3279% N=400 Z=-3.5(81.63%) | Like=-0.45..-0.01 [-0.4532..-0.4523]*| it/evals=1900/23215 eff=8.3279% N=400 Z=-3.5(83.16%) | Like=-0.42..-0.01 [-0.4232..-0.4226]*| it/evals=1941/23707 eff=8.3280% N=400 Have 2 modes Volume: ~exp(-9.02) Expected Volume: exp(-4.86) param0: +0.0| 1111111111 2222222222 +0.8 | +1.0 param1: +0.0| 1111111111 222222222 +0.8 | +1.0 param2: +0.0| +0.2 111111111 2222222222 +0.8 | +1.0 Z=-3.5(83.47%) | Like=-0.42..-0.01 [-0.4197..-0.4190]*| it/evals=1950/23815 eff=8.3280% N=400 Z=-3.5(84.87%) | Like=-0.39..-0.01 [-0.3939..-0.3939]*| it/evals=1993/24331 eff=8.3281% N=400 Z=-3.5(85.10%) | Like=-0.39..-0.01 [-0.3886..-0.3878]*| it/evals=2000/24415 eff=8.3281% N=400 Have 2 modes Volume: ~exp(-9.02) Expected Volume: exp(-5.06) param0: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 param1: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 param2: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 Z=-3.5(85.99%) | Like=-0.37..-0.01 [-0.3718..-0.3717]*| it/evals=2028/24751 eff=8.3282% N=400 Z=-3.5(86.64%) | Like=-0.36..-0.01 [-0.3602..-0.3594]*| it/evals=2050/25016 eff=8.3279% N=400 Z=-3.5(87.76%) | Like=-0.34..-0.01 [-0.3366..-0.3359]*| it/evals=2092/25520 eff=8.3280% N=400 Z=-3.5(87.97%) | Like=-0.33..-0.01 [-0.3326..-0.3325]*| it/evals=2100/25616 eff=8.3280% N=400 Have 2 modes Volume: ~exp(-9.02) Expected Volume: exp(-5.27) param0: +0.0| +0.2 111111110 022222222 +0.8 | +1.0 param1: +0.0| +0.2 111111110 22222222 +0.8 | +1.0 param2: +0.0| +0.2 111111111 022222220 +0.8 | +1.0 Z=-3.4(88.73%) | Like=-0.32..-0.01 [-0.3187..-0.3182]*| it/evals=2130/25976 eff=8.3281% N=400 Z=-3.4(89.22%) | Like=-0.31..-0.01 [-0.3093..-0.3081]*| it/evals=2150/26216 eff=8.3282% N=400 Have 2 modes Volume: ~exp(-9.24) * Expected Volume: exp(-5.47) param0: +0.0| +0.2 11111111 22222222 +0.8 | +1.0 param1: +0.0| +0.2 111111111 22222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 22222222 +0.8 | +1.0 Z=-3.4(90.06%) | Like=-0.29..-0.01 [-0.2876..-0.2874]*| it/evals=2187/26660 eff=8.3283% N=400 Z=-3.4(90.36%) | Like=-0.28..-0.01 [-0.2825..-0.2811]*| it/evals=2200/26816 eff=8.3283% N=400 Z=-3.4(91.05%) | Like=-0.27..-0.01 [-0.2670..-0.2664]*| it/evals=2233/27212 eff=8.3284% N=400 Z=-3.4(91.38%) | Like=-0.26..-0.01 [-0.2585..-0.2584]*| it/evals=2250/27416 eff=8.3284% N=400 Have 2 modes Volume: ~exp(-9.43) * Expected Volume: exp(-5.67) param0: +0.0| +0.2 11111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 22222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.4(91.72%) | Like=-0.25..-0.01 [-0.2479..-0.2478]*| it/evals=2268/27632 eff=8.3284% N=400 Z=-3.4(92.26%) | Like=-0.24..-0.00 [-0.2359..-0.2356]*| it/evals=2298/27992 eff=8.3285% N=400 Z=-3.4(92.29%) | Like=-0.24..-0.00 [-0.2353..-0.2353]*| it/evals=2300/28016 eff=8.3285% N=400 Z=-3.4(92.82%) | Like=-0.22..-0.00 [-0.2240..-0.2233]*| it/evals=2331/28388 eff=8.3286% N=400 Have 2 modes Volume: ~exp(-10.04) * Expected Volume: exp(-5.87) param0: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.4(93.10%) | Like=-0.22..-0.00 [-0.2171..-0.2168]*| it/evals=2349/28604 eff=8.3286% N=400 Z=-3.4(93.12%) | Like=-0.22..-0.00 [-0.2168..-0.2166]*| it/evals=2350/28616 eff=8.3286% N=400 Z=-3.4(93.56%) | Like=-0.21..-0.00 [-0.2087..-0.2085]*| it/evals=2378/28952 eff=8.3287% N=400 Z=-3.4(93.88%) | Like=-0.20..-0.00 [-0.1997..-0.1994]*| it/evals=2400/29216 eff=8.3287% N=400 Have 2 modes Volume: ~exp(-10.06) * Expected Volume: exp(-6.08) param0: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.7 | +1.0 Z=-3.4(94.29%) | Like=-0.19..-0.00 [-0.1926..-0.1923]*| it/evals=2430/29576 eff=8.3288% N=400 Z=-3.4(94.55%) | Like=-0.19..-0.00 [-0.1858..-0.1855]*| it/evals=2450/29816 eff=8.3288% N=400 Z=-3.4(94.89%) | Like=-0.18..-0.00 [-0.1795..-0.1793]*| it/evals=2478/30152 eff=8.3289% N=400 Z=-3.4(95.14%) | Like=-0.17..-0.00 [-0.1731..-0.1710]*| it/evals=2500/30416 eff=8.3289% N=400 Have 2 modes Volume: ~exp(-10.06) Expected Volume: exp(-6.28) param0: +0.0| +0.2 1111111 222222 +0.7 | +1.0 param1: +0.0| +0.2 111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.7 | +1.0 Z=-3.4(95.28%) | Like=-0.17..-0.00 [-0.1679..-0.1678]*| it/evals=2513/30572 eff=8.3289% N=400 Z=-3.4(95.61%) | Like=-0.16..-0.00 [-0.1611..-0.1609]*| it/evals=2544/30944 eff=8.3290% N=400 Z=-3.4(95.68%) | Like=-0.16..-0.00 [-0.1596..-0.1592]*| it/evals=2550/31016 eff=8.3290% N=400 Z=-3.4(95.99%) | Like=-0.15..-0.00 [-0.1496..-0.1494]*| it/evals=2582/31400 eff=8.3290% N=400 Have 2 modes Volume: ~exp(-10.43) * Expected Volume: exp(-6.48) param0: +0.0| +0.3 111111 2222222 +0.7 | +1.0 param1: +0.0| +0.2 111111 222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.4(96.08%) | Like=-0.15..-0.00 [-0.1475..-0.1471]*| it/evals=2592/31520 eff=8.3290% N=400 Z=-3.4(96.15%) | Like=-0.15..-0.00 [-0.1457..-0.1456]*| it/evals=2600/31616 eff=8.3291% N=400 Z=-3.4(96.42%) | Like=-0.14..-0.00 [-0.1378..-0.1372]*| it/evals=2631/31988 eff=8.3291% N=400 Z=-3.4(96.55%) | Like=-0.13..-0.00 [-0.1334..-0.1332]*| it/evals=2646/32168 eff=8.3291% N=400 Z=-3.4(96.58%) | Like=-0.13..-0.00 [-0.1321..-0.1315]*| it/evals=2650/32216 eff=8.3291% N=400 Have 2 modes Volume: ~exp(-10.51) * Expected Volume: exp(-6.68) param0: +0.0| +0.3 111111 22222 +0.7 | +1.0 param1: +0.0| +0.3 111111 222222 +0.7 | +1.0 param2: +0.0| +0.3 11111 222222 +0.7 | +1.0 Z=-3.4(96.76%) | Like=-0.13..-0.00 [-0.1266..-0.1262]*| it/evals=2673/32492 eff=8.3292% N=400 Z=-3.4(96.96%) | Like=-0.12..-0.00 [-0.1213..-0.1212]*| it/evals=2700/32816 eff=8.3292% N=400 Z=-3.4(97.20%) | Like=-0.11..-0.00 [-0.1145..-0.1143]*| it/evals=2734/33224 eff=8.3293% N=400 Z=-3.4(97.30%) | Like=-0.11..-0.00 [-0.1110..-0.1105]*| it/evals=2750/33416 eff=8.3293% N=400 Have 2 modes Volume: ~exp(-10.90) * Expected Volume: exp(-6.89) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.4(97.33%) | Like=-0.11..-0.00 [-0.1100..-0.1100]*| it/evals=2754/33464 eff=8.3293% N=400 Z=-3.4(97.54%) | Like=-0.10..-0.00 [-0.1031..-0.1029]*| it/evals=2788/33872 eff=8.3293% N=400 Z=-3.4(97.61%) | Like=-0.10..-0.00 [-0.1011..-0.1010]*| it/evals=2800/34016 eff=8.3294% N=400 Have 2 modes Volume: ~exp(-11.08) * Expected Volume: exp(-7.09) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.3(97.80%) | Like=-0.09..-0.00 [-0.0944..-0.0943]*| it/evals=2835/34436 eff=8.3294% N=400 Z=-3.3(97.88%) | Like=-0.09..-0.00 [-0.0916..-0.0915]*| it/evals=2850/34616 eff=8.3294% N=400 Z=-3.3(98.05%) | Like=-0.09..-0.00 [-0.0870..-0.0870]*| it/evals=2884/35024 eff=8.3295% N=400 Z=-3.3(98.12%) | Like=-0.08..-0.00 [-0.0847..-0.0844]*| it/evals=2900/35216 eff=8.3295% N=400 Have 2 modes Volume: ~exp(-11.25) * Expected Volume: exp(-7.29) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.3(98.19%) | Like=-0.08..-0.00 [-0.0816..-0.0816]*| it/evals=2916/35408 eff=8.3295% N=400 Z=-3.3(98.34%) | Like=-0.08..-0.00 [-0.0777..-0.0777]*| it/evals=2950/35816 eff=8.3296% N=400 Z=-3.3(98.47%) | Like=-0.07..-0.00 [-0.0737..-0.0736]*| it/evals=2984/36224 eff=8.3296% N=400 Have 2 modes Volume: ~exp(-11.96) * Expected Volume: exp(-7.49) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.3(98.51%) | Like=-0.07..-0.00 [-0.0727..-0.0725]*| it/evals=2997/36380 eff=8.3296% N=400 Z=-3.3(98.52%) | Like=-0.07..-0.00 [-0.0723..-0.0717]*| it/evals=3000/36416 eff=8.3296% N=400 Z=-3.3(98.58%) | Like=-0.07..-0.00 [-0.0695..-0.0694]*| it/evals=3017/36620 eff=8.3297% N=400 Z=-3.3(98.69%) | Like=-0.07..-0.00 [-0.0668..-0.0668]*| it/evals=3050/37016 eff=8.3297% N=400 Z=-3.3(98.76%) | Like=-0.06..-0.00 [-0.0644..-0.0643]*| it/evals=3072/37280 eff=8.3297% N=400 Have 2 modes Volume: ~exp(-12.24) * Expected Volume: exp(-7.70) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 1111 22222 +0.7 | +1.0 Z=-3.3(98.78%) | Like=-0.06..-0.00 [-0.0639..-0.0638]*| it/evals=3078/37352 eff=8.3297% N=400 Z=-3.3(98.82%) | Like=-0.06..-0.00 [-0.0623..-0.0622]*| it/evals=3093/37532 eff=8.3297% N=400 Z=-3.3(98.84%) | Like=-0.06..-0.00 [-0.0617..-0.0617]*| it/evals=3100/37616 eff=8.3298% N=400 Z=-3.3(98.89%) | Like=-0.06..-0.00 [-0.0598..-0.0597]*| it/evals=3117/37820 eff=8.3298% N=400 Z=-3.3(98.94%) | Like=-0.06..-0.00 [-0.0579..-0.0578]*| it/evals=3134/38024 eff=8.3298% N=400 Z=-3.3(98.98%) | Like=-0.06..-0.00 [-0.0569..-0.0564]*| it/evals=3150/38216 eff=8.3298% N=400 Have 2 modes Volume: ~exp(-12.34) * Expected Volume: exp(-7.90) param0: +0.0| +0.3 1111 2222 +0.7 | +1.0 param1: +0.0| +0.3 1111 22222 +0.7 | +1.0 param2: +0.0| +0.3 1111 2222 +0.7 | +1.0 Z=-3.3(99.00%) | Like=-0.06..-0.00 [-0.0558..-0.0558]*| it/evals=3159/38324 eff=8.3298% N=400 [ultranest] Explored until L=-0.001 [ultranest] Likelihood function evaluations: 38324 [ultranest] logZ = -3.331 +- 0.04495 [ultranest] Effective samples strategy satisfied (ESS = 1794.2, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [ultranest] logZ error budget: single: 0.07 bs:0.04 tail:0.01 total:0.05 required:<0.50 [ultranest] done iterating. logZ = -3.327 +- 0.107 single instance: logZ = -3.327 +- 0.069 bootstrapped : logZ = -3.331 +- 0.106 tail : logZ = +- 0.010 param0 0.50 +- 0.22 param1 0.49 +- 0.22 param2 0.50 +- 0.22
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=-0.001 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 38324 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.331 +- 0.04495 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1794.2, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.07 bs:0.04 tail:0.01 total:0.05 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.

