Report generated on 10-Jun-2020 at 14:01:39 by pytest-html v1.20.0
| Packages | {'pytest': '5.4.2', 'py': '1.8.1', 'pluggy': '0.13.1'} |
| Platform | Linux-4.15.0-101-generic-x86_64-with-Ubuntu-18.04-bionic |
| Plugins | {'forked': '1.1.3', 'hypothesis': '5.10.4', 'cov': '2.8.1', 'metadata': '1.9.0', 'json-report': '1.2.1', 'json': '0.4.0', 'html': '1.20.0'} |
| Python | 3.6.9 |
55 tests ran in 114.29 seconds.
(Un)check the boxes to filter the results.
55 passed, 0 skipped, 0 failed, 0 errors, 0 expected failures, 0 unexpected passes| Result | Test | Duration | Links |
|---|---|---|---|
| No results found. Try to check the filters | |||
| Passed | tests/test_clustering.py::test_clustering | 1.90 | |
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No log output captured. | |||
| Passed | tests/test_clustering.py::test_clusteringcase | 0.15 | |
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----------------------------- Captured stdout call ----------------------------- maxradius: 11.45313971598804 | |||
| Passed | tests/test_clustering.py::test_clusteringcase_eggbox | 0.01 | |
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----------------------------- Captured stdout call ----------------------------- maxradius: 1.8439766380495826e-10 | |||
| Passed | tests/test_clustering.py::test_overclustering_eggbox_txt | 0.41 | |
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----------------------------- 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 | 4.14 | |
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----------------------------- 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 | 2.89 | |
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----------------------------- 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] -0.1665060917360781 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 -0.48643206112737647 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 -0.09073879959282771 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] -0.09073879959282771 next() call None goals: [('sample-at', 0)] next() call 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 -0.1016481498381896 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 -0.25225605758357234 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 -0.3588980473806718 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 -0.4864320611273768 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 -0.4884051545701359 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 -0.4916020278270488 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 -0.3490349009639423 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] -0.3490349009639423 next() call None goals: [('sample-at', 0)] next() call 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 -0.4916020278270488 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 -0.04377824648995988 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 -0.41760827984962573 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 -0.20128562729667512 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] -0.20128562729667512 next() call None goals: [('sample-at', 0)] next() call 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 -0.41760827984962573 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 -9.773773097349783e-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] -0.08870192535855582 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 -0.3494958457329673 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 -0.08133824843659004 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 -0.18596233939691564 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 -0.297950107279207 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 -0.4497216900962508 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] -0.4497216900962508 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 -0.08133824843659004 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 -0.13584941721527394 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 -0.22278072400674448 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 -0.3494958457329673 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 -0.44384043934656114 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 ] -0.44384043934656114 next() call None goals: [('sample-at', 0)] next() call 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 -0.03163620782532951 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 -0.38203753202294766 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 -0.18094748307481168 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] -0.18094748307481168 next() call None goals: [('sample-at', 0)] next() call 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 -0.38203753202294766 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 -0.434534965637229 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 -0.05335753996074122 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] -0.24628550700212182 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] -0.2780384655059737 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 -0.43589702340056663 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 -0.08868070867983059 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] -0.08868070867983059 next() call None goals: [('sample-at', 0)] next() call 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 -0.156265316684782 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 -0.43589702340056663 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 -0.400322736376469 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 -2.7636297378795028e-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] -2.7636297378795028e-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 -0.400322736376469 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] -0.27825536957064223 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 -0.41530443247762705 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 -0.3969974267345493 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] -0.3969974267345493 next() call None goals: [('sample-at', 0)] next() call 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 -0.24284891598495364 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 -0.33574054173486656 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 -0.4153044324776268 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 -0.4533621249956771 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 -0.39442946604858065 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] -0.23362496788797535 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] -0.18916555089029924 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 -0.39508578257867283 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 -0.490019265835001 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] -0.490019265835001 next() call None goals: [('sample-at', 0)] next() call 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 -0.14361883567172593 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 -0.2729878665259479 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 -0.3950857825786728 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 -0.42971710884526587 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 -0.3301665303326673 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 -0.4141351863645779 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 -0.20998692233081806 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] -0.20998692233081806 next() call None goals: [('sample-at', 0)] next() call 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 -0.4141351863645779 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 -0.2995403926532866 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] -0.44094269508821465 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] -0.3437892113032023 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 -0.3437892113032023 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 -0.08108221261480617 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] -0.08108221261480617 next() call None goals: [('sample-at', 0)] next() call 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 -0.20416293012453088 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 -0.3437892113032023 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 -0.4086155422937598 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 -0.16697705808604757 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 -0.46753918956341406 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 -0.41206085167620243 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] -0.41206085167620243 next() call None goals: [('sample-at', 0)] next() call 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 -0.46753918956341406 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 -0.3595309576523012 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 -0.17501371251886214 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] -0.4271143991277972 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] -0.3525668892829215 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 -0.3525668892829215 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 -0.05057127231465654 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] -0.05057127231465654 next() call None goals: [('sample-at', 0)] next() call 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 -0.218968162054107 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 -0.3525668892829218 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 -0.4099982344835688 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] -0.32688726566612836 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] -0.29429788638027965 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 -0.44898840843073634 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 -0.14649318477587447 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] -0.14649318477587447 next() call None goals: [('sample-at', 0)] next() call 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 -0.17676633722022025 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 -0.44898840843073634 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 -0.4538641787707029 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 -0.1779655671937919 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] -0.4308738435817744 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 -0.46478885376243206 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 -0.3894210121323491 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] -0.3894210121323491 next() call None goals: [('sample-at', 0)] next() call 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 -0.46478885376243206 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 -0.4981956492067427 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 -0.25549498455609504 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 -0.34004177980724587 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 -0.039782409475446034 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] -0.039782409475446034 next() call None goals: [('sample-at', 0)] next() call 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 -0.20724246552376055 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 -0.3400417798072463 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 -0.07426929137401193 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] -0.18066975294765303 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 -0.4236039997490474 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 -0.3120636527905234 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] -0.3120636527905234 next() call None goals: [('sample-at', 0)] next() call 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 -0.14541481093575562 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 -0.2387862650871675 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 -0.3197643473542989 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 -0.4236039997490474 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 -0.4476412362297438 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 -0.3003853287533051 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] -0.3003853287533051 next() call None goals: [('sample-at', 0)] next() call 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 -0.4476412362297438 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 -0.43507024141422884 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 -0.2801896445066674 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] -0.4439154472871768 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 -0.4439154472871768 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 -0.061009567312068635 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] -0.061009567312068635 next() call None goals: [('sample-at', 0)] next() call 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 -0.35020744828671635 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 -0.4439154472871768 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 -0.46722761628857196 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 -0.1347530535350935 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 ] -0.1347530535350935 next() call None goals: [('sample-at', 0)] next() call 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 -0.46722761628857196 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 -0.016519553788509028 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] -0.4440844529643073 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 | 0.03 | |
|
----------------------------- Captured stdout call ----------------------------- make reflect make stuck | |||
| Passed | tests/test_flatnuts.py::test_directjumper | 0.03 | |
|
----------------------------- Captured stdout call ----------------------------- make reflect make stuck | |||
| Passed | tests/test_netiterintegrate.py::test_singleblock[100] | 2.03 | |
|
----------------------------- Captured stdout call ----------------------------- ================================================================================ NLIVE=100 Standard integrator 236.1726767661852 +- 0.24248239499937066 0.34s Graph integrator 236.1732 +- 0.2430 (main) 236.2408 +- 0.3325 (bs) 236.17318716016047 +- 0.24304949008526694 0.73s Vectorized graph integrator tree size: (822, 100) 236.1728 +- 0.2432 (main) 236.1499 +- 0.3864 (bs) 236.1728009251425 +- 0.2431694586385547 0.52s | |||