Passed

tests/test_stepsampling.py::test_stepsampler_regionmh

13.98

------------------------------Captured stdout call------------------------------
[ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.16) * Expected Volume: exp(0.00) param0: +0.000|***************************************************| +1.000 param1: +0.0000|***************************************************| +1.0000 param2: +0.000|***************************************************| +1.000 ineffective proposal scale (1). shrinking... ineffective proposal scale (0.923647). shrinking... Z=-inf(0.00%) | Like=-30.68..-0.33 [-30.6766..-0.5047] | it/evals=0/412 eff=0.0000% N=400 ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.923647). shrinking... ineffective proposal scale (0.853124). shrinking... ineffective proposal scale (0.787986). shrinking... ineffective proposal scale (0.727821). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.67761). shrinking... ineffective proposal scale (0.67761). shrinking... ineffective proposal scale (0.67761). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.733624). shrinking... ineffective proposal scale (0.739474). shrinking... ineffective proposal scale (0.806987). shrinking... Z=-27.8(0.00%) | Like=-23.39..-0.08 [-30.6766..-0.5047] | it/evals=24/700 eff=8.0000% N=400 ineffective proposal scale (0.806987). shrinking... ineffective proposal scale (0.806987). shrinking... ineffective proposal scale (0.806987). shrinking... ineffective proposal scale (0.806987). shrinking... ineffective proposal scale (0.745371). shrinking... ineffective proposal scale (0.745371). shrinking... ineffective proposal scale (0.68846). shrinking... ineffective proposal scale (0.640965). shrinking... ineffective proposal scale (0.592025). shrinking... ineffective proposal scale (0.601505). shrinking... ineffective proposal scale (0.555578). shrinking... ineffective proposal scale (0.601505). shrinking... ineffective proposal scale (0.611136). shrinking... ineffective proposal scale (0.616009). shrinking... ineffective proposal scale (0.573512). shrinking... ineffective proposal scale (0.533947). shrinking... ineffective proposal scale (0.630863). shrinking... ineffective proposal scale (0.538205). shrinking... ineffective proposal scale (0.497111). shrinking... Z=-24.1(0.00%) | Like=-20.30..-0.08 [-30.6766..-0.5047] | it/evals=50/1012 eff=8.1699% N=400 ineffective proposal scale (0.546822). shrinking... ineffective proposal scale (0.505071). shrinking... Z=-21.4(0.00%) | Like=-17.58..-0.08 [-30.6766..-0.5047] | it/evals=79/1360 eff=8.2292% N=400 Mono-modal Volume: ~exp(-4.22) * Expected Volume: exp(-0.20) param0: +0.00|***************************************************| +1.00 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-21.2(0.00%) | Like=-17.34..-0.08 [-30.6766..-0.5047] | it/evals=81/1384 eff=8.2317% N=400 ineffective proposal scale (0.448344). shrinking... Z=-19.4(0.00%) | Like=-15.70..-0.08 [-30.6766..-0.5047] | it/evals=100/1612 eff=8.2508% N=400 Z=-17.6(0.00%) | Like=-14.24..-0.08 [-30.6766..-0.5047] | it/evals=130/1972 eff=8.2697% N=400 Z=-16.5(0.00%) | Like=-12.99..-0.08 [-30.6766..-0.5047] | it/evals=150/2212 eff=8.2781% N=400 Mono-modal Volume: ~exp(-4.35) * Expected Volume: exp(-0.41) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-15.7(0.00%) | Like=-12.12..-0.08 [-30.6766..-0.5047] | it/evals=162/2356 eff=8.2822% N=400 Z=-14.3(0.00%) | Like=-11.11..-0.08 [-30.6766..-0.5047] | it/evals=191/2704 eff=8.2899% N=400 Z=-14.0(0.00%) | Like=-10.81..-0.08 [-30.6766..-0.5047] | it/evals=200/2813 eff=8.2884% N=400 Z=-12.9(0.01%) | Like=-9.80..-0.08 [-30.6766..-0.5047] | it/evals=230/3173 eff=8.2943% N=400 Mono-modal Volume: ~exp(-4.35) Expected Volume: exp(-0.61) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.00|***************************************************| +1.00 Z=-12.5(0.01%) | Like=-9.40..-0.08 [-30.6766..-0.5047] | it/evals=243/3329 eff=8.2963% N=400 Z=-12.3(0.01%) | Like=-9.16..-0.08 [-30.6766..-0.5047] | it/evals=250/3413 eff=8.2974% N=400 Z=-11.6(0.03%) | Like=-8.60..-0.08 [-30.6766..-0.5047] | it/evals=275/3713 eff=8.3006% N=400 Z=-11.0(0.05%) | Like=-7.94..-0.08 [-30.6766..-0.5047] | it/evals=300/4013 eff=8.3033% N=400 Mono-modal Volume: ~exp(-4.86) * Expected Volume: exp(-0.81) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.00|************************************************** | +1.00 Z=-10.4(0.09%) | Like=-7.46..-0.08 [-30.6766..-0.5047] | it/evals=324/4301 eff=8.3056% N=400 Z=-9.9(0.14%) | Like=-7.09..-0.08 [-30.6766..-0.5047] | it/evals=350/4613 eff=8.3076% N=400 Z=-9.4(0.22%) | Like=-6.65..-0.08 [-30.6766..-0.5047] | it/evals=380/4973 eff=8.3096% N=400 Z=-9.1(0.30%) | Like=-6.31..-0.08 [-30.6766..-0.5047] | it/evals=400/5213 eff=8.3108% N=400 Mono-modal Volume: ~exp(-5.09) * Expected Volume: exp(-1.01) param0: +0.000|* *************************************************| +1.000 param1: +0.00|***************************************************| +1.00 param2: +0.00|************************************************** | +1.00 Z=-9.1(0.33%) | Like=-6.22..-0.08 [-30.6766..-0.5047] | it/evals=405/5273 eff=8.3111% N=400 Z=-8.6(0.49%) | Like=-5.88..-0.08 [-30.6766..-0.5047] | it/evals=435/5633 eff=8.3126% N=400 Z=-8.4(0.60%) | Like=-5.75..-0.08 [-30.6766..-0.5047] | it/evals=450/5813 eff=8.3133% N=400 Z=-8.1(0.83%) | Like=-5.43..-0.08 [-30.6766..-0.5047] | it/evals=479/6161 eff=8.3145% N=400 Mono-modal Volume: ~exp(-5.17) * Expected Volume: exp(-1.21) param0: +0.000|* *************************************************| +1.000 param1: +0.00|***************************************************| +1.00 param2: +0.000|************************************************** | +1.000 Z=-8.0(0.89%) | Like=-5.41..-0.08 [-30.6766..-0.5047] | it/evals=486/6245 eff=8.3148% N=400 Z=-7.9(1.04%) | Like=-5.26..-0.08 [-30.6766..-0.5047] | it/evals=500/6413 eff=8.3153% N=400 Z=-7.6(1.37%) | Like=-5.07..-0.06 [-30.6766..-0.5047] | it/evals=530/6773 eff=8.3163% N=400 Z=-7.5(1.62%) | Like=-4.85..-0.05 [-30.6766..-0.5047] | it/evals=550/7013 eff=8.3170% N=400 Mono-modal Volume: ~exp(-5.17) Expected Volume: exp(-1.42) param0: +0.00| *************************************************| +1.00 param1: +0.00| *************************************************| +1.00 param2: +0.000|************************************************** | +1.000 Z=-7.3(1.92%) | Like=-4.69..-0.05 [-30.6766..-0.5047] | it/evals=568/7229 eff=8.3175% N=400 Z=-7.1(2.28%) | Like=-4.54..-0.05 [-30.6766..-0.5047] | it/evals=591/7505 eff=8.3181% N=400 Z=-7.1(2.46%) | Like=-4.42..-0.05 [-30.6766..-0.5047] | it/evals=600/7613 eff=8.3183% N=400 Z=-6.9(2.89%) | Like=-4.27..-0.05 [-30.6766..-0.5047] | it/evals=624/7901 eff=8.3189% N=400 Z=-6.7(3.39%) | Like=-4.11..-0.05 [-30.6766..-0.5047] | it/evals=646/8165 eff=8.3194% N=400 Mono-modal Volume: ~exp(-5.17) Expected Volume: exp(-1.62) param0: +0.00| *********************************************** | +1.00 param1: +0.00| ************************************************ | +1.00 param2: +0.00| ********************************************* * | +1.00 Z=-6.7(3.48%) | Like=-4.08..-0.05 [-30.6766..-0.5047] | it/evals=650/8213 eff=8.3195% N=400 Z=-6.6(4.02%) | Like=-3.94..-0.05 [-30.6766..-0.5047] | it/evals=672/8477 eff=8.3199% N=400 Z=-6.4(4.59%) | Like=-3.79..-0.05 [-30.6766..-0.5047] | it/evals=695/8753 eff=8.3204% N=400 Z=-6.4(4.67%) | Like=-3.76..-0.05 [-30.6766..-0.5047] | it/evals=700/8813 eff=8.3205% N=400 Z=-6.3(5.23%) | Like=-3.68..-0.05 [-30.6766..-0.5047] | it/evals=719/9042 eff=8.3198% N=400 Mono-modal Volume: ~exp(-5.78) * Expected Volume: exp(-1.82) param0: +0.00| ********************************************* | +1.00 param1: +0.00| *********************************************** | +1.00 param2: +0.00| ********************************************** | +1.00 Z=-6.2(5.51%) | Like=-3.61..-0.05 [-30.6766..-0.5047] | it/evals=729/9162 eff=8.3200% N=400 Z=-6.1(6.14%) | Like=-3.45..-0.05 [-30.6766..-0.5047] | it/evals=750/9415 eff=8.3195% N=400 Z=-6.0(7.07%) | Like=-3.31..-0.05 [-30.6766..-0.5047] | it/evals=775/9715 eff=8.3199% N=400 Z=-5.9(7.62%) | Like=-3.19..-0.05 [-30.6766..-0.5047] | it/evals=789/9883 eff=8.3202% N=400 Z=-5.8(8.09%) | Like=-3.15..-0.05 [-30.6766..-0.5047] | it/evals=800/10015 eff=8.3203% N=400 Mono-modal Volume: ~exp(-5.78) Expected Volume: exp(-2.02) positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.76 param0: +0.00| * ******************************************* | +1.00 param1: +0.00| ********************************************* | +1.00 param2: +0.00| * ****************************************** | +1.00 Z=-5.8(8.58%) | Like=-3.10..-0.05 [-30.6766..-0.5047] | it/evals=811/10147 eff=8.3205% N=400 Z=-5.7(9.52%) | Like=-3.00..-0.05 [-30.6766..-0.5047] | it/evals=833/10411 eff=8.3208% N=400 Z=-5.6(10.24%) | Like=-2.92..-0.05 [-30.6766..-0.5047] | it/evals=849/10603 eff=8.3211% N=400 Z=-5.6(10.29%) | Like=-2.91..-0.05 [-30.6766..-0.5047] | it/evals=850/10615 eff=8.3211% N=400 Z=-5.5(10.96%) | Like=-2.80..-0.05 [-30.6766..-0.5047] | it/evals=865/10795 eff=8.3213% N=400 Z=-5.4(12.26%) | Like=-2.63..-0.05 [-30.6766..-0.5047] | it/evals=889/11083 eff=8.3216% N=400 Mono-modal Volume: ~exp(-5.78) Expected Volume: exp(-2.23) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.78 param0: +0.00| ****************************************** | +1.00 param1: +0.00| ******************************************* | +1.00 param2: +0.0| ****************************************** | +1.0 Z=-5.4(12.84%) | Like=-2.56..-0.05 [-30.6766..-0.5047] | it/evals=900/11215 eff=8.3218% N=400 Z=-5.3(14.52%) | Like=-2.39..-0.05 [-30.6766..-0.5047] | it/evals=928/11551 eff=8.3221% N=400 Z=-5.2(15.96%) | Like=-2.31..-0.05 [-30.6766..-0.5047] | it/evals=950/11815 eff=8.3224% N=400 Mono-modal Volume: ~exp(-5.78) Expected Volume: exp(-2.43) positive degeneracy between param0 and param2: rho=0.78 positive degeneracy between param1 and param2: rho=0.78 param0: +0.0| ***************************************** | +1.0 param1: +0.0| **************************************** | +1.0 param2: +0.0| ********************* ******************* | +1.0 Z=-5.1(17.53%) | Like=-2.22..-0.05 [-30.6766..-0.5047] | it/evals=972/12079 eff=8.3226% N=400 Z=-5.0(19.25%) | Like=-2.11..-0.05 [-30.6766..-0.5047] | it/evals=1000/12415 eff=8.3229% N=400 Z=-4.9(21.37%) | Like=-1.99..-0.05 [-30.6766..-0.5047] | it/evals=1029/12763 eff=8.3232% N=400 Z=-4.8(22.77%) | Like=-1.90..-0.05 [-30.6766..-0.5047] | it/evals=1050/13015 eff=8.3234% N=400 Have 2 modes Volume: ~exp(-6.82) * Expected Volume: exp(-2.63) positive degeneracy between param0 and param2: rho=0.79 positive degeneracy between param1 and param2: rho=0.79 param0: +0.0| 1111111111111111111 2222222222222222222 | +1.0 param1: +0.0| 1111111111111111111 2222222222222222222 | +1.0 param2: +0.0| 1111111111111111111 2222222222222222222 | +1.0 Z=-4.8(23.03%) | Like=-1.88..-0.05 [-30.6766..-0.5047] | it/evals=1053/13051 eff=8.3235% N=400 Z=-4.7(25.16%) | Like=-1.77..-0.05 [-30.6766..-0.5047] | it/evals=1081/13387 eff=8.3237% N=400 Z=-4.6(26.82%) | Like=-1.69..-0.05 [-30.6766..-0.5047] | it/evals=1100/13615 eff=8.3239% N=400 Z=-4.6(29.07%) | Like=-1.61..-0.05 [-30.6766..-0.5047] | it/evals=1126/13927 eff=8.3241% N=400 Have 2 modes Volume: ~exp(-7.21) * Expected Volume: exp(-2.83) positive degeneracy between param0 and param2: rho=0.78 positive degeneracy between param1 and param2: rho=0.78 param0: +0.0| 111111111111111111 222222222222222222 | +1.0 param1: +0.0| 111111111111111111 22222222222222222 | +1.0 param2: +0.0| 11111111111111111 222222222222222222 | +1.0 Z=-4.5(29.67%) | Like=-1.58..-0.05 [-30.6766..-0.5047] | it/evals=1134/14023 eff=8.3242% N=400 Z=-4.5(31.06%) | Like=-1.54..-0.05 [-30.6766..-0.5047] | it/evals=1150/14215 eff=8.3243% N=400 Z=-4.4(33.24%) | Like=-1.49..-0.05 [-30.6766..-0.5047] | it/evals=1177/14539 eff=8.3245% N=400 Z=-4.4(35.23%) | Like=-1.45..-0.05 [-30.6766..-0.5047] | it/evals=1200/14815 eff=8.3247% N=400 Have 2 modes Volume: ~exp(-7.43) * Expected Volume: exp(-3.04) positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.78 param0: +0.0| 11111111111111111 22222222222222222 | +1.0 param1: +0.0| 11111111111111111 22222222222222222 | +1.0 param2: +0.0| 11111111111111111 22222222222222222 | +1.0 Z=-4.3(36.59%) | Like=-1.42..-0.05 [-30.6766..-0.5047] | it/evals=1215/14995 eff=8.3248% N=400 Z=-4.3(38.63%) | Like=-1.35..-0.05 [-30.6766..-0.5047] | it/evals=1241/15307 eff=8.3249% N=400 Z=-4.3(39.31%) | Like=-1.33..-0.00 [-30.6766..-0.5047] | it/evals=1250/15415 eff=8.3250% N=400 Z=-4.2(41.22%) | Like=-1.27..-0.00 [-30.6766..-0.5047] | it/evals=1274/15703 eff=8.3252% N=400 Have 2 modes Volume: ~exp(-7.43) Expected Volume: exp(-3.24) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 111111111111111 22222222222222222 | +1.0 param1: +0.0| 111111111111111 222222222222222 | +1.0 param2: +0.0| 111111111111111 2222222222222222 | +1.0 Z=-4.2(42.98%) | Like=-1.22..-0.00 [-30.6766..-0.5047] | it/evals=1296/15967 eff=8.3253% N=400 Z=-4.2(43.30%) | Like=-1.22..-0.00 [-30.6766..-0.5047] | it/evals=1300/16015 eff=8.3253% N=400 Z=-4.1(45.55%) | Like=-1.16..-0.00 [-30.6766..-0.5047] | it/evals=1326/16327 eff=8.3255% N=400 Z=-4.1(47.42%) | Like=-1.12..-0.00 [-30.6766..-0.5047] | it/evals=1350/16615 eff=8.3256% N=400 Have 2 modes Volume: ~exp(-7.43) Expected Volume: exp(-3.44) positive degeneracy between param0 and param2: rho=0.76 param0: +0.0| 111111111111110 222222222222222 | +1.0 param1: +0.0| 11111111111111 222222222222222 | +1.0 param2: +0.0| 111111111111111 222222222222222 | +1.0 Z=-4.0(49.59%) | Like=-1.07..-0.00 [-30.6766..-0.5047] | it/evals=1377/16939 eff=8.3258% N=400 Z=-4.0(51.45%) | Like=-1.03..-0.00 [-30.6766..-0.5047] | it/evals=1400/17215 eff=8.3259% N=400 Z=-4.0(53.58%) | Like=-0.98..-0.00 [-30.6766..-0.5047] | it/evals=1428/17551 eff=8.3260% N=400 Z=-3.9(55.27%) | Like=-0.94..-0.00 [-30.6766..-0.5047] | it/evals=1450/17815 eff=8.3262% N=400 Have 2 modes Volume: ~exp(-7.69) * Expected Volume: exp(-3.64) param0: +0.0| 111111111111111 222222222222222 | +1.0 param1: +0.0| 11111111111111 22222222222222 | +1.0 param2: +0.0| 111111111111111 2222222222222 | +1.0 Z=-3.9(55.83%) | Like=-0.93..-0.00 [-30.6766..-0.5047] | it/evals=1458/17911 eff=8.3262% N=400 Z=-3.9(57.79%) | Like=-0.89..-0.00 [-30.6766..-0.5047] | it/evals=1486/18247 eff=8.3263% N=400 Z=-3.9(58.77%) | Like=-0.87..-0.00 [-30.6766..-0.5047] | it/evals=1500/18415 eff=8.3264% N=400 Z=-3.8(60.75%) | Like=-0.84..-0.00 [-30.6766..-0.5047] | it/evals=1529/18763 eff=8.3265% N=400 Have 2 modes Volume: ~exp(-7.69) Expected Volume: exp(-3.85) param0: +0.0| 1111111111111 20222222222220 | +1.0 param1: +0.0| 1111111111111 222222222220 | +1.0 param2: +0.0| 1111111111111 222222222222 | +1.0 Z=-3.8(61.84%) | Like=-0.83..-0.00 [-30.6766..-0.5047] | it/evals=1546/18967 eff=8.3266% N=400 Z=-3.8(62.11%) | Like=-0.82..-0.00 [-30.6766..-0.5047] | it/evals=1550/19015 eff=8.3266% N=400 Z=-3.8(63.86%) | Like=-0.77..-0.00 [-30.6766..-0.5047] | it/evals=1578/19351 eff=8.3267% N=400 Z=-3.8(65.24%) | Like=-0.74..-0.00 [-30.6766..-0.5047] | it/evals=1600/19615 eff=8.3268% N=400 Z=-3.8(66.32%) | Like=-0.72..-0.00 [-30.6766..-0.5047] | it/evals=1617/19819 eff=8.3269% N=400 Have 2 modes Volume: ~exp(-8.47) * Expected Volume: exp(-4.05) param0: +0.0| 111111111111 222222222222 | +1.0 param1: +0.0| 111111111111 222222222222 | +1.0 param2: +0.0| 111111111111 222222222222 | +1.0 Z=-3.7(66.50%) | Like=-0.71..-0.00 [-30.6766..-0.5047] | it/evals=1620/19855 eff=8.3269% N=400 Z=-3.7(67.84%) | Like=-0.68..-0.00 [-30.6766..-0.5047] | it/evals=1643/20131 eff=8.3270% N=400 Z=-3.7(68.31%) | Like=-0.67..-0.00 [-30.6766..-0.5047] | it/evals=1650/20215 eff=8.3270% N=400 Z=-3.7(70.27%) | Like=-0.63..-0.00 [-30.6766..-0.5047] | it/evals=1684/20623 eff=8.3272% N=400 Z=-3.7(71.15%) | Like=-0.61..-0.00 [-30.6766..-0.5047] | it/evals=1700/20815 eff=8.3272% N=400 Have 2 modes Volume: ~exp(-8.47) Expected Volume: exp(-4.25) param0: +0.0| 11111111111 22222222222 +0.8 | +1.0 param1: +0.0| 11111111111 222222222222 | +1.0 param2: +0.0| 11111111111 22222222222 +0.8 | +1.0 Z=-3.7(72.31%) | Like=-0.57..-0.00 [-30.6766..-0.5047] | it/evals=1722/21079 eff=8.3273% N=400 Z=-3.6(73.81%) | Like=-0.54..-0.00 [-30.6766..-0.5047] | it/evals=1750/21415 eff=8.3274% N=400 Z=-3.6(74.88%) | Like=-0.52..-0.00 [-30.6766..-0.5047] | it/evals=1771/21668 eff=8.3271% N=400 Have 2 modes Volume: ~exp(-8.99) * Expected Volume: exp(-4.45) param0: +0.0| 11111111111 2222222222 +0.8 | +1.0 param1: +0.0| 11111111111 2222222222 +0.8 | +1.0 param2: +0.0| 11111111111 22222222222 +0.8 | +1.0 Z=-3.6(75.41%) | Like=-0.51..-0.00 [-30.6766..-0.5047] | it/evals=1782/21800 eff=8.3271% N=400 Z=-3.6(76.30%) | Like=-0.50..-0.00 [-0.4972..-0.4970]*| it/evals=1800/22016 eff=8.3272% N=400 Z=-3.6(77.64%) | Like=-0.47..-0.00 [-0.4683..-0.4675]*| it/evals=1829/22364 eff=8.3273% N=400 Z=-3.6(78.57%) | Like=-0.45..-0.00 [-0.4538..-0.4513]*| it/evals=1850/22616 eff=8.3273% N=400 Have 2 modes Volume: ~exp(-9.00) * Expected Volume: exp(-4.66) param0: +0.0| 1111111111 2222222222 +0.8 | +1.0 param1: +0.0| 1111111111 222222222 +0.8 | +1.0 param2: +0.0| 1111111111 222222222 +0.8 | +1.0 Z=-3.6(79.15%) | Like=-0.44..-0.00 [-0.4382..-0.4381]*| it/evals=1863/22772 eff=8.3274% N=400 Z=-3.6(80.43%) | Like=-0.42..-0.00 [-0.4194..-0.4193]*| it/evals=1893/23132 eff=8.3275% N=400 Z=-3.6(80.72%) | Like=-0.41..-0.00 [-0.4150..-0.4143]*| it/evals=1900/23216 eff=8.3275% N=400 Z=-3.5(81.86%) | Like=-0.39..-0.00 [-0.3944..-0.3942]*| it/evals=1929/23564 eff=8.3276% N=400 Have 2 modes Volume: ~exp(-9.16) * Expected Volume: exp(-4.86) param0: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 param1: +0.0| 1111111111 222222222 +0.8 | +1.0 param2: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 Z=-3.5(82.43%) | Like=-0.38..-0.00 [-0.3811..-0.3806]*| it/evals=1944/23744 eff=8.3276% N=400 Z=-3.5(82.66%) | Like=-0.38..-0.00 [-0.3774..-0.3773]*| it/evals=1950/23816 eff=8.3276% N=400 Z=-3.5(83.71%) | Like=-0.36..-0.00 [-0.3561..-0.3553]*| it/evals=1979/24164 eff=8.3277% N=400 Z=-3.5(84.41%) | Like=-0.34..-0.00 [-0.3408..-0.3403]*| it/evals=2000/24416 eff=8.3278% N=400 Have 2 modes Volume: ~exp(-9.16) Expected Volume: exp(-5.06) param0: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 param1: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 022222222 +0.8 | +1.0 Z=-3.5(85.25%) | Like=-0.33..-0.00 [-0.3264..-0.3262]*| it/evals=2025/24716 eff=8.3278% N=400 Z=-3.5(86.03%) | Like=-0.31..-0.00 [-0.3092..-0.3089]*| it/evals=2050/25016 eff=8.3279% N=400 Z=-3.5(87.05%) | Like=-0.29..-0.00 [-0.2946..-0.2944]*| it/evals=2084/25424 eff=8.3280% N=400 Z=-3.5(87.52%) | Like=-0.28..-0.00 [-0.2847..-0.2844]*| it/evals=2100/25616 eff=8.3280% N=400 Have 2 modes Volume: ~exp(-9.64) * Expected Volume: exp(-5.27) param0: +0.0| +0.2 11111111 22222222 +0.8 | +1.0 param1: +0.0| +0.2 11111111 22222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 2222222 +0.8 | +1.0 Z=-3.5(87.69%) | Like=-0.28..-0.00 [-0.2831..-0.2830]*| it/evals=2106/25688 eff=8.3281% N=400 Z=-3.5(88.42%) | Like=-0.27..-0.00 [-0.2713..-0.2706]*| it/evals=2133/26012 eff=8.3281% N=400 Z=-3.5(88.85%) | Like=-0.27..-0.00 [-0.2680..-0.2672]*| it/evals=2150/26216 eff=8.3282% N=400 Z=-3.5(89.58%) | Like=-0.26..-0.00 [-0.2560..-0.2559]*| it/evals=2180/26576 eff=8.3282% N=400 Have 2 modes Volume: ~exp(-9.73) * Expected Volume: exp(-5.47) param0: +0.0| +0.2 11111111 22222222 +0.8 | +1.0 param1: +0.0| +0.2 11111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 2222222 +0.8 | +1.0 Z=-3.5(89.73%) | Like=-0.25..-0.00 [-0.2544..-0.2537]*| it/evals=2187/26660 eff=8.3283% N=400 Z=-3.4(90.03%) | Like=-0.25..-0.00 [-0.2495..-0.2490]*| it/evals=2200/26816 eff=8.3283% N=400 Z=-3.4(90.67%) | Like=-0.24..-0.00 [-0.2380..-0.2379]*| it/evals=2229/27164 eff=8.3284% N=400 Z=-3.4(91.11%) | Like=-0.23..-0.00 [-0.2312..-0.2305]*| it/evals=2250/27416 eff=8.3284% N=400 Have 2 modes Volume: ~exp(-10.10) * Expected Volume: exp(-5.67) param0: +0.0| +0.2 1111111 22222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.4(91.47%) | Like=-0.22..-0.00 [-0.2241..-0.2240]*| it/evals=2268/27632 eff=8.3284% N=400 Z=-3.4(92.04%) | Like=-0.22..-0.00 [-0.2155..-0.2154]*| it/evals=2298/27992 eff=8.3285% N=400 Z=-3.4(92.08%) | Like=-0.22..-0.00 [-0.2154..-0.2154]*| it/evals=2300/28016 eff=8.3285% N=400 Z=-3.4(92.60%) | Like=-0.21..-0.00 [-0.2059..-0.2059]*| it/evals=2330/28376 eff=8.3286% N=400 Have 2 modes Volume: ~exp(-10.10) Expected Volume: exp(-5.87) param0: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.4(92.92%) | Like=-0.20..-0.00 [-0.2005..-0.2004]*| it/evals=2349/28604 eff=8.3286% N=400 Z=-3.4(92.93%) | Like=-0.20..-0.00 [-0.2004..-0.2004]*| it/evals=2350/28616 eff=8.3286% N=400 Z=-3.4(93.39%) | Like=-0.19..-0.00 [-0.1946..-0.1944]*| it/evals=2379/28964 eff=8.3287% N=400 Z=-3.4(93.70%) | Like=-0.19..-0.00 [-0.1886..-0.1885]*| it/evals=2400/29216 eff=8.3287% N=400 Z=-3.4(94.11%) | Like=-0.18..-0.00 [-0.1787..-0.1782]*| it/evals=2429/29564 eff=8.3288% N=400 Have 2 modes Volume: ~exp(-10.51) * Expected Volume: exp(-6.08) param0: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.4(94.12%) | Like=-0.18..-0.00 [-0.1782..-0.1780]*| it/evals=2430/29576 eff=8.3288% N=400 Z=-3.4(94.39%) | Like=-0.17..-0.00 [-0.1722..-0.1713]*| it/evals=2450/29816 eff=8.3288% N=400 Z=-3.4(94.75%) | Like=-0.16..-0.00 [-0.1630..-0.1629]*| it/evals=2479/30164 eff=8.3289% N=400 Z=-3.4(95.01%) | Like=-0.16..-0.00 [-0.1567..-0.1563]*| it/evals=2500/30416 eff=8.3289% N=400 Have 2 modes Volume: ~exp(-10.80) * Expected Volume: exp(-6.28) param0: +0.0| +0.2 111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 111111 222222 +0.7 | +1.0 param2: +0.0| +0.2 111111 222222 +0.7 | +1.0 Z=-3.4(95.13%) | Like=-0.15..-0.00 [-0.1507..-0.1506]*| it/evals=2511/30548 eff=8.3289% N=400 Z=-3.4(95.46%) | Like=-0.14..-0.00 [-0.1421..-0.1421]*| it/evals=2541/30908 eff=8.3290% N=400 Z=-3.4(95.56%) | Like=-0.14..-0.00 [-0.1396..-0.1385]*| it/evals=2550/31016 eff=8.3290% N=400 Z=-3.4(95.87%) | Like=-0.13..-0.00 [-0.1315..-0.1313]*| it/evals=2580/31376 eff=8.3290% N=400 Have 2 modes Volume: ~exp(-11.08) * Expected Volume: exp(-6.48) param0: +0.0| +0.3 111111 222222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 222222 +0.7 | +1.0 Z=-3.4(95.99%) | Like=-0.13..-0.00 [-0.1292..-0.1290]*| it/evals=2592/31520 eff=8.3290% N=400 Z=-3.4(96.06%) | Like=-0.13..-0.00 [-0.1274..-0.1272]*| it/evals=2600/31616 eff=8.3291% N=400 Z=-3.4(96.32%) | Like=-0.12..-0.00 [-0.1209..-0.1205]*| it/evals=2628/31953 eff=8.3288% N=400 Z=-3.4(96.51%) | Like=-0.12..-0.00 [-0.1162..-0.1161]*| it/evals=2650/32217 eff=8.3289% N=400 Have 2 modes Volume: ~exp(-11.15) * Expected Volume: exp(-6.68) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 222222 +0.7 | +1.0 Z=-3.4(96.70%) | Like=-0.11..-0.00 [-0.1118..-0.1118]*| it/evals=2673/32493 eff=8.3289% N=400 Z=-3.4(96.90%) | Like=-0.11..-0.00 [-0.1075..-0.1070]*| it/evals=2700/32817 eff=8.3290% N=400 Z=-3.4(97.11%) | Like=-0.10..-0.00 [-0.1028..-0.1027]*| it/evals=2729/33165 eff=8.3290% N=400 Z=-3.4(97.25%) | Like=-0.10..-0.00 [-0.1005..-0.1004]*| it/evals=2750/33417 eff=8.3290% N=400 Have 2 modes Volume: ~exp(-11.40) * Expected Volume: exp(-6.89) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.4(97.28%) | Like=-0.10..-0.00 [-0.0999..-0.0999]*| it/evals=2754/33465 eff=8.3290% N=400 Z=-3.4(97.47%) | Like=-0.10..-0.00 [-0.0962..-0.0960]*| it/evals=2784/33825 eff=8.3291% N=400 Z=-3.4(97.57%) | Like=-0.09..-0.00 [-0.0937..-0.0937]*| it/evals=2800/34017 eff=8.3291% N=400 Z=-3.4(97.73%) | Like=-0.09..-0.00 [-0.0892..-0.0889]*| it/evals=2829/34365 eff=8.3292% N=400 Have 2 modes Volume: ~exp(-11.40) * Expected Volume: exp(-7.09) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.4(97.76%) | Like=-0.09..-0.00 [-0.0884..-0.0882]*| it/evals=2835/34437 eff=8.3292% N=400 Z=-3.4(97.84%) | Like=-0.09..-0.00 [-0.0866..-0.0866]*| it/evals=2850/34617 eff=8.3292% N=400 Z=-3.4(97.99%) | Like=-0.08..-0.00 [-0.0820..-0.0820]*| it/evals=2879/34965 eff=8.3292% N=400 Z=-3.4(98.09%) | Like=-0.08..-0.00 [-0.0790..-0.0790]*| it/evals=2900/35217 eff=8.3293% N=400 Have 2 modes Volume: ~exp(-11.59) * Expected Volume: exp(-7.29) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.4(98.16%) | Like=-0.08..-0.00 [-0.0776..-0.0775]*| it/evals=2916/35409 eff=8.3293% N=400 Z=-3.4(98.29%) | Like=-0.08..-0.00 [-0.0752..-0.0752]*| it/evals=2946/35769 eff=8.3293% N=400 Z=-3.4(98.31%) | Like=-0.07..-0.00 [-0.0748..-0.0746]*| it/evals=2950/35817 eff=8.3293% N=400 Z=-3.4(98.42%) | Like=-0.07..-0.00 [-0.0714..-0.0713]*| it/evals=2979/36165 eff=8.3294% N=400 Have 2 modes Volume: ~exp(-11.67) * Expected Volume: exp(-7.49) positive degeneracy between param0 and param2: rho=0.75 param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 2222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.4(98.49%) | Like=-0.07..-0.00 [-0.0693..-0.0693]*| it/evals=2997/36381 eff=8.3294% N=400 Z=-3.4(98.50%) | Like=-0.07..-0.00 [-0.0691..-0.0690]*| it/evals=3000/36417 eff=8.3294% N=400 Z=-3.4(98.60%) | Like=-0.07..-0.00 [-0.0665..-0.0664]*| it/evals=3029/36765 eff=8.3294% N=400 Z=-3.4(98.67%) | Like=-0.06..-0.00 [-0.0646..-0.0646]*| it/evals=3050/37017 eff=8.3295% N=400 Have 2 modes Volume: ~exp(-11.74) * Expected Volume: exp(-7.70) positive degeneracy between param0 and param2: rho=0.76 param0: +0.0| +0.3 1111 2222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.4(98.76%) | Like=-0.06..-0.00 [-0.0619..-0.0619]*| it/evals=3078/37353 eff=8.3295% N=400 Z=-3.4(98.82%) | Like=-0.06..-0.00 [-0.0597..-0.0595]*| it/evals=3100/37617 eff=8.3295% N=400 Z=-3.4(98.88%) | Like=-0.06..-0.00 [-0.0580..-0.0579]*| it/evals=3119/37845 eff=8.3296% N=400 Z=-3.4(98.96%) | Like=-0.06..-0.00 [-0.0558..-0.0558]*| it/evals=3149/38205 eff=8.3296% N=400 Z=-3.4(98.96%) | Like=-0.06..-0.00 [-0.0558..-0.0557]*| it/evals=3150/38217 eff=8.3296% N=400 Have 2 modes Volume: ~exp(-12.43) * Expected Volume: exp(-7.90) positive degeneracy between param0 and param2: rho=0.77 param0: +0.0| +0.3 1111 2222 +0.7 | +1.0 param1: +0.0| +0.3 1111 2222 +0.7 | +1.0 param2: +0.0| +0.3 1111 22222 +0.7 | +1.0 Z=-3.4(98.98%) | Like=-0.05..-0.00 [-0.0546..-0.0545]*| it/evals=3159/38325 eff=8.3296% N=400 [ultranest] Explored until L=-0.0007 [ultranest] Likelihood function evaluations: 38409 [ultranest] logZ = -3.348 +- 0.06256 [ultranest] Effective samples strategy satisfied (ESS = 1783.3, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.5) [ultranest] logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [ultranest] done iterating. logZ = -3.342 +- 0.102 single instance: logZ = -3.342 +- 0.070 bootstrapped : logZ = -3.348 +- 0.101 tail : logZ = +- 0.010 param0 0.48 +- 0.22 param1 0.47 +- 0.22 param2 0.47 +- 0.22
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=-0.0007 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 38409 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.348 +- 0.06256 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1783.3, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.

Passed

tests/test_stepsampling.py::test_stepsampler_cubeslice

11.89

------------------------------Captured stdout call------------------------------
[ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.16) * Expected Volume: exp(0.00) param0: +0.000|***************************************************| +1.000 param1: +0.0000|***************************************************| +1.0000 param2: +0.000|***************************************************| +1.000 Z=-inf(0.00%) | Like=-30.68..-0.33 [-30.6766..-0.5047] | it/evals=0/403 eff=0.0000% N=400 Z=-25.8(0.00%) | Like=-21.63..-0.33 [-30.6766..-0.5047] | it/evals=37/567 eff=22.1557% N=400 Z=-24.1(0.00%) | Like=-20.28..-0.33 [-30.6766..-0.5047] | it/evals=50/622 eff=22.5225% N=400 Mono-modal Volume: ~exp(-4.16) Expected Volume: exp(-0.20) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-21.1(0.00%) | Like=-17.20..-0.33 [-30.6766..-0.5047] | it/evals=81/764 eff=22.2527% N=400 Z=-19.4(0.00%) | Like=-15.82..-0.33 [-30.6766..-0.5047] | it/evals=100/851 eff=22.1729% N=400 Z=-16.9(0.00%) | Like=-13.45..-0.33 [-30.6766..-0.5047] | it/evals=143/1080 eff=21.0294% N=400 Z=-16.6(0.00%) | Like=-13.18..-0.33 [-30.6766..-0.5047] | it/evals=150/1116 eff=20.9497% N=400 Mono-modal Volume: ~exp(-4.34) * Expected Volume: exp(-0.41) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-16.0(0.00%) | Like=-12.63..-0.33 [-30.6766..-0.5047] | it/evals=162/1186 eff=20.6107% N=400 Z=-14.4(0.00%) | Like=-11.31..-0.33 [-30.6766..-0.5047] | it/evals=200/1389 eff=20.2224% N=400 Z=-13.1(0.01%) | Like=-10.00..-0.33 [-30.6766..-0.5047] | it/evals=240/1628 eff=19.5440% N=400 Mono-modal Volume: ~exp(-4.34) Expected Volume: exp(-0.61) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-12.8(0.01%) | Like=-9.80..-0.20 [-30.6766..-0.5047] | it/evals=250/1681 eff=19.5160% N=400 Z=-11.7(0.03%) | Like=-8.65..-0.20 [-30.6766..-0.5047] | it/evals=290/1936 eff=18.8802% N=400 Z=-11.5(0.04%) | Like=-8.49..-0.20 [-30.6766..-0.5047] | it/evals=300/2002 eff=18.7266% N=400 Mono-modal Volume: ~exp(-4.76) * Expected Volume: exp(-0.81) param0: +0.00|***************************************************| +1.00 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-10.9(0.08%) | Like=-7.86..-0.20 [-30.6766..-0.5047] | it/evals=324/2166 eff=18.3465% N=400 Z=-10.3(0.13%) | Like=-7.43..-0.20 [-30.6766..-0.5047] | it/evals=350/2354 eff=17.9120% N=400 Z=-9.7(0.25%) | Like=-6.80..-0.20 [-30.6766..-0.5047] | it/evals=389/2656 eff=17.2429% N=400 Z=-9.5(0.28%) | Like=-6.65..-0.20 [-30.6766..-0.5047] | it/evals=400/2745 eff=17.0576% N=400 Mono-modal Volume: ~exp(-5.24) * Expected Volume: exp(-1.01) param0: +0.00|***************************************************| +1.00 param1: +0.00|***************************************************| +1.00 param2: +0.000|***************************************************| +1.000 Z=-9.4(0.30%) | Like=-6.60..-0.20 [-30.6766..-0.5047] | it/evals=405/2784 eff=16.9883% N=400 Z=-8.9(0.51%) | Like=-6.04..-0.20 [-30.6766..-0.5047] | it/evals=444/3062 eff=16.6792% N=400 Z=-8.8(0.55%) | Like=-5.97..-0.20 [-30.6766..-0.5047] | it/evals=450/3113 eff=16.5868% N=400 Mono-modal Volume: ~exp(-5.24) Expected Volume: exp(-1.21) param0: +0.00|***************************************************| +1.00 param1: +0.00|***************************************************| +1.00 param2: +0.000|***************************************************| +1.000 Z=-8.3(0.83%) | Like=-5.61..-0.17 [-30.6766..-0.5047] | it/evals=486/3401 eff=16.1946% N=400 Z=-8.2(0.93%) | Like=-5.42..-0.17 [-30.6766..-0.5047] | it/evals=500/3510 eff=16.0772% N=400 Z=-7.8(1.32%) | Like=-5.18..-0.17 [-30.6766..-0.5047] | it/evals=536/3832 eff=15.6177% N=400 Z=-7.7(1.45%) | Like=-5.01..-0.17 [-30.6766..-0.5047] | it/evals=550/3962 eff=15.4408% N=400 Mono-modal Volume: ~exp(-5.42) * Expected Volume: exp(-1.42) param0: +0.00|***************************************************| +1.00 param1: +0.00|***************************************************| +1.00 param2: +0.00| ************************************************ | +1.00 Z=-7.5(1.67%) | Like=-4.81..-0.02 [-30.6766..-0.5047] | it/evals=567/4107 eff=15.2954% N=400 Z=-7.2(2.22%) | Like=-4.59..-0.02 [-30.6766..-0.5047] | it/evals=600/4400 eff=15.0000% N=400 Z=-7.0(2.90%) | Like=-4.33..-0.02 [-30.6766..-0.5047] | it/evals=635/4726 eff=14.6787% N=400 Mono-modal Volume: ~exp(-5.75) * Expected Volume: exp(-1.62) param0: +0.00| * *********************************************** | +1.00 param1: +0.00| *** **********************************************| +1.00 param2: +0.00| ********************************************** * | +1.00 Z=-6.9(3.24%) | Like=-4.22..-0.02 [-30.6766..-0.5047] | it/evals=648/4845 eff=14.5782% N=400 Z=-6.9(3.28%) | Like=-4.22..-0.02 [-30.6766..-0.5047] | it/evals=650/4864 eff=14.5609% N=400 Z=-6.6(4.12%) | Like=-4.00..-0.02 [-30.6766..-0.5047] | it/evals=686/5195 eff=14.3066% N=400 Z=-6.5(4.50%) | Like=-3.93..-0.02 [-30.6766..-0.5047] | it/evals=700/5332 eff=14.1930% N=400 Mono-modal Volume: ~exp(-5.75) Expected Volume: exp(-1.82) param0: +0.00| ********************************************** | +1.00 param1: +0.00| ** ********************************************* | +1.00 param2: +0.00| *********************************************** | +1.00 Z=-6.4(5.37%) | Like=-3.67..-0.02 [-30.6766..-0.5047] | it/evals=729/5642 eff=13.9069% N=400 Z=-6.2(6.12%) | Like=-3.51..-0.02 [-30.6766..-0.5047] | it/evals=750/5843 eff=13.7792% N=400 Z=-6.1(7.14%) | Like=-3.35..-0.02 [-30.6766..-0.5047] | it/evals=777/6112 eff=13.6029% N=400 Z=-6.0(8.02%) | Like=-3.26..-0.02 [-30.6766..-0.5047] | it/evals=800/6347 eff=13.4522% N=400 Mono-modal Volume: ~exp(-5.84) * Expected Volume: exp(-2.02) param0: +0.00| ******************************************** | +1.00 param1: +0.00| ****************************************** ** | +1.00 param2: +0.00| *********************************************** | +1.00 Z=-5.9(8.45%) | Like=-3.21..-0.02 [-30.6766..-0.5047] | it/evals=810/6446 eff=13.3973% N=400 Z=-5.7(9.99%) | Like=-3.00..-0.02 [-30.6766..-0.5047] | it/evals=845/6820 eff=13.1620% N=400 Z=-5.7(10.18%) | Like=-2.96..-0.02 [-30.6766..-0.5047] | it/evals=850/6867 eff=13.1437% N=400 Z=-5.6(11.86%) | Like=-2.79..-0.02 [-30.6766..-0.5047] | it/evals=885/7216 eff=12.9842% N=400 Mono-modal Volume: ~exp(-5.84) Expected Volume: exp(-2.23) positive degeneracy between param1 and param2: rho=0.76 param0: +0.00| * ****************************************** | +1.00 param1: +0.00| ***************************************** * | +1.00 param2: +0.00| ******************************************* | +1.00 Z=-5.5(12.73%) | Like=-2.71..-0.02 [-30.6766..-0.5047] | it/evals=900/7380 eff=12.8940% N=400 Z=-5.4(14.41%) | Like=-2.56..-0.02 [-30.6766..-0.5047] | it/evals=933/7700 eff=12.7808% N=400 Z=-5.3(15.38%) | Like=-2.49..-0.02 [-30.6766..-0.5047] | it/evals=950/7876 eff=12.7073% N=400 Have 2 modes Volume: ~exp(-6.46) * Expected Volume: exp(-2.43) positive degeneracy between param1 and param2: rho=0.76 param0: +0.00| 11111111111111111111122222222222222222222 | +1.00 param1: +0.00| 11111111111111111111122222222222222222222 2 | +1.00 param2: +0.0| 111111111111111111111222222222222222222222 | +1.0 Z=-5.2(16.75%) | Like=-2.38..-0.02 [-30.6766..-0.5047] | it/evals=972/8089 eff=12.6414% N=400 Z=-5.1(18.62%) | Like=-2.27..-0.02 [-30.6766..-0.5047] | it/evals=1000/8386 eff=12.5219% N=400 Z=-5.0(20.16%) | Like=-2.15..-0.02 [-30.6766..-0.5047] | it/evals=1023/8631 eff=12.4286% N=400 Z=-5.0(21.61%) | Like=-2.08..-0.02 [-30.6766..-0.5047] | it/evals=1044/8856 eff=12.3463% N=400 Z=-4.9(21.98%) | Like=-2.07..-0.02 [-30.6766..-0.5047] | it/evals=1050/8917 eff=12.3283% N=400 Have 2 modes Volume: ~exp(-6.46) Expected Volume: exp(-2.63) positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 1111111111111111111 22222222222222222220 | +1.0 param1: +0.0| 1111111111111111111122222222222222222222 | +1.0 param2: +0.0| 01111111111111111 0202222222222222222222 | +1.0 Z=-4.9(22.43%) | Like=-2.04..-0.02 [-30.6766..-0.5047] | it/evals=1056/8983 eff=12.3034% N=400 Z=-4.8(25.59%) | Like=-1.86..-0.02 [-30.6766..-0.5047] | it/evals=1099/9451 eff=12.1423% N=400 Z=-4.8(25.67%) | Like=-1.86..-0.02 [-30.6766..-0.5047] | it/evals=1100/9458 eff=12.1440% N=400 Have 2 modes Volume: ~exp(-7.20) * Expected Volume: exp(-2.83) positive degeneracy between param1 and param2: rho=0.75 param0: +0.0| 111111111111111111 2222222222222222222 | +1.0 param1: +0.0| 1111111111111111111 2222222222222222222 | +1.0 param2: +0.0| 111111111111111111 222222222222222222 | +1.0 Z=-4.7(28.38%) | Like=-1.72..-0.02 [-30.6766..-0.5047] | it/evals=1134/9845 eff=12.0064% N=400 Z=-4.6(29.78%) | Like=-1.64..-0.02 [-30.6766..-0.5047] | it/evals=1150/10036 eff=11.9344% N=400 Z=-4.5(32.70%) | Like=-1.53..-0.02 [-30.6766..-0.5047] | it/evals=1186/10445 eff=11.8069% N=400 Z=-4.5(33.95%) | Like=-1.47..-0.02 [-30.6766..-0.5047] | it/evals=1200/10614 eff=11.7486% N=400 Have 2 modes Volume: ~exp(-7.24) * Expected Volume: exp(-3.04) positive degeneracy between param1 and param2: rho=0.75 param0: +0.0| 111111111111111111 22222222222222222 | +1.0 param1: +0.0| 11111111111111111 22222222222222222 | +1.0 param2: +0.0| 11111111111111111 22222222222222222 | +1.0 Z=-4.5(35.26%) | Like=-1.44..-0.02 [-30.6766..-0.5047] | it/evals=1215/10791 eff=11.6928% N=400 Z=-4.4(38.29%) | Like=-1.37..-0.02 [-30.6766..-0.5047] | it/evals=1250/11199 eff=11.5751% N=400 Z=-4.3(41.30%) | Like=-1.32..-0.02 [-30.6766..-0.5047] | it/evals=1286/11628 eff=11.4535% N=400 Have 2 modes Volume: ~exp(-7.57) * Expected Volume: exp(-3.24) positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 11111111111111111 2222222222222222 | +1.0 param1: +0.0| 11111111111111111 22222222222222222 | +1.0 param2: +0.0| 1111111111111111 222222222222222 | +1.0 Z=-4.3(42.14%) | Like=-1.30..-0.02 [-30.6766..-0.5047] | it/evals=1296/11737 eff=11.4316% N=400 Z=-4.3(42.45%) | Like=-1.30..-0.02 [-30.6766..-0.5047] | it/evals=1300/11783 eff=11.4205% N=400 Z=-4.2(45.42%) | Like=-1.24..-0.02 [-30.6766..-0.5047] | it/evals=1336/12211 eff=11.3115% N=400 Z=-4.2(46.52%) | Like=-1.21..-0.02 [-30.6766..-0.5047] | it/evals=1350/12388 eff=11.2613% N=400 Have 2 modes Volume: ~exp(-7.71) * Expected Volume: exp(-3.44) positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0| 1111111111111111 222222222222222 | +1.0 param1: +0.0| 1111111111111111 222222222222222 | +1.0 param2: +0.0| 1111111111111111 222222222222222 | +1.0 Z=-4.2(48.62%) | Like=-1.18..-0.01 [-30.6766..-0.5047] | it/evals=1377/12718 eff=11.1788% N=400 Z=-4.1(50.30%) | Like=-1.13..-0.01 [-30.6766..-0.5047] | it/evals=1400/13008 eff=11.1041% N=400 Z=-4.1(52.87%) | Like=-1.07..-0.01 [-30.6766..-0.5047] | it/evals=1435/13440 eff=11.0046% N=400 Z=-4.0(54.00%) | Like=-1.06..-0.01 [-30.6766..-0.5047] | it/evals=1450/13611 eff=10.9757% N=400 Have 2 modes Volume: ~exp(-8.06) * Expected Volume: exp(-3.64) param0: +0.0| 11111111111111 222222222222222 | +1.0 param1: +0.0| 11111111111111 222222222222222 | +1.0 param2: +0.0| 111111111111111 2222222222222 | +1.0 Z=-4.0(54.48%) | Like=-1.05..-0.01 [-30.6766..-0.5047] | it/evals=1458/13711 eff=10.9533% N=400 Z=-4.0(56.81%) | Like=-0.97..-0.01 [-30.6766..-0.5047] | it/evals=1492/14138 eff=10.8604% N=400 Z=-4.0(57.25%) | Like=-0.96..-0.01 [-30.6766..-0.5047] | it/evals=1500/14238 eff=10.8397% N=400 Z=-3.9(59.60%) | Like=-0.90..-0.01 [-30.6766..-0.5047] | it/evals=1534/14673 eff=10.7476% N=400 Have 2 modes Volume: ~exp(-8.30) * Expected Volume: exp(-3.85) param0: +0.0| 1111111111111 22222222222222 | +1.0 param1: +0.0| 11111111111111 22222222222222 | +1.0 param2: +0.0| 1111111111111 2222222222222 | +1.0 Z=-3.9(59.89%) | Like=-0.90..-0.01 [-30.6766..-0.5047] | it/evals=1539/14736 eff=10.7352% N=400 Z=-3.9(60.57%) | Like=-0.88..-0.01 [-30.6766..-0.5047] | it/evals=1550/14865 eff=10.7155% N=400 Z=-3.9(62.82%) | Like=-0.81..-0.01 [-30.6766..-0.5047] | it/evals=1585/15294 eff=10.6419% N=400 Z=-3.9(63.79%) | Like=-0.79..-0.01 [-30.6766..-0.5047] | it/evals=1600/15487 eff=10.6052% N=400 Have 2 modes Volume: ~exp(-8.30) Expected Volume: exp(-4.05) param0: +0.0| 1111111111111 2222222222222 | +1.0 param1: +0.0| 1 11111111111 2222222222222 | +1.0 param2: +0.0| 1111111111111 222222222222 | +1.0 Z=-3.9(65.04%) | Like=-0.76..-0.01 [-30.6766..-0.5047] | it/evals=1620/15743 eff=10.5586% N=400 Z=-3.8(66.82%) | Like=-0.73..-0.01 [-30.6766..-0.5047] | it/evals=1650/16146 eff=10.4789% N=400 Z=-3.8(68.90%) | Like=-0.68..-0.01 [-30.6766..-0.5047] | it/evals=1686/16580 eff=10.4203% N=400 Z=-3.8(69.64%) | Like=-0.66..-0.01 [-30.6766..-0.5047] | it/evals=1700/16760 eff=10.3912% N=400 Have 2 modes Volume: ~exp(-8.30) Expected Volume: exp(-4.25) param0: +0.0| 011111111111 22222222222 +0.8 | +1.0 param1: +0.0| 101111111111 222222222222 +0.8 | +1.0 param2: +0.0| 11111111111 222222222220 | +1.0 Z=-3.8(70.86%) | Like=-0.64..-0.01 [-30.6766..-0.5047] | it/evals=1721/17018 eff=10.3562% N=400 Z=-3.7(72.42%) | Like=-0.60..-0.01 [-30.6766..-0.5047] | it/evals=1750/17370 eff=10.3123% N=400 Have 2 modes Volume: ~exp(-8.40) * Expected Volume: exp(-4.45) param0: +0.0| 11111111111 22222222222 +0.8 | +1.0 param1: +0.0| 11111111111 22222222222 +0.8 | +1.0 param2: +0.0| 11111111111 22222222222 +0.8 | +1.0 Z=-3.7(74.12%) | Like=-0.57..-0.01 [-30.6766..-0.5047] | it/evals=1782/17764 eff=10.2626% N=400 Z=-3.7(75.03%) | Like=-0.55..-0.01 [-30.6766..-0.5047] | it/evals=1800/17994 eff=10.2308% N=400 Z=-3.7(76.76%) | Like=-0.51..-0.01 [-30.6766..-0.5047] | it/evals=1836/18425 eff=10.1859% N=400 Z=-3.7(77.44%) | Like=-0.49..-0.00 [-0.4946..-0.4937]*| it/evals=1850/18598 eff=10.1660% N=400 Have 2 modes Volume: ~exp(-8.42) * Expected Volume: exp(-4.66) param0: +0.0| 1111111111 2222222222 +0.8 | +1.0 param1: +0.0| 11111111111 22222222222 +0.8 | +1.0 param2: +0.0| 1111111111 2222222222 +0.8 | +1.0 Z=-3.7(78.04%) | Like=-0.48..-0.00 [-0.4846..-0.4845]*| it/evals=1863/18760 eff=10.1471% N=400 Z=-3.7(79.30%) | Like=-0.46..-0.00 [-0.4590..-0.4585]*| it/evals=1892/19133 eff=10.0998% N=400 Z=-3.7(79.64%) | Like=-0.45..-0.00 [-0.4510..-0.4500]*| it/evals=1900/19234 eff=10.0881% N=400 Z=-3.6(81.07%) | Like=-0.42..-0.00 [-0.4164..-0.4162]*| it/evals=1935/19664 eff=10.0446% N=400 Have 2 modes Volume: ~exp(-9.16) * Expected Volume: exp(-4.86) param0: +0.0| 111111111 222222222 +0.8 | +1.0 param1: +0.0| +0.2 111111111 2222222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 222222222 +0.8 | +1.0 Z=-3.6(81.42%) | Like=-0.41..-0.00 [-0.4076..-0.4075]*| it/evals=1944/19780 eff=10.0310% N=400 Z=-3.6(81.65%) | Like=-0.41..-0.00 [-0.4051..-0.4043]*| it/evals=1950/19856 eff=10.0226% N=400 Z=-3.6(82.86%) | Like=-0.39..-0.00 [-0.3851..-0.3838]*| it/evals=1982/20277 eff=9.9713% N=400 Z=-3.6(83.52%) | Like=-0.37..-0.00 [-0.3747..-0.3721]*| it/evals=2000/20502 eff=9.9493% N=400 Have 2 modes Volume: ~exp(-9.71) * Expected Volume: exp(-5.06) param0: +0.0| +0.2 11111111 222222222 +0.8 | +1.0 param1: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 222222222 +0.8 | +1.0 Z=-3.6(84.39%) | Like=-0.36..-0.00 [-0.3567..-0.3560]*| it/evals=2025/20822 eff=9.9158% N=400 Z=-3.6(85.20%) | Like=-0.34..-0.00 [-0.3414..-0.3411]*| it/evals=2050/21129 eff=9.8895% N=400 Z=-3.6(86.19%) | Like=-0.32..-0.00 [-0.3246..-0.3238]*| it/evals=2082/21533 eff=9.8519% N=400 Z=-3.6(86.74%) | Like=-0.32..-0.00 [-0.3158..-0.3151]*| it/evals=2100/21767 eff=9.8282% N=400 Have 2 modes Volume: ~exp(-9.71) Expected Volume: exp(-5.27) param0: +0.0| +0.2 111111110 222222222 +0.8 | +1.0 param1: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 222222222 +0.8 | +1.0 Z=-3.6(87.26%) | Like=-0.31..-0.00 [-0.3059..-0.3058]*| it/evals=2118/21992 eff=9.8092% N=400 Z=-3.5(88.17%) | Like=-0.29..-0.00 [-0.2911..-0.2910]*| it/evals=2150/22393 eff=9.7758% N=400 Z=-3.5(89.04%) | Like=-0.28..-0.00 [-0.2767..-0.2764]*| it/evals=2184/22818 eff=9.7422% N=400 Have 2 modes Volume: ~exp(-9.85) * Expected Volume: exp(-5.47) param0: +0.0| +0.2 11111111 22222222 +0.8 | +1.0 param1: +0.0| +0.2 11111111 22222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 22222222 +0.8 | +1.0 Z=-3.5(89.11%) | Like=-0.28..-0.00 [-0.2761..-0.2755]*| it/evals=2187/22860 eff=9.7373% N=400 Z=-3.5(89.41%) | Like=-0.27..-0.00 [-0.2711..-0.2705]*| it/evals=2200/23024 eff=9.7242% N=400 Z=-3.5(90.21%) | Like=-0.26..-0.00 [-0.2582..-0.2579]*| it/evals=2234/23438 eff=9.6970% N=400 Z=-3.5(90.54%) | Like=-0.25..-0.00 [-0.2522..-0.2521]*| it/evals=2250/23633 eff=9.6845% N=400 Have 2 modes Volume: ~exp(-9.85) Expected Volume: exp(-5.67) param0: +0.0| +0.2 01111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 22222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 2222222 +0.8 | +1.0 Z=-3.5(90.92%) | Like=-0.24..-0.00 [-0.2446..-0.2443]*| it/evals=2268/23856 eff=9.6692% N=400 Z=-3.5(91.53%) | Like=-0.23..-0.00 [-0.2348..-0.2345]*| it/evals=2299/24255 eff=9.6374% N=400 Z=-3.5(91.55%) | Like=-0.23..-0.00 [-0.2345..-0.2342]*| it/evals=2300/24273 eff=9.6343% N=400 Z=-3.5(92.18%) | Like=-0.22..-0.00 [-0.2229..-0.2229]*| it/evals=2334/24704 eff=9.6034% N=400 Have 2 modes Volume: ~exp(-10.07) * Expected Volume: exp(-5.87) param0: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.5(92.44%) | Like=-0.22..-0.00 [-0.2188..-0.2187]*| it/evals=2349/24891 eff=9.5913% N=400 Z=-3.5(92.46%) | Like=-0.22..-0.00 [-0.2187..-0.2178]*| it/evals=2350/24903 eff=9.5907% N=400 Z=-3.5(93.05%) | Like=-0.21..-0.00 [-0.2082..-0.2080]*| it/evals=2385/25333 eff=9.5656% N=400 Z=-3.5(93.28%) | Like=-0.20..-0.00 [-0.2033..-0.2032]*| it/evals=2400/25515 eff=9.5560% N=400 Have 2 modes Volume: ~exp(-10.41) * Expected Volume: exp(-6.08) param0: +0.0| +0.2 111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.5(93.73%) | Like=-0.19..-0.00 [-0.1929..-0.1927]*| it/evals=2430/25895 eff=9.5313% N=400 Z=-3.5(94.01%) | Like=-0.19..-0.00 [-0.1853..-0.1851]*| it/evals=2450/26143 eff=9.5172% N=400 Z=-3.5(94.46%) | Like=-0.17..-0.00 [-0.1726..-0.1719]*| it/evals=2484/26576 eff=9.4896% N=400 Z=-3.5(94.66%) | Like=-0.17..-0.00 [-0.1691..-0.1690]*| it/evals=2500/26779 eff=9.4772% N=400 Have 2 modes Volume: ~exp(-10.71) * Expected Volume: exp(-6.28) param0: +0.0| +0.2 111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 111111 2222222 +0.8 | +1.0 param2: +0.0| +0.3 1111111 2222222 +0.8 | +1.0 Z=-3.5(94.80%) | Like=-0.17..-0.00 [-0.1655..-0.1653]*| it/evals=2511/26918 eff=9.4690% N=400 Z=-3.5(95.16%) | Like=-0.16..-0.00 [-0.1565..-0.1564]*| it/evals=2542/27319 eff=9.4431% N=400 Z=-3.5(95.25%) | Like=-0.15..-0.00 [-0.1549..-0.1548]*| it/evals=2550/27426 eff=9.4354% N=400 Z=-3.5(95.45%) | Like=-0.15..-0.00 [-0.1508..-0.1507]*| it/evals=2568/27655 eff=9.4221% N=400 Have 2 modes Volume: ~exp(-10.75) * Expected Volume: exp(-6.48) param0: +0.0| +0.2 111111 222222 +0.7 | +1.0 param1: +0.0| +0.3 111111 222222 +0.8 | +1.0 param2: +0.0| +0.3 111111 222222 +0.7 | +1.0 Z=-3.5(95.70%) | Like=-0.14..-0.00 [-0.1437..-0.1436]*| it/evals=2592/27956 eff=9.4063% N=400 Z=-3.5(95.78%) | Like=-0.14..-0.00 [-0.1424..-0.1423]*| it/evals=2600/28063 eff=9.3988% N=400 Z=-3.5(96.10%) | Like=-0.13..-0.00 [-0.1339..-0.1338]*| it/evals=2634/28476 eff=9.3817% N=400 Z=-3.5(96.25%) | Like=-0.13..-0.00 [-0.1316..-0.1313]*| it/evals=2650/28664 eff=9.3759% N=400 Have 2 modes Volume: ~exp(-10.87) * Expected Volume: exp(-6.68) param0: +0.0| +0.3 111111 222222 +0.7 | +1.0 param1: +0.0| +0.3 111111 22222 +0.7 | +1.0 param2: +0.0| +0.3 111111 222222 +0.7 | +1.0 Z=-3.5(96.45%) | Like=-0.13..-0.00 [-0.1278..-0.1277]*| it/evals=2673/28947 eff=9.3635% N=400 Z=-3.5(96.67%) | Like=-0.12..-0.00 [-0.1234..-0.1234]*| it/evals=2700/29277 eff=9.3500% N=400 Z=-3.5(96.93%) | Like=-0.12..-0.00 [-0.1156..-0.1155]*| it/evals=2734/29703 eff=9.3301% N=400 Z=-3.5(97.04%) | Like=-0.11..-0.00 [-0.1130..-0.1125]*| it/evals=2750/29897 eff=9.3230% N=400 Have 2 modes Volume: ~exp(-10.90) * Expected Volume: exp(-6.89) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.5(97.07%) | Like=-0.11..-0.00 [-0.1122..-0.1122]*| it/evals=2754/29956 eff=9.3179% N=400 Z=-3.4(97.30%) | Like=-0.11..-0.00 [-0.1064..-0.1061]*| it/evals=2788/30395 eff=9.2949% N=400 Z=-3.4(97.38%) | Like=-0.10..-0.00 [-0.1044..-0.1044]*| it/evals=2800/30544 eff=9.2887% N=400 Have 2 modes Volume: ~exp(-10.99) * Expected Volume: exp(-7.09) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.4(97.59%) | Like=-0.10..-0.00 [-0.0976..-0.0975]*| it/evals=2835/30977 eff=9.2717% N=400 Z=-3.4(97.67%) | Like=-0.10..-0.00 [-0.0956..-0.0954]*| it/evals=2850/31155 eff=9.2668% N=400 Z=-3.4(97.86%) | Like=-0.09..-0.00 [-0.0915..-0.0915]*| it/evals=2885/31580 eff=9.2527% N=400 Z=-3.4(97.94%) | Like=-0.09..-0.00 [-0.0894..-0.0891]*| it/evals=2900/31772 eff=9.2439% N=400 Have 2 modes Volume: ~exp(-11.39) * Expected Volume: exp(-7.29) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.4(98.01%) | Like=-0.09..-0.00 [-0.0862..-0.0860]*| it/evals=2916/31987 eff=9.2316% N=400 Z=-3.4(98.17%) | Like=-0.08..-0.00 [-0.0806..-0.0805]*| it/evals=2950/32395 eff=9.2202% N=400 Z=-3.4(98.33%) | Like=-0.08..-0.00 [-0.0755..-0.0752]*| it/evals=2988/32878 eff=9.2001% N=400 Have 2 modes Volume: ~exp(-11.69) * Expected Volume: exp(-7.49) param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.4(98.37%) | Like=-0.07..-0.00 [-0.0747..-0.0746]*| it/evals=2997/32986 eff=9.1972% N=400 Z=-3.4(98.38%) | Like=-0.07..-0.00 [-0.0743..-0.0743]*| it/evals=3000/33031 eff=9.1937% N=400 Z=-3.4(98.51%) | Like=-0.07..-0.00 [-0.0701..-0.0699]*| it/evals=3035/33465 eff=9.1789% N=400 Z=-3.4(98.56%) | Like=-0.07..-0.00 [-0.0684..-0.0683]*| it/evals=3050/33652 eff=9.1724% N=400 Have 2 modes Volume: ~exp(-11.69) Expected Volume: exp(-7.70) param0: +0.0| +0.3 1111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 1111 22222 +0.7 | +1.0 Z=-3.4(98.66%) | Like=-0.07..-0.00 [-0.0653..-0.0652]*| it/evals=3078/34002 eff=9.1602% N=400 Z=-3.4(98.73%) | Like=-0.06..-0.00 [-0.0632..-0.0632]*| it/evals=3100/34275 eff=9.1513% N=400 Z=-3.4(98.83%) | Like=-0.06..-0.00 [-0.0600..-0.0599]*| it/evals=3134/34716 eff=9.1328% N=400 Z=-3.4(98.88%) | Like=-0.06..-0.00 [-0.0576..-0.0576]*| it/evals=3150/34937 eff=9.1207% N=400 Have 2 modes Volume: ~exp(-11.93) * Expected Volume: exp(-7.90) param0: +0.0| +0.3 1111 2222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 1111 2222 +0.7 | +1.0 Z=-3.4(98.90%) | Like=-0.06..-0.00 [-0.0570..-0.0570]*| it/evals=3159/35055 eff=9.1156% N=400 Z=-3.4(98.99%) | Like=-0.05..-0.00 [-0.0541..-0.0541]*| it/evals=3193/35485 eff=9.1008% N=400 [ultranest] Explored until L=-0.0009 [ultranest] Likelihood function evaluations: 35551 [ultranest] logZ = -3.426 +- 0.04548 [ultranest] Effective samples strategy satisfied (ESS = 1810.9, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [ultranest] logZ error budget: single: 0.07 bs:0.05 tail:0.01 total:0.05 required:<0.50 [ultranest] done iterating. logZ = -3.422 +- 0.111 single instance: logZ = -3.422 +- 0.071 bootstrapped : logZ = -3.426 +- 0.110 tail : logZ = +- 0.010 param0 0.53 +- 0.22 param1 0.52 +- 0.22 param2 0.53 +- 0.22
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=-0.0009 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 35551 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.426 +- 0.04548 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1810.9, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.07 bs:0.05 tail:0.01 total:0.05 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.