| Passed | tests/test_netiterintegrate.py::test_singleblock[400] | 9.58 | |
|
----------------------------- Captured stdout call ----------------------------- ================================================================================ NLIVE=400 Standard integrator 235.90384067075422 +- 0.12353023648988769 2.05s Graph integrator 235.9038 +- 0.1234 (main) 235.8853 +- 0.1403 (bs) 235.90384067075402 +- 0.12337738017199443 4.10s Vectorized graph integrator tree size: (3399, 400) 235.9049 +- 0.1233 (main) 235.9990 +- 0.1520 (bs) 235.9049130721852 +- 0.12332590760683954 2.95s | |||
| Passed | tests/test_netiterintegrate.py::test_singleblock[2000] | 21.81 | |
|
----------------------------- Captured stdout call ----------------------------- ================================================================================ NLIVE=2000 Standard integrator 235.88269224523566 +- 0.05530579314586262 2.92s Graph integrator 235.8827 +- 0.0553 (main) 235.8979 +- 0.0647 (bs) 235.8826922452362 +- 0.055282438819923896 12.83s Vectorized graph integrator tree size: (16988, 2000) 235.8827 +- 0.0553 (main) 235.9355 +- 0.0719 (bs) 235.88265064698973 +- 0.05526910868342082 5.58s | |||
| 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 | 0.08 | |
|
----------------------------- Captured stdout call ----------------------------- testing tree dumping... | |||
| Passed | tests/test_regionsampling.py::test_region_sampling_scaling | 0.05 | |
|
----------------------------- Captured stdout call ----------------------------- enlargement factor: 1.6413050458476675 0.6092712640650785 sampling_method: <bound method MLFriends.sample_from_transformed_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7f8d6687a8d0>> sampling_method: <bound method MLFriends.sample_from_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7f8d6687a8d0>> sampling_method: <bound method MLFriends.sample_from_points of <ultranest.mlfriends.MLFriends object at 0x7f8d6687a8d0>> sampling_method: <bound method MLFriends.sample_from_wrapping_ellipsoid of <ultranest.mlfriends.MLFriends object at 0x7f8d6687a8d0>> | |||
| Passed | tests/test_regionsampling.py::test_region_sampling_affine | 0.05 | |
|
----------------------------- Captured stdout call ----------------------------- enlargement factor: 1.6413050458476683 0.6092712640650781 sampling_method: <bound method MLFriends.sample_from_transformed_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7f8d6687afd0>> sampling_method: <bound method MLFriends.sample_from_boundingbox of <ultranest.mlfriends.MLFriends object at 0x7f8d6687afd0>> sampling_method: <bound method MLFriends.sample_from_points of <ultranest.mlfriends.MLFriends object at 0x7f8d6687afd0>> sampling_method: <bound method MLFriends.sample_from_wrapping_ellipsoid of <ultranest.mlfriends.MLFriends object at 0x7f8d6687afd0>> | |||
| Passed | tests/test_regionsampling.py::test_region_ellipsoid | 0.03 | |
|
----------------------------- Captured stdout call ----------------------------- enlargement factor: 1.6413050458476652 0.6092712640650794 | |||
| Passed | tests/test_regionsampling.py::test_region_mean_distances | 0.26 | |
|
----------------------------- Captured stdout call ----------------------------- circle: 604 half-circle: 317 enlargement factor: 2.0237675941072473 0.49412788450204137 (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 | 2.88 | |
|
----------------------------- Captured stdout call ----------------------------- Creating directory for new run logs/test/run76 [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:200 Num live points [400] [32mINFO [0m ultranest.integrator.NestedSampler:integrator.py:256 Resuming... [32mINFO [0m ultranest.integrator.NestedSampler:integrator.py:347 Starting sampling ... | |||
| Passed | tests/test_run.py::test_reactive_run | 4.44 | |
|
----------------------------- 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=-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=-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(-5.00) * 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=243/674 eff=88.6861% 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=-32.5(0.00%) | Like=-28.44..0.52 [-110.4238..0.2570] | it/evals=300/743 eff=87.4636% N=400 Mono-modal Volume: ~exp(-5.09) * Expected Volume: exp(-0.81) Hinz: -5.0| ****************************************** | +5.0 Kunz: -5.0| **************************************** | +5.0 Z=-31.2(0.00%) | Like=-27.34..0.52 [-110.4238..0.2570] | it/evals=324/771 eff=87.3315% N=400 Z=-29.8(0.00%) | Like=-25.77..0.52 [-110.4238..0.2570] | it/evals=350/801 eff=87.2818% N=400 Z=-26.9(0.00%) | Like=-22.48..0.52 [-110.4238..0.2570] | it/evals=400/872 eff=84.7458% N=400 Mono-modal Volume: ~exp(-5.09) Expected Volume: exp(-1.01) Hinz: -5.0| -2.9 ************************************** | +5.0 Kunz: -5.0| -2.7 ************************************* | +5.0 Z=-24.0(0.00%) | Like=-19.71..0.53 [-110.4238..0.2570] | it/evals=450/943 eff=82.8729% N=400 Mono-modal Volume: ~exp(-5.45) * Expected Volume: exp(-1.21) Hinz: -5.0| -2.5 ********************************** | +5.0 Kunz: -5.0| -2.4 ********************************* | +5.0 Z=-22.2(0.00%) | Like=-18.21..0.53 [-110.4238..0.2570] | it/evals=486/994 eff=81.8182% N=400 Z=-21.6(0.00%) | Like=-17.51..0.53 [-110.4238..0.2570] | it/evals=500/1013 eff=81.5661% N=400 Z=-19.3(0.00%) | Like=-15.17..0.53 [-110.4238..0.2570] | it/evals=550/1082 eff=80.6452% N=400 Mono-modal Volume: ~exp(-5.76) * Expected Volume: exp(-1.42) Hinz: -5.0| -2.1 ****************************** | +5.0 Kunz: -5.0| -2.1 ****************************** | +5.0 Z=-18.6(0.00%) | Like=-14.50..0.55 [-110.4238..0.2570] | it/evals=567/1109 eff=79.9718% N=400 Z=-17.5(0.00%) | Like=-13.34..0.55 [-110.4238..0.2570] | it/evals=600/1149 eff=80.1068% N=400 Mono-modal Volume: ~exp(-5.76) Expected Volume: exp(-1.62) Hinz: -5.0| -1.9 **************************** | +5.0 Kunz: -5.0| -1.9 *************************** +3.1 | +5.0 Z=-15.9(0.00%) | Like=-11.81..0.55 [-110.4238..0.2570] | it/evals=650/1214 eff=79.8526% N=400 Z=-14.5(0.00%) | Like=-10.22..0.55 [-110.4238..0.2570] | it/evals=700/1288 eff=78.8288% N=400 Mono-modal Volume: ~exp(-6.06) * Expected Volume: exp(-1.82) Hinz: -5.0| -1.7 ************************** +2.9 | +5.0 Kunz: -5.0| -1.6 ************************* +2.9 | +5.0 Z=-13.6(0.00%) | Like=-9.42..0.55 [-110.4238..0.2570] | it/evals=729/1329 eff=78.4715% N=400 Z=-13.1(0.01%) | Like=-8.98..0.55 [-110.4238..0.2570] | it/evals=750/1357 eff=78.3699% N=400 Z=-11.9(0.02%) | Like=-7.80..0.56 [-110.4238..0.2570] | it/evals=800/1420 eff=78.4314% N=400 Mono-modal Volume: ~exp(-6.09) * Expected Volume: exp(-2.02) Hinz: -5.0| -1.5 ************************ +2.8 | +5.0 Kunz: -5.0| -1.4 ********************** +2.7 | +5.0 Z=-11.7(0.03%) | Like=-7.61..0.56 [-110.4238..0.2570] | it/evals=810/1434 eff=78.3366% N=400 Z=-11.0(0.06%) | Like=-6.94..0.56 [-110.4238..0.2570] | it/evals=850/1489 eff=78.0533% N=400 Mono-modal Volume: ~exp(-6.59) * Expected Volume: exp(-2.23) Hinz: -5.0| -1.3 ********************** +2.6 | +5.0 Kunz: -5.0| -1.2 ******************** +2.5 | +5.0 Z=-10.3(0.11%) | Like=-6.25..0.56 [-110.4238..0.2570] | it/evals=891/1556 eff=77.0761% N=400 Z=-10.2(0.13%) | Like=-6.01..0.56 [-110.4238..0.2570] | it/evals=900/1566 eff=77.1870% N=400 Z=-9.4(0.32%) | Like=-5.10..0.56 [-110.4238..0.2570] | it/evals=950/1629 eff=77.2986% N=400 Mono-modal Volume: ~exp(-6.59) Expected Volume: exp(-2.43) Hinz: -5.0| -1.1 ******************** +2.4 | +5.0 Kunz: -5.0| -1.0 ****************** +2.3 | +5.0 Z=-8.6(0.64%) | Like=-4.45..0.56 [-110.4238..0.2570] | it/evals=1000/1702 eff=76.8049% N=400 Z=-8.0(1.16%) | Like=-3.90..0.58 [-110.4238..0.2570] | it/evals=1050/1776 eff=76.3081% N=400 Mono-modal Volume: ~exp(-6.84) * Expected Volume: exp(-2.63) Hinz: -5.0| -0.9 ***************** +2.2 | +5.0 Kunz: -5.0| -0.9 ***************** +2.1 | +5.0 Z=-8.0(1.19%) | Like=-3.89..0.58 [-110.4238..0.2570] | it/evals=1053/1781 eff=76.2491% N=400 Z=-7.5(1.87%) | Like=-3.44..0.58 [-110.4238..0.2570] | it/evals=1100/1837 eff=76.5484% N=400 Mono-modal Volume: ~exp(-7.15) * Expected Volume: exp(-2.83) Hinz: -5.0| -0.8 **************** +2.1 | +5.0 Kunz: -5.0| -0.7 **************** +2.0 | +5.0 Z=-7.2(2.61%) | Like=-3.07..0.58 [-110.4238..0.2570] | it/evals=1134/1883 eff=76.4666% N=400 Z=-7.1(3.00%) | Like=-2.96..0.58 [-110.4238..0.2570] | it/evals=1150/1905 eff=76.4120% N=400 Z=-6.7(4.39%) | Like=-2.53..0.58 [-110.4238..0.2570] | it/evals=1200/1965 eff=76.6773% N=400 Mono-modal Volume: ~exp(-7.49) * Expected Volume: exp(-3.04) Hinz: -5.0| -0.7 ************** +2.0 | +5.0 Kunz: -5.0| -0.6 ************** +1.9 | +5.0 Z=-6.5(4.97%) | Like=-2.41..0.58 [-110.4238..0.2570] | it/evals=1215/1981 eff=76.8501% N=400 Z=-6.3(6.28%) | Like=-2.18..0.58 [-110.4238..0.2570] | it/evals=1250/2023 eff=77.0179% N=400 Mono-modal Volume: ~exp(-7.49) Expected Volume: exp(-3.24) Hinz: -5.0| -0.5 ************** +1.8 | +5.0 Kunz: -5.0| -0.5 ************* +1.8 | +5.0 Z=-6.0(8.66%) | Like=-1.84..0.58 [-110.4238..0.2570] | it/evals=1300/2086 eff=77.1056% N=400 Z=-5.7(11.60%) | Like=-1.61..0.58 [-110.4238..0.2570] | it/evals=1350/2164 eff=76.5306% N=400 Mono-modal Volume: ~exp(-7.57) * Expected Volume: exp(-3.44) Hinz: -5.0| -0.4 ************ +1.7 | +5.0 Kunz: -5.0| -0.4 ************ +1.6 | +5.0 Z=-5.6(13.32%) | Like=-1.44..0.58 [-110.4238..0.2570] | it/evals=1377/2199 eff=76.5425% N=400 Z=-5.5(14.82%) | Like=-1.33..0.58 [-110.4238..0.2570] | it/evals=1400/2227 eff=76.6284% N=400 Z=-5.2(18.58%) | Like=-1.15..0.58 [-110.4238..0.2570] | it/evals=1450/2286 eff=76.8823% N=400 Mono-modal Volume: ~exp(-7.57) Expected Volume: exp(-3.64) Hinz: -5.0| -0.3 ************ +1.6 | +5.0 Kunz: -5.0| -0.3 *********** +1.6 | +5.0 Z=-5.1(22.48%) | Like=-0.99..0.59 [-110.4238..0.2570] | it/evals=1500/2346 eff=77.0812% N=400 Mono-modal Volume: ~exp(-8.06) * Expected Volume: exp(-3.85) Hinz: -5.0| -0.3 ********** +1.5 | +5.0 Kunz: -5.0| -0.2 ********** +1.5 | +5.0 Z=-4.9(25.69%) | Like=-0.84..0.59 [-110.4238..0.2570] | it/evals=1539/2408 eff=76.6434% N=400 Z=-4.9(26.62%) | Like=-0.81..0.59 [-110.4238..0.2570] | it/evals=1550/2420 eff=76.7327% N=400 Z=-4.7(30.74%) | Like=-0.65..0.59 [-110.4238..0.2570] | it/evals=1600/2486 eff=76.7018% N=400 Mono-modal Volume: ~exp(-8.11) * Expected Volume: exp(-4.05) Hinz: -5.0| -0.2 ********** +1.5 | +5.0 Kunz: -5.0| -0.1 ********* +1.4 | +5.0 Z=-4.7(32.49%) | Like=-0.59..0.59 [-110.4238..0.2570] | it/evals=1620/2515 eff=76.5957% N=400 Z=-4.6(35.14%) | Like=-0.52..0.59 [-110.4238..0.2570] | it/evals=1650/2553 eff=76.6373% N=400 Z=-4.5(39.45%) | Like=-0.37..0.59 [-110.4238..0.2570] | it/evals=1700/2613 eff=76.8188% N=400 Mono-modal Volume: ~exp(-8.34) * Expected Volume: exp(-4.25) Hinz: -5.0| -0.1 ********* +1.4 | +5.0 Kunz: -5.0e+00| -6.8e-02 ******** +1.3e+00 | +5.0e+00 Z=-4.5(39.54%) | Like=-0.37..0.59 [-110.4238..0.2570] | it/evals=1701/2614 eff=76.8293% N=400 Z=-4.4(43.86%) | Like=-0.23..0.59 [-110.4238..0.2570] | it/evals=1750/2673 eff=76.9908% N=400 Mono-modal Volume: ~exp(-8.34) Expected Volume: exp(-4.45) Hinz: -5.0e+00| -1.8e-02 ******** +1.3e+00 | +5.0e+00 Kunz: +0.0e+00|************* +1.2e+00 | +5.0e+00 Z=-4.3(48.36%) | Like=-0.12..0.59 [-110.4238..0.2570] | it/evals=1800/2746 eff=76.7263% N=400 Z=-4.2(52.64%) | Like=-0.05..0.59 [-110.4238..0.2570] | it/evals=1850/2839 eff=75.8508% N=400 Mono-modal Volume: ~exp(-8.55) * Expected Volume: exp(-4.66) Hinz: +0.0e+00|************** +1.2e+00 | +5.0e+00 Kunz: +0.0e+00|************* +1.2e+00 | +5.0e+00 Z=-4.2(53.79%) | Like=-0.03..0.59 [-110.4238..0.2570] | it/evals=1863/2858 eff=75.7933% N=400 Z=-4.1(56.80%) | Like=0.02..0.59 [-110.4238..0.2570] | it/evals=1900/2909 eff=75.7274% N=400 Mono-modal Volume: ~exp(-9.21) * Expected Volume: exp(-4.86) Hinz: +0.0e+00|************* +1.1e+00 | +5.0e+00 Kunz: +0.0| *********** +1.1 | +5.0 Z=-4.1(60.22%) | Like=0.09..0.59 [-110.4238..0.2570] | it/evals=1944/2967 eff=75.7304% N=400 Z=-4.1(60.66%) | Like=0.10..0.59 [-110.4238..0.2570] | it/evals=1950/2974 eff=75.7576% N=400 Z=-4.0(64.30%) | Like=0.17..0.59 [-110.4238..0.2570] | it/evals=2000/3040 eff=75.7576% N=400 Mono-modal Volume: ~exp(-9.35) * Expected Volume: exp(-5.06) Hinz: +0.0| *********** +1.1 | +5.0 Kunz: +0.0| *********** +1.1 | +5.0 Z=-4.0(66.06%) | Like=0.20..0.59 [-110.4238..0.2570] | it/evals=2025/3076 eff=75.6726% N=400 Z=-4.0(67.80%) | Like=0.22..0.59 [-110.4238..0.2570] | it/evals=2050/3107 eff=75.7296% N=400 Z=-3.9(70.94%) | Like=0.27..0.59 [0.2720..0.2720]*| it/evals=2100/3166 eff=75.9219% N=400 Mono-modal Volume: ~exp(-9.35) Expected Volume: exp(-5.27) Hinz: +0.0| ********** +1.1 | +5.0 Kunz: +0.0| ********* +1.0 | +5.0 Z=-3.9(73.92%) | Like=0.31..0.59 [0.3138..0.3148]*| it/evals=2150/3228 eff=76.0255% N=400 Mono-modal Volume: ~exp(-9.73) * Expected Volume: exp(-5.47) Hinz: +0.0| ********* +1.0 | +5.0 Kunz: +0.0| +0.3 **************************************| +1.0 Z=-3.9(75.96%) | Like=0.34..0.59 [0.3396..0.3411]*| it/evals=2187/3283 eff=75.8585% N=400 Z=-3.8(76.62%) | Like=0.35..0.59 [0.3471..0.3472]*| it/evals=2200/3298 eff=75.9144% N=400 Z=-3.8(79.07%) | Like=0.37..0.59 [0.3703..0.3707]*| it/evals=2250/3359 eff=76.0392% N=400 Mono-modal Volume: ~exp(-10.20) * Expected Volume: exp(-5.67) Hinz: +0.0| +0.3 **************************************| +1.0 Kunz: +0.0| +0.3 *********************************** | +1.0 Z=-3.8(79.88%) | Like=0.38..0.59 [0.3826..0.3835]*| it/evals=2268/3387 eff=75.9290% N=400 Z=-3.8(81.29%) | Like=0.40..0.59 [0.3987..0.3988]*| it/evals=2300/3429 eff=75.9327% N=400 Mono-modal Volume: ~exp(-10.20) Expected Volume: exp(-5.87) Hinz: +0.0| +0.3 ********************************** | +1.0 Kunz: +0.0| +0.3 ******************************** | +1.0 Z=-3.8(83.31%) | Like=0.43..0.59 [0.4253..0.4254]*| it/evals=2350/3503 eff=75.7332% N=400 Z=-3.7(85.14%) | Like=0.44..0.59 [0.4438..0.4450]*| it/evals=2400/3570 eff=75.7098% N=400 Mono-modal Volume: ~exp(-10.59) * Expected Volume: exp(-6.08) Hinz: +0.0| +0.4 ****************************** | +1.0 Kunz: +0.0| +0.4 **************************** | +1.0 Z=-3.7(86.14%) | Like=0.46..0.59 [0.4583..0.4597]*| it/evals=2430/3616 eff=75.5597% N=400 Z=-3.7(86.77%) | Like=0.47..0.59 [0.4670..0.4672]*| it/evals=2450/3641 eff=75.5940% N=400 Z=-3.7(88.26%) | Like=0.48..0.59 [0.4777..0.4778]*| it/evals=2500/3710 eff=75.5287% N=400 Mono-modal Volume: ~exp(-10.59) Expected Volume: exp(-6.28) Hinz: +0.0| +0.4 **************************** | +1.0 Kunz: +0.0| +0.4 *************************** | +1.0 Z=-3.7(89.57%) | Like=0.49..0.59 [0.4897..0.4898]*| it/evals=2550/3776 eff=75.5332% N=400 Mono-modal Volume: ~exp(-10.90) * Expected Volume: exp(-6.48) Hinz: +0.0| +0.4 ************************* | +1.0 Kunz: +0.0| +0.4 ************************ | +1.0 Z=-3.7(90.56%) | Like=0.50..0.59 [0.4990..0.4994]*| it/evals=2592/3831 eff=75.5465% N=400 Z=-3.7(90.74%) | Like=0.50..0.59 [0.5016..0.5018]*| it/evals=2600/3840 eff=75.5814% N=400 Z=-3.7(91.78%) | Like=0.51..0.59 [0.5115..0.5115]*| it/evals=2650/3899 eff=75.7359% N=400 Mono-modal Volume: ~exp(-10.90) Expected Volume: exp(-6.68) Hinz: +0.0| +0.4 *********************** | +1.0 Kunz: +0.0| +0.4 ********************* | +1.0 Z=-3.7(92.71%) | Like=0.52..0.59 [0.5216..0.5220]*| it/evals=2700/3964 eff=75.7576% N=400 Z=-3.6(93.54%) | Like=0.53..0.59 [0.5289..0.5293]*| it/evals=2750/4037 eff=75.6118% N=400 Mono-modal Volume: ~exp(-10.90) Expected Volume: exp(-6.89) Hinz: +0.0| +0.4 ********************* | +1.0 Kunz: +0.0| +0.5 ******************** | +1.0 Z=-3.6(94.28%) | Like=0.54..0.59 [0.5361..0.5365]*| it/evals=2800/4108 eff=75.5124% N=400 Mono-modal Volume: ~exp(-11.39) * Expected Volume: exp(-7.09) Hinz: +0.0| +0.5 ******************* +0.8 | +1.0 Kunz: +0.0| +0.5 ****************** +0.8 | +1.0 Z=-3.6(94.75%) | Like=0.54..0.59 [0.5406..0.5406]*| it/evals=2835/4157 eff=75.4591% N=400 Z=-3.6(94.94%) | Like=0.54..0.59 [0.5423..0.5424]*| it/evals=2850/4174 eff=75.5167% N=400 Z=-3.6(95.52%) | Like=0.55..0.59 [0.5478..0.5480]*| it/evals=2900/4241 eff=75.5012% N=400 Mono-modal Volume: ~exp(-11.66) * Expected Volume: exp(-7.29) Hinz: +0.0| +0.5 ***************** +0.8 | +1.0 Kunz: +0.0| +0.5 ***************** +0.8 | +1.0 Z=-3.6(95.69%) | Like=0.55..0.59 [0.5492..0.5492]*| it/evals=2916/4260 eff=75.5440% N=400 Z=-3.6(96.04%) | Like=0.55..0.59 [0.5522..0.5522]*| it/evals=2950/4301 eff=75.6216% N=400 Mono-modal Volume: ~exp(-11.70) * Expected Volume: exp(-7.49) Hinz: +0.0| +0.5 ***************** +0.8 | +1.0 Kunz: +0.0| +0.5 *************** +0.8 | +1.0 Z=-3.6(96.47%) | Like=0.56..0.59 [0.5567..0.5568]*| it/evals=2997/4361 eff=75.6627% N=400 Z=-3.6(96.49%) | Like=0.56..0.59 [0.5569..0.5572]*| it/evals=3000/4364 eff=75.6811% N=400 Z=-3.6(96.90%) | Like=0.56..0.59 [0.5608..0.5609]*| it/evals=3050/4423 eff=75.8141% N=400 Mono-modal Volume: ~exp(-12.00) * Expected Volume: exp(-7.70) Hinz: +0.0| +0.5 *************** +0.8 | +1.0 Kunz: +0.0| +0.5 ************** +0.8 | +1.0 Z=-3.6(97.11%) | Like=0.56..0.59 [0.5628..0.5628]*| it/evals=3078/4456 eff=75.8876% N=400 Z=-3.6(97.26%) | Like=0.56..0.59 [0.5641..0.5642]*| it/evals=3100/4487 eff=75.8503% N=400 Z=-3.6(97.58%) | Like=0.57..0.59 [0.5669..0.5669]*| it/evals=3150/4573 eff=75.4853% N=400 Mono-modal Volume: ~exp(-12.15) * Expected Volume: exp(-7.90) Hinz: +0.0| +0.5 ************** +0.8 | +1.0 Kunz: +0.0| +0.5 ************* +0.8 | +1.0 Z=-3.6(97.63%) | Like=0.57..0.59 [0.5676..0.5676]*| it/evals=3159/4582 eff=75.5380% N=400 Z=-3.6(97.86%) | Like=0.57..0.59 [0.5694..0.5694]*| it/evals=3200/4634 eff=75.5786% N=400 Mono-modal Volume: ~exp(-12.15) Expected Volume: exp(-8.10) Hinz: +0.0| +0.5 ************* +0.7 | +1.0 Kunz: +0.0| +0.5 ************ +0.7 | +1.0 Z=-3.6(98.11%) | Like=0.57..0.59 [0.5722..0.5724]*| it/evals=3250/4701 eff=75.5638% N=400 Z=-3.6(98.33%) | Like=0.57..0.59 [0.5748..0.5748]*| it/evals=3300/4777 eff=75.3941% N=400 Mono-modal Volume: ~exp(-12.15) Expected Volume: exp(-8.30) Hinz: +0.0| +0.5 ************ +0.7 | +1.0 Kunz: +0.0| +0.5 *********** +0.7 | +1.0 Z=-3.6(98.52%) | Like=0.58..0.59 [0.5769..0.5770]*| it/evals=3350/4845 eff=75.3656% N=400 Z=-3.6(98.69%) | Like=0.58..0.59 [0.5792..0.5792]*| it/evals=3400/4908 eff=75.4215% N=400 Mono-modal Volume: ~exp(-13.05) * Expected Volume: exp(-8.51) Hinz: +0.0| +0.5 *********** +0.7 | +1.0 Kunz: +0.0| +0.6 ********** +0.7 | +1.0 Z=-3.6(98.70%) | Like=0.58..0.59 [0.5792..0.5792]*| it/evals=3402/4911 eff=75.4157% N=400 Z=-3.6(98.85%) | Like=0.58..0.59 [0.5810..0.5810]*| it/evals=3450/4969 eff=75.5089% N=400 Mono-modal Volume: ~exp(-13.05) Expected Volume: exp(-8.71) Hinz: +0.0| +0.6 ********* +0.7 | +1.0 Kunz: +0.0| +0.6 ********* +0.7 | +1.0 Z=-3.6(98.98%) | Like=0.58..0.59 [0.5824..0.5824]*| it/evals=3500/5037 eff=75.4798% N=400 [ultranest] Explored until L=0.6 [ultranest] Likelihood function evaluations: 5044 [ultranest] logZ = -3.561 +- 0.06149 [ultranest] Effective samples strategy satisfied (ESS = 1637.2, 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=0.18, need <0.5) [ultranest] logZ error budget: single: 0.09 bs:0.06 tail:0.01 total:0.06 required:<0.50 [ultranest] done iterating. ncalls: 5046 nunique: 5046 {'niter': 3908, 'logz': -3.5750372742316374, 'logzerr': 0.18285938970240617, 'logz_bs': -3.561099557844779, 'logz_single': -3.5750372742316374, 'logzerr_tail': 0.00993314182642413, 'logzerr_bs': 0.18258940028323822, 'ess': 1637.168197590049, 'H': 3.1452515988571794, 'Herr': 0.05332498217546937, 'posterior': {'mean': [0.6294577650320705, 0.6172694724103815], 'stdev': [0.5524195072785559, 0.5126530733232583], 'median': [0.6295833547658618, 0.6206913640180205], 'errlo': [0.07677030265485091, 0.121521200978143], 'errup': [1.1937388288802548, 1.1327591915807558]}, 'weighted_samples': {'upoints': array([[0.01988013, 0.02621099], [0.01833264, 0.066725 ], [0.08504421, 0.03905478], ..., [0.56317546, 0.56316655], [0.56366264, 0.56324619], [0.56369616, 0.56359544]]), 'points': array([[-4.80119866, -4.73789013], [-4.81667357, -4.33275002], [-4.14955789, -4.60945217], ..., [ 0.63175458, 0.63166547], [ 0.63662645, 0.63246187], [ 0.63696157, 0.63595441]]), 'weights': array([9.85305551e-50, 2.62851373e-46, 5.14740741e-43, ..., 2.50833369e-05, 2.50835801e-05, 2.50836970e-05]), 'logw': array([ -5.99271429, -5.99521429, -5.99771429, ..., -14.76146455, -14.76146455, -14.76146455]), 'bootstrapped_weights': array([[1.51183844e-49, 1.27672783e-49, 0.00000000e+00, ..., 1.50218035e-49, 1.76505480e-49, 1.48211613e-49], [0.00000000e+00, 3.40121058e-46, 4.42073465e-46, ..., 4.00187778e-46, 0.00000000e+00, 3.94780874e-46], [0.00000000e+00, 6.65131766e-43, 8.64371025e-43, ..., 0.00000000e+00, 0.00000000e+00, 0.00000000e+00], ..., [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 4.26279410e-05, 3.46883927e-05], [4.04010131e-05, 3.84323546e-05, 3.99853166e-05, ..., 3.95746223e-05, 0.00000000e+00, 3.46887290e-05], [4.04012015e-05, 0.00000000e+00, 3.99855030e-05, ..., 0.00000000e+00, 4.26285531e-05, 3.46888908e-05]]), 'logl': array([-110.42379603, -102.5323187 , -94.94998881, ..., 0.59312047, 0.59313017, 0.59313483])}, 'samples': array([[-0.07705146, 1.00661385], [ 0.30013717, 0.6113771 ], [ 0.98130901, 0.65733675], ..., [-0.05317748, 0.62755437], [ 0.67088699, 0.47179226], [-0.3279631 , 1.13901642]]), 'maximum_likelihood': {'logl': 0.5931348294662079, 'point': [0.636961572708092, 0.635954411003123], 'point_untransformed': [0.5636961572708092, 0.5635954411003123]}, 'ncall': 5044, 'paramnames': ['Hinz', 'Kunz'], 'logzerr_single': 0.08867428599736762} ------------------------------ Captured log call ------------------------------- [32mINFO [0m ultranest:integrator.py:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=0.6 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 5044 [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -3.561 +- 0.06149 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1637.2, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.18, need <0.5) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.09 bs:0.06 tail:0.01 total:0.06 required:<0.50 [32mINFO [0m ultranest:integrator.py:1794 done iterating. [35mDEBUG [0m ultranest:integrator.py:2284 Making corner plot ... [35mDEBUG [0m ultranest:integrator.py:2330 Making run plot ... [35mDEBUG [0m ultranest:integrator.py:2306 Making trace plot ... | |||
| Passed | tests/test_run.py::test_return_summary | 4.47 | |
|
----------------------------- Captured stdout call ----------------------------- [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-4.40) * Expected Volume: exp(0.00) a: +0.000|********************************************************| +1.000 b: +1.0e-06|********************************************************| +1.0e+00 Z=-inf(0.00%) | Like=-2801.72..10.06 [-2801.7216..9.9379] | it/evals=0/401 eff=0.0000% N=400 Z=-1988.2(0.00%) | Like=-1967.39..10.06 [-2801.7216..9.9379] | it/evals=40/443 eff=93.0233% N=400 Z=-1572.5(0.00%) | Like=-1548.39..10.06 [-2801.7216..9.9379] | it/evals=80/485 eff=94.1176% N=400 Mono-modal Volume: ~exp(-4.40) Expected Volume: exp(-0.20) a: +0.000|**************************************************** ***| +1.000 b: +0.0| **********************************************| +1.0 Z=-1151.6(0.00%) | Like=-1134.34..10.06 [-2801.7216..9.9379] | it/evals=120/527 eff=94.4882% N=400 Z=-821.2(0.00%) | Like=-809.31..10.06 [-2801.7216..9.9379] | it/evals=160/570 eff=94.1176% N=400 Mono-modal Volume: ~exp(-4.52) * Expected Volume: exp(-0.41) a: +0.0000|********************************************************| +1.0000 b: +0.0| +0.3 *************************************| +1.0 Z=-810.6(0.00%) | Like=-801.09..10.06 [-2801.7216..9.9379] | it/evals=162/572 eff=94.1860% N=400 Z=-600.6(0.00%) | Like=-593.36..10.06 [-2801.7216..9.9379] | it/evals=200/617 eff=92.1659% N=400 Z=-400.4(0.00%) | Like=-393.83..10.06 [-2801.7216..9.9379] | it/evals=240/666 eff=90.2256% N=400 Mono-modal Volume: ~exp(-5.07) * Expected Volume: exp(-0.61) a: +0.000|**************************************************** ***| +1.000 b: +0.0| +0.5 ******************************| +1.0 Z=-388.3(0.00%) | Like=-378.59..10.06 [-2801.7216..9.9379] | it/evals=243/669 eff=90.3346% N=400 Z=-304.2(0.00%) | Like=-294.82..10.06 [-2801.7216..9.9379] | it/evals=280/710 eff=90.3226% N=400 Z=-253.8(0.00%) | Like=-247.54..10.06 [-2801.7216..9.9379] | it/evals=320/753 eff=90.6516% N=400 Mono-modal Volume: ~exp(-5.07) Expected Volume: exp(-0.81) a: +0.000|**************************************************** ***| +1.000 b: +0.0| +0.5 ************************** | +1.0 Z=-200.8(0.00%) | Like=-190.28..10.06 [-2801.7216..9.9379] | it/evals=360/803 eff=89.3300% N=400 Z=-164.4(0.00%) | Like=-158.05..10.06 [-2801.7216..9.9379] | it/evals=400/847 eff=89.4855% N=400 Mono-modal Volume: ~exp(-5.07) Expected Volume: exp(-1.01) a: +0.000|********************************************************| +1.000 b: +0.0| +0.6 ********************* | +1.0 Z=-128.5(0.00%) | Like=-121.56..10.06 [-2801.7216..9.9379] | it/evals=440/900 eff=88.0000% N=400 Z=-100.3(0.00%) | Like=-93.14..10.06 [-2801.7216..9.9379] | it/evals=480/955 eff=86.4865% N=400 Mono-modal Volume: ~exp(-5.42) * Expected Volume: exp(-1.21) a: +0.000|********************************************************| +1.000 b: +0.0| +0.6 **************** | +1.0 Z=-97.1(0.00%) | Like=-90.28..10.06 [-2801.7216..9.9379] | it/evals=486/962 eff=86.4769% N=400 Z=-81.7(0.00%) | Like=-74.85..10.06 [-2801.7216..9.9379] | it/evals=520/1003 eff=86.2355% N=400 Z=-67.3(0.00%) | Like=-60.96..10.06 [-2801.7216..9.9379] | it/evals=560/1056 eff=85.3659% N=400 Mono-modal Volume: ~exp(-5.42) Expected Volume: exp(-1.42) a: +0.000|********************************************************| +1.000 b: +0.0| +0.6 ************** | +1.0 Z=-58.1(0.00%) | Like=-51.47..10.06 [-2801.7216..9.9379] | it/evals=600/1103 eff=85.3485% N=400 Z=-47.5(0.00%) | Like=-41.04..10.06 [-2801.7216..9.9379] | it/evals=640/1158 eff=84.4327% N=400 Mono-modal Volume: ~exp(-5.82) * Expected Volume: exp(-1.62) a: +0.000|********************************************************| +1.000 b: +0.0| +0.7 ************ | +1.0 Z=-45.8(0.00%) | Like=-39.84..10.06 [-2801.7216..9.9379] | it/evals=648/1166 eff=84.5953% N=400 Z=-40.7(0.00%) | Like=-34.21..10.06 [-2801.7216..9.9379] | it/evals=680/1206 eff=84.3672% N=400 Z=-33.5(0.00%) | Like=-27.58..10.06 [-2801.7216..9.9379] | it/evals=720/1263 eff=83.4299% N=400 Mono-modal Volume: ~exp(-6.13) * Expected Volume: exp(-1.82) a: +0.000|********************************************************| +1.000 b: +0.0| +0.7 ********** | +1.0 Z=-32.3(0.00%) | Like=-26.62..10.06 [-2801.7216..9.9379] | it/evals=729/1273 eff=83.5052% N=400 Z=-28.4(0.00%) | Like=-22.45..10.06 [-2801.7216..9.9379] | it/evals=760/1310 eff=83.5165% N=400 Z=-23.7(0.00%) | Like=-17.90..10.11 [-2801.7216..9.9379] | it/evals=800/1358 eff=83.5073% N=400 Mono-modal Volume: ~exp(-6.23) * Expected Volume: exp(-2.02) a: +0.000|********************************************************| +1.000 b: +0.0| +0.7 ********** | +1.0 Z=-22.6(0.00%) | Like=-16.62..10.11 [-2801.7216..9.9379] | it/evals=810/1369 eff=83.5913% N=400 Z=-19.2(0.00%) | Like=-13.24..10.11 [-2801.7216..9.9379] | it/evals=840/1405 eff=83.5821% N=400 Z=-15.2(0.00%) | Like=-9.70..10.11 [-2801.7216..9.9379] | it/evals=880/1456 eff=83.3333% N=400 Mono-modal Volume: ~exp(-6.49) * Expected Volume: exp(-2.23) a: +0.000|********************************************************| +1.000 b: +0.0| +0.7 ******** +0.8 | +1.0 Z=-14.5(0.00%) | Like=-8.97..10.11 [-2801.7216..9.9379] | it/evals=891/1467 eff=83.5052% N=400 Z=-12.9(0.00%) | Like=-7.60..10.11 [-2801.7216..9.9379] | it/evals=920/1502 eff=83.4846% N=400 Z=-10.8(0.00%) | Like=-5.46..10.11 [-2801.7216..9.9379] | it/evals=960/1550 eff=83.4783% N=400 Mono-modal Volume: ~exp(-6.73) * Expected Volume: exp(-2.43) a: +0.000|********************************************************| +1.000 b: +0.0| +0.7 ****** +0.8 | +1.0 Z=-10.2(0.00%) | Like=-4.60..10.11 [-2801.7216..9.9379] | it/evals=972/1564 eff=83.5052% N=400 Z=-8.9(0.00%) | Like=-3.52..10.11 [-2801.7216..9.9379] | it/evals=1000/1595 eff=83.6820% N=400 Z=-7.3(0.00%) | Like=-2.09..10.11 [-2801.7216..9.9379] | it/evals=1040/1641 eff=83.8034% N=400 Mono-modal Volume: ~exp(-6.93) * Expected Volume: exp(-2.63) a: +0.00| ***************************************************** *| +1.00 b: +0.0| +0.7 ****** +0.8 | +1.0 