Passed

tests/test_stepsampling.py::test_stepsampler_regionslice

13.05

------------------------------Captured stdout call------------------------------
[ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.16) * Expected Volume: exp(0.00) param0: +0.000|***************************************************| +1.000 param1: +0.0000|***************************************************| +1.0000 param2: +0.000|***************************************************| +1.000 Z=-inf(0.00%) | Like=-30.68..-0.33 [-30.6766..-0.5047] | it/evals=0/405 eff=0.0000% N=400 Z=-24.7(0.00%) | Like=-20.69..-0.33 [-30.6766..-0.5047] | it/evals=45/592 eff=23.4375% N=400 Z=-24.1(0.00%) | Like=-20.28..-0.33 [-30.6766..-0.5047] | it/evals=50/616 eff=23.1481% N=400 Mono-modal Volume: ~exp(-4.65) * Expected Volume: exp(-0.20) param0: +0.00|***************************************************| +1.00 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-21.2(0.00%) | Like=-17.26..-0.04 [-30.6766..-0.5047] | it/evals=81/751 eff=23.0769% N=400 Z=-19.4(0.00%) | Like=-15.80..-0.04 [-30.6766..-0.5047] | it/evals=100/838 eff=22.8311% N=400 Z=-18.1(0.00%) | Like=-14.76..-0.04 [-30.6766..-0.5047] | it/evals=122/931 eff=22.9755% N=400 Z=-17.2(0.00%) | Like=-13.56..-0.04 [-30.6766..-0.5047] | it/evals=141/1021 eff=22.7053% N=400 Z=-16.6(0.00%) | Like=-13.18..-0.04 [-30.6766..-0.5047] | it/evals=150/1066 eff=22.5225% N=400 Mono-modal Volume: ~exp(-4.65) Expected Volume: exp(-0.41) param0: +0.00|***************************************************| +1.00 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-16.0(0.00%) | Like=-12.63..-0.04 [-30.6766..-0.5047] | it/evals=162/1131 eff=22.1614% N=400 Z=-15.0(0.00%) | Like=-11.65..-0.04 [-30.6766..-0.5047] | it/evals=182/1241 eff=21.6409% N=400 Z=-14.3(0.00%) | Like=-11.19..-0.04 [-30.6766..-0.5047] | it/evals=200/1330 eff=21.5054% N=400 Z=-13.1(0.01%) | Like=-9.93..-0.04 [-30.6766..-0.5047] | it/evals=237/1509 eff=21.3706% N=400 Mono-modal Volume: ~exp(-4.65) Expected Volume: exp(-0.61) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-12.7(0.01%) | Like=-9.51..-0.04 [-30.6766..-0.5047] | it/evals=250/1593 eff=20.9556% N=400 Z=-12.0(0.02%) | Like=-9.01..-0.04 [-30.6766..-0.5047] | it/evals=275/1754 eff=20.3102% N=400 Z=-11.5(0.04%) | Like=-8.56..-0.04 [-30.6766..-0.5047] | it/evals=297/1892 eff=19.9062% N=400 Z=-11.4(0.04%) | Like=-8.53..-0.04 [-30.6766..-0.5047] | it/evals=300/1912 eff=19.8413% N=400 Z=-10.9(0.07%) | Like=-7.98..-0.02 [-30.6766..-0.5047] | it/evals=323/2086 eff=19.1578% N=400 Mono-modal Volume: ~exp(-4.79) * Expected Volume: exp(-0.81) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.000|***************************************************| +1.000 Z=-10.9(0.07%) | Like=-7.97..-0.02 [-30.6766..-0.5047] | it/evals=324/2092 eff=19.1489% N=400 Z=-10.5(0.10%) | Like=-7.67..-0.02 [-30.6766..-0.5047] | it/evals=344/2205 eff=19.0582% N=400 Z=-10.4(0.11%) | Like=-7.55..-0.02 [-30.6766..-0.5047] | it/evals=350/2234 eff=19.0840% N=400 Z=-9.8(0.19%) | Like=-6.97..-0.02 [-30.6766..-0.5047] | it/evals=383/2448 eff=18.7012% N=400 Z=-9.6(0.24%) | Like=-6.80..-0.02 [-30.6766..-0.5047] | it/evals=400/2546 eff=18.6393% N=400 Mono-modal Volume: ~exp(-4.79) Expected Volume: exp(-1.01) param0: +0.000|******* *******************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.00|***************************************************| +1.00 Z=-9.3(0.32%) | Like=-6.54..-0.02 [-30.6766..-0.5047] | it/evals=420/2683 eff=18.3968% N=400 Z=-8.9(0.47%) | Like=-6.16..-0.02 [-30.6766..-0.5047] | it/evals=450/2883 eff=18.1232% N=400 Mono-modal Volume: ~exp(-4.79) Expected Volume: exp(-1.21) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.00|***************************************************| +1.00 Z=-8.5(0.72%) | Like=-5.68..-0.02 [-30.6766..-0.5047] | it/evals=486/3099 eff=18.0067% N=400 Z=-8.3(0.86%) | Like=-5.55..-0.02 [-30.6766..-0.5047] | it/evals=500/3194 eff=17.8955% N=400 Z=-7.9(1.37%) | Like=-5.18..-0.02 [-30.6766..-0.5047] | it/evals=543/3520 eff=17.4038% N=400 Z=-7.8(1.47%) | Like=-5.10..-0.02 [-30.6766..-0.5047] | it/evals=550/3563 eff=17.3886% N=400 Mono-modal Volume: ~exp(-4.88) * Expected Volume: exp(-1.42) param0: +0.000|***************************************************| +1.000 param1: +0.000|***************************************************| +1.000 param2: +0.00| **************************************************| +1.00 Z=-7.6(1.71%) | Like=-4.98..-0.02 [-30.6766..-0.5047] | it/evals=567/3688 eff=17.2445% N=400 Z=-7.4(2.26%) | Like=-4.72..-0.02 [-30.6766..-0.5047] | it/evals=600/3921 eff=17.0406% N=400 Z=-7.1(3.08%) | Like=-4.48..-0.02 [-30.6766..-0.5047] | it/evals=640/4202 eff=16.8332% N=400 Mono-modal Volume: ~exp(-5.60) * Expected Volume: exp(-1.62) param0: +0.00| *************************************************| +1.00 param1: +0.00| **************************************************| +1.00 param2: +0.00| ************************************************* | +1.00 Z=-7.0(3.27%) | Like=-4.39..-0.02 [-30.6766..-0.5047] | it/evals=648/4257 eff=16.8006% N=400 Z=-7.0(3.33%) | Like=-4.38..-0.02 [-30.6766..-0.5047] | it/evals=650/4269 eff=16.8002% N=400 Z=-6.8(4.34%) | Like=-4.13..-0.02 [-30.6766..-0.5047] | it/evals=687/4557 eff=16.5263% N=400 Z=-6.7(4.77%) | Like=-4.03..-0.02 [-30.6766..-0.5047] | it/evals=700/4659 eff=16.4358% N=400 Mono-modal Volume: ~exp(-5.97) * Expected Volume: exp(-1.82) param0: +0.00| ************************************************ | +1.00 param1: +0.00| ************************************************ | +1.00 param2: +0.00| ************************************************ | +1.00 Z=-6.5(5.70%) | Like=-3.88..-0.02 [-30.6766..-0.5047] | it/evals=729/4862 eff=16.3380% N=400 Z=-6.4(6.34%) | Like=-3.77..-0.02 [-30.6766..-0.5047] | it/evals=750/5030 eff=16.1987% N=400 Z=-6.2(7.86%) | Like=-3.51..-0.02 [-30.6766..-0.5047] | it/evals=791/5380 eff=15.8835% N=400 Z=-6.1(8.12%) | Like=-3.46..-0.02 [-30.6766..-0.5047] | it/evals=800/5459 eff=15.8134% N=400 Have 2 modes Volume: ~exp(-5.99) * Expected Volume: exp(-2.02) param0: +0.00| 111111111111111111111111222222222222222222222 | +1.00 param1: +0.00| 111111111111111111111112222222222222222222222 | +1.00 param2: +0.00| 1111111111111111111111121222222222222222222222 | +1.00 Z=-6.1(8.41%) | Like=-3.40..-0.02 [-30.6766..-0.5047] | it/evals=810/5544 eff=15.7465% N=400 Z=-5.9(10.16%) | Like=-3.20..-0.02 [-30.6766..-0.5047] | it/evals=850/5939 eff=15.3457% N=400 Z=-5.7(11.80%) | Like=-3.04..-0.02 [-30.6766..-0.5047] | it/evals=887/6310 eff=15.0085% N=400 Have 2 modes Volume: ~exp(-6.19) * Expected Volume: exp(-2.23) param0: +0.00| 11111111111111111111111222222222222222222222 | +1.00 param1: +0.00| 111111111111111111111112222222222222222222222 | +1.00 param2: +0.00| 1 1111111111111111111122222222222222222222222 | +1.00 Z=-5.7(11.86%) | Like=-3.01..-0.02 [-30.6766..-0.5047] | it/evals=891/6348 eff=14.9798% N=400 Z=-5.7(12.21%) | Like=-2.96..-0.02 [-30.6766..-0.5047] | it/evals=900/6440 eff=14.9007% N=400 Z=-5.6(14.14%) | Like=-2.80..-0.02 [-30.6766..-0.5047] | it/evals=936/6808 eff=14.6067% N=400 Z=-5.5(14.86%) | Like=-2.73..-0.02 [-30.6766..-0.5047] | it/evals=950/6941 eff=14.5238% N=400 Have 2 modes Volume: ~exp(-6.26) * Expected Volume: exp(-2.43) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.77 param0: +0.00| 1111111111111111111111222222222222222222222 | +1.00 param1: +0.00| 1111111111111111111111222222222222222222222 | +1.00 param2: +0.00| 111111111111111111111122222222222222222222222 | +1.00 Z=-5.4(15.97%) | Like=-2.65..-0.02 [-30.6766..-0.5047] | it/evals=972/7176 eff=14.3447% N=400 Z=-5.3(17.75%) | Like=-2.55..-0.02 [-30.6766..-0.5047] | it/evals=1000/7480 eff=14.1243% N=400 Z=-5.3(19.10%) | Like=-2.47..-0.02 [-30.6766..-0.5047] | it/evals=1021/7731 eff=13.9272% N=400 Z=-5.2(20.48%) | Like=-2.38..-0.02 [-30.6766..-0.5047] | it/evals=1045/7976 eff=13.7936% N=400 Z=-5.2(20.80%) | Like=-2.35..-0.02 [-30.6766..-0.5047] | it/evals=1050/8029 eff=13.7633% N=400 Have 2 modes Volume: ~exp(-6.83) * Expected Volume: exp(-2.63) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.77 param0: +0.0| 1111111111111111111112222222222222222222 | +1.0 param1: +0.00| 11111111111111111111112222222222222222 2222 | +1.00 param2: +0.0| 111111111111111111112222222222222222222222 | +1.0 Z=-5.2(21.04%) | Like=-2.33..-0.02 [-30.6766..-0.5047] | it/evals=1053/8064 eff=13.7396% N=400 Z=-5.1(23.24%) | Like=-2.20..-0.02 [-30.6766..-0.5047] | it/evals=1085/8423 eff=13.5236% N=400 Z=-5.0(24.17%) | Like=-2.16..-0.02 [-30.6766..-0.5047] | it/evals=1100/8594 eff=13.4245% N=400 Z=-4.9(26.20%) | Like=-2.05..-0.02 [-30.6766..-0.5047] | it/evals=1133/8971 eff=13.2190% N=400 Have 2 modes Volume: ~exp(-6.83) Expected Volume: exp(-2.83) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 1111111111111111111 12222222222222222222 | +1.0 param1: +0.0| 11111111111111111111 22222222222222220222 | +1.0 param2: +0.0| 01111111111111111111122222222222222222222 | +1.0 Z=-4.9(27.39%) | Like=-1.98..-0.02 [-30.6766..-0.5047] | it/evals=1150/9173 eff=13.1084% N=400 Z=-4.8(29.66%) | Like=-1.87..-0.02 [-30.6766..-0.5047] | it/evals=1183/9558 eff=12.9177% N=400 Z=-4.8(30.99%) | Like=-1.81..-0.02 [-30.6766..-0.5047] | it/evals=1200/9783 eff=12.7891% N=400 Have 2 modes Volume: ~exp(-6.94) * Expected Volume: exp(-3.04) positive degeneracy between param0 and param1: rho=0.77 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 111111111111111111 222222222222222222 | +1.0 param1: +0.0| 1111111111111111111 2222222222222222222 | +1.0 param2: +0.0| 111111111111111111 222222222222222222 | +1.0 Z=-4.7(32.31%) | Like=-1.75..-0.02 [-30.6766..-0.5047] | it/evals=1215/9958 eff=12.7119% N=400 Z=-4.7(34.72%) | Like=-1.68..-0.02 [-30.6766..-0.5047] | it/evals=1250/10354 eff=12.5578% N=400 Z=-4.6(37.37%) | Like=-1.58..-0.02 [-30.6766..-0.5047] | it/evals=1284/10787 eff=12.3616% N=400 Have 2 modes Volume: ~exp(-7.25) * Expected Volume: exp(-3.24) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0| 111111111111111111 222222222222222222 | +1.0 param1: +0.0| 111111111111111111 2222222222222222 | +1.0 param2: +0.0| 11111111111111111 22222222222222222 | +1.0 Z=-4.6(38.27%) | Like=-1.55..-0.00 [-30.6766..-0.5047] | it/evals=1296/10938 eff=12.2983% N=400 Z=-4.5(38.53%) | Like=-1.54..-0.00 [-30.6766..-0.5047] | it/evals=1300/10984 eff=12.2827% N=400 Z=-4.5(41.11%) | Like=-1.42..-0.00 [-30.6766..-0.5047] | it/evals=1335/11411 eff=12.1242% N=400 Z=-4.5(42.15%) | Like=-1.39..-0.00 [-30.6766..-0.5047] | it/evals=1350/11587 eff=12.0676% N=400 Have 2 modes Volume: ~exp(-7.25) Expected Volume: exp(-3.44) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 1111111111111111 2222222222222222 | +1.0 param1: +0.0| 1111111111111111 222222222222222 | +1.0 param2: +0.0| 1111111111111111 22222222222222202 | +1.0 Z=-4.4(44.31%) | Like=-1.34..-0.00 [-30.6766..-0.5047] | it/evals=1377/11912 eff=11.9614% N=400 Z=-4.4(46.05%) | Like=-1.29..-0.00 [-30.6766..-0.5047] | it/evals=1400/12188 eff=11.8765% N=400 Z=-4.3(48.61%) | Like=-1.21..-0.00 [-30.6766..-0.5047] | it/evals=1434/12608 eff=11.7464% N=400 Z=-4.3(49.73%) | Like=-1.17..-0.00 [-30.6766..-0.5047] | it/evals=1450/12792 eff=11.7011% N=400 Have 2 modes Volume: ~exp(-7.65) * Expected Volume: exp(-3.64) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0| 111111111111111 222222222222222 | +1.0 param1: +0.0| 1111111111111111 222222222222222 | +1.0 param2: +0.0| 111111111111111 222222222222222 | +1.0 Z=-4.3(50.29%) | Like=-1.16..-0.00 [-30.6766..-0.5047] | it/evals=1458/12891 eff=11.6724% N=400 Z=-4.2(52.74%) | Like=-1.09..-0.00 [-30.6766..-0.5047] | it/evals=1492/13313 eff=11.5542% N=400 Z=-4.2(53.40%) | Like=-1.08..-0.00 [-30.6766..-0.5047] | it/evals=1500/13404 eff=11.5349% N=400 Z=-4.2(55.98%) | Like=-1.01..-0.00 [-30.6766..-0.5047] | it/evals=1534/13803 eff=11.4452% N=400 Have 2 modes Volume: ~exp(-7.96) * Expected Volume: exp(-3.85) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.76 param0: +0.0| 11111111111111 22222222222222 | +1.0 param1: +0.0| 111111111111111 22222222222222 | +1.0 param2: +0.0| 111111111111111 22222222222222 | +1.0 Z=-4.2(56.39%) | Like=-1.01..-0.00 [-30.6766..-0.5047] | it/evals=1539/13860 eff=11.4339% N=400 Z=-4.2(57.25%) | Like=-0.99..-0.00 [-30.6766..-0.5047] | it/evals=1550/14000 eff=11.3971% N=400 Z=-4.1(59.71%) | Like=-0.93..-0.00 [-30.6766..-0.5047] | it/evals=1586/14430 eff=11.3043% N=400 Z=-4.1(60.60%) | Like=-0.91..-0.00 [-30.6766..-0.5047] | it/evals=1600/14617 eff=11.2541% N=400 Have 2 modes Volume: ~exp(-8.39) * Expected Volume: exp(-4.05) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 11111111111111 22222222222222 | +1.0 param1: +0.0| 11111111111111 2222222222222 | +1.0 param2: +0.0| 1111111111111 2222222222222 | +1.0 Z=-4.1(61.85%) | Like=-0.89..-0.00 [-30.6766..-0.5047] | it/evals=1620/14868 eff=11.1971% N=400 Z=-4.0(63.78%) | Like=-0.84..-0.00 [-30.6766..-0.5047] | it/evals=1650/15241 eff=11.1178% N=400 Z=-4.0(65.88%) | Like=-0.79..-0.00 [-30.6766..-0.5047] | it/evals=1685/15690 eff=11.0203% N=400 Z=-4.0(66.77%) | Like=-0.77..-0.00 [-30.6766..-0.5047] | it/evals=1700/15884 eff=10.9791% N=400 Have 2 modes Volume: ~exp(-8.39) Expected Volume: exp(-4.25) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0| 1111111111111 2222222222222 | +1.0 param1: +0.0| 1111111111111 0222222222222 | +1.0 param2: +0.0| 1111111111111 2222222222222 | +1.0 Z=-4.0(67.97%) | Like=-0.75..-0.00 [-30.6766..-0.5047] | it/evals=1720/16145 eff=10.9241% N=400 Z=-4.0(69.72%) | Like=-0.70..-0.00 [-30.6766..-0.5047] | it/evals=1750/16533 eff=10.8473% N=400 Z=-3.9(71.45%) | Like=-0.67..-0.00 [-30.6766..-0.5047] | it/evals=1781/16927 eff=10.7763% N=400 Have 2 modes Volume: ~exp(-8.66) * Expected Volume: exp(-4.45) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0| 111111111111 2222222222222 | +1.0 param1: +0.0| 111111111111 222222222222 | +1.0 param2: +0.0| 111111111111 222222222222 | +1.0 Z=-3.9(71.50%) | Like=-0.67..-0.00 [-30.6766..-0.5047] | it/evals=1782/16936 eff=10.7765% N=400 Z=-3.9(72.52%) | Like=-0.66..-0.00 [-30.6766..-0.5047] | it/evals=1800/17168 eff=10.7347% N=400 Z=-3.9(74.22%) | Like=-0.62..-0.00 [-30.6766..-0.5047] | it/evals=1834/17608 eff=10.6578% N=400 Z=-3.9(74.94%) | Like=-0.61..-0.00 [-30.6766..-0.5047] | it/evals=1850/17795 eff=10.6352% N=400 Have 2 modes Volume: ~exp(-8.66) Expected Volume: exp(-4.66) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 1111111111 22222222222 +0.8 | +1.0 param1: +0.0| 01111111111 02222222222 +0.8 | +1.0 param2: +0.0| 11111111111 222222222222 | +1.0 Z=-3.9(75.90%) | Like=-0.59..-0.00 [-30.6766..-0.5047] | it/evals=1870/18037 eff=10.6027% N=400 Z=-3.8(77.23%) | Like=-0.55..-0.00 [-30.6766..-0.5047] | it/evals=1899/18393 eff=10.5541% N=400 Z=-3.8(77.27%) | Like=-0.55..-0.00 [-30.6766..-0.5047] | it/evals=1900/18405 eff=10.5526% N=400 Z=-3.8(78.43%) | Like=-0.53..-0.00 [-30.6766..-0.5047] | it/evals=1926/18750 eff=10.4959% N=400 Have 2 modes Volume: ~exp(-8.66) Expected Volume: exp(-4.86) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 1111111111 22222222222 +0.8 | +1.0 param1: +0.0| 0111111111 02222222222 +0.8 | +1.0 param2: +0.0| 11111111111 22222222222 +0.8 | +1.0 Z=-3.8(79.19%) | Like=-0.51..-0.00 [-30.6766..-0.5047] | it/evals=1944/18981 eff=10.4623% N=400 Z=-3.8(79.46%) | Like=-0.50..-0.00 [-30.6766..-0.5047] | it/evals=1950/19062 eff=10.4490% N=400 Z=-3.8(80.72%) | Like=-0.48..-0.00 [-0.4834..-0.4820]*| it/evals=1982/19477 eff=10.3895% N=400 Z=-3.8(81.43%) | Like=-0.47..-0.00 [-0.4704..-0.4697]*| it/evals=2000/19721 eff=10.3514% N=400 Z=-3.8(82.13%) | Like=-0.45..-0.00 [-0.4532..-0.4529]*| it/evals=2019/19944 eff=10.3305% N=400 Have 2 modes Volume: ~exp(-9.42) * Expected Volume: exp(-5.06) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param1 and param2: rho=0.77 param0: +0.0| +0.2 111111111 2222222222 +0.8 | +1.0 param1: +0.0| 1111111111 2222222222 +0.8 | +1.0 param2: +0.0| 11111111111 2222222222 +0.8 | +1.0 Z=-3.8(82.35%) | Like=-0.45..-0.00 [-0.4496..-0.4496]*| it/evals=2025/20018 eff=10.3222% N=400 Z=-3.8(83.24%) | Like=-0.43..-0.00 [-0.4308..-0.4304]*| it/evals=2050/20337 eff=10.2824% N=400 Z=-3.8(84.32%) | Like=-0.41..-0.00 [-0.4062..-0.4056]*| it/evals=2081/20715 eff=10.2437% N=400 Z=-3.8(84.96%) | Like=-0.40..-0.00 [-0.3961..-0.3958]*| it/evals=2100/20974 eff=10.2071% N=400 Have 2 modes Volume: ~exp(-9.67) * Expected Volume: exp(-5.27) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| 1111111111 222222222 +0.8 | +1.0 param1: +0.0| 1111111111 222222222 +0.8 | +1.0 param2: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 Z=-3.8(85.15%) | Like=-0.39..-0.00 [-0.3938..-0.3936]*| it/evals=2106/21048 eff=10.1995% N=400 Z=-3.7(86.03%) | Like=-0.37..-0.00 [-0.3744..-0.3737]*| it/evals=2135/21418 eff=10.1580% N=400 Z=-3.7(86.48%) | Like=-0.37..-0.00 [-0.3655..-0.3652]*| it/evals=2150/21601 eff=10.1410% N=400 Z=-3.7(87.29%) | Like=-0.35..-0.00 [-0.3488..-0.3483]*| it/evals=2178/21968 eff=10.0983% N=400 Have 2 modes Volume: ~exp(-9.67) Expected Volume: exp(-5.47) positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| +0.2 111111111 222222220 +0.8 | +1.0 param1: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 param2: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 Z=-3.7(87.71%) | Like=-0.34..-0.00 [-0.3419..-0.3411]*| it/evals=2193/22157 eff=10.0795% N=400 Z=-3.7(87.89%) | Like=-0.34..-0.00 [-0.3361..-0.3360]*| it/evals=2200/22241 eff=10.0728% N=400 Z=-3.7(88.71%) | Like=-0.32..-0.00 [-0.3232..-0.3228]*| it/evals=2232/22632 eff=10.0396% N=400 Z=-3.7(89.14%) | Like=-0.31..-0.00 [-0.3134..-0.3133]*| it/evals=2250/22858 eff=10.0187% N=400 Have 2 modes Volume: ~exp(-9.67) Expected Volume: exp(-5.67) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| +0.2 111111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 param2: +0.0| +0.2 111111111 222222222 +0.8 | +1.0 Z=-3.7(89.56%) | Like=-0.30..-0.00 [-0.3046..-0.3041]*| it/evals=2268/23089 eff=9.9960% N=400 Z=-3.7(90.21%) | Like=-0.29..-0.00 [-0.2886..-0.2879]*| it/evals=2297/23474 eff=9.9549% N=400 Z=-3.7(90.27%) | Like=-0.29..-0.00 [-0.2877..-0.2868]*| it/evals=2300/23509 eff=9.9528% N=400 Z=-3.7(90.74%) | Like=-0.28..-0.00 [-0.2775..-0.2772]*| it/evals=2322/23792 eff=9.9265% N=400 Z=-3.7(91.26%) | Like=-0.27..-0.00 [-0.2666..-0.2661]*| it/evals=2348/24092 eff=9.9105% N=400 Have 2 modes Volume: ~exp(-9.99) * Expected Volume: exp(-5.87) positive degeneracy between param0 and param2: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| +0.2 11111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 22222222 +0.8 | +1.0 param2: +0.0| +0.2 11111111 22222222 +0.8 | +1.0 Z=-3.7(91.28%) | Like=-0.27..-0.00 [-0.2661..-0.2660]*| it/evals=2349/24103 eff=9.9101% N=400 Z=-3.7(91.30%) | Like=-0.27..-0.00 [-0.2660..-0.2648]*| it/evals=2350/24118 eff=9.9081% N=400 Z=-3.7(91.70%) | Like=-0.26..-0.00 [-0.2569..-0.2564]*| it/evals=2371/24391 eff=9.8829% N=400 Z=-3.7(92.23%) | Like=-0.24..-0.00 [-0.2445..-0.2444]*| it/evals=2400/24767 eff=9.8494% N=400 Have 2 modes Volume: ~exp(-10.34) * Expected Volume: exp(-6.08) positive degeneracy between param0 and param2: rho=0.78 param0: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.7(92.74%) | Like=-0.23..-0.00 [-0.2336..-0.2331]*| it/evals=2430/25141 eff=9.8218% N=400 Z=-3.7(93.06%) | Like=-0.23..-0.00 [-0.2272..-0.2266]*| it/evals=2450/25406 eff=9.7976% N=400 Z=-3.7(93.54%) | Like=-0.21..-0.00 [-0.2147..-0.2143]*| it/evals=2482/25820 eff=9.7640% N=400 Z=-3.7(93.80%) | Like=-0.21..-0.00 [-0.2076..-0.2059]*| it/evals=2500/26042 eff=9.7496% N=400 Have 2 modes Volume: ~exp(-10.34) Expected Volume: exp(-6.28) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param0 and param2: rho=0.77 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.7(94.03%) | Like=-0.20..-0.00 [-0.2019..-0.2005]*| it/evals=2516/26242 eff=9.7361% N=400 Z=-3.6(94.43%) | Like=-0.19..-0.00 [-0.1916..-0.1914]*| it/evals=2546/26604 eff=9.7161% N=400 Z=-3.6(94.48%) | Like=-0.19..-0.00 [-0.1908..-0.1899]*| it/evals=2550/26660 eff=9.7106% N=400 Z=-3.6(94.88%) | Like=-0.18..-0.00 [-0.1825..-0.1820]*| it/evals=2582/27055 eff=9.6867% N=400 Have 2 modes Volume: ~exp(-10.46) * Expected Volume: exp(-6.48) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param0 and param2: rho=0.75 positive degeneracy between param1 and param2: rho=0.75 param0: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param1: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.8 | +1.0 Z=-3.6(95.00%) | Like=-0.18..-0.00 [-0.1809..-0.1809]*| it/evals=2592/27175 eff=9.6807% N=400 Z=-3.6(95.09%) | Like=-0.18..-0.00 [-0.1793..-0.1790]*| it/evals=2600/27273 eff=9.6751% N=400 Z=-3.6(95.39%) | Like=-0.17..-0.00 [-0.1716..-0.1713]*| it/evals=2627/27631 eff=9.6471% N=400 Z=-3.6(95.63%) | Like=-0.17..-0.00 [-0.1656..-0.1655]*| it/evals=2650/27922 eff=9.6287% N=400 Have 2 modes Volume: ~exp(-10.59) * Expected Volume: exp(-6.68) positive degeneracy between param0 and param1: rho=0.75 positive degeneracy between param1 and param2: rho=0.77 param0: +0.0| +0.2 1111111 222222 +0.7 | +1.0 param1: +0.0| +0.3 1111111 222222 +0.8 | +1.0 param2: +0.0| +0.2 1111111 2222222 +0.7 | +1.0 Z=-3.6(95.86%) | Like=-0.15..-0.00 [-0.1549..-0.1543]*| it/evals=2673/28209 eff=9.6120% N=400 Z=-3.6(96.12%) | Like=-0.15..-0.00 [-0.1479..-0.1478]*| it/evals=2700/28572 eff=9.5840% N=400 Z=-3.6(96.39%) | Like=-0.14..-0.00 [-0.1409..-0.1409]*| it/evals=2731/28955 eff=9.5640% N=400 Z=-3.6(96.55%) | Like=-0.14..-0.00 [-0.1361..-0.1360]*| it/evals=2750/29218 eff=9.5426% N=400 Have 2 modes Volume: ~exp(-11.16) * Expected Volume: exp(-6.89) positive degeneracy between param1 and param2: rho=0.77 param0: +0.0| +0.3 111111 222222 +0.7 | +1.0 param1: +0.0| +0.3 11111 222222 +0.7 | +1.0 param2: +0.0| +0.3 11111 2222222 +0.7 | +1.0 Z=-3.6(96.58%) | Like=-0.14..-0.00 [-0.1357..-0.1357]*| it/evals=2754/29261 eff=9.5423% N=400 Z=-3.6(96.78%) | Like=-0.13..-0.00 [-0.1303..-0.1303]*| it/evals=2780/29589 eff=9.5241% N=400 Z=-3.6(96.93%) | Like=-0.13..-0.00 [-0.1272..-0.1271]*| it/evals=2800/29825 eff=9.5157% N=400 Z=-3.6(97.12%) | Like=-0.12..-0.00 [-0.1219..-0.1217]*| it/evals=2826/30150 eff=9.4992% N=400 Have 2 modes Volume: ~exp(-11.28) * Expected Volume: exp(-7.09) positive degeneracy between param0 and param1: rho=0.76 param0: +0.0| +0.3 111111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 222222 +0.7 | +1.0 param2: +0.0| +0.3 11111 222222 +0.7 | +1.0 Z=-3.6(97.18%) | Like=-0.12..-0.00 [-0.1202..-0.1199]*| it/evals=2835/30261 eff=9.4940% N=400 Z=-3.6(97.28%) | Like=-0.12..-0.00 [-0.1176..-0.1173]*| it/evals=2850/30457 eff=9.4820% N=400 Z=-3.6(97.46%) | Like=-0.11..-0.00 [-0.1114..-0.1113]*| it/evals=2879/30825 eff=9.4626% N=400 Z=-3.6(97.58%) | Like=-0.11..-0.00 [-0.1064..-0.1064]*| it/evals=2900/31091 eff=9.4490% N=400 Have 2 modes Volume: ~exp(-11.29) * Expected Volume: exp(-7.29) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.6(97.68%) | Like=-0.10..-0.00 [-0.1027..-0.1027]*| it/evals=2916/31291 eff=9.4396% N=400 Z=-3.6(97.82%) | Like=-0.10..-0.00 [-0.0983..-0.0980]*| it/evals=2944/31641 eff=9.4235% N=400 Z=-3.6(97.86%) | Like=-0.10..-0.00 [-0.0974..-0.0973]*| it/evals=2950/31716 eff=9.4201% N=400 Z=-3.6(98.00%) | Like=-0.09..-0.00 [-0.0926..-0.0924]*| it/evals=2980/32109 eff=9.3980% N=400 Z=-3.6(98.07%) | Like=-0.09..-0.00 [-0.0904..-0.0901]*| it/evals=2994/32299 eff=9.3859% N=400 Have 2 modes Volume: ~exp(-11.29) Expected Volume: exp(-7.49) positive degeneracy between param0 and param1: rho=0.76 positive degeneracy between param1 and param2: rho=0.76 param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.6(98.10%) | Like=-0.09..-0.00 [-0.0894..-0.0892]*| it/evals=3000/32381 eff=9.3806% N=400 Z=-3.6(98.27%) | Like=-0.08..-0.00 [-0.0833..-0.0831]*| it/evals=3038/32874 eff=9.3552% N=400 Z=-3.6(98.31%) | Like=-0.08..-0.00 [-0.0814..-0.0814]*| it/evals=3050/33032 eff=9.3467% N=400 Have 2 modes Volume: ~exp(-11.88) * Expected Volume: exp(-7.70) positive degeneracy between param0 and param1: rho=0.77 positive degeneracy between param1 and param2: rho=0.77 param0: +0.0| +0.3 11111 22222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.6(98.42%) | Like=-0.08..-0.00 [-0.0770..-0.0769]*| it/evals=3078/33375 eff=9.3343% N=400 Z=-3.6(98.51%) | Like=-0.07..-0.00 [-0.0735..-0.0735]*| it/evals=3100/33644 eff=9.3250% N=400 Z=-3.6(98.64%) | Like=-0.07..-0.00 [-0.0699..-0.0699]*| it/evals=3138/34137 eff=9.3014% N=400 Z=-3.6(98.68%) | Like=-0.07..-0.00 [-0.0685..-0.0684]*| it/evals=3150/34287 eff=9.2956% N=400 Have 2 modes Volume: ~exp(-11.88) Expected Volume: exp(-7.90) positive degeneracy between param1 and param2: rho=0.77 param0: +0.0| +0.3 1111 2222 +0.7 | +1.0 param1: +0.0| +0.3 11111 22222 +0.7 | +1.0 param2: +0.0| +0.3 11111 22222 +0.7 | +1.0 Z=-3.6(98.75%) | Like=-0.06..-0.00 [-0.0649..-0.0649]*| it/evals=3173/34582 eff=9.2827% N=400 Z=-3.6(98.83%) | Like=-0.06..-0.00 [-0.0622..-0.0619]*| it/evals=3200/34937 eff=9.2654% N=400 Z=-3.6(98.93%) | Like=-0.06..-0.00 [-0.0587..-0.0585]*| it/evals=3238/35417 eff=9.2469% N=400 Have 2 modes Volume: ~exp(-11.88) Expected Volume: exp(-8.10) positive degeneracy between param1 and param2: rho=0.77 param0: +0.0| +0.3 1111 2222 +0.7 | +1.0 param1: +0.0| +0.3 11110 2222 +0.7 | +1.0 param2: +0.0| +0.3 1111 2222 +0.7 | +1.0 Z=-3.6(98.96%) | Like=-0.06..-0.00 [-0.0573..-0.0573]*| it/evals=3250/35576 eff=9.2393% N=400 [ultranest] Explored until L=-0.001 [ultranest] Likelihood function evaluations: 35735 [ultranest] logZ = -3.577 +- 0.05911 [ultranest] Effective samples strategy satisfied (ESS = 1903.8, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [ultranest] logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [ultranest] done iterating. logZ = -3.591 +- 0.145 single instance: logZ = -3.591 +- 0.072 bootstrapped : logZ = -3.577 +- 0.145 tail : logZ = +- 0.010 param0 0.50 +- 0.22 param1 0.50 +- 0.22 param2 0.50 +- 0.22
-------------------------------Captured log call--------------------------------
[32mINFO [0m ultranest:integrator.py:919 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1843 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2011 Explored until L=-0.001 [32mINFO [0m ultranest:integrator.py:2092 Likelihood function evaluations: 35735 [35mDEBUG [0m ultranest:integrator.py:1726 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2049 logZ = -3.577 +- 0.05911 [32mINFO [0m ultranest:integrator.py:1068 Effective samples strategy satisfied (ESS = 1903.8, need >400) [32mINFO [0m ultranest:integrator.py:1098 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1125 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [32mINFO [0m ultranest:integrator.py:1129 logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [32mINFO [0m ultranest:integrator.py:1729 done iterating.

Passed

tests/test_stepsampling.py::test_stepsampler

0.19

------------------------------Captured stdout call------------------------------
ineffective proposal scale (1). shrinking... [0.50145819 0.88258894 0.72125693] -3.6832317726231345 [0.13901781 0.7619484 0.2501404 ] -12.053904626865283

Passed

tests/test_stepsampling.py::test_stepsampler_adapt_when_stuck

0.24

------------------------------Captured stdout call------------------------------
CubeMHSampler ineffective proposal scale (1). shrinking... ineffective proposal scale (0.385543). shrinking... ineffective proposal scale (0.148644). shrinking... ineffective proposal scale (0.0573086). shrinking... ineffective proposal scale (0.0220949). shrinking... ineffective proposal scale (0.00851855). shrinking... CubeSliceSampler

Passed

tests/test_stepsampling.py::test_stepsampler_regionmh_adapt

1.29

------------------------------Captured stdout call------------------------------
RegionMHSampler(nsteps=3) ineffective proposal scale (1.1). shrinking... ineffective proposal scale (0.880663). shrinking... RegionMHSampler(adaptive_nsteps=move-distance) ineffective proposal scale (1.1). shrinking... ineffective proposal scale (1). shrinking... RegionMHSampler(adaptive_nsteps=proposal-total-distances) ineffective proposal scale (1.1). shrinking... RegionMHSampler(adaptive_nsteps=proposal-summed-distances) ineffective proposal scale (1.1). shrinking... CubeMHSampler(nsteps=3) ineffective proposal scale (1). shrinking... ineffective proposal scale (0.800603). shrinking... CubeMHSampler(adaptive_nsteps=move-distance) ineffective proposal scale (1). shrinking... ineffective proposal scale (0.800603). shrinking... CubeMHSampler(adaptive_nsteps=proposal-total-distances) ineffective proposal scale (1). shrinking... ineffective proposal scale (0.800603). shrinking... CubeMHSampler(adaptive_nsteps=proposal-summed-distances) ineffective proposal scale (1). shrinking... ineffective proposal scale (0.800603). shrinking... CubeSliceSampler(nsteps=3) CubeSliceSampler(adaptive_nsteps=move-distance) CubeSliceSampler(adaptive_nsteps=proposal-total-distances) CubeSliceSampler(adaptive_nsteps=proposal-summed-distances) RegionSliceSampler(nsteps=3) RegionSliceSampler(adaptive_nsteps=move-distance) RegionSliceSampler(adaptive_nsteps=proposal-total-distances) RegionSliceSampler(adaptive_nsteps=proposal-summed-distances)

Passed

tests/test_stepsampling.py::test_pathsampler

0.14

------------------------------Captured stdout call------------------------------
reset 1 set gradient function to nocall starting at [0.5 0.5] starting new direction [0.01 0.01] from [0.5 0.5] i: 0->1 (step 0) suggested point: [0.51 0.51] -> inside. i: 1->2 (step 1) suggested point: [0.52 0.52] -> inside. i: 2->3 (step 2) suggested point: [0.53 0.53] -> inside. i: 3->4 (step 3) suggested point: [0.54 0.54] -> inside. triggering re-orientation reset 1 walked 1 paths; returning sample adjusting scale 1.000000 up: istep=5 inside=4 outside=0 region=0 nstuck=0 make reflect set gradient function to gradient starting at [0.5 0.5] starting new direction [0.01 0.01] from [0.5 0.5] i: 0->1 (step 0) suggested point: [0.51 0.51] -> outside. trying to reflect at [0.51 0.51] trying [0.5 0.52] successful reflect! i: 1->2 (step 1) suggested point: [0.49 0.53] -> inside. i: 2->3 (step 2) suggested point: [0.48 0.54] -> inside. i: 3->4 (step 3) suggested point: [0.47 0.55] -> inside. triggering re-orientation reset 1 walked 1 paths; returning sample adjusting scale 1.100000 up: istep=5 inside=4 outside=0 region=0 nstuck=0 make stuck starting at [0.5 0.5] starting new direction [0.01 0.01] from [0.5 0.5] i: 0->1 (step 0) suggested point: [0.51 0.51] -> outside. trying to reflect at [0.51 0.51] trying [0.5 0.52] unsuccessful reflect i: 0->-1 (step 1) suggested point: [0.49 0.49] -> outside. trying to reflect at [0.49 0.49] trying [0.5 0.48] unsuccessful reflect i: 0->0 (step 2) i: 0->0 (step 3) triggering re-orientation reset 1 walked 1 paths; returning sample adjusting scale 1.210000 down: istep=5 inside=0 outside=4 region=0 nstuck=3

Passed

tests/test_store.py::test_text_store

0.00

------------------------------Captured stdout call------------------------------
[(1, [101.0, 155.0, 413.0, 213.0]), (2, [99.0, 156.0, 413.0, 213.0])]

Passed

tests/test_store.py::test_hdf5_store

0.05

------------------------------Captured stdout call------------------------------
[(1, array([101., 155., 413., 213.])), (2, array([ 99., 156., 413., 213.]))]

Passed

tests/test_store.py::test_nullstore

0.00

No log output captured.