Z=-6.8(0.00%) | Like=-1.72..10.11 [-2801.7216..9.9379] | it/evals=1053/1659 eff=83.6378% N=400 Z=-6.1(0.00%) | Like=-0.99..10.12 [-2801.7216..9.9379] | it/evals=1080/1689 eff=83.7859% N=400 Z=-5.0(0.00%) | Like=0.09..10.12 [-2801.7216..9.9379] | it/evals=1120/1741 eff=83.5198% N=400 Mono-modal Volume: ~exp(-6.93) Expected Volume: exp(-2.83) a: +0.00| ************************************************** | +1.00 b: +0.0| +0.7 ****** +0.8 | +1.0 Z=-4.2(0.01%) | Like=0.86..10.13 [-2801.7216..9.9379] | it/evals=1160/1790 eff=83.4532% N=400 Z=-3.4(0.02%) | Like=1.75..10.13 [-2801.7216..9.9379] | it/evals=1200/1846 eff=82.9876% N=400 Mono-modal Volume: ~exp(-7.20) * Expected Volume: exp(-3.04) a: +0.0| ********************************************* | +1.0 b: +0.0| +0.7 ****** +0.8 | +1.0 Z=-3.1(0.03%) | Like=2.04..10.13 [-2801.7216..9.9379] | it/evals=1215/1865 eff=82.9352% N=400 Z=-2.6(0.05%) | Like=2.44..10.13 [-2801.7216..9.9379] | it/evals=1240/1892 eff=83.1099% N=400 Z=-1.9(0.09%) | Like=3.17..10.13 [-2801.7216..9.9379] | it/evals=1280/1947 eff=82.7408% N=400 Mono-modal Volume: ~exp(-7.47) * Expected Volume: exp(-3.24) a: +0.0| ***************************************** | +1.0 b: +0.0| +0.7 ****** +0.8 | +1.0 Z=-1.6(0.12%) | Like=3.49..10.13 [-2801.7216..9.9379] | it/evals=1296/1964 eff=82.8645% N=400 Z=-1.2(0.19%) | Like=3.91..10.13 [-2801.7216..9.9379] | it/evals=1320/1994 eff=82.8105% N=400 Z=-0.6(0.34%) | Like=4.64..10.13 [-2801.7216..9.9379] | it/evals=1360/2046 eff=82.6245% N=400 Mono-modal Volume: ~exp(-7.96) * Expected Volume: exp(-3.44) a: +0.0| ************************************* | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=-0.3(0.45%) | Like=4.84..10.13 [-2801.7216..9.9379] | it/evals=1377/2067 eff=82.6035% N=400 Z=-0.0(0.62%) | Like=5.14..10.13 [-2801.7216..9.9379] | it/evals=1400/2094 eff=82.6446% N=400 Z=0.5(1.00%) | Like=5.55..10.13 [-2801.7216..9.9379] | it/evals=1440/2141 eff=82.7111% 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=0.9(1.54%) | Like=5.94..10.13 [-2801.7216..9.9379] | it/evals=1480/2192 eff=82.5893% N=400 Z=1.2(2.21%) | Like=6.24..10.13 [-2801.7216..9.9379] | it/evals=1520/2242 eff=82.5190% N=400 Mono-modal Volume: ~exp(-8.08) * Expected Volume: exp(-3.85) a: +0.0| +0.2 ******************************* +0.8 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=1.4(2.61%) | Like=6.42..10.13 [-2801.7216..9.9379] | it/evals=1539/2269 eff=82.3435% N=400 Z=1.6(3.13%) | Like=6.74..10.13 [-2801.7216..9.9379] | it/evals=1560/2294 eff=82.3654% N=400 Z=1.9(4.36%) | Like=7.08..10.13 [-2801.7216..9.9379] | it/evals=1600/2347 eff=82.1777% N=400 Mono-modal Volume: ~exp(-8.30) * Expected Volume: exp(-4.05) a: +0.0| +0.3 *************************** +0.7 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=2.1(5.10%) | Like=7.21..10.13 [-2801.7216..9.9379] | it/evals=1620/2380 eff=81.8182% N=400 Z=2.2(5.91%) | Like=7.40..10.13 [-2801.7216..9.9379] | it/evals=1640/2412 eff=81.5109% N=400 Z=2.5(7.78%) | Like=7.65..10.13 [-2801.7216..9.9379] | it/evals=1680/2465 eff=81.3559% N=400 Mono-modal Volume: ~exp(-8.30) Expected Volume: exp(-4.25) a: +0.0| +0.3 ************************ +0.7 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=2.7(10.01%) | Like=7.94..10.13 [-2801.7216..9.9379] | it/evals=1720/2521 eff=81.0938% N=400 Z=3.0(12.60%) | Like=8.12..10.13 [-2801.7216..9.9379] | it/evals=1760/2577 eff=80.8452% N=400 Mono-modal Volume: ~exp(-8.74) * Expected Volume: exp(-4.45) a: +0.0| +0.3 ********************** +0.7 | +1.0 b: +0.0| +0.7 **** +0.8 | +1.0 Z=3.1(14.07%) | Like=8.25..10.13 [-2801.7216..9.9379] | it/evals=1782/2604 eff=80.8530% N=400 Z=3.2(15.40%) | Like=8.32..10.13 [-2801.7216..9.9379] | it/evals=1800/2627 eff=80.8262% N=400 Z=3.4(18.64%) | Like=8.50..10.13 [-2801.7216..9.9379] | it/evals=1840/2674 eff=80.9147% N=400 Mono-modal Volume: ~exp(-8.80) * Expected Volume: exp(-4.66) a: +0.0| +0.3 ******************** +0.7 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=3.4(20.65%) | Like=8.59..10.13 [-2801.7216..9.9379] | it/evals=1863/2713 eff=80.5447% N=400 Z=3.5(22.01%) | Like=8.66..10.13 [-2801.7216..9.9379] | it/evals=1880/2738 eff=80.4106% N=400 Z=3.7(25.60%) | Like=8.80..10.13 [-2801.7216..9.9379] | it/evals=1920/2791 eff=80.3011% N=400 Mono-modal Volume: ~exp(-9.33) * Expected Volume: exp(-4.86) a: +0.0| +0.4 ****************** +0.7 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=3.7(27.89%) | Like=8.89..10.13 [-2801.7216..9.9379] | it/evals=1944/2831 eff=79.9671% N=400 Z=3.8(29.31%) | Like=8.94..10.13 [-2801.7216..9.9379] | it/evals=1960/2852 eff=79.9347% N=400 Z=3.9(33.05%) | Like=9.07..10.14 [-2801.7216..9.9379] | it/evals=2000/2899 eff=80.0320% N=400 Mono-modal Volume: ~exp(-9.39) * Expected Volume: exp(-5.06) a: +0.0| +0.4 **************** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.0(35.40%) | Like=9.12..10.14 [-2801.7216..9.9379] | it/evals=2025/2938 eff=79.7872% N=400 Z=4.0(36.75%) | Like=9.14..10.14 [-2801.7216..9.9379] | it/evals=2040/2953 eff=79.9060% N=400 Z=4.1(40.62%) | Like=9.22..10.14 [-2801.7216..9.9379] | it/evals=2080/3003 eff=79.9078% N=400 Mono-modal Volume: ~exp(-9.39) Expected Volume: exp(-5.27) a: +0.0| +0.4 **************** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.2(44.26%) | Like=9.30..10.14 [-2801.7216..9.9379] | it/evals=2120/3058 eff=79.7592% N=400 Z=4.3(47.85%) | Like=9.37..10.14 [-2801.7216..9.9379] | it/evals=2160/3116 eff=79.5287% N=400 Mono-modal Volume: ~exp(-9.67) * Expected Volume: exp(-5.47) a: +0.0| +0.4 ************** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.3(50.11%) | Like=9.42..10.14 [-2801.7216..9.9379] | it/evals=2187/3154 eff=79.4118% N=400 Z=4.4(51.24%) | Like=9.44..10.14 [-2801.7216..9.9379] | it/evals=2200/3168 eff=79.4798% N=400 Z=4.4(54.58%) | Like=9.51..10.14 [-2801.7216..9.9379] | it/evals=2240/3216 eff=79.5455% N=400 Mono-modal Volume: ~exp(-9.95) * Expected Volume: exp(-5.67) a: +0.0| +0.4 ************** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.5(56.86%) | Like=9.54..10.14 [-2801.7216..9.9379] | it/evals=2268/3254 eff=79.4674% N=400 Z=4.5(57.82%) | Like=9.55..10.14 [-2801.7216..9.9379] | it/evals=2280/3269 eff=79.4702% N=400 Z=4.5(60.85%) | Like=9.60..10.14 [-2801.7216..9.9379] | it/evals=2320/3321 eff=79.4249% N=400 Mono-modal Volume: ~exp(-9.99) * Expected Volume: exp(-5.87) a: +0.0| +0.4 ************ +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.6(63.00%) | Like=9.63..10.14 [-2801.7216..9.9379] | it/evals=2349/3351 eff=79.6001% N=400 Z=4.6(63.73%) | Like=9.64..10.14 [-2801.7216..9.9379] | it/evals=2360/3364 eff=79.6221% N=400 Z=4.6(66.48%) | Like=9.69..10.14 [-2801.7216..9.9379] | it/evals=2400/3418 eff=79.5229% N=400 Mono-modal Volume: ~exp(-10.39) * Expected Volume: exp(-6.08) a: +0.0| +0.4 *********** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.6(68.35%) | Like=9.72..10.14 [-2801.7216..9.9379] | it/evals=2430/3465 eff=79.2822% N=400 Z=4.7(68.98%) | Like=9.74..10.14 [-2801.7216..9.9379] | it/evals=2440/3475 eff=79.3496% N=400 Z=4.7(71.43%) | Like=9.77..10.14 [-2801.7216..9.9379] | it/evals=2480/3522 eff=79.4363% N=400 Mono-modal Volume: ~exp(-10.39) Expected Volume: exp(-6.28) a: +0.0| +0.4 ********** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.7(73.70%) | Like=9.82..10.14 [-2801.7216..9.9379] | it/evals=2520/3583 eff=79.1706% N=400 Z=4.7(75.83%) | Like=9.85..10.14 [-2801.7216..9.9379] | it/evals=2560/3635 eff=79.1345% N=400 Mono-modal Volume: ~exp(-10.54) * Expected Volume: exp(-6.48) a: +0.0| +0.4 ********* +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.8(77.47%) | Like=9.87..10.14 [-2801.7216..9.9379] | it/evals=2592/3683 eff=78.9522% N=400 Z=4.8(77.84%) | Like=9.88..10.14 [-2801.7216..9.9379] | it/evals=2600/3692 eff=78.9793% N=400 Z=4.8(79.75%) | Like=9.90..10.14 [-2801.7216..9.9379] | it/evals=2640/3740 eff=79.0419% N=400 Mono-modal Volume: ~exp(-10.67) * Expected Volume: exp(-6.68) a: +0.0| +0.4 ******** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.8(81.18%) | Like=9.92..10.14 [-2801.7216..9.9379] | it/evals=2673/3786 eff=78.9427% N=400 Z=4.8(81.47%) | Like=9.93..10.14 [-2801.7216..9.9379] | it/evals=2680/3793 eff=78.9861% N=400 Z=4.8(83.06%) | Like=9.94..10.14 [9.9448..9.9453]*| it/evals=2720/3843 eff=79.0009% N=400 Mono-modal Volume: ~exp(-11.10) * Expected Volume: exp(-6.89) a: +0.0| +0.4 ******** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(84.31%) | Like=9.96..10.14 [9.9627..9.9629]*| it/evals=2754/3886 eff=79.0017% N=400 Z=4.9(84.53%) | Like=9.96..10.14 [9.9638..9.9638]*| it/evals=2760/3893 eff=79.0152% N=400 Z=4.9(85.88%) | Like=9.98..10.14 [9.9811..9.9813]*| it/evals=2800/3947 eff=78.9399% N=400 Mono-modal Volume: ~exp(-11.24) * Expected Volume: exp(-7.09) a: +0.0| +0.4 ****** +0.6 | +1.0 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(86.99%) | Like=10.00..10.14 [9.9957..9.9964]*| it/evals=2835/3990 eff=78.9694% N=400 Z=4.9(87.14%) | Like=10.00..10.14 [9.9972..9.9975]*| it/evals=2840/3996 eff=78.9766% N=400 Z=4.9(88.29%) | Like=10.01..10.14 [10.0101..10.0106]*| it/evals=2880/4054 eff=78.8177% N=400 Mono-modal Volume: ~exp(-11.57) * Expected Volume: exp(-7.29) a: +0.00| +0.45 ****** +0.55 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(89.23%) | Like=10.02..10.14 [10.0229..10.0230]*| it/evals=2916/4117 eff=78.4504% N=400 Z=4.9(89.33%) | Like=10.02..10.14 [10.0244..10.0245]*| it/evals=2920/4122 eff=78.4524% N=400 Z=4.9(90.30%) | Like=10.04..10.14 [10.0361..10.0362]*| it/evals=2960/4172 eff=78.4730% N=400 Mono-modal Volume: ~exp(-11.77) * Expected Volume: exp(-7.49) a: +0.00| +0.46 ****** +0.54 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(91.12%) | Like=10.05..10.14 [10.0457..10.0459]*| it/evals=2997/4224 eff=78.3734% N=400 Z=4.9(91.18%) | Like=10.05..10.14 [10.0462..10.0465]*| it/evals=3000/4227 eff=78.3904% N=400 Z=4.9(91.99%) | Like=10.06..10.14 [10.0557..10.0559]*| it/evals=3040/4273 eff=78.4921% N=400 Mono-modal Volume: ~exp(-12.02) * Expected Volume: exp(-7.70) a: +0.00| +0.46 ****** +0.54 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=4.9(92.69%) | Like=10.06..10.14 [10.0633..10.0634]*| it/evals=3078/4322 eff=78.4804% N=400 Z=4.9(92.72%) | Like=10.06..10.14 [10.0635..10.0637]*| it/evals=3080/4324 eff=78.4913% N=400 Z=5.0(93.39%) | Like=10.07..10.14 [10.0716..10.0717]*| it/evals=3120/4373 eff=78.5301% N=400 Mono-modal Volume: ~exp(-12.02) Expected Volume: exp(-7.90) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=5.0(94.00%) | Like=10.08..10.14 [10.0779..10.0783]*| it/evals=3160/4428 eff=78.4508% N=400 Z=5.0(94.56%) | Like=10.08..10.14 [10.0841..10.0842]*| it/evals=3200/4477 eff=78.4891% N=400 Mono-modal Volume: ~exp(-12.33) * Expected Volume: exp(-8.10) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=5.0(95.06%) | Like=10.09..10.14 [10.0889..10.0889]*| it/evals=3240/4531 eff=78.4314% N=400 Z=5.0(95.52%) | Like=10.09..10.14 [10.0934..10.0935]*| it/evals=3280/4577 eff=78.5253% N=400 Z=5.0(95.94%) | Like=10.10..10.14 [10.0980..10.0982]*| it/evals=3320/4627 eff=78.5427% N=400 Mono-modal Volume: ~exp(-12.42) * Expected Volume: exp(-8.30) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=5.0(95.95%) | Like=10.10..10.14 [10.0982..10.0983]*| it/evals=3321/4628 eff=78.5478% N=400 Z=5.0(96.32%) | Like=10.10..10.14 [10.1026..10.1026]*| it/evals=3360/4683 eff=78.4497% N=400 Z=5.0(96.66%) | Like=10.11..10.14 [10.1060..10.1061]*| it/evals=3400/4739 eff=78.3591% N=400 Mono-modal Volume: ~exp(-12.98) * Expected Volume: exp(-8.51) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=5.0(96.68%) | Like=10.11..10.14 [10.1062..10.1062]*| it/evals=3402/4741 eff=78.3690% N=400 Z=5.0(96.97%) | Like=10.11..10.14 [10.1086..10.1087]*| it/evals=3440/4787 eff=78.4135% N=400 Z=5.0(97.26%) | Like=10.11..10.14 [10.1120..10.1121]*| it/evals=3480/4836 eff=78.4491% N=400 Mono-modal Volume: ~exp(-13.02) * Expected Volume: exp(-8.71) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=5.0(97.28%) | Like=10.11..10.14 [10.1122..10.1123]*| it/evals=3483/4839 eff=78.4636% N=400 Z=5.0(97.52%) | Like=10.11..10.14 [10.1148..10.1148]*| it/evals=3520/4885 eff=78.4838% N=400 Z=5.0(97.75%) | Like=10.12..10.14 [10.1177..10.1177]*| it/evals=3560/4942 eff=78.3796% N=400 Mono-modal Volume: ~exp(-13.15) * Expected Volume: exp(-8.91) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=5.0(97.77%) | Like=10.12..10.14 [10.1178..10.1179]*| it/evals=3564/4948 eff=78.3641% N=400 Z=5.0(97.96%) | Like=10.12..10.14 [10.1192..10.1193]*| it/evals=3600/4991 eff=78.4143% N=400 Z=5.0(98.15%) | Like=10.12..10.14 [10.1213..10.1213]*| it/evals=3640/5042 eff=78.4145% N=400 Mono-modal Volume: ~exp(-13.25) * Expected Volume: exp(-9.11) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=5.0(98.18%) | Like=10.12..10.14 [10.1213..10.1214]*| it/evals=3645/5047 eff=78.4377% N=400 Z=5.0(98.33%) | Like=10.12..10.14 [10.1224..10.1224]*| it/evals=3680/5088 eff=78.4983% N=400 Z=5.0(98.49%) | Like=10.12..10.14 [10.1245..10.1245]*| it/evals=3720/5142 eff=78.4479% N=400 Mono-modal Volume: ~exp(-13.35) * Expected Volume: exp(-9.32) a: +0.00| +0.48 ** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=5.0(98.51%) | Like=10.13..10.14 [10.1250..10.1251]*| it/evals=3726/5150 eff=78.4421% N=400 Z=5.0(98.63%) | Like=10.13..10.14 [10.1260..10.1260]*| it/evals=3760/5195 eff=78.4150% N=400 Z=5.0(98.76%) | Like=10.13..10.14 [10.1276..10.1278]*| it/evals=3800/5249 eff=78.3667% N=400 Mono-modal Volume: ~exp(-13.44) * Expected Volume: exp(-9.52) a: +0.00| +0.48 ** +0.52 | +1.00 b: +0.0| +0.7 ** +0.8 | +1.0 Z=5.0(98.78%) | Like=10.13..10.14 [10.1279..10.1280]*| it/evals=3807/5259 eff=78.3495% N=400 Z=5.0(98.88%) | Like=10.13..10.14 [10.1288..10.1288]*| it/evals=3840/5297 eff=78.4154% N=400 Z=5.0(98.98%) | Like=10.13..10.14 [10.1296..10.1296]*| it/evals=3880/5342 eff=78.5107% N=400 [ultranest] Explored until L=1e+01 [ultranest] Likelihood function evaluations: 5350 [ultranest] logZ = 5.017 +- 0.07045 [ultranest] Effective samples strategy satisfied (ESS = 1584.6, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.12 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.5) [ultranest] logZ error budget: single: 0.10 bs:0.07 tail:0.01 total:0.07 required:<0.50 [ultranest] done iterating. {'niter': 4288, 'logz': 5.022302607698836, 'logzerr': 0.12836216139359838, 'logz_bs': 