Passed

tests/test_store.py::test_storemany

0.77

------------------------------Captured stdout call------------------------------
======== <class 'ultranest.store.TextPointStore'> N=1 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.5, 1.5] reading... stack[0]: [(0, [-inf, -0.1, -0.1]), (1, [0.0, 1.0, 1.0]), (2, [-inf, -0.1, -0.1]), (3, [1.0, 1.5, 1.5])] stack[1]: [(1, [0.0, 1.0, 1.0]), (2, [-inf, -0.1, -0.1]), (3, [1.0, 1.5, 1.5])] 0 0.1 reading: [0.0, 1.0, 1.0] stack[2]: [(2, [-inf, -0.1, -0.1]), (3, [1.0, 1.5, 1.5])] stack[3]: [(3, [1.0, 1.5, 1.5])] 1 1.1 reading: [1.0, 1.5, 1.5] ======== <class 'ultranest.store.TextPointStore'> N=2 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] reading... stack[0]: [(0, [-inf, -0.1, -0.1]), (1, [-inf, 0.9, 0.9]), (2, [0.0, 1.0, 1.0]), (3, [1.0, 2.0, 2.0]), (4, [-inf, -0.1, -0.1]), (5, [-inf, 0.9, 0.9]), (6, [1.0, 1.5, 1.5]), (7, [2.0, 2.5, 2.5])] stack[1]: [(2, [0.0, 1.0, 1.0]), (3, [1.0, 2.0, 2.0]), (4, [-inf, -0.1, -0.1]), (5, [-inf, 0.9, 0.9]), (6, [1.0, 1.5, 1.5]), (7, [2.0, 2.5, 2.5])] 0 0.1 reading: [0.0, 1.0, 1.0] 1 1.1 reading: [1.0, 2.0, 2.0] stack[2]: [(4, [-inf, -0.1, -0.1]), (5, [-inf, 0.9, 0.9]), (6, [1.0, 1.5, 1.5]), (7, [2.0, 2.5, 2.5])] stack[3]: [(6, [1.0, 1.5, 1.5]), (7, [2.0, 2.5, 2.5])] 1 1.1 reading: [1.0, 1.5, 1.5] 2 2.1 reading: [2.0, 2.5, 2.5] ======== <class 'ultranest.store.TextPointStore'> N=10 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 2 3 storing: [2, 2.1, 2.1] 3 4 storing: [3, 3.1, 3.1] 4 5 storing: [4, 4.1, 4.1] 5 6 storing: [5, 5.1, 5.1] 6 7 storing: [6, 6.1, 6.1] 7 8 storing: [7, 7.1, 7.1] 8 9 storing: [8, 8.1, 8.1] 9 10 storing: [9, 9.1, 9.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] 3 4 storing: [3, 3.5, 3.5] 4 5 storing: [4, 4.5, 4.5] 5 6 storing: [5, 5.5, 5.5] 6 7 storing: [6, 6.5, 6.5] 7 8 storing: [7, 7.5, 7.5] 8 9 storing: [8, 8.5, 8.5] 9 10 storing: [9, 9.5, 9.5] 10 11 storing: [10, 10.5, 10.5] reading... stack[0]: [(0, [-inf, -0.1, -0.1]), (1, [-inf, 0.9, 0.9]), (2, [-inf, 1.9, 1.9]), (3, [-inf, 2.9, 2.9]), (4, [-inf, 3.9, 3.9]), (5, [-inf, 4.9, 4.9]), (6, [-inf, 5.9, 5.9]), (7, [-inf, 6.9, 6.9]), (8, [-inf, 7.9, 7.9]), (9, [-inf, 8.9, 8.9]), (10, [0.0, 1.0, 1.0]), (11, [1.0, 2.0, 2.0]), (12, [2.0, 3.0, 3.0]), (13, [3.0, 4.0, 4.0]), (14, [4.0, 5.0, 5.0]), (15, [5.0, 6.0, 6.0]), (16, [6.0, 7.0, 7.0]), (17, [7.0, 8.0, 8.0]), (18, [8.0, 9.0, 9.0]), (19, [9.0, 10.0, 10.0]), (20, [-inf, -0.1, -0.1]), (21, [-inf, 0.9, 0.9]), (22, [-inf, 1.9, 1.9]), (23, [-inf, 2.9, 2.9]), (24, [-inf, 3.9, 3.9]), (25, [-inf, 4.9, 4.9]), (26, [-inf, 5.9, 5.9]), (27, [-inf, 6.9, 6.9]), (28, [-inf, 7.9, 7.9]), (29, [-inf, 8.9, 8.9]), (30, [1.0, 1.5, 1.5]), (31, [2.0, 2.5, 2.5]), (32, [3.0, 3.5, 3.5]), (33, [4.0, 4.5, 4.5]), (34, [5.0, 5.5, 5.5]), (35, [6.0, 6.5, 6.5]), (36, [7.0, 7.5, 7.5]), (37, [8.0, 8.5, 8.5]), (38, [9.0, 9.5, 9.5]), (39, [10.0, 10.5, 10.5])] stack[1]: [(10, [0.0, 1.0, 1.0]), (11, [1.0, 2.0, 2.0]), (12, [2.0, 3.0, 3.0]), (13, [3.0, 4.0, 4.0]), (14, [4.0, 5.0, 5.0]), (15, [5.0, 6.0, 6.0]), (16, [6.0, 7.0, 7.0]), (17, [7.0, 8.0, 8.0]), (18, [8.0, 9.0, 9.0]), (19, [9.0, 10.0, 10.0]), (20, [-inf, -0.1, -0.1]), (21, [-inf, 0.9, 0.9]), (22, [-inf, 1.9, 1.9]), (23, [-inf, 2.9, 2.9]), (24, [-inf, 3.9, 3.9]), (25, [-inf, 4.9, 4.9]), (26, [-inf, 5.9, 5.9]), (27, [-inf, 6.9, 6.9]), (28, [-inf, 7.9, 7.9]), (29, [-inf, 8.9, 8.9]), (30, [1.0, 1.5, 1.5]), (31, [2.0, 2.5, 2.5]), (32, [3.0, 3.5, 3.5]), (33, [4.0, 4.5, 4.5]), (34, [5.0, 5.5, 5.5]), (35, [6.0, 6.5, 6.5]), (36, [7.0, 7.5, 7.5]), (37, [8.0, 8.5, 8.5]), (38, [9.0, 9.5, 9.5]), (39, [10.0, 10.5, 10.5])] 0 0.1 reading: [0.0, 1.0, 1.0] 1 1.1 reading: [1.0, 2.0, 2.0] 2 2.1 reading: [2.0, 3.0, 3.0] 3 3.1 reading: [3.0, 4.0, 4.0] 4 4.1 reading: [4.0, 5.0, 5.0] 5 5.1 reading: [5.0, 6.0, 6.0] 6 6.1 reading: [6.0, 7.0, 7.0] 7 7.1 reading: [7.0, 8.0, 8.0] 8 8.1 reading: [8.0, 9.0, 9.0] 9 9.1 reading: [9.0, 10.0, 10.0] stack[2]: [(20, [-inf, -0.1, -0.1]), (21, [-inf, 0.9, 0.9]), (22, [-inf, 1.9, 1.9]), (23, [-inf, 2.9, 2.9]), (24, [-inf, 3.9, 3.9]), (25, [-inf, 4.9, 4.9]), (26, [-inf, 5.9, 5.9]), (27, [-inf, 6.9, 6.9]), (28, [-inf, 7.9, 7.9]), (29, [-inf, 8.9, 8.9]), (30, [1.0, 1.5, 1.5]), (31, [2.0, 2.5, 2.5]), (32, [3.0, 3.5, 3.5]), (33, [4.0, 4.5, 4.5]), (34, [5.0, 5.5, 5.5]), (35, [6.0, 6.5, 6.5]), (36, [7.0, 7.5, 7.5]), (37, [8.0, 8.5, 8.5]), (38, [9.0, 9.5, 9.5]), (39, [10.0, 10.5, 10.5])] stack[3]: [(30, [1.0, 1.5, 1.5]), (31, [2.0, 2.5, 2.5]), (32, [3.0, 3.5, 3.5]), (33, [4.0, 4.5, 4.5]), (34, [5.0, 5.5, 5.5]), (35, [6.0, 6.5, 6.5]), (36, [7.0, 7.5, 7.5]), (37, [8.0, 8.5, 8.5]), (38, [9.0, 9.5, 9.5]), (39, [10.0, 10.5, 10.5])] 1 1.1 reading: [1.0, 1.5, 1.5] 2 2.1 reading: [2.0, 2.5, 2.5] 3 3.1 reading: [3.0, 3.5, 3.5] 4 4.1 reading: [4.0, 4.5, 4.5] 5 5.1 reading: [5.0, 5.5, 5.5] 6 6.1 reading: [6.0, 6.5, 6.5] 7 7.1 reading: [7.0, 7.5, 7.5] 8 8.1 reading: [8.0, 8.5, 8.5] 9 9.1 reading: [9.0, 9.5, 9.5] 10 10.1 reading: [10.0, 10.5, 10.5] ======== <class 'ultranest.store.TextPointStore'> N=100 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 2 3 storing: [2, 2.1, 2.1] 3 4 storing: [3, 3.1, 3.1] 4 5 storing: [4, 4.1, 4.1] 5 6 storing: [5, 5.1, 5.1] 6 7 storing: [6, 6.1, 6.1] 7 8 storing: [7, 7.1, 7.1] 8 9 storing: [8, 8.1, 8.1] 9 10 storing: [9, 9.1, 9.1] 10 11 storing: [10, 10.1, 10.1] 11 12 storing: [11, 11.1, 11.1] 12 13 storing: [12, 12.1, 12.1] 13 14 storing: [13, 13.1, 13.1] 14 15 storing: [14, 14.1, 14.1] 15 16 storing: [15, 15.1, 15.1] 16 17 storing: [16, 16.1, 16.1] 17 18 storing: [17, 17.1, 17.1] 18 19 storing: [18, 18.1, 18.1] 19 20 storing: [19, 19.1, 19.1] 20 21 storing: [20, 20.1, 20.1] 21 22 storing: [21, 21.1, 21.1] 22 23 storing: [22, 22.1, 22.1] 23 24 storing: [23, 23.1, 23.1] 24 25 storing: [24, 24.1, 24.1] 25 26 storing: [25, 25.1, 25.1] 26 27 storing: [26, 26.1, 26.1] 27 28 storing: [27, 27.1, 27.1] 28 29 storing: [28, 28.1, 28.1] 29 30 storing: [29, 29.1, 29.1] 30 31 storing: [30, 30.1, 30.1] 31 32 storing: [31, 31.1, 31.1] 32 33 storing: [32, 32.1, 32.1] 33 34 storing: [33, 33.1, 33.1] 34 35 storing: [34, 34.1, 34.1] 35 36 storing: [35, 35.1, 35.1] 36 37 storing: [36, 36.1, 36.1] 37 38 storing: [37, 37.1, 37.1] 38 39 storing: [38, 38.1, 38.1] 39 40 storing: [39, 39.1, 39.1] 40 41 storing: [40, 40.1, 40.1] 41 42 storing: [41, 41.1, 41.1] 42 43 storing: [42, 42.1, 42.1] 43 44 storing: [43, 43.1, 43.1] 44 45 storing: [44, 44.1, 44.1] 45 46 storing: [45, 45.1, 45.1] 46 47 storing: [46, 46.1, 46.1] 47 48 storing: [47, 47.1, 47.1] 48 49 storing: [48, 48.1, 48.1] 49 50 storing: [49, 49.1, 49.1] 50 51 storing: [50, 50.1, 50.1] 51 52 storing: [51, 51.1, 51.1] 52 53 storing: [52, 52.1, 52.1] 53 54 storing: [53, 53.1, 53.1] 54 55 storing: [54, 54.1, 54.1] 55 56 storing: [55, 55.1, 55.1] 56 57 storing: [56, 56.1, 56.1] 57 58 storing: [57, 57.1, 57.1] 58 59 storing: [58, 58.1, 58.1] 59 60 storing: [59, 59.1, 59.1] 60 61 storing: [60, 60.1, 60.1] 61 62 storing: [61, 61.1, 61.1] 62 63 storing: [62, 62.1, 62.1] 63 64 storing: [63, 63.1, 63.1] 64 65 storing: [64, 64.1, 64.1] 65 66 storing: [65, 65.1, 65.1] 66 67 storing: [66, 66.1, 66.1] 67 68 storing: [67, 67.1, 67.1] 68 69 storing: [68, 68.1, 68.1] 69 70 storing: [69, 69.1, 69.1] 70 71 storing: [70, 70.1, 70.1] 71 72 storing: [71, 71.1, 71.1] 72 73 storing: [72, 72.1, 72.1] 73 74 storing: [73, 73.1, 73.1] 74 75 storing: [74, 74.1, 74.1] 75 76 storing: [75, 75.1, 75.1] 76 77 storing: [76, 76.1, 76.1] 77 78 storing: [77, 77.1, 77.1] 78 79 storing: [78, 78.1, 78.1] 79 80 storing: [79, 79.1, 79.1] 80 81 storing: [80, 80.1, 80.1] 81 82 storing: [81, 81.1, 81.1] 82 83 storing: [82, 82.1, 82.1] 83 84 storing: [83, 83.1, 83.1] 84 85 storing: [84, 84.1, 84.1] 85 86 storing: [85, 85.1, 85.1] 86 87 storing: [86, 86.1, 86.1] 87 88 storing: [87, 87.1, 87.1] 88 89 storing: [88, 88.1, 88.1] 89 90 storing: [89, 89.1, 89.1] 90 91 storing: [90, 90.1, 90.1] 91 92 storing: [91, 91.1, 91.1] 92 93 storing: [92, 92.1, 92.1] 93 94 storing: [93, 93.1, 93.1] 94 95 storing: [94, 94.1, 94.1] 95 96 storing: [95, 95.1, 95.1] 96 97 storing: [96, 96.1, 96.1] 97 98 storing: [97, 97.1, 97.1] 98 99 storing: [98, 98.1, 98.1] 99 100 storing: [99, 99.1, 99.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] 3 4 storing: [3, 3.5, 3.5] 4 5 storing: [4, 4.5, 4.5] 5 6 storing: [5, 5.5, 5.5] 6 7 storing: [6, 6.5, 6.5] 7 8 storing: [7, 7.5, 7.5] 8 9 storing: [8, 8.5, 8.5] 9 10 storing: [9, 9.5, 9.5] 10 11 storing: [10, 10.5, 10.5] 11 12 storing: [11, 11.5, 11.5] 12 13 storing: [12, 12.5, 12.5] 13 14 storing: [13, 13.5, 13.5] 14 15 storing: [14, 14.5, 14.5] 15 16 storing: [15, 15.5, 15.5] 16 17 storing: [16, 16.5, 16.5] 17 18 storing: [17, 17.5, 17.5] 18 19 storing: [18, 18.5, 18.5] 19 20 storing: [19, 19.5, 19.5] 20 21 storing: [20, 20.5, 20.5] 21 22 storing: [21, 21.5, 21.5] 22 23 storing: [22, 22.5, 22.5] 23 24 storing: [23, 23.5, 23.5] 24 25 storing: [24, 24.5, 24.5] 25 26 storing: [25, 25.5, 25.5] 26 27 storing: [26, 26.5, 26.5] 27 28 storing: [27, 27.5, 27.5] 28 29 storing: [28, 28.5, 28.5] 29 30 storing: [29, 29.5, 29.5] 30 31 storing: [30, 30.5, 30.5] 31 32 storing: [31, 31.5, 31.5] 32 33 storing: [32, 32.5, 32.5] 33 34 storing: [33, 33.5, 33.5] 34 35 storing: [34, 34.5, 34.5] 35 36 storing: [35, 35.5, 35.5] 36 37 storing: [36, 36.5, 36.5] 37 38 storing: [37, 37.5, 37.5] 38 39 storing: [38, 38.5, 38.5] 39 40 storing: [39, 39.5, 39.5] 40 41 storing: [40, 40.5, 40.5] 41 42 storing: [41, 41.5, 41.5] 42 43 storing: [42, 42.5, 42.5] 43 44 storing: [43, 43.5, 43.5] 44 45 storing: [44, 44.5, 44.5] 45 46 storing: [45, 45.5, 45.5] 46 47 storing: [46, 46.5, 46.5] 47 48 storing: [47, 47.5, 47.5] 48 49 storing: [48, 48.5, 48.5] 49 50 storing: [49, 49.5, 49.5] 50 51 storing: [50, 50.5, 50.5] 51 52 storing: [51, 51.5, 51.5] 52 53 storing: [52, 52.5, 52.5] 53 54 storing: [53, 53.5, 53.5] 54 55 storing: [54, 54.5, 54.5] 55 56 storing: [55, 55.5, 55.5] 56 57 storing: [56, 56.5, 56.5] 57 58 storing: [57, 57.5, 57.5] 58 59 storing: [58, 58.5, 58.5] 59 60 storing: [59, 59.5, 59.5] 60 61 storing: [60, 60.5, 60.5] 61 62 storing: [61, 61.5, 61.5] 62 63 storing: [62, 62.5, 62.5] 63 64 storing: [63, 63.5, 63.5] 64 65 storing: [64, 64.5, 64.5] 65 66 storing: [65, 65.5, 65.5] 66 67 storing: [66, 66.5, 66.5] 67 68 storing: [67, 67.5, 67.5] 68 69 storing: [68, 68.5, 68.5] 69 70 storing: [69, 69.5, 69.5] 70 71 storing: [70, 70.5, 70.5] 71 72 storing: [71, 71.5, 71.5] 72 73 storing: [72, 72.5, 72.5] 73 74 storing: [73, 73.5, 73.5] 74 75 storing: [74, 74.5, 74.5] 75 76 storing: [75, 75.5, 75.5] 76 77 storing: [76, 76.5, 76.5] 77 78 storing: [77, 77.5, 77.5] 78 79 storing: [78, 78.5, 78.5] 79 80 storing: [79, 79.5, 79.5] 80 81 storing: [80, 80.5, 80.5] 81 82 storing: [81, 81.5, 81.5] 82 83 storing: [82, 82.5, 82.5] 83 84 storing: [83, 83.5, 83.5] 84 85 storing: [84, 84.5, 84.5] 85 86 storing: [85, 85.5, 85.5] 86 87 storing: [86, 86.5, 86.5] 87 88 storing: [87, 87.5, 87.5] 88 89 storing: [88, 88.5, 88.5] 89 90 storing: [89, 89.5, 89.5] 90 91 storing: [90, 90.5, 90.5] 91 92 storing: [91, 91.5, 91.5] 92 93 storing: [92, 92.5, 92.5] 93 94 storing: [93, 93.5, 93.5] 94 95 storing: [94, 94.5, 94.5] 95 96 storing: [95, 95.5, 95.5] 96 97 storing: [96, 96.5, 96.5] 97 98 storing: [97, 97.5, 97.5] 98 99 storing: [98, 98.5, 98.5] 99 100 storing: [99, 99.5, 99.5] 100 101 storing: [100, 100.5, 100.5] reading... stack[0]: [(0, [-inf, -0.1, -0.1]), (1, [-inf, 0.9, 0.9]), (2, [-inf, 1.9, 1.9]), (3, [-inf, 2.9, 2.9]), (4, [-inf, 3.9, 3.9]), (5, [-inf, 4.9, 4.9]), (6, [-inf, 5.9, 5.9]), (7, [-inf, 6.9, 6.9]), (8, [-inf, 7.9, 7.9]), (9, [-inf, 8.9, 8.9]), (10, [-inf, 9.9, 9.9]), (11, [-inf, 10.9, 10.9]), (12, [-inf, 11.9, 11.9]), (13, [-inf, 12.9, 12.9]), (14, [-inf, 13.9, 13.9]), (15, [-inf, 14.9, 14.9]), (16, [-inf, 15.9, 15.9]), (17, [-inf, 16.9, 16.9]), (18, [-inf, 17.9, 17.9]), (19, [-inf, 18.9, 18.9]), (20, [-inf, 19.9, 19.9]), (21, [-inf, 20.9, 20.9]), (22, [-inf, 21.9, 21.9]), (23, [-inf, 22.9, 22.9]), (24, [-inf, 23.9, 23.9]), (25, [-inf, 24.9, 24.9]), (26, [-inf, 25.9, 25.9]), (27, [-inf, 26.9, 26.9]), (28, [-inf, 27.9, 27.9]), (29, [-inf, 28.9, 28.9]), (30, [-inf, 29.9, 29.9]), (31, [-inf, 30.9, 30.9]), (32, [-inf, 31.9, 31.9]), (33, [-inf, 32.9, 32.9]), (34, [-inf, 33.9, 33.9]), (35, [-inf, 34.9, 34.9]), (36, [-inf, 35.9, 35.9]), (37, [-inf, 36.9, 36.9]), (38, [-inf, 37.9, 37.9]), (39, [-inf, 38.9, 38.9]), (40, [-inf, 39.9, 39.9]), (41, [-inf, 40.9, 40.9]), (42, [-inf, 41.9, 41.9]), (43, [-inf, 42.9, 42.9]), (44, [-inf, 43.9, 43.9]), (45, [-inf, 44.9, 44.9]), (46, [-inf, 45.9, 45.9]), (47, [-inf, 46.9, 46.9]), (48, [-inf, 47.9, 47.9]), (49, [-inf, 48.9, 48.9]), (50, [-inf, 49.9, 49.9]), (51, [-inf, 50.9, 50.9]), (52, [-inf, 51.9, 51.9]), (53, [-inf, 52.9, 52.9]), (54, [-inf, 53.9, 53.9]), (55, [-inf, 54.9, 54.9]), (56, [-inf, 55.9, 55.9]), (57, [-inf, 56.9, 56.9]), (58, [-inf, 57.9, 57.9]), (59, [-inf, 58.9, 58.9]), (60, [-inf, 59.9, 59.9]), (61, [-inf, 60.9, 60.9]), (62, [-inf, 61.9, 61.9]), (63, [-inf, 62.9, 62.9]), (64, [-inf, 63.9, 63.9]), (65, [-inf, 64.9, 64.9]), (66, [-inf, 65.9, 65.9]), (67, [-inf, 66.9, 66.9]), (68, [-inf, 67.9, 67.9]), (69, [-inf, 68.9, 68.9]), (70, [-inf, 69.9, 69.9]), (71, [-inf, 70.9, 70.9]), (72, [-inf, 71.9, 71.9]), (73, [-inf, 72.9, 72.9]), (74, [-inf, 73.9, 73.9]), (75, [-inf, 74.9, 74.9]), (76, [-inf, 75.9, 75.9]), (77, [-inf, 76.9, 76.9]), (78, [-inf, 77.9, 77.9]), (79, [-inf, 78.9, 78.9]), (80, [-inf, 79.9, 79.9]), (81, [-inf, 80.9, 80.9]), (82, [-inf, 81.9, 81.9]), (83, [-inf, 82.9, 82.9]), (84, [-inf, 83.9, 83.9]), (85, [-inf, 84.9, 84.9]), (86, [-inf, 85.9, 85.9]), (87, [-inf, 86.9, 86.9]), (88, [-inf, 87.9, 87.9]), (89, [-inf, 88.9, 88.9]), (90, [-inf, 89.9, 89.9]), (91, [-inf, 90.9, 90.9]), (92, [-inf, 91.9, 91.9]), (93, [-inf, 92.9, 92.9]), (94, [-inf, 93.9, 93.9]), (95, [-inf, 94.9, 94.9]), (96, [-inf, 95.9, 95.9]), (97, [-inf, 96.9, 96.9]), (98, [-inf, 97.9, 97.9]), (99, [-inf, 98.9, 98.9]), (100, [0.0, 1.0, 1.0]), (101, [1.0, 2.0, 2.0]), (102, [2.0, 3.0, 3.0]), (103, [3.0, 4.0, 4.0]), (104, [4.0, 5.0, 5.0]), (105, [5.0, 6.0, 6.0]), (106, [6.0, 7.0, 7.0]), (107, [7.0, 8.0, 8.0]), (108, [8.0, 9.0, 9.0]), (109, [9.0, 10.0, 10.0]), (110, [10.0, 11.0, 11.0]), (111, [11.0, 12.0, 12.0]), (112, [12.0, 13.0, 13.0]), (113, [13.0, 14.0, 14.0]), (114, [14.0, 15.0, 15.0]), (115, [15.0, 16.0, 16.0]), (116, [16.0, 17.0, 17.0]), (117, [17.0, 18.0, 18.0]), (118, [18.0, 19.0, 19.0]), (119, [19.0, 20.0, 20.0]), (120, [20.0, 21.0, 21.0]), (121, [21.0, 22.0, 22.0]), (122, [22.0, 23.0, 23.0]), (123, [23.0, 24.0, 24.0]), (124, [24.0, 25.0, 25.0]), (125, [25.0, 26.0, 26.0]), (126, [26.0, 27.0, 27.0]), (127, [27.0, 28.0, 28.0]), (128, [28.0, 29.0, 29.0]), (129, [29.0, 30.0, 30.0]), (130, [30.0, 31.0, 31.0]), (131, [31.0, 32.0, 32.0]), (132, [32.0, 33.0, 33.0]), (133, [33.0, 34.0, 34.0]), (134, [34.0, 35.0, 35.0]), (135, [35.0, 36.0, 36.0]), (136, [36.0, 37.0, 37.0]), (137, [37.0, 38.0, 38.0]), (138, [38.0, 39.0, 39.0]), 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84.9]), (286, [-inf, 85.9, 85.9]), (287, [-inf, 86.9, 86.9]), (288, [-inf, 87.9, 87.9]), (289, [-inf, 88.9, 88.9]), (290, [-inf, 89.9, 89.9]), (291, [-inf, 90.9, 90.9]), (292, [-inf, 91.9, 91.9]), (293, [-inf, 92.9, 92.9]), (294, [-inf, 93.9, 93.9]), (295, [-inf, 94.9, 94.9]), (296, [-inf, 95.9, 95.9]), (297, [-inf, 96.9, 96.9]), (298, [-inf, 97.9, 97.9]), (299, [-inf, 98.9, 98.9]), (300, [1.0, 1.5, 1.5]), (301, [2.0, 2.5, 2.5]), (302, [3.0, 3.5, 3.5]), (303, [4.0, 4.5, 4.5]), (304, [5.0, 5.5, 5.5]), (305, [6.0, 6.5, 6.5]), (306, [7.0, 7.5, 7.5]), (307, [8.0, 8.5, 8.5]), (308, [9.0, 9.5, 9.5]), (309, [10.0, 10.5, 10.5]), (310, [11.0, 11.5, 11.5]), (311, [12.0, 12.5, 12.5]), (312, [13.0, 13.5, 13.5]), (313, [14.0, 14.5, 14.5]), (314, [15.0, 15.5, 15.5]), (315, [16.0, 16.5, 16.5]), (316, [17.0, 17.5, 17.5]), (317, [18.0, 18.5, 18.5]), (318, [19.0, 19.5, 19.5]), (319, [20.0, 20.5, 20.5]), (320, [21.0, 21.5, 21.5]), (321, [22.0, 22.5, 22.5]), (322, [23.0, 23.5, 23.5]), (323, [24.0, 24.5, 24.5]), (324, [25.0, 25.5, 25.5]), (325, [26.0, 26.5, 26.5]), (326, [27.0, 27.5, 27.5]), (327, [28.0, 28.5, 28.5]), (328, [29.0, 29.5, 29.5]), (329, [30.0, 30.5, 30.5]), (330, [31.0, 31.5, 31.5]), (331, [32.0, 32.5, 32.5]), (332, [33.0, 33.5, 33.5]), (333, [34.0, 34.5, 34.5]), (334, [35.0, 35.5, 35.5]), (335, [36.0, 36.5, 36.5]), (336, [37.0, 37.5, 37.5]), (337, [38.0, 38.5, 38.5]), (338, [39.0, 39.5, 39.5]), (339, [40.0, 40.5, 40.5]), (340, [41.0, 41.5, 41.5]), (341, [42.0, 42.5, 42.5]), (342, [43.0, 43.5, 43.5]), (343, [44.0, 44.5, 44.5]), (344, [45.0, 45.5, 45.5]), (345, [46.0, 46.5, 46.5]), (346, [47.0, 47.5, 47.5]), (347, [48.0, 48.5, 48.5]), (348, [49.0, 49.5, 49.5]), (349, [50.0, 50.5, 50.5]), (350, [51.0, 51.5, 51.5]), (351, [52.0, 52.5, 52.5]), (352, [53.0, 53.5, 53.5]), (353, [54.0, 54.5, 54.5]), (354, [55.0, 55.5, 55.5]), (355, [56.0, 56.5, 56.5]), (356, [57.0, 57.5, 57.5]), (357, [58.0, 58.5, 58.5]), (358, [59.0, 59.5, 59.5]), (359, [60.0, 60.5, 60.5]), (360, [61.0, 61.5, 61.5]), (361, [62.0, 62.5, 62.5]), (362, [63.0, 63.5, 63.5]), (363, [64.0, 64.5, 64.5]), (364, [65.0, 65.5, 65.5]), (365, [66.0, 66.5, 66.5]), (366, [67.0, 67.5, 67.5]), (367, [68.0, 68.5, 68.5]), (368, [69.0, 69.5, 69.5]), (369, [70.0, 70.5, 70.5]), (370, [71.0, 71.5, 71.5]), (371, [72.0, 72.5, 72.5]), (372, [73.0, 73.5, 73.5]), (373, [74.0, 74.5, 74.5]), (374, [75.0, 75.5, 75.5]), (375, [76.0, 76.5, 76.5]), (376, [77.0, 77.5, 77.5]), (377, [78.0, 78.5, 78.5]), (378, [79.0, 79.5, 79.5]), (379, [80.0, 80.5, 80.5]), (380, [81.0, 81.5, 81.5]), (381, [82.0, 82.5, 82.5]), (382, [83.0, 83.5, 83.5]), (383, [84.0, 84.5, 84.5]), (384, [85.0, 85.5, 85.5]), (385, [86.0, 86.5, 86.5]), (386, [87.0, 87.5, 87.5]), (387, [88.0, 88.5, 88.5]), (388, [89.0, 89.5, 89.5]), (389, [90.0, 90.5, 90.5]), (390, [91.0, 91.5, 91.5]), (391, [92.0, 92.5, 92.5]), (392, [93.0, 93.5, 93.5]), (393, [94.0, 94.5, 94.5]), (394, [95.0, 95.5, 95.5]), (395, [96.0, 96.5, 96.5]), (396, [97.0, 97.5, 97.5]), (397, [98.0, 98.5, 98.5]), (398, [99.0, 99.5, 99.5]), (399, [100.0, 100.5, 100.5])] 0 0.1 reading: [0.0, 1.0, 1.0] 1 1.1 reading: [1.0, 2.0, 2.0] 2 2.1 reading: [2.0, 3.0, 3.0] 3 3.1 reading: [3.0, 4.0, 4.0] 4 4.1 reading: [4.0, 5.0, 5.0] 5 5.1 reading: [5.0, 6.0, 6.0] 6 6.1 reading: [6.0, 7.0, 7.0] 7 7.1 reading: [7.0, 8.0, 8.0] 8 8.1 reading: [8.0, 9.0, 9.0] 9 9.1 reading: [9.0, 10.0, 10.0] 10 10.1 reading: [10.0, 11.0, 11.0] 11 11.1 reading: [11.0, 12.0, 12.0] 12 12.1 reading: [12.0, 13.0, 13.0] 13 13.1 reading: [13.0, 14.0, 14.0] 14 14.1 reading: [14.0, 15.0, 15.0] 15 15.1 reading: [15.0, 16.0, 16.0] 16 16.1 reading: [16.0, 17.0, 17.0] 17 17.1 reading: [17.0, 18.0, 18.0] 18 18.1 reading: [18.0, 19.0, 19.0] 19 19.1 reading: [19.0, 20.0, 20.0] 20 20.1 reading: [20.0, 21.0, 21.0] 21 21.1 reading: [21.0, 22.0, 22.0] 22 22.1 reading: [22.0, 23.0, 23.0] 23 23.1 reading: [23.0, 24.0, 24.0] 24 24.1 reading: [24.0, 25.0, 25.0] 25 25.1 reading: [25.0, 26.0, 26.0] 26 26.1 reading: [26.0, 27.0, 27.0] 27 27.1 reading: [27.0, 28.0, 28.0] 28 28.1 reading: [28.0, 29.0, 29.0] 29 29.1 reading: [29.0, 30.0, 30.0] 30 30.1 reading: [30.0, 31.0, 31.0] 31 31.1 reading: [31.0, 32.0, 32.0] 32 32.1 reading: [32.0, 33.0, 33.0] 33 33.1 reading: [33.0, 34.0, 34.0] 34 34.1 reading: [34.0, 35.0, 35.0] 35 35.1 reading: [35.0, 36.0, 36.0] 36 36.1 reading: [36.0, 37.0, 37.0] 37 37.1 reading: [37.0, 38.0, 38.0] 38 38.1 reading: [38.0, 39.0, 39.0] 39 39.1 reading: [39.0, 40.0, 40.0] 40 40.1 reading: [40.0, 41.0, 41.0] 41 41.1 reading: [41.0, 42.0, 42.0] 42 42.1 reading: [42.0, 43.0, 43.0] 43 43.1 reading: [43.0, 44.0, 44.0] 44 44.1 reading: [44.0, 45.0, 45.0] 45 45.1 reading: [45.0, 46.0, 46.0] 46 46.1 reading: [46.0, 47.0, 47.0] 47 47.1 reading: [47.0, 48.0, 48.0] 48 48.1 reading: [48.0, 49.0, 49.0] 49 49.1 reading: [49.0, 50.0, 50.0] 50 50.1 reading: [50.0, 51.0, 51.0] 51 51.1 reading: [51.0, 52.0, 52.0] 52 52.1 reading: [52.0, 53.0, 53.0] 53 53.1 reading: [53.0, 54.0, 54.0] 54 54.1 reading: [54.0, 55.0, 55.0] 55 55.1 reading: [55.0, 56.0, 56.0] 56 56.1 reading: [56.0, 57.0, 57.0] 57 57.1 reading: [57.0, 58.0, 58.0] 58 58.1 reading: [58.0, 59.0, 59.0] 59 59.1 reading: [59.0, 60.0, 60.0] 60 60.1 reading: [60.0, 61.0, 61.0] 61 61.1 reading: [61.0, 62.0, 62.0] 62 62.1 reading: [62.0, 63.0, 63.0] 63 63.1 reading: [63.0, 64.0, 64.0] 64 64.1 reading: [64.0, 65.0, 65.0] 65 65.1 reading: [65.0, 66.0, 66.0] 66 66.1 reading: [66.0, 67.0, 67.0] 67 67.1 reading: [67.0, 68.0, 68.0] 68 68.1 reading: [68.0, 69.0, 69.0] 69 69.1 reading: [69.0, 70.0, 70.0] 70 70.1 reading: [70.0, 71.0, 71.0] 71 71.1 reading: [71.0, 72.0, 72.0] 72 72.1 reading: [72.0, 73.0, 73.0] 73 73.1 reading: [73.0, 74.0, 74.0] 74 74.1 reading: [74.0, 75.0, 75.0] 75 75.1 reading: [75.0, 76.0, 76.0] 76 76.1 reading: [76.0, 77.0, 77.0] 77 77.1 reading: [77.0, 78.0, 78.0] 78 78.1 reading: [78.0, 79.0, 79.0] 79 79.1 reading: [79.0, 80.0, 80.0] 80 80.1 reading: [80.0, 81.0, 81.0] 81 81.1 reading: [81.0, 82.0, 82.0] 82 82.1 reading: [82.0, 83.0, 83.0] 83 83.1 reading: [83.0, 84.0, 84.0] 84 84.1 reading: [84.0, 85.0, 85.0] 85 85.1 reading: [85.0, 86.0, 86.0] 86 86.1 reading: [86.0, 87.0, 87.0] 87 87.1 reading: [87.0, 88.0, 88.0] 88 88.1 reading: [88.0, 89.0, 89.0] 89 89.1 reading: [89.0, 90.0, 90.0] 90 90.1 reading: [90.0, 91.0, 91.0] 91 91.1 reading: [91.0, 92.0, 92.0] 92 92.1 reading: [92.0, 93.0, 93.0] 93 93.1 reading: [93.0, 94.0, 94.0] 94 94.1 reading: [94.0, 95.0, 95.0] 95 95.1 reading: [95.0, 96.0, 96.0] 96 96.1 reading: [96.0, 97.0, 97.0] 97 97.1 reading: [97.0, 98.0, 98.0] 98 98.1 reading: [98.0, 99.0, 99.0] 99 99.1 reading: [99.0, 100.0, 100.0] stack[2]: [(200, [-inf, -0.1, -0.1]), (201, [-inf, 0.9, 0.9]), (202, [-inf, 1.9, 1.9]), (203, [-inf, 2.9, 2.9]), (204, [-inf, 3.9, 3.9]), (205, [-inf, 4.9, 4.9]), (206, [-inf, 5.9, 5.9]), (207, [-inf, 6.9, 6.9]), (208, [-inf, 7.9, 7.9]), (209, [-inf, 8.9, 8.9]), (210, [-inf, 9.9, 9.9]), (211, [-inf, 10.9, 10.9]), (212, [-inf, 11.9, 11.9]), (213, [-inf, 12.9, 12.9]), (214, [-inf, 13.9, 13.9]), (215, [-inf, 14.9, 14.9]), (216, [-inf, 15.9, 15.9]), (217, [-inf, 16.9, 16.9]), (218, [-inf, 17.9, 17.9]), (219, [-inf, 18.9, 18.9]), (220, [-inf, 19.9, 19.9]), (221, [-inf, 20.9, 20.9]), (222, [-inf, 21.9, 21.9]), (223, [-inf, 22.9, 22.9]), (224, [-inf, 23.9, 23.9]), (225, [-inf, 24.9, 24.9]), (226, [-inf, 25.9, 25.9]), (227, [-inf, 26.9, 26.9]), (228, [-inf, 27.9, 27.9]), (229, [-inf, 28.9, 28.9]), (230, [-inf, 29.9, 29.9]), (231, [-inf, 30.9, 30.9]), (232, [-inf, 31.9, 31.9]), (233, [-inf, 32.9, 32.9]), (234, [-inf, 33.9, 33.9]), (235, [-inf, 34.9, 34.9]), (236, [-inf, 35.9, 35.9]), (237, [-inf, 36.9, 36.9]), (238, [-inf, 37.9, 37.9]), (239, [-inf, 38.9, 38.9]), (240, [-inf, 39.9, 39.9]), (241, [-inf, 40.9, 40.9]), (242, [-inf, 41.9, 41.9]), (243, [-inf, 42.9, 42.9]), (244, [-inf, 43.9, 43.9]), (245, [-inf, 44.9, 44.9]), (246, [-inf, 45.9, 45.9]), (247, [-inf, 46.9, 46.9]), (248, [-inf, 47.9, 47.9]), (249, [-inf, 48.9, 48.9]), (250, [-inf, 49.9, 49.9]), (251, [-inf, 50.9, 50.9]), (252, [-inf, 51.9, 51.9]), (253, [-inf, 52.9, 52.9]), (254, [-inf, 53.9, 53.9]), (255, [-inf, 54.9, 54.9]), (256, [-inf, 55.9, 55.9]), (257, [-inf, 56.9, 56.9]), (258, [-inf, 57.9, 57.9]), (259, [-inf, 58.9, 58.9]), (260, [-inf, 59.9, 59.9]), (261, [-inf, 60.9, 60.9]), (262, [-inf, 61.9, 61.9]), (263, [-inf, 62.9, 62.9]), (264, [-inf, 63.9, 63.9]), (265, [-inf, 64.9, 64.9]), (266, [-inf, 65.9, 65.9]), (267, [-inf, 66.9, 66.9]), (268, [-inf, 67.9, 67.9]), (269, [-inf, 68.9, 68.9]), (270, [-inf, 69.9, 69.9]), (271, [-inf, 70.9, 70.9]), (272, [-inf, 71.9, 71.9]), (273, [-inf, 72.9, 72.9]), (274, [-inf, 73.9, 73.9]), (275, [-inf, 74.9, 74.9]), (276, [-inf, 75.9, 75.9]), (277, [-inf, 76.9, 76.9]), (278, [-inf, 77.9, 77.9]), (279, [-inf, 78.9, 78.9]), (280, [-inf, 79.9, 79.9]), (281, [-inf, 80.9, 80.9]), (282, [-inf, 81.9, 81.9]), (283, [-inf, 82.9, 82.9]), (284, [-inf, 83.9, 83.9]), (285, [-inf, 84.9, 84.9]), (286, [-inf, 85.9, 85.9]), (287, [-inf, 86.9, 86.9]), (288, [-inf, 87.9, 87.9]), (289, [-inf, 88.9, 88.9]), (290, [-inf, 89.9, 89.9]), (291, [-inf, 90.9, 90.9]), (292, [-inf, 91.9, 91.9]), (293, [-inf, 92.9, 92.9]), (294, [-inf, 93.9, 93.9]), (295, [-inf, 94.9, 94.9]), (296, [-inf, 95.9, 95.9]), (297, [-inf, 96.9, 96.9]), (298, [-inf, 97.9, 97.9]), (299, [-inf, 98.9, 98.9]), (300, [1.0, 1.5, 1.5]), (301, [2.0, 2.5, 2.5]), (302, [3.0, 3.5, 3.5]), (303, [4.0, 4.5, 4.5]), (304, [5.0, 5.5, 5.5]), (305, [6.0, 6.5, 6.5]), (306, [7.0, 7.5, 7.5]), (307, [8.0, 8.5, 8.5]), (308, [9.0, 9.5, 9.5]), (309, [10.0, 10.5, 10.5]), (310, [11.0, 11.5, 11.5]), (311, [12.0, 12.5, 12.5]), (312, [13.0, 13.5, 13.5]), (313, [14.0, 14.5, 14.5]), (314, [15.0, 15.5, 15.5]), (315, [16.0, 16.5, 16.5]), (316, [17.0, 17.5, 17.5]), (317, [18.0, 18.5, 18.5]), (318, [19.0, 19.5, 19.5]), (319, [20.0, 20.5, 20.5]), (320, [21.0, 21.5, 21.5]), (321, [22.0, 22.5, 22.5]), (322, [23.0, 23.5, 23.5]), (323, [24.0, 24.5, 24.5]), (324, [25.0, 25.5, 25.5]), (325, [26.0, 26.5, 26.5]), (326, [27.0, 27.5, 27.5]), (327, [28.0, 28.5, 28.5]), (328, [29.0, 29.5, 29.5]), (329, [30.0, 30.5, 30.5]), (330, [31.0, 31.5, 31.5]), (331, [32.0, 32.5, 32.5]), (332, [33.0, 33.5, 33.5]), (333, [34.0, 34.5, 34.5]), (334, [35.0, 35.5, 35.5]), (335, [36.0, 36.5, 36.5]), (336, [37.0, 37.5, 37.5]), (337, [38.0, 38.5, 38.5]), (338, [39.0, 39.5, 39.5]), (339, [40.0, 40.5, 40.5]), (340, [41.0, 41.5, 41.5]), (341, [42.0, 42.5, 42.5]), (342, [43.0, 43.5, 43.5]), (343, [44.0, 44.5, 44.5]), (344, [45.0, 45.5, 45.5]), (345, [46.0, 46.5, 46.5]), (346, [47.0, 47.5, 47.5]), (347, [48.0, 48.5, 48.5]), (348, [49.0, 49.5, 49.5]), (349, [50.0, 50.5, 50.5]), (350, [51.0, 51.5, 51.5]), (351, [52.0, 52.5, 52.5]), (352, [53.0, 53.5, 53.5]), (353, [54.0, 54.5, 54.5]), (354, [55.0, 55.5, 55.5]), (355, [56.0, 56.5, 56.5]), (356, [57.0, 57.5, 57.5]), (357, [58.0, 58.5, 58.5]), (358, [59.0, 59.5, 59.5]), (359, [60.0, 60.5, 60.5]), (360, [61.0, 61.5, 61.5]), (361, [62.0, 62.5, 62.5]), (362, [63.0, 63.5, 63.5]), (363, [64.0, 64.5, 64.5]), (364, [65.0, 65.5, 65.5]), (365, [66.0, 66.5, 66.5]), (366, [67.0, 67.5, 67.5]), (367, [68.0, 68.5, 68.5]), (368, [69.0, 69.5, 69.5]), (369, [70.0, 70.5, 70.5]), (370, [71.0, 71.5, 71.5]), (371, [72.0, 72.5, 72.5]), (372, [73.0, 73.5, 73.5]), (373, [74.0, 74.5, 74.5]), (374, [75.0, 75.5, 75.5]), (375, [76.0, 76.5, 76.5]), (376, [77.0, 77.5, 77.5]), (377, [78.0, 78.5, 78.5]), (378, [79.0, 79.5, 79.5]), (379, [80.0, 80.5, 80.5]), (380, [81.0, 81.5, 81.5]), (381, [82.0, 82.5, 82.5]), (382, [83.0, 83.5, 83.5]), (383, [84.0, 84.5, 84.5]), (384, [85.0, 85.5, 85.5]), (385, [86.0, 86.5, 86.5]), (386, [87.0, 87.5, 87.5]), (387, [88.0, 88.5, 88.5]), (388, [89.0, 89.5, 89.5]), (389, [90.0, 90.5, 90.5]), (390, [91.0, 91.5, 91.5]), (391, [92.0, 92.5, 92.5]), (392, [93.0, 93.5, 93.5]), (393, [94.0, 94.5, 94.5]), (394, [95.0, 95.5, 95.5]), (395, [96.0, 96.5, 96.5]), (396, [97.0, 97.5, 97.5]), (397, [98.0, 98.5, 98.5]), (398, [99.0, 99.5, 99.5]), (399, [100.0, 100.5, 100.5])] stack[3]: [(300, [1.0, 1.5, 1.5]), (301, [2.0, 2.5, 2.5]), (302, [3.0, 3.5, 3.5]), (303, [4.0, 4.5, 4.5]), (304, [5.0, 5.5, 5.5]), (305, [6.0, 6.5, 6.5]), (306, [7.0, 7.5, 7.5]), (307, [8.0, 8.5, 8.5]), (308, [9.0, 9.5, 9.5]), (309, [10.0, 10.5, 10.5]), (310, [11.0, 11.5, 11.5]), (311, [12.0, 12.5, 12.5]), (312, [13.0, 13.5, 13.5]), (313, [14.0, 14.5, 14.5]), (314, [15.0, 15.5, 15.5]), (315, [16.0, 16.5, 16.5]), (316, [17.0, 17.5, 17.5]), (317, [18.0, 18.5, 18.5]), (318, [19.0, 19.5, 19.5]), (319, [20.0, 20.5, 20.5]), (320, [21.0, 21.5, 21.5]), (321, [22.0, 22.5, 22.5]), (322, [23.0, 23.5, 23.5]), (323, [24.0, 24.5, 24.5]), (324, [25.0, 25.5, 25.5]), (325, [26.0, 26.5, 26.5]), (326, [27.0, 27.5, 27.5]), (327, [28.0, 28.5, 28.5]), (328, [29.0, 29.5, 29.5]), (329, [30.0, 30.5, 30.5]), (330, [31.0, 31.5, 31.5]), (331, [32.0, 32.5, 32.5]), (332, [33.0, 33.5, 33.5]), (333, [34.0, 34.5, 34.5]), (334, [35.0, 35.5, 35.5]), (335, [36.0, 36.5, 36.5]), (336, [37.0, 37.5, 37.5]), (337, [38.0, 38.5, 38.5]), (338, [39.0, 39.5, 39.5]), (339, [40.0, 40.5, 40.5]), (340, [41.0, 41.5, 41.5]), (341, [42.0, 42.5, 42.5]), (342, [43.0, 43.5, 43.5]), (343, [44.0, 44.5, 44.5]), (344, [45.0, 45.5, 45.5]), (345, [46.0, 46.5, 46.5]), (346, [47.0, 47.5, 47.5]), (347, [48.0, 48.5, 48.5]), (348, [49.0, 49.5, 49.5]), (349, [50.0, 50.5, 50.5]), (350, [51.0, 51.5, 51.5]), (351, [52.0, 52.5, 52.5]), (352, [53.0, 53.5, 53.5]), (353, [54.0, 54.5, 54.5]), (354, [55.0, 55.5, 55.5]), (355, [56.0, 56.5, 56.5]), (356, [57.0, 57.5, 57.5]), (357, [58.0, 58.5, 58.5]), (358, [59.0, 59.5, 59.5]), (359, [60.0, 60.5, 60.5]), (360, [61.0, 61.5, 61.5]), (361, [62.0, 62.5, 62.5]), (362, [63.0, 63.5, 63.5]), (363, [64.0, 64.5, 64.5]), (364, [65.0, 65.5, 65.5]), (365, [66.0, 66.5, 66.5]), (366, [67.0, 67.5, 67.5]), (367, [68.0, 68.5, 68.5]), (368, [69.0, 69.5, 69.5]), (369, [70.0, 70.5, 70.5]), (370, [71.0, 71.5, 71.5]), (371, [72.0, 72.5, 72.5]), (372, [73.0, 73.5, 73.5]), (373, [74.0, 74.5, 74.5]), (374, [75.0, 75.5, 75.5]), (375, [76.0, 76.5, 76.5]), (376, [77.0, 77.5, 77.5]), (377, [78.0, 78.5, 78.5]), (378, [79.0, 79.5, 79.5]), (379, [80.0, 80.5, 80.5]), (380, [81.0, 81.5, 81.5]), (381, [82.0, 82.5, 82.5]), (382, [83.0, 83.5, 83.5]), (383, [84.0, 84.5, 84.5]), (384, [85.0, 85.5, 85.5]), (385, [86.0, 86.5, 86.5]), (386, [87.0, 87.5, 87.5]), (387, [88.0, 88.5, 88.5]), (388, [89.0, 89.5, 89.5]), (389, [90.0, 90.5, 90.5]), (390, [91.0, 91.5, 91.5]), (391, [92.0, 92.5, 92.5]), (392, [93.0, 93.5, 93.5]), (393, [94.0, 94.5, 94.5]), (394, [95.0, 95.5, 95.5]), (395, [96.0, 96.5, 96.5]), (396, [97.0, 97.5, 97.5]), (397, [98.0, 98.5, 98.5]), (398, [99.0, 99.5, 99.5]), (399, [100.0, 100.5, 100.5])] 1 1.1 reading: [1.0, 1.5, 1.5] 2 2.1 reading: [2.0, 2.5, 2.5] 3 3.1 reading: [3.0, 3.5, 3.5] 4 4.1 reading: [4.0, 4.5, 4.5] 5 5.1 reading: [5.0, 5.5, 5.5] 6 6.1 reading: [6.0, 6.5, 6.5] 7 7.1 reading: [7.0, 7.5, 7.5] 8 8.1 reading: [8.0, 8.5, 8.5] 9 9.1 reading: [9.0, 9.5, 9.5] 10 10.1 reading: [10.0, 10.5, 10.5] 11 11.1 reading: [11.0, 11.5, 11.5] 12 12.1 reading: [12.0, 12.5, 12.5] 13 13.1 reading: [13.0, 13.5, 13.5] 14 14.1 reading: [14.0, 14.5, 14.5] 15 15.1 reading: [15.0, 15.5, 15.5] 16 16.1 reading: [16.0, 16.5, 16.5] 17 17.1 reading: [17.0, 17.5, 17.5] 18 18.1 reading: [18.0, 18.5, 18.5] 19 19.1 reading: [19.0, 19.5, 19.5] 20 20.1 reading: [20.0, 20.5, 20.5] 21 21.1 reading: [21.0, 21.5, 21.5] 22 22.1 reading: [22.0, 22.5, 22.5] 23 23.1 reading: [23.0, 23.5, 23.5] 24 24.1 reading: [24.0, 24.5, 24.5] 25 25.1 reading: [25.0, 25.5, 25.5] 26 26.1 reading: [26.0, 26.5, 26.5] 27 27.1 reading: [27.0, 27.5, 27.5] 28 28.1 reading: [28.0, 28.5, 28.5] 29 29.1 reading: [29.0, 29.5, 29.5] 30 30.1 reading: [30.0, 30.5, 30.5] 31 31.1 reading: [31.0, 31.5, 31.5] 32 32.1 reading: [32.0, 32.5, 32.5] 33 33.1 reading: [33.0, 33.5, 33.5] 34 34.1 reading: [34.0, 34.5, 34.5] 35 35.1 reading: [35.0, 35.5, 35.5] 36 36.1 reading: [36.0, 36.5, 36.5] 37 37.1 reading: [37.0, 37.5, 37.5] 38 38.1 reading: [38.0, 38.5, 38.5] 39 39.1 reading: [39.0, 39.5, 39.5] 40 40.1 reading: [40.0, 40.5, 40.5] 41 41.1 reading: [41.0, 41.5, 41.5] 42 42.1 reading: [42.0, 42.5, 42.5] 43 43.1 reading: [43.0, 43.5, 43.5] 44 44.1 reading: [44.0, 44.5, 44.5] 45 45.1 reading: [45.0, 45.5, 45.5] 46 46.1 reading: [46.0, 46.5, 46.5] 47 47.1 reading: [47.0, 47.5, 47.5] 48 48.1 reading: [48.0, 48.5, 48.5] 49 49.1 reading: [49.0, 49.5, 49.5] 50 50.1 reading: [50.0, 50.5, 50.5] 51 51.1 reading: [51.0, 51.5, 51.5] 52 52.1 reading: [52.0, 52.5, 52.5] 53 53.1 reading: [53.0, 53.5, 53.5] 54 54.1 reading: [54.0, 54.5, 54.5] 55 55.1 reading: [55.0, 55.5, 55.5] 56 56.1 reading: [56.0, 56.5, 56.5] 57 57.1 reading: [57.0, 57.5, 57.5] 58 58.1 reading: [58.0, 58.5, 58.5] 59 59.1 reading: [59.0, 59.5, 59.5] 60 60.1 reading: [60.0, 60.5, 60.5] 61 61.1 reading: [61.0, 61.5, 61.5] 62 62.1 reading: [62.0, 62.5, 62.5] 63 63.1 reading: [63.0, 63.5, 63.5] 64 64.1 reading: [64.0, 64.5, 64.5] 65 65.1 reading: [65.0, 65.5, 65.5] 66 66.1 reading: [66.0, 66.5, 66.5] 67 67.1 reading: [67.0, 67.5, 67.5] 68 68.1 reading: [68.0, 68.5, 68.5] 69 69.1 reading: [69.0, 69.5, 69.5] 70 70.1 reading: [70.0, 70.5, 70.5] 71 71.1 reading: [71.0, 71.5, 71.5] 72 72.1 reading: [72.0, 72.5, 72.5] 73 73.1 reading: [73.0, 73.5, 73.5] 74 74.1 reading: [74.0, 74.5, 74.5] 75 75.1 reading: [75.0, 75.5, 75.5] 76 76.1 reading: [76.0, 76.5, 76.5] 77 77.1 reading: [77.0, 77.5, 77.5] 78 78.1 reading: [78.0, 78.5, 78.5] 79 79.1 reading: [79.0, 79.5, 79.5] 80 80.1 reading: [80.0, 80.5, 80.5] 81 81.1 reading: [81.0, 81.5, 81.5] 82 82.1 reading: [82.0, 82.5, 82.5] 83 83.1 reading: [83.0, 83.5, 83.5] 84 84.1 reading: [84.0, 84.5, 84.5] 85 85.1 reading: [85.0, 85.5, 85.5] 86 86.1 reading: [86.0, 86.5, 86.5] 87 87.1 reading: [87.0, 87.5, 87.5] 88 88.1 reading: [88.0, 88.5, 88.5] 89 89.1 reading: [89.0, 89.5, 89.5] 90 90.1 reading: [90.0, 90.5, 90.5] 91 91.1 reading: [91.0, 91.5, 91.5] 92 92.1 reading: [92.0, 92.5, 92.5] 93 93.1 reading: [93.0, 93.5, 93.5] 94 94.1 reading: [94.0, 94.5, 94.5] 95 95.1 reading: [95.0, 95.5, 95.5] 96 96.1 reading: [96.0, 96.5, 96.5] 97 97.1 reading: [97.0, 97.5, 97.5] 98 98.1 reading: [98.0, 98.5, 98.5] 99 99.1 reading: [99.0, 99.5, 99.5] 100 100.1 reading: [100.0, 100.5, 100.5] ======== <class 'ultranest.store.HDF5PointStore'> N=1 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.5, 1.5] reading... stack[0]: [(0, array([-inf, -0.1, -0.1])), (1, array([0., 1., 1.])), (2, array([-inf, -0.1, -0.1])), (3, array([1. , 1.5, 1.5]))] stack[1]: [(1, array([0., 1., 1.])), (2, array([-inf, -0.1, -0.1])), (3, array([1. , 1.5, 1.5]))] 0 0.1 reading: [0. 1. 1.] stack[2]: [(2, array([-inf, -0.1, -0.1])), (3, array([1. , 1.5, 1.5]))] stack[3]: [(3, array([1. , 1.5, 1.5]))] 1 1.1 reading: [1. 1.5 1.5] ======== <class 'ultranest.store.HDF5PointStore'> N=2 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] reading... stack[0]: [(0, array([-inf, -0.1, -0.1])), (1, array([-inf, 0.9, 0.9])), (2, array([0., 1., 1.])), (3, array([1., 2., 2.])), (4, array([-inf, -0.1, -0.1])), (5, array([-inf, 0.9, 0.9])), (6, array([1. , 1.5, 1.5])), (7, array([2. , 2.5, 2.5]))] stack[1]: [(2, array([0., 1., 1.])), (3, array([1., 2., 2.])), (4, array([-inf, -0.1, -0.1])), (5, array([-inf, 0.9, 0.9])), (6, array([1. , 1.5, 1.5])), (7, array([2. , 2.5, 2.5]))] 0 0.1 reading: [0. 1. 1.] 1 1.1 reading: [1. 2. 2.] stack[2]: [(4, array([-inf, -0.1, -0.1])), (5, array([-inf, 0.9, 0.9])), (6, array([1. , 1.5, 1.5])), (7, array([2. , 2.5, 2.5]))] stack[3]: [(6, array([1. , 1.5, 1.5])), (7, array([2. , 2.5, 2.5]))] 1 1.1 reading: [1. 1.5 1.5] 2 2.1 reading: [2. 2.5 2.5] ======== <class 'ultranest.store.HDF5PointStore'> N=10 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 2 3 storing: [2, 2.1, 2.1] 3 4 storing: [3, 3.1, 3.1] 4 5 storing: [4, 4.1, 4.1] 5 6 storing: [5, 5.1, 5.1] 6 7 storing: [6, 6.1, 6.1] 7 8 storing: [7, 7.1, 7.1] 8 9 storing: [8, 8.1, 8.1] 9 10 storing: [9, 9.1, 9.