5.017250102227635, 'logz_single': 5.022302607698836, 'logzerr_tail': 0.00992834405095877, 'logzerr_bs': 0.12797762484919772, 'ess': 1584.6221972719836, 'H': 4.114971740369991, 'Herr': 0.06496075535691428, 'posterior': {'mean': [0.4957384529513075, 0.7499238060168841], 'stdev': [0.10161098786120373, 0.00986157785073274], 'median': [0.4956630085703741, 0.7498847417443796], 'errlo': [0.39279301550274615, 0.7396176309543389], 'errup': [0.6011857684655171, 0.7601038469197784]}, 'weighted_samples': {'upoints': array([[5.12154099e-01, 8.61434074e-05], [7.78578280e-01, 9.07656897e-03], [3.85657413e-01, 8.73021411e-03], ..., [5.01102426e-01, 7.50124126e-01], [5.00149229e-01, 7.49853749e-01], [4.98954044e-01, 7.49979033e-01]]), 'points': array([[5.12154099e-01, 8.61434074e-05], [7.78578280e-01, 9.07656897e-03], [3.85657413e-01, 8.73021411e-03], ..., [5.01102426e-01, 7.50124126e-01], [5.00149229e-01, 7.49853749e-01], [4.98954044e-01, 7.49979033e-01]]), 'weights': array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ..., 2.50622323e-05, 2.50629778e-05, 2.50642601e-05]), 'logw': array([ -5.99271429, -5.99521429, -5.99771429, ..., -15.71146455, -15.71146455, -15.71146455]), 'bootstrapped_weights': 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], ..., [3.88656115e-05, 0.00000000e+00, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 3.72398024e-05], [0.00000000e+00, 0.00000000e+00, 3.88686265e-05, ..., 3.44084576e-05, 3.93286336e-05, 3.72409100e-05], [0.00000000e+00, 3.94681930e-05, 0.00000000e+00, ..., 0.00000000e+00, 0.00000000e+00, 3.72428154e-05]]), 'logl': array([-2801.72159123, -2738.57818971, -2737.9184323 , ..., 10.13961862, 10.13964836, 10.13969953])}, 'samples': array([[0.45497523, 0.74303317], [0.44136105, 0.75158565], [0.37856208, 0.7428272 ], ..., [0.3274674 , 0.75200515], [0.47742786, 0.76700461], [0.66585896, 0.73846891]]), 'maximum_likelihood': {'logl': 10.139699525891388, 'point': [0.4989540436216204, 0.7499790332791156], 'point_untransformed': [0.4989540436216204, 0.7499790332791156]}, 'ncall': 5350, 'paramnames': ['a', 'b'], 'logzerr_single': 0.10142696560049984} ------------------------------ Captured log call ------------------------------- [32mINFO [0m ultranest:integrator.py:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=1e+01 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 5350 [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = 5.017 +- 0.07045 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1584.6, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.12 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.5) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.10 bs:0.07 tail:0.01 total:0.07 required:<0.50 [32mINFO [0m ultranest:integrator.py:1794 done iterating. | |||
| Passed | tests/test_run.py::test_run_resume[2.0] | 6.38 | |
|
----------------------------- 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=-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=-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=-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=-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=-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 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=-6.3(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=-2.5(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=-1.8(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=-1.1(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=-0.8(45.82%) | Like=3.39..3.69 [-1245.3896..3.5736] | it/evals=1700/2356 eff=86.9121% N=400 Mono-modal Volume: ~exp(-8.09) * Expected Volume: exp(-4.25) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.8(45.94%) | Like=3.39..3.69 [-1245.3896..3.5736] | it/evals=1701/2356 eff=86.9632% N=400 Z=-0.7(51.19%) | Like=3.45..3.69 [-1245.3896..3.5736] | it/evals=1750/2356 eff=89.4683% N=400 Mono-modal Volume: ~exp(-8.35) * 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=1782/2471 eff=86.0454% N=400 Z=-0.6(56.19%) | Like=3.50..3.69 [-1245.3896..3.5736] | it/evals=1800/2471 eff=86.9145% N=400 Z=-0.5(60.83%) | Like=3.55..3.69 [-1245.3896..3.5736] | it/evals=1850/2471 eff=89.3288% N=400 Mono-modal Volume: ~exp(-8.84) * Expected Volume: exp(-4.66) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.5(61.98%) | Like=3.56..3.69 [-1245.3896..3.5736] | it/evals=1863/2471 eff=89.9565% N=400 Z=-0.5(65.10%) | Like=3.58..3.69 [3.5761..3.5764]*| it/evals=1900/2600 eff=86.3636% N=400 Mono-modal Volume: ~exp(-8.84) Expected Volume: exp(-4.86) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.4(68.95%) | Like=3.60..3.69 [3.6010..3.6014]*| it/evals=1950/2600 eff=88.6364% N=400 Z=-0.4(72.43%) | Like=3.62..3.69 [3.6219..3.6221]*| it/evals=2000/2697 eff=87.0701% N=400 Mono-modal Volume: ~exp(-9.28) * Expected Volume: exp(-5.06) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(74.03%) | Like=3.63..3.69 [3.6283..3.6289]*| it/evals=2025/2697 eff=88.1585% N=400 Z=-0.3(75.55%) | Like=3.64..3.69 [3.6351..3.6355]*| it/evals=2050/2697 eff=89.2468% N=400 Z=-0.3(78.34%) | Like=3.64..3.69 [3.6440..3.6443]*| it/evals=2100/2805 eff=87.3181% N=400 Mono-modal Volume: ~exp(-9.28) Expected Volume: exp(-5.27) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(80.83%) | Like=3.66..3.69 [3.6551..3.6555]*| it/evals=2150/2805 eff=89.3971% N=400 Mono-modal Volume: ~exp(-9.60) * Expected Volume: exp(-5.47) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(82.49%) | Like=3.66..3.69 [3.6602..3.6605]*| it/evals=2187/2896 eff=87.6202% N=400 Z=-0.2(83.04%) | Like=3.66..3.69 [3.6620..3.6621]*| it/evals=2200/2896 eff=88.1410% N=400 Z=-0.2(85.00%) | Like=3.67..3.69 [3.6677..3.6678]*| it/evals=2250/3012 eff=86.1409% N=400 Mono-modal Volume: ~exp(-9.84) * Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(85.66%) | Like=3.67..3.69 [3.6692..3.6692]*| it/evals=2268/3012 eff=86.8300% N=400 Z=-0.2(86.75%) | Like=3.67..3.69 [3.6718..3.6718]*| it/evals=2300/3012 eff=88.0551% N=400 Mono-modal Volume: ~exp(-9.84) Expected Volume: exp(-5.87) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(88.29%) | Like=3.67..3.69 [3.6742..3.6742]*| it/evals=2350/3012 eff=89.9694% N=400 Z=-0.2(89.66%) | Like=3.68..3.69 [3.6775..3.6775]*| it/evals=2400/3112 eff=88.4956% N=400 Mono-modal Volume: ~exp(-10.20) * Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(90.40%) | Like=3.68..3.69 [3.6787..3.6787]*| it/evals=2430/3112 eff=89.6018% N=400 Z=-0.1(90.87%) | Like=3.68..3.69 [3.6792..3.6792]*| it/evals=2450/3240 eff=86.2676% N=400 Z=-0.1(91.94%) | Like=3.68..3.69 [3.6810..3.6810]*| it/evals=2500/3240 eff=88.0282% N=400 Mono-modal Volume: ~exp(-10.55) * Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(92.16%) | Like=3.68..3.69 [3.6812..3.6812]*| it/evals=2511/3240 eff=88.4155% N=400 Z=-0.1(92.88%) | Like=3.68..3.69 [3.6820..3.6820]*| it/evals=2550/3240 eff=89.7887% N=400 Have 2 modes Volume: ~exp(-10.58) * Expected Volume: exp(-6.48) a: +0.000| +0.499 11 +0.501 | +1.000 Z=-0.1(93.59%) | Like=3.68..3.69 [3.6829..3.6829]*| it/evals=2592/3356 eff=87.6861% N=400 Z=-0.1(93.72%) | Like=3.68..3.69 [3.6830..3.6830]*| it/evals=2600/3356 eff=87.9567% N=400 Z=-0.1(94.45%) | Like=3.68..3.69 [3.6835..3.6835]*| it/evals=2650/3475 eff=86.1789% N=400 Mono-modal Volume: ~exp(-10.69) * 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..3.6838]*| it/evals=2673/3475 eff=86.9268% N=400 Z=-0.1(95.10%) | Like=3.68..3.69 [3.6841..3.6841]*| it/evals=2700/3475 eff=87.8049% N=400 Z=-0.1(95.68%) | Like=3.68..3.69 [3.6846..3.6846]*| it/evals=2750/3489 eff=89.0256% N=400 Mono-modal Volume: ~exp(-11.02) * Expected Volume: exp(-6.89) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(95.72%) | Like=3.68..3.69 [3.6846..3.6846]*| it/evals=2754/3489 eff=89.1551% N=400 Z=-0.1(96.19%) | Like=3.68..3.69 [3.6850..3.6850]*| it/evals=2800/3539 eff=89.2004% N=400 Mono-modal Volume: ~exp(-11.02) Expected Volume: exp(-7.09) a: +0.0000| +0.4995 ** +0.5005 | +1.0000 Z=-0.1(96.63%) | Like=3.69..3.69 [3.6852..3.6852]*| it/evals=2850/3587 eff=89.4258% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3597 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.06199 +- 0.07936 [ultranest] Effective samples strategy satisfied (ESS = 1291.3, 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=0.15, 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 +- 0.158 single instance: logZ = -0.048 +- 0.090 bootstrapped : logZ = -0.062 +- 0.155 tail : logZ = +- 0.032 a 0.500 +- 0.010 [ultranest] PointStore: have 3475 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=0/3597 eff=inf% N=400 Z=-990.5(0.00%) | Like=-981.54..3.68 [-1245.3896..3.5736] | it/evals=50/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-4.36) * 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=81/3597 eff=inf% N=400 Z=-823.2(0.00%) | Like=-812.27..3.68 [-1245.3896..3.5736] | it/evals=100/3597 eff=inf% N=400 Z=-626.4(0.00%) | Like=-615.76..3.68 [-1245.3896..3.5736] | it/evals=150/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-4.36) 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=200/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-4.52) * 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=243/3597 eff=inf% N=400 Z=-387.0(0.00%) | Like=-379.22..3.69 [-1245.3896..3.5736] | it/evals=250/3597 eff=inf% N=400 Z=-309.4(0.00%) | Like=-302.94..3.69 [-1245.3896..3.5736] | it/evals=300/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-5.17) * 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=324/3597 eff=inf% N=400 Z=-235.7(0.00%) | Like=-226.89..3.69 [-1245.3896..3.5736] | it/evals=350/3597 eff=inf% N=400 Z=-188.9(0.00%) | Like=-181.00..3.69 [-1245.3896..3.5736] | it/evals=400/3597 eff=inf% N=400 Have 4 modes Volume: ~exp(-5.24) * Expected Volume: exp(-1.01) a: +0.0| +0.3 3332222222222241111111 +0.7 | +1.0 Z=-182.6(0.00%) | Like=-175.31..3.69 [-1245.3896..3.5736] | it/evals=405/3597 eff=inf% N=400 Z=-139.3(0.00%) | Like=-132.96..3.69 [-1245.3896..3.5736] | it/evals=450/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-5.33) * 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=486/3597 eff=inf% N=400 Z=-115.5(0.00%) | Like=-109.12..3.69 [-1245.3896..3.5736] | it/evals=500/3597 eff=inf% N=400 Z=-91.4(0.00%) | Like=-85.10..3.69 [-1245.3896..3.5736] | it/evals=550/3597 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=-81.0(0.00%) | Like=-74.09..3.69 [-1245.3896..3.5736] | it/evals=567/3597 eff=inf% N=400 Z=-71.0(0.00%) | Like=-64.92..3.69 [-1245.3896..3.5736] | it/evals=600/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-5.60) * 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=648/3597 eff=inf% N=400 Z=-55.0(0.00%) | Like=-48.04..3.69 [-1245.3896..3.5736] | it/evals=650/3597 eff=inf% N=400 Z=-43.5(0.00%) | Like=-37.35..3.69 [-1245.3896..3.5736] | it/evals=700/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-5.66) * Expected Volume: exp(-1.82) a: +0.0| +0.4 ********** +0.6 | +1.0 Z=-37.0(0.00%) | Like=-30.69..3.69 [-1245.3896..3.5736] | it/evals=729/3597 eff=inf% N=400 Z=-32.5(0.00%) | Like=-26.61..3.69 [-1245.3896..3.5736] | it/evals=750/3597 eff=inf% N=400 Z=-24.6(0.00%) | Like=-19.09..3.69 [-1245.3896..3.5736] | it/evals=800/3597 eff=inf% 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=810/3597 eff=inf% N=400 Z=-19.3(0.00%) | Like=-13.14..3.69 [-1245.3896..3.5736] | it/evals=850/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-6.25) * 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=891/3597 eff=inf% N=400 Z=-15.3(0.00%) | Like=-9.59..3.69 [-1245.3896..3.5736] | it/evals=900/3597 eff=inf% N=400 Z=-12.1(0.00%) | Like=-6.64..3.69 [-1245.3896..3.5736] | it/evals=950/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-6.71) * 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=972/3597 eff=inf% N=400 Z=-9.7(0.01%) | Like=-4.21..3.69 [-1245.3896..3.5736] | it/evals=1000/3597 eff=inf% N=400 Z=-7.7(0.05%) | Like=-2.46..3.69 [-1245.3896..3.5736] | it/evals=1050/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-6.85) * 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=1053/3597 eff=inf% N=400 Z=-6.3(0.19%) | Like=-1.22..3.69 [-1245.3896..3.5736] | it/evals=1100/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-6.98) * 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=1134/3597 eff=inf% N=400 Z=-5.2(0.60%) | Like=-0.25..3.69 [-1245.3896..3.5736] | it/evals=1150/3597 eff=inf% N=400 Z=-4.3(1.46%) | Like=0.62..3.69 [-1245.3896..3.5736] | it/evals=1200/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-7.09) * 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=1215/3597 eff=inf% N=400 Z=-3.6(2.96%) | Like=1.13..3.69 [-1245.3896..3.5736] | it/evals=1250/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-7.46) * 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=1296/3597 eff=inf% N=400 Z=-3.0(5.25%) | Like=1.75..3.69 [-1245.3896..3.5736] | it/evals=1300/3597 eff=inf% N=400 Z=-2.5(8.74%) | Like=2.18..3.69 [-1245.3896..3.5736] | it/evals=1350/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-7.62) * Expected Volume: exp(-3.44) a: +0.00| +0.48 ** +0.52 | +1.00 Z=-2.3(11.06%) | Like=2.38..3.69 [-1245.3896..3.5736] | it/evals=1377/3597 eff=inf% N=400 Z=-2.1(13.15%) | Like=2.46..3.69 [-1245.3896..3.5736] | it/evals=1400/3597 eff=inf% N=400 Z=-1.8(17.89%) | Like=2.67..3.69 [-1245.3896..3.5736] | it/evals=1450/3597 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.93) * 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=1458/3597 eff=inf% N=400 Z=-1.5(23.02%) | Like=2.86..3.69 [-1245.3896..3.5736] | it/evals=1500/3597 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.93) Expected Volume: exp(-3.85) a: +0.00| +0.49 21 +0.51 | +1.00 Z=-1.3(28.64%) | Like=3.05..3.69 [-1245.3896..3.5736] | it/evals=1550/3597 eff=inf% N=400 Z=-1.1(34.27%) | Like=3.18..3.69 [-1245.3896..3.5736] | it/evals=1600/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-8.11) * 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=1620/3597 eff=inf% N=400 Z=-1.0(40.13%) | Like=3.30..3.69 [-1245.3896..3.5736] | it/evals=1650/3597 eff=inf% N=400 Z=-0.8(45.82%) | Like=3.39..3.69 [-1245.3896..3.5736] | it/evals=1700/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-8.56) * Expected Volume: exp(-4.25) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-0.8(45.94%) | Like=3.39..3.69 [-1245.3896..3.5736] | it/evals=1701/3597 eff=inf% N=400 Z=-0.7(51.19%) | Like=3.45..3.69 [-1245.3896..3.5736] | it/evals=1750/3597 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=-0.6(56.19%) | Like=3.50..3.69 [-1245.3896..3.5736] | it/evals=1800/3597 eff=inf% N=400 Z=-0.5(60.83%) | Like=3.55..3.69 [-1245.3896..3.5736] | it/evals=1850/3597 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(65.10%) | Like=3.58..3.69 [3.5761..3.5764]*| it/evals=1900/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-8.70) * Expected Volume: exp(-4.86) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.4(68.51%) | Like=3.60..3.69 [3.5983..3.5987]*| it/evals=1944/3597 eff=inf% N=400 Z=-0.4(68.95%) | Like=3.60..3.69 [3.6010..3.6014]*| it/evals=1950/3597 eff=inf% N=400 Z=-0.4(72.43%) | Like=3.62..3.69 [3.6219..3.6221]*| it/evals=2000/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-9.03) * Expected Volume: exp(-5.06) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(74.03%) | Like=3.63..3.69 [3.6283..3.6289]*| it/evals=2025/3597 eff=inf% N=400 Z=-0.3(75.55%) | Like=3.64..3.69 [3.6351..3.6355]*| it/evals=2050/3597 eff=inf% N=400 Z=-0.3(78.34%) | Like=3.64..3.69 [3.6440..3.6443]*| it/evals=2100/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-9.19) * Expected Volume: exp(-5.27) a: +0.000| +0.497 ** +0.503 | +1.000 Z=-0.3(78.66%) | Like=3.65..3.69 [3.6453..3.6453]*| it/evals=2106/3597 eff=inf% N=400 Z=-0.3(80.83%) | Like=3.66..3.69 [3.6551..3.6555]*| it/evals=2150/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-9.34) * Expected Volume: exp(-5.47) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(82.49%) | Like=3.66..3.69 [3.6602..3.6605]*| it/evals=2187/3597 eff=inf% N=400 Z=-0.2(83.04%) | Like=3.66..3.69 [3.6620..3.6621]*| it/evals=2200/3597 eff=inf% N=400 Z=-0.2(85.00%) | Like=3.67..3.69 [3.6677..3.6678]*| it/evals=2250/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-9.90) * Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(85.66%) | Like=3.67..3.69 [3.6692..3.6692]*| it/evals=2268/3597 eff=inf% N=400 Z=-0.2(86.75%) | Like=3.67..3.69 [3.6718..3.6718]*| it/evals=2300/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-9.90) Expected Volume: exp(-5.87) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(88.29%) | Like=3.67..3.69 [3.6742..3.6742]*| it/evals=2350/3597 eff=inf% N=400 Z=-0.2(89.66%) | Like=3.68..3.69 [3.6775..3.6775]*| it/evals=2400/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-10.14) * Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(90.40%) | Like=3.68..3.69 [3.6787..3.6787]*| it/evals=2430/3597 eff=inf% N=400 Z=-0.1(90.87%) | Like=3.68..3.69 [3.6792..3.6792]*| it/evals=2450/3597 eff=inf% N=400 Z=-0.1(91.94%) | Like=3.68..3.69 [3.6810..3.6810]*| it/evals=2500/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-10.39) * Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(92.16%) | Like=3.68..3.69 [3.6812..3.6812]*| it/evals=2511/3597 eff=inf% N=400 Z=-0.1(92.88%) | Like=3.68..3.69 [3.6820..3.6820]*| it/evals=2550/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-10.58) * Expected Volume: exp(-6.48) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.59%) | Like=3.68..3.69 [3.6829..3.6829]*| it/evals=2592/3597 eff=inf% N=400 Z=-0.1(93.72%) | Like=3.68..3.69 [3.6830..3.6830]*| it/evals=2600/3597 eff=inf% N=400 Z=-0.1(94.45%) | Like=3.68..3.69 [3.6835..3.6835]*| it/evals=2650/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-10.86) * 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..3.6838]*| it/evals=2673/3597 eff=inf% N=400 Z=-0.1(95.10%) | Like=3.68..3.69 [3.6841..3.6841]*| it/evals=2700/3597 eff=inf% N=400 Z=-0.1(95.68%) | Like=3.68..3.69 [3.6846..3.6846]*| it/evals=2750/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-10.86) Expected Volume: exp(-6.89) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(96.19%) | Like=3.68..3.69 [3.6850..3.6850]*| it/evals=2800/3597 eff=inf% N=400 Mono-modal Volume: ~exp(-11.21) * Expected Volume: exp(-7.09) a: +0.0000| +0.4995 ** +0.5005 | +1.0000 Z=-0.1(96.51%) | Like=3.69..3.69 [3.6851..3.6851]*| it/evals=2835/3597 eff=inf% N=400 Z=-0.1(96.63%) | Like=3.69..3.69 [3.6852..3.6852]*| it/evals=2850/3597 eff=inf% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3597 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.05792 +- 0.06316 [ultranest] Effective samples strategy satisfied (ESS = 1291.3, need >400) [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.09 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.17, need <2.0) [ultranest] logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<2.00 [ultranest] done iterating. logZ = -0.048 +- 0.106 single instance: logZ = -0.048 +- 0.090 bootstrapped : logZ = -0.058 +- 0.101 tail : logZ = +- 0.032 a 0.500 +- 0.010 ran with dlogz: 2.0 first run gave: {'niter': 3259, 'logz': -0.04774512284759342, 'logzerr': 0.15817257698151962, 'logz_bs': -0.06198990118514074, 'logz_single': -0.04774512284759342, 'logzerr_tail': 0.032384215872634195, 'logzerr_bs': 0.15482191922105015, 'ess': 1291.27284650208, 'H': 3.210770243387739, 'Herr': 0.07145808102324654, 'posterior': {'mean': [0.5000128069392458], 'stdev': [0.010370059954542815], 'median': [0.5000418411689749], 'errlo': [0.48947471637972834], 'errup': [0.510968114014806]}, 'maximum_likelihood': {'logl': 3.68623164431381, 'point': [0.5000013015074916], 'point_untransformed': [0.5000013015074916]}, 'ncall': 3597, 'paramnames': ['a'], 'logzerr_single': 0.08959311138960041} second run gave: {'niter': 3259, 'logz': -0.04774512284759342, 'logzerr': 0.1064472247581845, 'logz_bs': -0.0579194135988943, 'logz_single': -0.04774512284759342, 'logzerr_tail': 0.032384215872634195, 'logzerr_bs': 0.1014015494015455, 'ess': 1291.27284650208, 'H': 3.210770243387739, 'Herr': 0.06133735905615152, 'posterior': {'mean': [0.49998499433966676], 'stdev': [0.010368842531368262], 'median': [0.4999701560840424], 'errlo': [0.489451694758529], 'errup': [0.5109112922018113]}, 'maximum_likelihood': {'logl': 3.68623164431381, 'point': [0.5000013015074916], 'point_untransformed': [0.5000013015074916]}, 'ncall': 3597, 'paramnames': ['a'], 'logzerr_single': 0.08959311138960041} ------------------------------ Captured log call ------------------------------- [32mINFO [0m ultranest:integrator.py:1836 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [35mDEBUG [0m ultranest:integrator.py:1502 clustering found some stray points [need_accept=False] (array([1, 2, 3]), array([360, 1, 39])) [32mINFO [0m ultranest:integrator.py:2089 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 3597 [32mINFO [0m ultranest:integrator.py:2195 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2230 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -0.06199 +- 0.07936 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1291.3, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <2.0) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.09 bs:0.08 tail:0.03 total:0.09 required:<2.00 [32mINFO [0m ultranest:integrator.py:1794 done iterating. [35mDEBUG [0m ultranest:integrator.py:798 Testing resume consistency: [3.68520729 3.68569864 0. 0.4996735 0.4996735 ]: u=[0.4996735] -> p=[0.4996735] -> L=3.685698638782985 [32mINFO [0m ultranest:integrator.py:1836 PointStore: have 3475 items [32mINFO [0m ultranest:integrator.py:922 Resuming... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 3597 [32mINFO [0m ultranest:integrator.py:2195 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2230 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -0.05792 +- 0.06316 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1291.3, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.09 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.17, need <2.0) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<2.00 [32mINFO [0m ultranest:integrator.py:1794 done iterating. | |||
| Passed | tests/test_run.py::test_run_resume[0.5] | 6.10 | |
|
----------------------------- 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=-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=-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=-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=-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=-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=-70.0(0.00%) | Like=-63.92..3.69 [-1229.2436..3.6851] | it/evals=600/1094 eff=86.4553% 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=-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=-17.0(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(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(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=-0.7(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=-0.5(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 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=2100/2763 eff=88.8701% N=400 Mono-modal Volume: ~exp(-9.18) * 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=2106/2763 eff=89.1240% N=400 Z=-0.3(80.85%) | Like=3.66..3.69 [-1229.2436..3.6851] | it/evals=2150/2763 eff=90.9860% N=400 Mono-modal Volume: ~exp(-9.61) * 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(-9.61) Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(86.77%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2300/2983 eff=89.0437% N=400 Mono-modal Volume: ~exp(-9.99) * 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=2349/2983 eff=90.9408% N=400 Z=-0.2(88.31%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2350/2983 eff=90.9795% N=400 Z=-0.2(89.68%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2400/3095 eff=89.0538% N=400 Mono-modal Volume: ~exp(-10.37) * Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(90.42%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2430/3095 eff=90.1670% N=400 Z=-0.1(90.89%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2450/3095 eff=90.9091% N=400 Z=-0.1(91.95%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2500/3211 eff=88.9363% N=400 Mono-modal Volume: ~exp(-10.37) Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(92.90%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2550/3211 eff=90.7150% N=400 Mono-modal Volume: ~exp(-10.46) * 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=2592/3307 eff=89.1641% N=400 Z=-0.1(93.73%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2600/3307 eff=89.4393% N=400 Z=-0.1(94.47%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2650/3325 eff=90.5983% N=400 Mono-modal Volume: ~exp(-10.62) * 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=2673/3348 eff=90.6716% N=400 Z=-0.1(95.12%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2700/3476 eff=87.7763% N=400 Z=-0.1(95.69%) | Like=3.69..3.69 [-1229.2436..3.6851] | it/evals=2750/3476 eff=89.4018% N=400 Mono-modal Volume: ~exp(-10.73) * Expected Volume: exp(-6.89) a: +0.0000| +0.4995 ** +0.5005 | +1.0000 Z=-0.1(95.73%) | Like=3.69..3.69 [3.6851..3.6851]*| it/evals=2754/3476 eff=89.5319% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3476 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.0503 +- 0.07212 [ultranest] Effective samples strategy satisfied (ESS = 1253.4, 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=0.15, 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 = +- 0.039 a 0.5002 +- 0.0100 [ultranest] PointStore: have 3382 items [ultranest] Resuming... Mono-modal Volume: ~exp(-4.23) * 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=0/3476 eff=inf% N=400 Z=-947.8(0.00%) | Like=-936.03..3.69 [-1229.2436..3.6851] | it/evals=50/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-4.36) * 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=81/3476 eff=inf% N=400 Z=-744.3(0.00%) | Like=-735.03..3.69 [-1229.2436..3.6851] | it/evals=100/3476 eff=inf% N=400 Z=-575.6(0.00%) | Like=-567.48..3.69 [-1229.2436..3.6851] | it/evals=150/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-4.64) * 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=162/3476 eff=inf% N=400 Z=-430.4(0.00%) | Like=-422.05..3.69 [-1229.2436..3.6851] | it/evals=200/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-4.82) * 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=243/3476 eff=inf% N=400 Z=-342.0(0.00%) | Like=-335.71..3.69 [-1229.2436..3.6851] | it/evals=250/3476 eff=inf% N=400 Z=-276.0(0.00%) | Like=-269.37..3.69 [-1229.2436..3.6851] | it/evals=300/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-5.02) * 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=324/3476 eff=inf% N=400 Z=-217.5(0.00%) | Like=-210.59..3.69 [-1229.2436..3.6851] | it/evals=350/3476 eff=inf% N=400 Z=-169.9(0.00%) | Like=-163.09..3.69 [-1229.2436..3.6851] | it/evals=400/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-5.33) * 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=405/3476 eff=inf% N=400 Z=-135.2(0.00%) | Like=-128.32..3.69 [-1229.2436..3.6851] | it/evals=450/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-5.33) 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=500/3476 eff=inf% N=400 Z=-86.4(0.00%) | Like=-79.52..3.69 [-1229.2436..3.6851] | it/evals=550/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-5.59) * 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=567/3476 eff=inf% N=400 Z=-70.0(0.00%) | Like=-63.92..3.69 [-1229.2436..3.6851] | it/evals=600/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-5.66) * 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=648/3476 eff=inf% N=400 Z=-56.1(0.00%) | Like=-49.76..3.69 [-1229.2436..3.6851] | it/evals=650/3476 eff=inf% N=400 Z=-43.8(0.00%) | Like=-38.08..3.69 [-1229.2436..3.6851] | it/evals=700/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-5.79) * Expected Volume: exp(-1.82) a: +0.0| +0.4 ********** +0.6 | +1.0 Z=-38.9(0.00%) | Like=-32.73..3.69 [-1229.2436..3.6851] | it/evals=729/3476 eff=inf% N=400 Z=-35.2(0.00%) | Like=-28.69..3.69 [-1229.2436..3.6851] | it/evals=750/3476 eff=inf% N=400 Z=-27.3(0.00%) | Like=-21.15..3.69 [-1229.2436..3.6851] | it/evals=800/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-6.19) * 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=810/3476 eff=inf% N=400 Z=-20.9(0.00%) | Like=-14.96..3.69 [-1229.2436..3.6851] | it/evals=850/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-6.22) * 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=891/3476 eff=inf% N=400 Z=-17.0(0.00%) | Like=-11.25..3.69 [-1229.2436..3.6851] | it/evals=900/3476 eff=inf% N=400 Z=-14.0(0.00%) | Like=-8.17..3.69 [-1229.2436..3.6851] | it/evals=950/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-6.63) * 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=972/3476 eff=inf% N=400 Z=-11.2(0.00%) | Like=-5.82..3.69 [-1229.2436..3.6851] | it/evals=1000/3476 eff=inf% N=400 Z=-9.0(0.01%) | Like=-3.43..3.69 [-1229.2436..3.6851] | it/evals=1050/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-6.83) * 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=1053/3476 eff=inf% N=400 Z=-7.1(0.09%) | Like=-1.70..3.69 [-1229.2436..3.6851] | it/evals=1100/3476 eff=inf% N=400 Have 2 modes Volume: ~exp(-6.98) * 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=1134/3476 eff=inf% N=400 Z=-5.8(0.32%) | Like=-0.67..3.69 [-1229.2436..3.6851] | it/evals=1150/3476 eff=inf% N=400 Z=-4.8(0.89%) | Like=0.24..3.69 [-1229.2436..3.6851] | it/evals=1200/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-7.17) * 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=1215/3476 eff=inf% N=400 Z=-3.9(2.10%) | Like=1.08..3.69 [-1229.2436..3.6851] | it/evals=1250/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-7.31) * 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=1296/3476 eff=inf% N=400 Z=-3.2(4.17%) | Like=1.67..3.69 [-1229.2436..3.6851] | it/evals=1300/3476 eff=inf% N=400 Z=-2.7(7.21%) | Like=2.08..3.69 [-1229.2436..3.6851] | it/evals=1350/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-7.42) * 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=1377/3476 eff=inf% N=400 Z=-2.2(11.28%) | Like=2.43..3.69 [-1229.2436..3.6851] | it/evals=1400/3476 eff=inf% N=400 Z=-1.9(16.02%) | Like=2.67..3.69 [-1229.2436..3.6851] | it/evals=1450/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-7.78) * 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=1458/3476 eff=inf% N=400 Z=-1.6(21.66%) | Like=2.93..3.69 [-1229.2436..3.6851] | it/evals=1500/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-7.78) Expected Volume: exp(-3.85) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.3(27.42%) | Like=3.08..3.69 [-1229.2436..3.6851] | it/evals=1550/3476 eff=inf% N=400 Z=-1.1(33.43%) | Like=3.23..3.69 [-1229.2436..3.6851] | it/evals=1600/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-7.78) 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=1650/3476 eff=inf% N=400 Z=-0.8(45.35%) | Like=3.42..3.69 [-1229.2436..3.6851] | it/evals=1700/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-8.29) * 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=1701/3476 eff=inf% N=400 Z=-0.7(50.89%) | Like=3.47..3.69 [-1229.2436..3.6851] | it/evals=1750/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-8.48) * 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=1782/3476 eff=inf% N=400 Z=-0.6(56.02%) | Like=3.52..3.69 [-1229.2436..3.6851] | it/evals=1800/3476 eff=inf% N=400 Z=-0.5(60.74%) | Like=3.56..3.69 [-1229.2436..3.6851] | it/evals=1850/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-8.48) 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=1900/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-8.89) * Expected Volume: exp(-4.86) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.4(68.50%) | Like=3.61..3.69 [-1229.2436..3.6851] | it/evals=1944/3476 eff=inf% N=400 Z=-0.4(68.94%) | Like=3.61..3.69 [-1229.2436..3.6851] | it/evals=1950/3476 eff=inf% N=400 Z=-0.4(72.44%) | Like=3.63..3.69 [-1229.2436..3.6851] | it/evals=2000/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-9.08) * 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=2025/3476 eff=inf% N=400 Z=-0.3(75.57%) | Like=3.64..3.69 [-1229.2436..3.6851] | it/evals=2050/3476 eff=inf% N=400 Z=-0.3(78.37%) | Like=3.65..3.69 [-1229.2436..3.6851] | it/evals=2100/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-9.18) * 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=2106/3476 eff=inf% N=400 Z=-0.3(80.85%) | Like=3.66..3.69 [-1229.2436..3.6851] | it/evals=2150/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-9.50) * 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=2187/3476 eff=inf% N=400 Z=-0.2(83.06%) | Like=3.66..3.69 [-1229.2436..3.6851] | it/evals=2200/3476 eff=inf% N=400 Z=-0.2(85.03%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2250/3476 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(85.68%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2268/3476 eff=inf% N=400 Z=-0.2(86.77%) | Like=3.67..3.69 [-1229.2436..3.6851] | it/evals=2300/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-9.69) Expected Volume: exp(-5.87) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.2(88.31%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2350/3476 eff=inf% N=400 Z=-0.2(89.68%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2400/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-10.08) * Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(90.42%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2430/3476 eff=inf% N=400 Z=-0.1(90.89%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2450/3476 eff=inf% N=400 Z=-0.1(91.95%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2500/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-10.33) * Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(92.17%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2511/3476 eff=inf% N=400 Z=-0.1(92.90%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2550/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-10.49) * 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=2592/3476 eff=inf% N=400 Z=-0.1(93.73%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2600/3476 eff=inf% N=400 Z=-0.1(94.47%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2650/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-10.68) * 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=2673/3476 eff=inf% N=400 Z=-0.1(95.12%) | Like=3.68..3.69 [-1229.2436..3.6851] | it/evals=2700/3476 eff=inf% N=400 Z=-0.1(95.69%) | Like=3.69..3.69 [-1229.2436..3.6851] | it/evals=2750/3476 eff=inf% N=400 Mono-modal Volume: ~exp(-10.92) * Expected Volume: exp(-6.89) a: +0.0000| +0.4995 ** +0.5005 | +1.0000 Z=-0.1(95.73%) | Like=3.69..3.69 [3.6851..3.6851]*| it/evals=2754/3476 eff=inf% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3476 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = -0.05769 +- 0.08372 [ultranest] Effective samples strategy satisfied (ESS = 1253.4, 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=0.19, need <0.5) [ultranest] logZ error budget: single: 0.09 bs:0.08 tail:0.04 total:0.09 required:<0.50 [ultranest] done iterating. logZ = -0.045 +- 0.180 single instance: logZ = -0.045 +- 0.090 bootstrapped : logZ = -0.058 +- 0.176 tail : logZ = +- 0.039 a 0.5003 +- 0.0100 ran with dlogz: 0.5 first run gave: {'niter': 3179, 'logz': -0.045219488239343915, 'logzerr': 0.13103144267193526, 'logz_bs': -0.05029691522296649, 'logz_single': -0.045219488239343915, 'logzerr_tail': 0.03931728474283678, 'logzerr_bs': 0.12499356019067281, 'ess': 1253.4279110247323, 'H': 3.2537172633739715, 'Herr': 0.06342213195939572, 'posterior': {'mean': [0.5002209465611973], 'stdev': [0.009967879769736801], 'median': [0.5001848998918562], 'errlo': [0.49053609140685306], 'errup': [0.5102591316842049]}, 'maximum_likelihood': {'logl': 3.6862316527700028, 'point': [0.4999999482007096], 'point_untransformed': [0.4999999482007096]}, 'ncall': 3476, 'paramnames': ['a'], 'logzerr_single': 0.09019031632295636} second run gave: {'niter': 3179, 'logz': -0.045219488239343915, 'logzerr': 0.18019200575259486, 'logz_bs': -0.05768946327404621, 'logz_single': -0.045219488239343915, 'logzerr_tail': 0.03931728474283678, 'logzerr_bs': 0.17585024895516604, 'ess': 1253.4279110247323, 'H': 3.2537172633739715, 'Herr': 0.07982906202146778, 'posterior': {'mean': [0.5003059091136413], 'stdev': [0.009963835938712912], 'median': [0.5002153412945166], 'errlo': [0.4905526815753517], 'errup': [0.5103123721897713]}, 'maximum_likelihood': {'logl': 3.6862316527700028, 'point': [0.4999999482007096], 'point_untransformed': [0.4999999482007096]}, 'ncall': 3476, 'paramnames': ['a'], 'logzerr_single': 0.09019031632295636} ------------------------------ Captured log call ------------------------------- [32mINFO [0m ultranest:integrator.py:1836 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 3476 [32mINFO [0m ultranest:integrator.py:2195 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2230 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -0.0503 +- 0.07212 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1253.4, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.09 bs:0.07 tail:0.04 total:0.08 required:<0.50 [32mINFO [0m ultranest:integrator.py:1794 done iterating. [35mDEBUG [0m ultranest:integrator.py:798 Testing resume consistency: [3.68438014 3.68610627 0. 0.49984165 0.49984165]: u=[0.49984165] -> p=[0.49984165] -> L=3.686106272235963 [32mINFO [0m ultranest:integrator.py:1836 PointStore: have 3382 items [32mINFO [0m ultranest:integrator.py:922 Resuming... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 3476 [32mINFO [0m ultranest:integrator.py:2195 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2230 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -0.05769 +- 0.08372 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1253.4, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.19, need <0.5) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.09 bs:0.08 tail:0.04 total:0.09 required:<0.50 [32mINFO [0m ultranest:integrator.py:1794 done iterating. | |||
| Passed | tests/test_run.py::test_run_resume[0.1] | 6.50 | |
|
----------------------------- 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=-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=-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=-278.8(0.00%) | Like=-271.84..3.69 [-1226.6504..3.5637] | it/evals=300/768 eff=81.5217% 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=-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=-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=-5.0(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=-3.5(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=-2.5(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=-1.3(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 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(58.70%) | 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(73.98%) | 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=-0.2(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 Mono-modal Volume: ~exp(-9.20) Expected Volume: exp(-5.47) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.2(83.96%) | Like=3.66..3.69 [3.6578..3.6579]*| it/evals=2200/2844 eff=90.0164% N=400 Z=-0.1(85.82%) | Like=3.66..3.69 [3.6646..3.6647]*| it/evals=2250/2930 eff=88.9328% N=400 Mono-modal Volume: ~exp(-9.58) * Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.1(86.43%) | Like=3.67..3.69 [3.6668..3.6669]*| it/evals=2268/2930 eff=89.6443% N=400 Z=-0.1(87.46%) | Like=3.67..3.69 [3.6696..3.6697]*| it/evals=2300/2930 eff=90.9091% N=400 Mono-modal Volume: ~exp(-9.86) * Expected Volume: exp(-5.87) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.1(88.90%) | Like=3.67..3.69 [3.6732..3.6733]*| it/evals=2349/3046 eff=88.7755% N=400 Z=-0.1(88.92%) | Like=3.67..3.69 [3.6733..3.6735]*| it/evals=2350/3046 eff=88.8133% N=400 Z=-0.1(90.21%) | Like=3.68..3.69 [3.6761..3.6762]*| it/evals=2400/3046 eff=90.7029% N=400 Mono-modal Volume: ~exp(-9.86) Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(91.36%) | Like=3.68..3.69 [3.6787..3.6787]*| it/evals=2450/3138 eff=89.4814% N=400 Z=-0.1(92.37%) | Like=3.68..3.69 [3.6800..3.6800]*| it/evals=2500/3138 eff=91.3075% N=400 Mono-modal Volume: ~exp(-10.39) * Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(92.58%) | Like=3.68..3.69 [3.6803..3.6803]*| it/evals=2511/3228 eff=88.7907% N=400 Z=-0.1(93.26%) | Like=3.68..3.69 [3.6816..3.6817]*| it/evals=2550/3228 eff=90.1697% N=400 Mono-modal Volume: ~exp(-10.50) * Expected Volume: exp(-6.48) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.93%) | Like=3.68..3.69 [3.6824..3.6824]*| it/evals=2592/3338 eff=88.2233% N=400 Z=-0.1(94.05%) | Like=3.68..3.69 [3.6826..3.6826]*| it/evals=2600/3338 eff=88.4956% N=400 Z=-0.0(94.75%) | Like=3.68..3.69 [3.6833..3.6834]*| it/evals=2650/3338 eff=90.1974% N=400 Mono-modal Volume: ~exp(-10.50) Expected Volume: exp(-6.68) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(95.37%) | Like=3.68..3.69 [3.6840..3.6840]*| it/evals=2700/3372 eff=90.8479% N=400 Z=-0.0(95.91%) | Like=3.68..3.69 [3.6845..3.6845]*| it/evals=2750/3417 eff=91.1501% N=400 Mono-modal Volume: ~exp(-10.93) * Expected Volume: exp(-6.89) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(95.95%) | Like=3.68..3.69 [3.6845..3.6845]*| it/evals=2754/3417 eff=91.2827% N=400 Z=-0.0(96.39%) | Like=3.68..3.69 [3.6848..3.6848]*| it/evals=2800/3537 eff=89.2573% N=400 Mono-modal Volume: ~exp(-11.03) * Expected Volume: exp(-7.09) a: +0.0000| +0.4995 ** +0.5005 | +1.0000 Z=-0.0(96.69%) | Like=3.68..3.69 [3.6850..3.6850]*| it/evals=2835/3537 eff=90.3730% N=400 Z=-0.0(96.81%) | Like=3.69..3.69 [3.6851..3.6851]*| it/evals=2850/3537 eff=90.8511% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3649 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = 0.02601 +- 0.0617 [ultranest] Effective samples strategy satisfied (ESS = 1320.4, 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=0.15, 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 3533 items [ultranest] Resuming... Mono-modal Volume: ~exp(-4.31) * 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=0/3649 eff=inf% N=400 Z=-951.8(0.00%) | Like=-945.36..3.68 [-1226.6504..3.5637] | it/evals=50/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-4.43) * 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=81/3649 eff=inf% N=400 Z=-746.2(0.00%) | Like=-735.12..3.68 [-1226.6504..3.5637] | it/evals=100/3649 eff=inf% N=400 Z=-574.4(0.00%) | Like=-567.24..3.69 [-1226.6504..3.5637] | it/evals=150/3649 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=162/3649 eff=inf% N=400 Z=-461.5(0.00%) | Like=-454.68..3.69 [-1226.6504..3.5637] | it/evals=200/3649 eff=inf% N=400 Have 2 modes Volume: ~exp(-4.52) * 