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] 3 4 storing: [3, 3.5, 3.5] 4 5 storing: [4, 4.5, 4.5] 5 6 storing: [5, 5.5, 5.5] 6 7 storing: [6, 6.5, 6.5] 7 8 storing: [7, 7.5, 7.5] 8 9 storing: [8, 8.5, 8.5] 9 10 storing: [9, 9.5, 9.5] 10 11 storing: [10, 10.5, 10.5] reading... stack[0]: [(0, array([-inf, -0.1, -0.1])), (1, array([-inf, 0.9, 0.9])), (2, array([-inf, 1.9, 1.9])), (3, array([-inf, 2.9, 2.9])), (4, array([-inf, 3.9, 3.9])), (5, array([-inf, 4.9, 4.9])), (6, array([-inf, 5.9, 5.9])), (7, array([-inf, 6.9, 6.9])), (8, array([-inf, 7.9, 7.9])), (9, array([-inf, 8.9, 8.9])), (10, array([0., 1., 1.])), (11, array([1., 2., 2.])), (12, array([2., 3., 3.])), (13, array([3., 4., 4.])), (14, array([4., 5., 5.])), (15, array([5., 6., 6.])), (16, array([6., 7., 7.])), (17, array([7., 8., 8.])), (18, array([8., 9., 9.])), (19, array([ 9., 10., 10.])), (20, array([-inf, -0.1, -0.1])), (21, array([-inf, 0.9, 0.9])), (22, array([-inf, 1.9, 1.9])), (23, array([-inf, 2.9, 2.9])), (24, array([-inf, 3.9, 3.9])), (25, array([-inf, 4.9, 4.9])), (26, array([-inf, 5.9, 5.9])), (27, array([-inf, 6.9, 6.9])), (28, array([-inf, 7.9, 7.9])), (29, array([-inf, 8.9, 8.9])), (30, array([1. , 1.5, 1.5])), (31, array([2. , 2.5, 2.5])), (32, array([3. , 3.5, 3.5])), (33, array([4. , 4.5, 4.5])), (34, array([5. , 5.5, 5.5])), (35, array([6. , 6.5, 6.5])), (36, array([7. , 7.5, 7.5])), (37, array([8. , 8.5, 8.5])), (38, array([9. , 9.5, 9.5])), (39, array([10. , 10.5, 10.5]))] stack[1]: [(10, array([0., 1., 1.])), (11, array([1., 2., 2.])), (12, array([2., 3., 3.])), (13, array([3., 4., 4.])), (14, array([4., 5., 5.])), (15, array([5., 6., 6.])), (16, array([6., 7., 7.])), (17, array([7., 8., 8.])), (18, array([8., 9., 9.])), (19, array([ 9., 10., 10.])), (20, array([-inf, -0.1, -0.1])), (21, array([-inf, 0.9, 0.9])), (22, array([-inf, 1.9, 1.9])), (23, array([-inf, 2.9, 2.9])), (24, array([-inf, 3.9, 3.9])), (25, array([-inf, 4.9, 4.9])), (26, array([-inf, 5.9, 5.9])), (27, array([-inf, 6.9, 6.9])), (28, array([-inf, 7.9, 7.9])), (29, array([-inf, 8.9, 8.9])), (30, array([1. , 1.5, 1.5])), (31, array([2. , 2.5, 2.5])), (32, array([3. , 3.5, 3.5])), (33, array([4. , 4.5, 4.5])), (34, array([5. , 5.5, 5.5])), (35, array([6. , 6.5, 6.5])), (36, array([7. , 7.5, 7.5])), (37, array([8. , 8.5, 8.5])), (38, array([9. , 9.5, 9.5])), (39, array([10. , 10.5, 10.5]))] 0 0.1 reading: [0. 1. 1.] 1 1.1 reading: [1. 2. 2.] 2 2.1 reading: [2. 3. 3.] 3 3.1 reading: [3. 4. 4.] 4 4.1 reading: [4. 5. 5.] 5 5.1 reading: [5. 6. 6.] 6 6.1 reading: [6. 7. 7.] 7 7.1 reading: [7. 8. 8.] 8 8.1 reading: [8. 9. 9.] 9 9.1 reading: [ 9. 10. 10.] stack[2]: [(20, array([-inf, -0.1, -0.1])), (21, array([-inf, 0.9, 0.9])), (22, array([-inf, 1.9, 1.9])), (23, array([-inf, 2.9, 2.9])), (24, array([-inf, 3.9, 3.9])), (25, array([-inf, 4.9, 4.9])), (26, array([-inf, 5.9, 5.9])), (27, array([-inf, 6.9, 6.9])), (28, array([-inf, 7.9, 7.9])), (29, array([-inf, 8.9, 8.9])), (30, array([1. , 1.5, 1.5])), (31, array([2. , 2.5, 2.5])), (32, array([3. , 3.5, 3.5])), (33, array([4. , 4.5, 4.5])), (34, array([5. , 5.5, 5.5])), (35, array([6. , 6.5, 6.5])), (36, array([7. , 7.5, 7.5])), (37, array([8. , 8.5, 8.5])), (38, array([9. , 9.5, 9.5])), (39, array([10. , 10.5, 10.5]))] stack[3]: [(30, array([1. , 1.5, 1.5])), (31, array([2. , 2.5, 2.5])), (32, array([3. , 3.5, 3.5])), (33, array([4. , 4.5, 4.5])), (34, array([5. , 5.5, 5.5])), (35, array([6. , 6.5, 6.5])), (36, array([7. , 7.5, 7.5])), (37, array([8. , 8.5, 8.5])), (38, array([9. , 9.5, 9.5])), (39, array([10. , 10.5, 10.5]))] 1 1.1 reading: [1. 1.5 1.5] 2 2.1 reading: [2. 2.5 2.5] 3 3.1 reading: [3. 3.5 3.5] 4 4.1 reading: [4. 4.5 4.5] 5 5.1 reading: [5. 5.5 5.5] 6 6.1 reading: [6. 6.5 6.5] 7 7.1 reading: [7. 7.5 7.5] 8 8.1 reading: [8. 8.5 8.5] 9 9.1 reading: [9. 9.5 9.5] 10 10.1 reading: [10. 10.5 10.5] ======== <class 'ultranest.store.HDF5PointStore'> N=100 ======== writing... 0 1 storing: [0, 0.1, 0.1] 1 2 storing: [1, 1.1, 1.1] 2 3 storing: [2, 2.1, 2.1] 3 4 storing: [3, 3.1, 3.1] 4 5 storing: [4, 4.1, 4.1] 5 6 storing: [5, 5.1, 5.1] 6 7 storing: [6, 6.1, 6.1] 7 8 storing: [7, 7.1, 7.1] 8 9 storing: [8, 8.1, 8.1] 9 10 storing: [9, 9.1, 9.1] 10 11 storing: [10, 10.1, 10.1] 11 12 storing: [11, 11.1, 11.1] 12 13 storing: [12, 12.1, 12.1] 13 14 storing: [13, 13.1, 13.1] 14 15 storing: [14, 14.1, 14.1] 15 16 storing: [15, 15.1, 15.1] 16 17 storing: [16, 16.1, 16.1] 17 18 storing: [17, 17.1, 17.1] 18 19 storing: [18, 18.1, 18.1] 19 20 storing: [19, 19.1, 19.1] 20 21 storing: [20, 20.1, 20.1] 21 22 storing: [21, 21.1, 21.1] 22 23 storing: [22, 22.1, 22.1] 23 24 storing: [23, 23.1, 23.1] 24 25 storing: [24, 24.1, 24.1] 25 26 storing: [25, 25.1, 25.1] 26 27 storing: [26, 26.1, 26.1] 27 28 storing: [27, 27.1, 27.1] 28 29 storing: [28, 28.1, 28.1] 29 30 storing: [29, 29.1, 29.1] 30 31 storing: [30, 30.1, 30.1] 31 32 storing: [31, 31.1, 31.1] 32 33 storing: [32, 32.1, 32.1] 33 34 storing: [33, 33.1, 33.1] 34 35 storing: [34, 34.1, 34.1] 35 36 storing: [35, 35.1, 35.1] 36 37 storing: [36, 36.1, 36.1] 37 38 storing: [37, 37.1, 37.1] 38 39 storing: [38, 38.1, 38.1] 39 40 storing: [39, 39.1, 39.1] 40 41 storing: [40, 40.1, 40.1] 41 42 storing: [41, 41.1, 41.1] 42 43 storing: [42, 42.1, 42.1] 43 44 storing: [43, 43.1, 43.1] 44 45 storing: [44, 44.1, 44.1] 45 46 storing: [45, 45.1, 45.1] 46 47 storing: [46, 46.1, 46.1] 47 48 storing: [47, 47.1, 47.1] 48 49 storing: [48, 48.1, 48.1] 49 50 storing: [49, 49.1, 49.1] 50 51 storing: [50, 50.1, 50.1] 51 52 storing: [51, 51.1, 51.1] 52 53 storing: [52, 52.1, 52.1] 53 54 storing: [53, 53.1, 53.1] 54 55 storing: [54, 54.1, 54.1] 55 56 storing: [55, 55.1, 55.1] 56 57 storing: [56, 56.1, 56.1] 57 58 storing: [57, 57.1, 57.1] 58 59 storing: [58, 58.1, 58.1] 59 60 storing: [59, 59.1, 59.1] 60 61 storing: [60, 60.1, 60.1] 61 62 storing: [61, 61.1, 61.1] 62 63 storing: [62, 62.1, 62.1] 63 64 storing: [63, 63.1, 63.1] 64 65 storing: [64, 64.1, 64.1] 65 66 storing: [65, 65.1, 65.1] 66 67 storing: [66, 66.1, 66.1] 67 68 storing: [67, 67.1, 67.1] 68 69 storing: [68, 68.1, 68.1] 69 70 storing: [69, 69.1, 69.1] 70 71 storing: [70, 70.1, 70.1] 71 72 storing: [71, 71.1, 71.1] 72 73 storing: [72, 72.1, 72.1] 73 74 storing: [73, 73.1, 73.1] 74 75 storing: [74, 74.1, 74.1] 75 76 storing: [75, 75.1, 75.1] 76 77 storing: [76, 76.1, 76.1] 77 78 storing: [77, 77.1, 77.1] 78 79 storing: [78, 78.1, 78.1] 79 80 storing: [79, 79.1, 79.1] 80 81 storing: [80, 80.1, 80.1] 81 82 storing: [81, 81.1, 81.1] 82 83 storing: [82, 82.1, 82.1] 83 84 storing: [83, 83.1, 83.1] 84 85 storing: [84, 84.1, 84.1] 85 86 storing: [85, 85.1, 85.1] 86 87 storing: [86, 86.1, 86.1] 87 88 storing: [87, 87.1, 87.1] 88 89 storing: [88, 88.1, 88.1] 89 90 storing: [89, 89.1, 89.1] 90 91 storing: [90, 90.1, 90.1] 91 92 storing: [91, 91.1, 91.1] 92 93 storing: [92, 92.1, 92.1] 93 94 storing: [93, 93.1, 93.1] 94 95 storing: [94, 94.1, 94.1] 95 96 storing: [95, 95.1, 95.1] 96 97 storing: [96, 96.1, 96.1] 97 98 storing: [97, 97.1, 97.1] 98 99 storing: [98, 98.1, 98.1] 99 100 storing: [99, 99.1, 99.1] 1 2 storing: [1, 1.5, 1.5] 2 3 storing: [2, 2.5, 2.5] 3 4 storing: [3, 3.5, 3.5] 4 5 storing: [4, 4.5, 4.5] 5 6 storing: [5, 5.5, 5.5] 6 7 storing: [6, 6.5, 6.5] 7 8 storing: [7, 7.5, 7.5] 8 9 storing: [8, 8.5, 8.5] 9 10 storing: [9, 9.5, 9.5] 10 11 storing: [10, 10.5, 10.5] 11 12 storing: [11, 11.5, 11.5] 12 13 storing: [12, 12.5, 12.5] 13 14 storing: [13, 13.5, 13.5] 14 15 storing: [14, 14.5, 14.5] 15 16 storing: [15, 15.5, 15.5] 16 17 storing: [16, 16.5, 16.5] 17 18 storing: [17, 17.5, 17.5] 18 19 storing: [18, 18.5, 18.5] 19 20 storing: [19, 19.5, 19.5] 20 21 storing: [20, 20.5, 20.5] 21 22 storing: [21, 21.5, 21.5] 22 23 storing: [22, 22.5, 22.5] 23 24 storing: [23, 23.5, 23.5] 24 25 storing: [24, 24.5, 24.5] 25 26 storing: [25, 25.5, 25.5] 26 27 storing: [26, 26.5, 26.5] 27 28 storing: [27, 27.5, 27.5] 28 29 storing: [28, 28.5, 28.5] 29 30 storing: [29, 29.5, 29.5] 30 31 storing: [30, 30.5, 30.5] 31 32 storing: [31, 31.5, 31.5] 32 33 storing: [32, 32.5, 32.5] 33 34 storing: [33, 33.5, 33.5] 34 35 storing: [34, 34.5, 34.5] 35 36 storing: [35, 35.5, 35.5] 36 37 storing: [36, 36.5, 36.5] 37 38 storing: [37, 37.5, 37.5] 38 39 storing: [38, 38.5, 38.5] 39 40 storing: [39, 39.5, 39.5] 40 41 storing: [40, 40.5, 40.5] 41 42 storing: [41, 41.5, 41.5] 42 43 storing: [42, 42.5, 42.5] 43 44 storing: [43, 43.5, 43.5] 44 45 storing: [44, 44.5, 44.5] 45 46 storing: [45, 45.5, 45.5] 46 47 storing: [46, 46.5, 46.5] 47 48 storing: [47, 47.5, 47.5] 48 49 storing: [48, 48.5, 48.5] 49 50 storing: [49, 49.5, 49.5] 50 51 storing: [50, 50.5, 50.5] 51 52 storing: [51, 51.5, 51.5] 52 53 storing: [52, 52.5, 52.5] 53 54 storing: [53, 53.5, 53.5] 54 55 storing: [54, 54.5, 54.5] 55 56 storing: [55, 55.5, 55.5] 56 57 storing: [56, 56.5, 56.5] 57 58 storing: [57, 57.5, 57.5] 58 59 storing: [58, 58.5, 58.5] 59 60 storing: [59, 59.5, 59.5] 60 61 storing: [60, 60.5, 60.5] 61 62 storing: [61, 61.5, 61.5] 62 63 storing: [62, 62.5, 62.5] 63 64 storing: [63, 63.5, 63.5] 64 65 storing: [64, 64.5, 64.5] 65 66 storing: [65, 65.5, 65.5] 66 67 storing: [66, 66.5, 66.5] 67 68 storing: [67, 67.5, 67.5] 68 69 storing: [68, 68.5, 68.5] 69 70 storing: [69, 69.5, 69.5] 70 71 storing: [70, 70.5, 70.5] 71 72 storing: [71, 71.5, 71.5] 72 73 storing: [72, 72.5, 72.5] 73 74 storing: [73, 73.5, 73.5] 74 75 storing: [74, 74.5, 74.5] 75 76 storing: [75, 75.5, 75.5] 76 77 storing: [76, 76.5, 76.5] 77 78 storing: [77, 77.5, 77.5] 78 79 storing: [78, 78.5, 78.5] 79 80 storing: [79, 79.5, 79.5] 80 81 storing: [80, 80.5, 80.5] 81 82 storing: [81, 81.5, 81.5] 82 83 storing: [82, 82.5, 82.5] 83 84 storing: [83, 83.5, 83.5] 84 85 storing: [84, 84.5, 84.5] 85 86 storing: [85, 85.5, 85.5] 86 87 storing: [86, 86.5, 86.5] 87 88 storing: [87, 87.5, 87.5] 88 89 storing: [88, 88.5, 88.5] 89 90 storing: [89, 89.5, 89.5] 90 91 storing: [90, 90.5, 90.5] 91 92 storing: [91, 91.5, 91.5] 92 93 storing: [92, 92.5, 92.5] 93 94 storing: [93, 93.5, 93.5] 94 95 storing: [94, 94.5, 94.5] 95 96 storing: [95, 95.5, 95.5] 96 97 storing: [96, 96.5, 96.5] 97 98 storing: [97, 97.5, 97.5] 98 99 storing: [98, 98.5, 98.5] 99 100 storing: [99, 99.5, 99.5] 100 101 storing: [100, 100.5, 100.5] reading... stack[0]: [(0, array([-inf, -0.1, -0.1])), (1, array([-inf, 0.9, 0.9])), (2, array([-inf, 1.9, 1.9])), (3, array([-inf, 2.9, 2.9])), (4, array([-inf, 3.9, 3.9])), (5, array([-inf, 4.9, 4.9])), (6, array([-inf, 5.9, 5.9])), (7, array([-inf, 6.9, 6.9])), (8, array([-inf, 7.9, 7.9])), (9, array([-inf, 8.9, 8.9])), (10, array([-inf, 9.9, 9.9])), (11, array([-inf, 10.9, 10.9])), (12, array([-inf, 11.9, 11.9])), (13, array([-inf, 12.9, 12.9])), (14, array([-inf, 13.9, 13.9])), (15, array([-inf, 14.9, 14.9])), (16, array([-inf, 15.9, 15.9])), (17, array([-inf, 16.9, 16.9])), (18, array([-inf, 17.9, 17.9])), (19, array([-inf, 18.9, 18.9])), (20, array([-inf, 19.9, 19.9])), (21, array([-inf, 20.9, 20.9])), (22, array([-inf, 21.9, 21.9])), (23, array([-inf, 22.9, 22.9])), (24, array([-inf, 23.9, 23.9])), (25, array([-inf, 24.9, 24.9])), (26, array([-inf, 25.9, 25.9])), (27, array([-inf, 26.9, 26.9])), (28, array([-inf, 27.9, 27.9])), (29, array([-inf, 28.9, 28.9])), (30, array([-inf, 29.9, 29.9])), (31, array([-inf, 30.9, 30.9])), (32, array([-inf, 31.9, 31.9])), (33, array([-inf, 32.9, 32.9])), (34, array([-inf, 33.9, 33.9])), (35, array([-inf, 34.9, 34.9])), (36, array([-inf, 35.9, 35.9])), (37, array([-inf, 36.9, 36.9])), (38, array([-inf, 37.9, 37.9])), (39, array([-inf, 38.9, 38.9])), (40, array([-inf, 39.9, 39.9])), (41, array([-inf, 40.9, 40.9])), (42, array([-inf, 41.9, 41.9])), (43, array([-inf, 42.9, 42.9])), (44, array([-inf, 43.9, 43.9])), (45, array([-inf, 44.9, 44.9])), (46, array([-inf, 45.9, 45.9])), (47, array([-inf, 46.9, 46.9])), (48, array([-inf, 47.9, 47.9])), (49, array([-inf, 48.9, 48.9])), (50, array([-inf, 49.9, 49.9])), (51, array([-inf, 50.9, 50.9])), (52, array([-inf, 51.9, 51.9])), (53, array([-inf, 52.9, 52.9])), (54, array([-inf, 53.9, 53.9])), (55, array([-inf, 54.9, 54.9])), (56, array([-inf, 55.9, 55.9])), (57, array([-inf, 56.9, 56.9])), (58, array([-inf, 57.9, 57.9])), (59, array([-inf, 58.9, 58.9])), (60, array([-inf, 59.9, 59.9])), (61, array([-inf, 60.9, 60.9])), (62, array([-inf, 61.9, 61.9])), (63, array([-inf, 62.9, 62.9])), (64, array([-inf, 63.9, 63.9])), (65, array([-inf, 64.9, 64.9])), (66, array([-inf, 65.9, 65.9])), (67, array([-inf, 66.9, 66.9])), (68, array([-inf, 67.9, 67.9])), (69, array([-inf, 68.9, 68.9])), (70, array([-inf, 69.9, 69.9])), (71, array([-inf, 70.9, 70.9])), (72, array([-inf, 71.9, 71.9])), (73, array([-inf, 72.9, 72.9])), (74, array([-inf, 73.9, 73.9])), (75, array([-inf, 74.9, 74.9])), (76, array([-inf, 75.9, 75.9])), (77, array([-inf, 76.9, 76.9])), (78, array([-inf, 77.9, 77.9])), (79, array([-inf, 78.9, 78.9])), (80, array([-inf, 79.9, 79.9])), (81, array([-inf, 80.9, 80.9])), (82, array([-inf, 81.9, 81.9])), (83, array([-inf, 82.9, 82.9])), (84, array([-inf, 83.9, 83.9])), (85, array([-inf, 84.9, 84.9])), (86, array([-inf, 85.9, 85.9])), (87, array([-inf, 86.9, 86.9])), (88, array([-inf, 87.9, 87.9])), (89, array([-inf, 88.9, 88.9])), (90, array([-inf, 89.9, 89.9])), (91, array([-inf, 90.9, 90.9])), (92, array([-inf, 91.9, 91.9])), (93, array([-inf, 92.9, 92.9])), (94, array([-inf, 93.9, 93.9])), (95, array([-inf, 94.9, 94.9])), (96, array([-inf, 95.9, 95.9])), (97, array([-inf, 96.9, 96.9])), (98, array([-inf, 97.9, 97.9])), (99, array([-inf, 98.9, 98.9])), (100, array([0., 1., 1.])), (101, array([1., 2., 2.])), (102, array([2., 3., 3.])), (103, array([3., 4., 4.])), (104, array([4., 5., 5.])), (105, array([5., 6., 6.])), (106, array([6., 7., 7.])), (107, array([7., 8., 8.])), (108, array([8., 9., 9.])), (109, array([ 9., 10., 10.])), (110, array([10., 11., 11.])), (111, array([11., 12., 12.])), (112, array([12., 13., 13.])), (113, array([13., 14., 14.])), (114, array([14., 15., 15.])), (115, array([15., 16., 16.])), (116, array([16., 17., 17.])), (117, array([17., 18., 18.])), (118, array([18., 19., 19.])), (119, array([19., 20., 20.])), (120, array([20., 21., 21.])), (121, array([21., 22., 22.])), (122, array([22., 23., 23.])), (123, array([23., 24., 24.])), (124, array([24., 25., 25.])), (125, array([25., 26., 26.])), (126, array([26., 27., 27.])), (127, array([27., 28., 28.])), (128, array([28., 29., 29.])), (129, array([29., 30., 30.])), (130, array([30., 31., 31.])), (131, array([31., 32., 32.])), (132, array([32., 33., 33.])), (133, array([33., 34., 34.])), (134, array([34., 35., 35.])), (135, array([35., 36., 36.])), (136, array([36., 37., 37.])), (137, array([37., 38., 38.])), (138, array([38., 39., 39.])), (139, array([39., 40., 40.])), (140, array([40., 41., 41.])), (141, array([41., 42., 42.])), (142, array([42., 43., 43.])), (143, array([43., 44., 44.])), (144, array([44., 45., 45.])), (145, array([45., 46., 46.])), (146, array([46., 47., 47.])), (147, array([47., 48., 48.])), (148, array([48., 49., 49.])), (149, array([49., 50., 50.])), (150, array([50., 51., 51.])), (151, array([51., 52., 52.])), (152, array([52., 53., 53.])), (153, array([53., 54., 54.])), (154, array([54., 55., 55.])), (155, array([55., 56., 56.])), (156, array([56., 57., 57.])), (157, array([57., 58., 58.])), (158, array([58., 59., 59.])), (159, array([59., 60., 60.])), (160, array([60., 61., 61.])), (161, array([61., 62., 62.])), (162, array([62., 63., 63.])), (163, array([63., 64., 64.])), (164, array([64., 65., 65.])), (165, array([65., 66., 66.])), (166, array([66., 67., 67.])), (167, array([67., 68., 68.])), (168, array([68., 69., 69.])), (169, array([69., 70., 70.])), (170, array([70., 71., 71.])), (171, array([71., 72., 72.])), (172, array([72., 73., 73.])), (173, array([73., 74., 74.])), (174, array([74., 75., 75.])), (175, array([75., 76., 76.])), (176, array([76., 77., 77.])), (177, array([77., 78., 78.])), (178, array([78., 79., 79.])), (179, array([79., 80., 80.])), (180, array([80., 81., 81.])), (181, array([81., 82., 82.])), (182, array([82., 83., 83.])), (183, array([83., 84., 84.])), (184, array([84., 85., 85.])), (185, array([85., 86., 86.])), (186, array([86., 87., 87.])), (187, array([87., 88., 88.])), (188, array([88., 89., 89.])), (189, array([89., 90., 90.])), (190, array([90., 91., 91.])), (191, array([91., 92., 92.])), (192, array([92., 93., 93.])), (193, array([93., 94., 94.])), (194, array([94., 95., 95.])), (195, array([95., 96., 96.])), (196, array([96., 97., 97.])), (197, array([97., 98., 98.])), (198, array([98., 99., 99.])), (199, array([ 99., 100., 100.])), (200, array([-inf, -0.1, -0.1])), (201, array([-inf, 0.9, 0.9])), (202, array([-inf, 1.9, 1.9])), (203, array([-inf, 2.9, 2.9])), (204, array([-inf, 3.9, 3.9])), (205, array([-inf, 4.9, 4.9])), (206, array([-inf, 5.9, 5.9])), (207, array([-inf, 6.9, 6.9])), (208, array([-inf, 7.9, 7.9])), (209, array([-inf, 8.9, 8.9])), (210, array([-inf, 9.9, 9.9])), (211, array([-inf, 10.9, 10.9])), (212, array([-inf, 11.9, 11.9])), (213, array([-inf, 12.9, 12.9])), (214, array([-inf, 13.9, 13.9])), (215, array([-inf, 14.9, 14.9])), (216, array([-inf, 15.9, 15.9])), (217, array([-inf, 16.9, 16.9])), (218, array([-inf, 17.9, 17.9])), (219, array([-inf, 18.9, 18.9])), (220, array([-inf, 19.9, 19.9])), (221, array([-inf, 20.9, 20.9])), (222, array([-inf, 21.9, 21.9])), (223, array([-inf, 22.9, 22.9])), (224, array([-inf, 23.9, 23.9])), (225, array([-inf, 24.9, 24.9])), (226, array([-inf, 25.9, 25.9])), (227, array([-inf, 26.9, 26.9])), (228, array([-inf, 27.9, 27.9])), (229, array([-inf, 28.9, 28.9])), (230, array([-inf, 29.9, 29.9])), (231, array([-inf, 30.9, 30.9])), (232, array([-inf, 31.9, 31.9])), (233, array([-inf, 32.9, 32.9])), (234, array([-inf, 33.9, 33.9])), (235, array([-inf, 34.9, 34.9])), (236, array([-inf, 35.9, 35.9])), (237, array([-inf, 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60.5, 60.5])), (360, array([61. , 61.5, 61.5])), (361, array([62. , 62.5, 62.5])), (362, array([63. , 63.5, 63.5])), (363, array([64. , 64.5, 64.5])), (364, array([65. , 65.5, 65.5])), (365, array([66. , 66.5, 66.5])), (366, array([67. , 67.5, 67.5])), (367, array([68. , 68.5, 68.5])), (368, array([69. , 69.5, 69.5])), (369, array([70. , 70.5, 70.5])), (370, array([71. , 71.5, 71.5])), (371, array([72. , 72.5, 72.5])), (372, array([73. , 73.5, 73.5])), (373, array([74. , 74.5, 74.5])), (374, array([75. , 75.5, 75.5])), (375, array([76. , 76.5, 76.5])), (376, array([77. , 77.5, 77.5])), (377, array([78. , 78.5, 78.5])), (378, array([79. , 79.5, 79.5])), (379, array([80. , 80.5, 80.5])), (380, array([81. , 81.5, 81.5])), (381, array([82. , 82.5, 82.5])), (382, array([83. , 83.5, 83.5])), (383, array([84. , 84.5, 84.5])), (384, array([85. , 85.5, 85.5])), (385, array([86. , 86.5, 86.5])), (386, array([87. , 87.5, 87.5])), (387, array([88. , 88.5, 88.5])), (388, array([89. , 89.5, 89.5])), (389, array([90. , 90.5, 90.5])), (390, array([91. , 91.5, 91.5])), (391, array([92. , 92.5, 92.5])), (392, array([93. , 93.5, 93.5])), (393, array([94. , 94.5, 94.5])), (394, array([95. , 95.5, 95.5])), (395, array([96. , 96.5, 96.5])), (396, array([97. , 97.5, 97.5])), (397, array([98. , 98.5, 98.5])), (398, array([99. , 99.5, 99.5])), (399, array([100. , 100.5, 100.5]))] 0 0.1 reading: [0. 1. 1.] 1 1.1 reading: [1. 2. 2.] 2 2.1 reading: [2. 3. 3.] 3 3.1 reading: [3. 4. 4.] 4 4.1 reading: [4. 5. 5.] 5 5.1 reading: [5. 6. 6.] 6 6.1 reading: [6. 7. 7.] 7 7.1 reading: [7. 8. 8.] 8 8.1 reading: [8. 9. 9.] 9 9.1 reading: [ 9. 10. 10.] 10 10.1 reading: [10. 11. 11.] 11 11.1 reading: [11. 12. 12.] 12 12.1 reading: [12. 13. 13.] 13 13.1 reading: [13. 14. 14.] 14 14.1 reading: [14. 15. 15.] 15 15.1 reading: [15. 16. 16.] 16 16.1 reading: [16. 17. 17.] 17 17.1 reading: [17. 18. 18.] 18 18.1 reading: [18. 19. 19.] 19 19.1 reading: [19. 20. 20.] 20 20.1 reading: [20. 21. 21.] 21 21.1 reading: [21. 22. 22.] 22 22.1 reading: [22. 23. 23.] 23 23.1 reading: [23. 24. 24.] 24 24.1 reading: [24. 25. 25.] 25 25.1 reading: [25. 26. 26.] 26 26.1 reading: [26. 27. 27.] 27 27.1 reading: [27. 28. 28.] 28 28.1 reading: [28. 29. 29.] 29 29.1 reading: [29. 30. 30.] 30 30.1 reading: [30. 31. 31.] 31 31.1 reading: [31. 32. 32.] 32 32.1 reading: [32. 33. 33.] 33 33.1 reading: [33. 34. 34.] 34 34.1 reading: [34. 35. 35.] 35 35.1 reading: [35. 36. 36.] 36 36.1 reading: [36. 37. 37.] 37 37.1 reading: [37. 38. 38.] 38 38.1 reading: [38. 39. 39.] 39 39.1 reading: [39. 40. 40.] 40 40.1 reading: [40. 41. 41.] 41 41.1 reading: [41. 42. 42.] 42 42.1 reading: [42. 43. 43.] 43 43.1 reading: [43. 44. 44.] 44 44.1 reading: [44. 45. 45.] 45 45.1 reading: [45. 46. 46.] 46 46.1 reading: [46. 47. 47.] 47 47.1 reading: [47. 48. 48.] 48 48.1 reading: [48. 49. 49.] 49 49.1 reading: [49. 50. 50.] 50 50.1 reading: [50. 51. 51.] 51 51.1 reading: [51. 52. 52.] 52 52.1 reading: [52. 53. 53.] 53 53.1 reading: [53. 54. 54.] 54 54.1 reading: [54. 55. 55.] 55 55.1 reading: [55. 56. 56.] 56 56.1 reading: [56. 57. 57.] 57 57.1 reading: [57. 58. 58.] 58 58.1 reading: [58. 59. 59.] 59 59.1 reading: [59. 60. 60.] 60 60.1 reading: [60. 61. 61.] 61 61.1 reading: [61. 62. 62.] 62 62.1 reading: [62. 63. 63.] 63 63.1 reading: [63. 64. 64.] 64 64.1 reading: [64. 65. 65.] 65 65.1 reading: [65. 66. 66.] 66 66.1 reading: [66. 67. 67.] 67 67.1 reading: [67. 68. 68.] 68 68.1 reading: [68. 69. 69.] 69 69.1 reading: [69. 70. 70.] 70 70.1 reading: [70. 71. 71.] 71 71.1 reading: [71. 72. 72.] 72 72.1 reading: [72. 73. 73.] 73 73.1 reading: [73. 74. 74.] 74 74.1 reading: [74. 75. 75.] 75 75.1 reading: [75. 76. 76.] 76 76.1 reading: [76. 77. 77.] 77 77.1 reading: [77. 78. 78.] 78 78.1 reading: [78. 79. 79.] 79 79.1 reading: [79. 80. 80.] 80 80.1 reading: [80. 81. 81.] 81 81.1 reading: [81. 82. 82.] 82 82.1 reading: [82. 83. 83.] 83 83.1 reading: [83. 84. 84.] 84 84.1 reading: [84. 85. 85.] 85 85.1 reading: [85. 86. 86.] 86 86.1 reading: [86. 87. 87.] 87 87.1 reading: [87. 88. 88.] 88 88.1 reading: [88. 89. 89.] 89 89.1 reading: [89. 90. 90.] 90 90.1 reading: [90. 91. 91.] 91 91.1 reading: [91. 92. 92.] 92 92.1 reading: [92. 93. 93.] 93 93.1 reading: [93. 94. 94.] 94 94.1 reading: [94. 95. 95.] 95 95.1 reading: [95. 96. 96.] 96 96.1 reading: [96. 97. 97.] 97 97.1 reading: [97. 98. 98.] 98 98.1 reading: [98. 99. 99.] 99 99.1 reading: [ 99. 100. 100.] stack[2]: [(200, array([-inf, -0.1, -0.1])), (201, array([-inf, 0.9, 0.9])), (202, array([-inf, 1.9, 1.9])), (203, array([-inf, 2.9, 2.9])), (204, array([-inf, 3.9, 3.9])), (205, array([-inf, 4.9, 4.9])), (206, array([-inf, 5.9, 5.9])), (207, array([-inf, 6.9, 6.9])), (208, array([-inf, 7.9, 7.9])), (209, array([-inf, 8.9, 8.9])), (210, array([-inf, 9.9, 9.9])), (211, array([-inf, 10.9, 10.9])), (212, array([-inf, 11.9, 11.9])), (213, array([-inf, 12.9, 12.9])), (214, array([-inf, 13.9, 13.9])), (215, array([-inf, 14.9, 14.9])), (216, array([-inf, 15.9, 15.9])), (217, array([-inf, 16.9, 16.9])), (218, array([-inf, 17.9, 17.9])), (219, array([-inf, 18.9, 18.9])), (220, array([-inf, 19.9, 19.9])), (221, array([-inf, 20.9, 20.9])), (222, array([-inf, 21.9, 21.9])), (223, array([-inf, 22.9, 22.9])), (224, array([-inf, 23.9, 23.9])), (225, array([-inf, 24.9, 24.9])), (226, array([-inf, 25.9, 25.9])), (227, array([-inf, 26.9, 26.9])), (228, array([-inf, 27.9, 27.9])), (229, array([-inf, 28.9, 28.9])), (230, array([-inf, 29.9, 29.9])), (231, array([-inf, 30.9, 30.9])), (232, array([-inf, 31.9, 31.9])), (233, array([-inf, 32.9, 32.9])), (234, array([-inf, 33.9, 33.9])), (235, array([-inf, 34.9, 34.9])), (236, array([-inf, 35.9, 35.9])), (237, array([-inf, 36.9, 36.9])), (238, array([-inf, 37.9, 37.9])), (239, array([-inf, 38.9, 38.9])), (240, array([-inf, 39.9, 39.9])), (241, array([-inf, 40.9, 40.9])), (242, array([-inf, 41.9, 41.9])), (243, array([-inf, 42.9, 42.9])), (244, array([-inf, 43.9, 43.9])), (245, array([-inf, 44.9, 44.9])), (246, array([-inf, 45.9, 45.9])), (247, array([-inf, 46.9, 46.9])), (248, array([-inf, 47.9, 47.9])), (249, array([-inf, 48.9, 48.9])), (250, array([-inf, 49.9, 49.9])), (251, array([-inf, 50.9, 50.9])), (252, array([-inf, 51.9, 51.9])), (253, array([-inf, 52.9, 52.9])), (254, array([-inf, 53.9, 53.9])), (255, array([-inf, 54.9, 54.9])), (256, array([-inf, 55.9, 55.9])), (257, array([-inf, 56.9, 56.9])), (258, array([-inf, 57.9, 57.9])), (259, array([-inf, 58.9, 58.9])), (260, array([-inf, 59.9, 59.9])), (261, array([-inf, 60.9, 60.9])), (262, array([-inf, 61.9, 61.9])), (263, array([-inf, 62.9, 62.9])), (264, array([-inf, 63.9, 63.9])), (265, array([-inf, 64.9, 64.9])), (266, array([-inf, 65.9, 65.9])), (267, array([-inf, 66.9, 66.9])), (268, array([-inf, 67.9, 67.9])), (269, array([-inf, 68.9, 68.9])), (270, array([-inf, 69.9, 69.9])), (271, array([-inf, 70.9, 70.9])), (272, array([-inf, 71.9, 71.9])), (273, array([-inf, 72.9, 72.9])), (274, array([-inf, 73.9, 73.9])), (275, array([-inf, 74.9, 74.9])), (276, array([-inf, 75.9, 75.9])), (277, array([-inf, 76.9, 76.9])), (278, array([-inf, 77.9, 77.9])), (279, array([-inf, 78.9, 78.9])), (280, array([-inf, 79.9, 79.9])), (281, array([-inf, 80.9, 80.9])), (282, array([-inf, 81.9, 81.9])), (283, array([-inf, 82.9, 82.9])), (284, array([-inf, 83.9, 83.9])), (285, array([-inf, 84.9, 84.9])), (286, array([-inf, 85.9, 85.9])), (287, array([-inf, 86.9, 86.9])), (288, array([-inf, 87.9, 87.9])), (289, array([-inf, 88.9, 88.9])), (290, array([-inf, 89.9, 89.9])), (291, array([-inf, 90.9, 90.9])), (292, array([-inf, 91.9, 91.9])), (293, array([-inf, 92.9, 92.9])), (294, array([-inf, 93.9, 93.9])), (295, array([-inf, 94.9, 94.9])), (296, array([-inf, 95.9, 95.9])), (297, array([-inf, 96.9, 96.9])), (298, array([-inf, 97.9, 97.9])), (299, array([-inf, 98.9, 98.9])), (300, array([1. , 1.5, 1.5])), (301, array([2. , 2.5, 2.5])), (302, array([3. , 3.5, 3.5])), (303, array([4. , 4.5, 4.5])), (304, array([5. , 5.5, 5.5])), (305, array([6. , 6.5, 6.5])), (306, array([7. , 7.5, 7.5])), (307, array([8. , 8.5, 8.5])), (308, array([9. , 9.5, 9.5])), (309, array([10. , 10.5, 10.5])), (310, array([11. , 11.5, 11.5])), (311, array([12. , 12.5, 12.5])), (312, array([13. , 13.5, 13.5])), (313, array([14. , 14.5, 14.5])), (314, array([15. , 15.5, 15.5])), (315, array([16. , 16.5, 16.5])), (316, array([17. , 17.5, 17.5])), (317, array([18. , 18.5, 18.5])), (318, array([19. , 19.5, 19.5])), (319, array([20. , 20.5, 20.5])), (320, array([21. , 21.5, 21.5])), (321, array([22. , 22.5, 22.5])), (322, array([23. , 23.5, 23.5])), (323, array([24. , 24.5, 24.5])), (324, array([25. , 25.5, 25.5])), (325, array([26. , 26.5, 26.5])), (326, array([27. , 27.5, 27.5])), (327, array([28. , 28.5, 28.5])), (328, array([29. , 29.5, 29.5])), (329, array([30. , 30.5, 30.5])), (330, array([31. , 31.5, 31.5])), (331, array([32. , 32.5, 32.5])), (332, array([33. , 33.5, 33.5])), (333, array([34. , 34.5, 34.5])), (334, array([35. , 35.5, 35.5])), (335, array([36. , 36.5, 36.5])), (336, array([37. , 37.5, 37.5])), (337, array([38. , 38.5, 38.5])), (338, array([39. , 39.5, 39.5])), (339, array([40. , 40.5, 40.5])), (340, array([41. , 41.5, 41.5])), (341, array([42. , 42.5, 42.5])), (342, array([43. , 43.5, 43.5])), (343, array([44. , 44.5, 44.5])), (344, array([45. , 45.5, 45.5])), (345, array([46. , 46.5, 46.5])), (346, array([47. , 47.5, 47.5])), (347, array([48. , 48.5, 48.5])), (348, array([49. , 49.5, 49.5])), (349, array([50. , 50.5, 50.5])), (350, array([51. , 51.5, 51.5])), (351, array([52. , 52.5, 52.5])), (352, array([53. , 53.5, 53.5])), (353, array([54. , 54.5, 54.5])), (354, array([55. , 55.5, 55.5])), (355, array([56. , 56.5, 56.5])), (356, array([57. , 57.5, 57.5])), (357, array([58. , 58.5, 58.5])), (358, array([59. , 59.5, 59.5])), (359, array([60. , 60.5, 60.5])), (360, array([61. , 61.5, 61.5])), (361, array([62. , 62.5, 62.5])), (362, array([63. , 63.5, 63.5])), (363, array([64. , 64.5, 64.5])), (364, array([65. , 65.5, 65.5])), (365, array([66. , 66.5, 66.5])), (366, array([67. , 67.5, 67.5])), (367, array([68. , 68.5, 68.5])), (368, array([69. , 69.5, 69.5])), (369, array([70. , 70.5, 70.5])), (370, array([71. , 71.5, 71.5])), (371, array([72. , 72.5, 72.5])), (372, array([73. , 73.5, 73.5])), (373, array([74. , 74.5, 74.5])), (374, array([75. , 75.5, 75.5])), (375, array([76. , 76.5, 76.5])), (376, array([77. , 77.5, 77.5])), (377, array([78. , 78.5, 78.5])), (378, array([79. , 79.5, 79.5])), (379, array([80. , 80.5, 80.5])), (380, array([81. , 81.5, 81.5])), (381, array([82. , 82.5, 82.5])), (382, array([83. , 83.5, 83.5])), (383, array([84. , 84.5, 84.5])), (384, array([85. , 85.5, 85.5])), (385, array([86. , 86.5, 86.5])), (386, array([87. , 87.5, 87.5])), (387, array([88. , 88.5, 88.5])), (388, array([89. , 89.5, 89.5])), (389, array([90. , 90.5, 90.5])), (390, array([91. , 91.5, 91.5])), (391, array([92. , 92.5, 92.5])), (392, array([93. , 93.5, 93.5])), (393, array([94. , 94.5, 94.5])), (394, array([95. , 95.5, 95.5])), (395, array([96. , 96.5, 96.5])), (396, array([97. , 97.5, 97.5])), (397, array([98. , 98.5, 98.5])), (398, array([99. , 99.5, 99.5])), (399, array([100. , 100.5, 100.5]))] stack[3]: [(300, array([1. , 1.5, 1.5])), (301, array([2. , 2.5, 2.5])), (302, array([3. , 3.5, 3.5])), (303, array([4. , 4.5, 4.5])), (304, array([5. , 5.5, 5.5])), (305, array([6. , 6.5, 6.5])), (306, array([7. , 7.5, 7.5])), (307, array([8. , 8.5, 8.5])), (308, array([9. , 9.5, 9.5])), (309, array([10. , 10.5, 10.5])), (310, array([11. , 11.5, 11.5])), (311, array([12. , 12.5, 12.5])), (312, array([13. , 13.5, 13.5])), (313, array([14. , 14.5, 14.5])), (314, array([15. , 15.5, 15.5])), (315, array([16. , 16.5, 16.5])), (316, array([17. , 17.5, 17.5])), (317, array([18. , 18.5, 18.5])), (318, array([19. , 19.5, 19.5])), (319, array([20. , 20.5, 20.5])), (320, array([21. , 21.5, 21.5])), (321, array([22. , 22.5, 22.5])), (322, array([23. , 23.5, 23.5])), (323, array([24. , 24.5, 24.5])), (324, array([25. , 25.5, 25.5])), (325, array([26. , 26.5, 26.5])), (326, array([27. , 27.5, 27.5])), (327, array([28. , 28.5, 28.5])), (328, array([29. , 29.5, 29.5])), (329, array([30. , 30.5, 30.5])), (330, array([31. , 31.5, 31.5])), (331, array([32. , 32.5, 32.5])), (332, array([33. , 33.5, 33.5])), (333, array([34. , 34.5, 34.5])), (334, array([35. , 35.5, 35.5])), (335, array([36. , 36.5, 36.5])), (336, array([37. , 37.5, 37.5])), (337, array([38. , 38.5, 38.5])), (338, array([39. , 39.5, 39.5])), (339, array([40. , 40.5, 40.5])), (340, array([41. , 41.5, 41.5])), (341, array([42. , 42.5, 42.5])), (342, array([43. , 43.5, 43.5])), (343, array([44. , 44.5, 44.5])), (344, array([45. , 45.5, 45.5])), (345, array([46. , 46.5, 46.5])), (346, array([47. , 47.5, 47.5])), (347, array([48. , 48.5, 48.5])), (348, array([49. , 49.5, 49.5])), (349, array([50. , 50.5, 50.5])), (350, array([51. , 51.5, 51.5])), (351, array([52. , 52.5, 52.5])), (352, array([53. , 53.5, 53.5])), (353, array([54. , 54.5, 54.5])), (354, array([55. , 55.5, 55.5])), (355, array([56. , 56.5, 56.5])), (356, array([57. , 57.5, 57.5])), (357, array([58. , 58.5, 58.5])), (358, array([59. , 59.5, 59.5])), (359, array([60. , 60.5, 60.5])), (360, array([61. , 61.5, 61.5])), (361, array([62. , 62.5, 62.5])), (362, array([63. , 63.5, 63.5])), (363, array([64. , 64.5, 64.5])), (364, array([65. , 65.5, 65.5])), (365, array([66. , 66.5, 66.5])), (366, array([67. , 67.5, 67.5])), (367, array([68. , 68.5, 68.5])), (368, array([69. , 69.5, 69.5])), (369, array([70. , 70.5, 70.5])), (370, array([71. , 71.5, 71.5])), (371, array([72. , 72.5, 72.5])), (372, array([73. , 73.5, 73.5])), (373, array([74. , 74.5, 74.5])), (374, array([75. , 75.5, 75.5])), (375, array([76. , 76.5, 76.5])), (376, array([77. , 77.5, 77.5])), (377, array([78. , 78.5, 78.5])), (378, array([79. , 79.5, 79.5])), (379, array([80. , 80.5, 80.5])), (380, array([81. , 81.5, 81.5])), (381, array([82. , 82.5, 82.5])), (382, array([83. , 83.5, 83.5])), (383, array([84. , 84.5, 84.5])), (384, array([85. , 85.5, 85.5])), (385, array([86. , 86.5, 86.5])), (386, array([87. , 87.5, 87.5])), (387, array([88. , 88.5, 88.5])), (388, array([89. , 89.5, 89.5])), (389, array([90. , 90.5, 90.5])), (390, array([91. , 91.5, 91.5])), (391, array([92. , 92.5, 92.5])), (392, array([93. , 93.5, 93.5])), (393, array([94. , 94.5, 94.5])), (394, array([95. , 95.5, 95.5])), (395, array([96. , 96.5, 96.5])), (396, array([97. , 97.5, 97.5])), (397, array([98. , 98.5, 98.5])), (398, array([99. , 99.5, 99.5])), (399, array([100. , 100.5, 100.5]))] 1 1.1 reading: [1. 1.5 1.5] 2 2.1 reading: [2. 2.5 2.5] 3 3.1 reading: [3. 3.5 3.5] 4 4.1 reading: [4. 4.5 4.5] 5 5.1 reading: [5. 5.5 5.5] 6 6.1 reading: [6. 6.5 6.5] 7 7.1 reading: [7. 7.5 7.5] 8 8.1 reading: [8. 8.5 8.5] 9 9.1 reading: [9. 9.5 9.5] 10 10.1 reading: [10. 10.5 10.5] 11 11.1 reading: [11. 11.5 11.5] 12 12.1 reading: [12. 12.5 12.5] 13 13.1 reading: [13. 13.5 13.5] 14 14.1 reading: [14. 14.5 14.5] 15 15.1 reading: [15. 15.5 15.5] 16 16.1 reading: [16. 16.5 16.5] 17 17.1 reading: [17. 17.5 17.5] 18 18.1 reading: [18. 18.5 18.5] 19 19.1 reading: [19. 19.5 19.5] 20 20.1 reading: [20. 20.5 20.5] 21 21.1 reading: [21. 21.5 21.5] 22 22.1 reading: [22. 22.5 22.5] 23 23.1 reading: [23. 23.5 23.5] 24 24.1 reading: [24. 24.5 24.5] 25 25.1 reading: [25. 25.5 25.5] 26 26.1 reading: [26. 26.5 26.5] 27 27.1 reading: [27. 27.5 27.5] 28 28.1 reading: [28. 28.5 28.5] 29 29.1 reading: [29. 29.5 29.5] 30 30.1 reading: [30. 30.5 30.5] 31 31.1 reading: [31. 31.5 31.5] 32 32.1 reading: [32. 32.5 32.5] 33 33.1 reading: [33. 33.5 33.5] 34 34.1 reading: [34. 34.5 34.5] 35 35.1 reading: [35. 35.5 35.5] 36 36.1 reading: [36. 36.5 36.5] 37 37.1 reading: [37. 37.5 37.5] 38 38.1 reading: [38. 38.5 38.5] 39 39.1 reading: [39. 39.5 39.5] 40 40.1 reading: [40. 40.5 40.5] 41 41.1 reading: [41. 41.5 41.5] 42 42.1 reading: [42. 42.5 42.5] 43 43.1 reading: [43. 43.5 43.5] 44 44.1 reading: [44. 44.5 44.5] 45 45.1 reading: [45. 45.5 45.5] 46 46.1 reading: [46. 46.5 46.5] 47 47.1 reading: [47. 47.5 47.5] 48 48.1 reading: [48. 48.5 48.5] 49 49.1 reading: [49. 49.5 49.5] 50 50.1 reading: [50. 50.5 50.5] 51 51.1 reading: [51. 51.5 51.5] 52 52.1 reading: [52. 52.5 52.5] 53 53.1 reading: [53. 53.5 53.5] 54 54.1 reading: [54. 54.5 54.5] 55 55.1 reading: [55. 55.5 55.5] 56 56.1 reading: [56. 56.5 56.5] 57 57.1 reading: [57. 57.5 57.5] 58 58.1 reading: [58. 58.5 58.5] 59 59.1 reading: [59. 59.5 59.5] 60 60.1 reading: [60. 60.5 60.5] 61 61.1 reading: [61. 61.5 61.5] 62 62.1 reading: [62. 62.5 62.5] 63 63.1 reading: [63. 63.5 63.5] 64 64.1 reading: [64. 64.5 64.5] 65 65.1 reading: [65. 65.5 65.5] 66 66.1 reading: [66. 66.5 66.5] 67 67.1 reading: [67. 67.5 67.5] 68 68.1 reading: [68. 68.5 68.5] 69 69.1 reading: [69. 69.5 69.5] 70 70.1 reading: [70. 70.5 70.5] 71 71.1 reading: [71. 71.5 71.5] 72 72.1 reading: [72. 72.5 72.5] 73 73.1 reading: [73. 73.5 73.5] 74 74.1 reading: [74. 74.5 74.5] 75 75.1 reading: [75. 75.5 75.5] 76 76.1 reading: [76. 76.5 76.5] 77 77.1 reading: [77. 77.5 77.5] 78 78.1 reading: [78. 78.5 78.5] 79 79.1 reading: [79. 79.5 79.5] 80 80.1 reading: [80. 80.5 80.5] 81 81.1 reading: [81. 81.5 81.5] 82 82.1 reading: [82. 82.5 82.5] 83 83.1 reading: [83. 83.5 83.5] 84 84.1 reading: [84. 84.5 84.5] 85 85.1 reading: [85. 85.5 85.5] 86 86.1 reading: [86. 86.5 86.5] 87 87.1 reading: [87. 87.5 87.5] 88 88.1 reading: [88. 88.5 88.5] 89 89.1 reading: [89. 89.5 89.5] 90 90.1 reading: [90. 90.5 90.5] 91 91.1 reading: [91. 91.5 91.5] 92 92.1 reading: [92. 92.5 92.5] 93 93.1 reading: [93. 93.5 93.5] 94 94.1 reading: [94. 94.5 94.5] 95 95.1 reading: [95. 95.5 95.5] 96 96.1 reading: [96. 96.5 96.5] 97 97.1 reading: [97. 97.5 97.5] 98 98.1 reading: [98. 98.5 98.5] 99 99.1 reading: [99. 99.5 99.5] 100 100.1 reading: [100. 100.5 100.5]

Passed

tests/test_transforms.py::test_transform

0.05

------------------------------Captured stdout call------------------------------
-0.999 1 [ 1. -0.999 -0.999 1. ] (1000, 2) -0.999 0.001 [ 1. -0.999 -0.999 1. ] (1000, 2) -0.8991 1 [ 1. -0.8991 -0.8991 1. ] (1000, 2) -0.8991 0.001 [ 1. -0.8991 -0.8991 1. ] (1000, 2) -0.7992 1 [ 1. -0.7992 -0.7992 1. ] (1000, 2) -0.7992 0.001 [ 1. -0.7992 -0.7992 1. ] (1000, 2) -0.6993 1 [ 1. -0.6993 -0.6993 1. ] (1000, 2) -0.6993 0.001 [ 1. -0.6993 -0.6993 1. ] (1000, 2) -0.5994 1 [ 1. -0.5994 -0.5994 1. ] (1000, 2) -0.5994 0.001 [ 1. -0.5994 -0.5994 1. ] (1000, 2) -0.4995000000000001 1 [ 1. -0.4995 -0.4995 1. ] (1000, 2) -0.4995000000000001 0.001 [ 1. -0.4995 -0.4995 1. ] (1000, 2) -0.3996000000000001 1 [ 1. -0.3996 -0.3996 1. ] (1000, 2) -0.3996000000000001 0.001 [ 1. -0.3996 -0.3996 1. ] (1000, 2) -0.29970000000000013 1 [ 1. -0.2997 -0.2997 1. ] (1000, 2) -0.29970000000000013 0.001 [ 1. -0.2997 -0.2997 1. ] (1000, 2) -0.19980000000000017 1 [ 1. -0.1998 -0.1998 1. ] (1000, 2) -0.19980000000000017 0.001 [ 1. -0.1998 -0.1998 1. ] (1000, 2) -0.0999000000000002 1 [ 1. -0.0999 -0.0999 1. ] (1000, 2) -0.0999000000000002 0.001 [ 1. -0.0999 -0.0999 1. ] (1000, 2) -2.2182256032010628e-16 1 [ 1.0000000e+00 -2.2182256e-16 -2.2182256e-16 1.0000000e+00] (1000, 2) -2.2182256032010628e-16 0.001 [ 1.0000000e+00 -2.2182256e-16 -2.2182256e-16 1.0000000e+00] (1000, 2) 0.09989999999999964 1 [1. 0.0999 0.0999 1. ] (1000, 2) 0.09989999999999964 0.001 [1. 0.0999 0.0999 1. ] (1000, 2) 0.19979999999999973 1 [1. 0.1998 0.1998 1. ] (1000, 2) 0.19979999999999973 0.001 [1. 0.1998 0.1998 1. ] (1000, 2) 0.2996999999999998 1 [1. 0.2997 0.2997 1. ] (1000, 2) 0.2996999999999998 0.001 [1. 0.2997 0.2997 1. ] (1000, 2) 0.3995999999999997 1 [1. 0.3996 0.3996 1. ] (1000, 2) 0.3995999999999997 0.001 [1. 0.3996 0.3996 1. ] (1000, 2) 0.49949999999999956 1 [1. 0.4995 0.4995 1. ] (1000, 2) 0.49949999999999956 0.001 [1. 0.4995 0.4995 1. ] (1000, 2) 0.5993999999999996 1 [1. 0.5994 0.5994 1. ] (1000, 2) 0.5993999999999996 0.001 [1. 0.5994 0.5994 1. ] (1000, 2) 0.6992999999999997 1 [1. 0.6993 0.6993 1. ] (1000, 2) 0.6992999999999997 0.001 [1. 0.6993 0.6993 1. ] (1000, 2) 0.7991999999999996 1 [1. 0.7992 0.7992 1. ] (1000, 2) 0.7991999999999996 0.001 [1. 0.7992 0.7992 1. ] (1000, 2) 0.8990999999999995 1 [1. 0.8991 0.8991 1. ] (1000, 2) 0.8990999999999995 0.001 [1. 0.8991 0.8991 1. ] (1000, 2)

Passed

tests/test_transforms.py::test_affine_transform

0.10

------------------------------Captured stdout call------------------------------
settings: corr: 0 scaleratio: 1 covmatrix: [1. 0. 0. 1.] (400, 2) settings: corr: 0.6 scaleratio: 1 covmatrix: [1. 0.6 0.6 1. ] (400, 2) settings: corr: 0.95 scaleratio: 1 covmatrix: [1. 0.95 0.95 1. ] (400, 2) settings: corr: 0.999 scaleratio: 1 covmatrix: [1. 0.999 0.999 1. ] (400, 2)

Passed

tests/test_transforms.py::test_wrap

0.04

------------------------------Captured stdout call------------------------------
Npoints=10 wrapped_dims=[] Npoints=10 wrapped_dims=[0] Npoints=10 wrapped_dims=[1] Npoints=10 wrapped_dims=[0, 1] Npoints=100 wrapped_dims=[] Npoints=100 wrapped_dims=[0] Npoints=100 wrapped_dims=[1] Npoints=100 wrapped_dims=[0, 1] Npoints=1000 wrapped_dims=[] Npoints=1000 wrapped_dims=[0] Npoints=1000 wrapped_dims=[1] Npoints=1000 wrapped_dims=[0, 1]

Passed

tests/test_utils.py::test_vectorize

0.00

No log output captured.

Passed

tests/test_viz.py::test_rounding_pos

0.01

No log output captured.

Passed

tests/test_viz.py::test_rounding_u

0.00

No log output captured.

Passed

tests/test_viz.py::test_rounding_negpos

0.00

No log output captured.

Passed

tests/test_viz.py::test_rounding_withguess

0.00

No log output captured.

Passed

tests/test_viz.py::test_fmt

0.00

No log output captured.

Packages	{'pytest': '5.2.1', 'py': '1.8.0', 'pluggy': '0.13.0'}
Platform	Linux-4.15.0-91-generic-x86_64-with-debian-buster-sid
Plugins	{'arraydiff': '0.3', 'metadata': '1.8.0', 'remotedata': '0.3.2', 'html': '2.0.1', 'openfiles': '0.4.0', 'doctestplus': '0.4.0'}
Python	3.7.4

index.html

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