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=243/3649 eff=inf% N=400 Z=-366.4(0.00%) | Like=-358.90..3.69 [-1226.6504..3.5637] | it/evals=250/3649 eff=inf% N=400 Z=-278.8(0.00%) | Like=-271.84..3.69 [-1226.6504..3.5637] | it/evals=300/3649 eff=inf% 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=324/3649 eff=inf% N=400 Z=-210.0(0.00%) | Like=-204.14..3.69 [-1226.6504..3.5637] | it/evals=350/3649 eff=inf% N=400 Z=-171.7(0.00%) | Like=-165.80..3.69 [-1226.6504..3.5637] | it/evals=400/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-5.22) * 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=405/3649 eff=inf% N=400 Z=-132.2(0.00%) | Like=-124.84..3.69 [-1226.6504..3.5637] | it/evals=450/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-5.52) * 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=486/3649 eff=inf% N=400 Z=-100.7(0.00%) | Like=-93.64..3.69 [-1226.6504..3.5637] | it/evals=500/3649 eff=inf% N=400 Z=-72.8(0.00%) | Like=-66.63..3.69 [-1226.6504..3.5637] | it/evals=550/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-5.52) 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=600/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-5.52) Expected Volume: exp(-1.62) a: +0.0| +0.4 ************ +0.6 | +1.0 Z=-43.6(0.00%) | Like=-37.45..3.69 [-1226.6504..3.5637] | it/evals=650/3649 eff=inf% N=400 Z=-34.1(0.00%) | Like=-28.38..3.69 [-1226.6504..3.5637] | it/evals=700/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-6.06) * Expected Volume: exp(-1.82) a: +0.0| +0.4 ********** +0.6 | +1.0 Z=-29.6(0.00%) | Like=-23.67..3.69 [-1226.6504..3.5637] | it/evals=729/3649 eff=inf% N=400 Z=-26.9(0.00%) | Like=-21.17..3.69 [-1226.6504..3.5637] | it/evals=750/3649 eff=inf% N=400 Z=-21.1(0.00%) | Like=-15.01..3.69 [-1226.6504..3.5637] | it/evals=800/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-6.34) * 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=810/3649 eff=inf% N=400 Z=-16.7(0.00%) | Like=-10.95..3.69 [-1226.6504..3.5637] | it/evals=850/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-6.66) * 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=891/3649 eff=inf% N=400 Z=-12.7(0.00%) | Like=-7.18..3.69 [-1226.6504..3.5637] | it/evals=900/3649 eff=inf% N=400 Z=-9.9(0.00%) | Like=-4.60..3.69 [-1226.6504..3.5637] | it/evals=950/3649 eff=inf% N=400 Have 2 modes Volume: ~exp(-6.86) * 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=972/3649 eff=inf% N=400 Z=-7.7(0.04%) | Like=-2.54..3.69 [-1226.6504..3.5637] | it/evals=1000/3649 eff=inf% N=400 Z=-6.2(0.19%) | Like=-1.29..3.69 [-1226.6504..3.5637] | it/evals=1050/3649 eff=inf% N=400 Have 2 modes Volume: ~exp(-6.86) Expected Volume: exp(-2.63) a: +0.00| +0.47 1111 +0.53 | +1.00 Z=-5.0(0.65%) | Like=-0.17..3.69 [-1226.6504..3.5637] | it/evals=1100/3649 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.02) * 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=1134/3649 eff=inf% N=400 Z=-4.1(1.58%) | Like=0.54..3.69 [-1226.6504..3.5637] | it/evals=1150/3649 eff=inf% N=400 Z=-3.5(3.07%) | Like=1.10..3.69 [-1226.6504..3.5637] | it/evals=1200/3649 eff=inf% N=400 Have 2 modes Volume: ~exp(-7.02) 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=1250/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-7.44) * 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=1296/3649 eff=inf% N=400 Z=-2.5(7.97%) | Like=1.89..3.69 [-1226.6504..3.5637] | it/evals=1300/3649 eff=inf% N=400 Z=-2.2(11.60%) | Like=2.24..3.69 [-1226.6504..3.5637] | it/evals=1350/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-7.67) * 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=1377/3649 eff=inf% N=400 Z=-1.8(15.94%) | Like=2.52..3.69 [-1226.6504..3.5637] | it/evals=1400/3649 eff=inf% N=400 Z=-1.6(20.95%) | Like=2.74..3.69 [-1226.6504..3.5637] | it/evals=1450/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-7.67) Expected Volume: exp(-3.64) a: +0.00| +0.49 ** +0.51 | +1.00 Z=-1.3(26.25%) | Like=2.93..3.69 [-1226.6504..3.5637] | it/evals=1500/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-7.86) * 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=1539/3649 eff=inf% N=400 Z=-1.1(31.96%) | Like=3.13..3.69 [-1226.6504..3.5637] | it/evals=1550/3649 eff=inf% N=400 Z=-1.0(37.60%) | Like=3.22..3.69 [-1226.6504..3.5637] | it/evals=1600/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-8.02) * 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=1620/3649 eff=inf% N=400 Z=-0.8(43.32%) | Like=3.32..3.69 [-1226.6504..3.5637] | it/evals=1650/3649 eff=inf% N=400 Z=-0.7(48.78%) | Like=3.40..3.69 [-1226.6504..3.5637] | it/evals=1700/3649 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=1701/3649 eff=inf% N=400 Z=-0.6(53.93%) | Like=3.47..3.69 [-1226.6504..3.5637] | it/evals=1750/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-8.63) * 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=1782/3649 eff=inf% N=400 Z=-0.5(58.70%) | Like=3.51..3.69 [-1226.6504..3.5637] | it/evals=1800/3649 eff=inf% N=400 Z=-0.5(63.12%) | Like=3.55..3.69 [-1226.6504..3.5637] | it/evals=1850/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-8.73) * 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=1863/3649 eff=inf% N=400 Z=-0.4(67.12%) | Like=3.57..3.69 [3.5680..3.5681]*| it/evals=1900/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-8.93) * 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=1944/3649 eff=inf% N=400 Z=-0.3(70.74%) | Like=3.59..3.69 [3.5904..3.5907]*| it/evals=1950/3649 eff=inf% N=400 Z=-0.3(73.98%) | Like=3.61..3.69 [3.6093..3.6095]*| it/evals=2000/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-8.93) Expected Volume: exp(-5.06) a: +0.000| +0.496 ** +0.504 | +1.000 Z=-0.3(76.91%) | Like=3.63..3.69 [3.6278..3.6281]*| it/evals=2050/3649 eff=inf% N=400 Z=-0.2(79.53%) | Like=3.64..3.69 [3.6402..3.6402]*| it/evals=2100/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-9.01) * 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=2106/3649 eff=inf% N=400 Z=-0.2(81.88%) | Like=3.65..3.69 [3.6500..3.6501]*| it/evals=2150/3649 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 [3.6563..3.6565]*| it/evals=2187/3649 eff=inf% N=400 Z=-0.2(83.96%) | Like=3.66..3.69 [3.6578..3.6579]*| it/evals=2200/3649 eff=inf% N=400 Z=-0.1(85.82%) | Like=3.66..3.69 [3.6646..3.6647]*| it/evals=2250/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-9.58) * Expected Volume: exp(-5.67) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.1(86.43%) | Like=3.67..3.69 [3.6668..3.6669]*| it/evals=2268/3649 eff=inf% N=400 Z=-0.1(87.46%) | Like=3.67..3.69 [3.6696..3.6697]*| it/evals=2300/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-10.12) * Expected Volume: exp(-5.87) a: +0.000| +0.498 ** +0.502 | +1.000 Z=-0.1(88.90%) | Like=3.67..3.69 [3.6732..3.6733]*| it/evals=2349/3649 eff=inf% N=400 Z=-0.1(88.92%) | Like=3.67..3.69 [3.6733..3.6735]*| it/evals=2350/3649 eff=inf% N=400 Z=-0.1(90.21%) | Like=3.68..3.69 [3.6761..3.6762]*| it/evals=2400/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-10.13) * Expected Volume: exp(-6.08) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(90.92%) | Like=3.68..3.69 [3.6779..3.6779]*| it/evals=2430/3649 eff=inf% N=400 Z=-0.1(91.36%) | Like=3.68..3.69 [3.6787..3.6787]*| it/evals=2450/3649 eff=inf% N=400 Z=-0.1(92.37%) | Like=3.68..3.69 [3.6800..3.6800]*| it/evals=2500/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-10.13) Expected Volume: exp(-6.28) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.26%) | Like=3.68..3.69 [3.6816..3.6817]*| it/evals=2550/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-10.62) * Expected Volume: exp(-6.48) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.1(93.93%) | Like=3.68..3.69 [3.6824..3.6824]*| it/evals=2592/3649 eff=inf% N=400 Z=-0.1(94.05%) | Like=3.68..3.69 [3.6826..3.6826]*| it/evals=2600/3649 eff=inf% N=400 Z=-0.0(94.75%) | Like=3.68..3.69 [3.6833..3.6834]*| it/evals=2650/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-10.82) * Expected Volume: exp(-6.68) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(95.04%) | Like=3.68..3.69 [3.6836..3.6836]*| it/evals=2673/3649 eff=inf% N=400 Z=-0.0(95.37%) | Like=3.68..3.69 [3.6840..3.6840]*| it/evals=2700/3649 eff=inf% N=400 Z=-0.0(95.91%) | Like=3.68..3.69 [3.6845..3.6845]*| it/evals=2750/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-10.82) Expected Volume: exp(-6.89) a: +0.000| +0.499 ** +0.501 | +1.000 Z=-0.0(96.39%) | Like=3.68..3.69 [3.6848..3.6848]*| it/evals=2800/3649 eff=inf% N=400 Mono-modal Volume: ~exp(-11.21) * Expected Volume: exp(-7.09) a: +0.0000| +0.4995 ** +0.5005 | +1.0000 Z=-0.0(96.69%) | Like=3.68..3.69 [3.6850..3.6850]*| it/evals=2835/3649 eff=inf% N=400 Z=-0.0(96.81%) | Like=3.69..3.69 [3.6851..3.6851]*| it/evals=2850/3649 eff=inf% N=400 [ultranest] Explored until L=4 [ultranest] Likelihood function evaluations: 3649 [ultranest] Writing samples and results to disk ... [ultranest] Writing samples and results to disk ... done [ultranest] logZ = 0.02591 +- 0.07048 [ultranest] Effective samples strategy satisfied (ESS = 1320.4, 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=0.19, need <0.1) [ultranest] logZ error budget: single: 0.09 bs:0.07 tail:0.03 total:0.08 required:<0.10 [ultranest] done iterating. logZ = 0.007 +- 0.194 single instance: logZ = 0.007 +- 0.088 bootstrapped : logZ = 0.026 +- 0.192 tail : logZ = +- 0.029 a 0.500 +- 0.011 ran with dlogz: 0.1 first run gave: {'niter': 3283, 'logz': 0.007135288512198329, 'logzerr': 0.15442231212593863, 'logz_bs': 0.02601441563564463, 'logz_single': 0.007135288512198329, 'logzerr_tail': 0.028919233970879137, 'logzerr_bs': 0.15169023827807232, 'ess': 1320.4378109455618, 'H': 3.115129677148158, 'Herr': 0.05136245892637117, 'posterior': {'mean': [0.5002638450549265], 'stdev': [0.010737087334907993], 'median': [0.5004477916060357], 'errlo': [0.48953051672963754], 'errup': [0.5107096673707744]}, 'maximum_likelihood': {'logl': 3.686231649015922, 'point': [0.5000008680433611], 'point_untransformed': [0.5000008680433611]}, 'ncall': 3649, 'paramnames': ['a'], 'logzerr_single': 0.08824864980763386} second run gave: {'niter': 3283, 'logz': 0.007135288512198329, 'logzerr': 0.19420421180684802, 'logz_bs': 0.02591182982761598, 'logz_single': 0.007135288512198329, 'logzerr_tail': 0.028919233970879137, 'logzerr_bs': 0.19203893821320883, 'ess': 1320.4378109455618, 'H': 3.115129677148158, 'Herr': 0.06510644054212962, 'posterior': {'mean': [0.5003099397271726], 'stdev': [0.010721896447736927], 'median': [0.500546368645784], 'errlo': [0.4895763457523591], 'errup': [0.5107213480274205]}, 'maximum_likelihood': {'logl': 3.686231649015922, 'point': [0.5000008680433611], 'point_untransformed': [0.5000008680433611]}, 'ncall': 3649, 'paramnames': ['a'], 'logzerr_single': 0.08824864980763386} ------------------------------ Captured log call ------------------------------- [32mINFO [0m ultranest:integrator.py:1836 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 3649 [32mINFO [0m ultranest:integrator.py:2195 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2230 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = 0.02601 +- 0.0617 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1320.4, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.08 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.1) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.09 bs:0.06 tail:0.03 total:0.07 required:<0.10 [32mINFO [0m ultranest:integrator.py:1794 done iterating. [35mDEBUG [0m ultranest:integrator.py:798 Testing resume consistency: [3.68514357 3.6860485 0. 0.50019139 0.50019139]: u=[0.50019139] -> p=[0.50019139] -> L=3.686048500139319 [32mINFO [0m ultranest:integrator.py:1836 PointStore: have 3533 items [32mINFO [0m ultranest:integrator.py:922 Resuming... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=4 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 3649 [32mINFO [0m ultranest:integrator.py:2195 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2230 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = 0.02591 +- 0.07048 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1320.4, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.19, need <0.1) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.09 bs:0.07 tail:0.03 total:0.08 required:<0.10 [32mINFO [0m ultranest:integrator.py:1794 done iterating. | |||
| Passed | tests/test_run.py::test_reactive_run_resume_eggbox | 1.38 | |
|
----------------------------- 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(-3.07) * 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=0/658 eff=inf% N=100 Z=-0.3(0.00%) | Like=2.82..233.34 [1.1994..225.3019] | it/evals=10/658 eff=inf% N=100 Z=1.8(0.00%) | Like=5.72..241.87 [1.1994..225.3019] | it/evals=20/658 eff=inf% N=100 Mono-modal Volume: ~exp(-3.07) 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=30/658 eff=inf% N=100 Z=10.9(0.00%) | Like=15.15..241.87 [1.1994..225.3019] | it/evals=40/658 eff=inf% N=100 Mono-modal Volume: ~exp(-3.07) 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=50/658 eff=inf% N=100 Z=21.7(0.00%) | Like=26.06..241.87 [1.1994..225.3019] | it/evals=60/658 eff=inf% N=100 Mono-modal Volume: ~exp(-3.07) 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=70/658 eff=inf% N=100 Z=27.8(0.00%) | Like=32.04..241.87 [1.1994..225.3019] | it/evals=80/658 eff=inf% N=100 Mono-modal Volume: ~exp(-3.07) 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=90/658 eff=inf% N=100 Z=35.1(0.00%) | Like=39.71..241.87 [1.1994..225.3019] | it/evals=100/658 eff=inf% N=100 Mono-modal Volume: ~exp(-3.07) 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=110/658 eff=inf% N=100 Z=45.3(0.00%) | Like=50.70..241.87 [1.1994..225.3019] | it/evals=120/658 eff=inf% N=100 Mono-modal Volume: ~exp(-3.07) 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=130/658 eff=inf% N=100 Z=65.9(0.00%) | Like=72.12..241.87 [1.1994..225.3019] | it/evals=140/658 eff=inf% N=100 Mono-modal Volume: ~exp(-3.07) 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=150/658 eff=inf% N=100 Z=77.5(0.00%) | Like=82.79..241.87 [1.1994..225.3019] | it/evals=160/658 eff=inf% N=100 Mono-modal Volume: ~exp(-3.07) 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=170/658 eff=inf% N=100 Z=89.2(0.00%) | Like=94.93..241.87 [1.1994..225.3019] | it/evals=180/658 eff=inf% N=100 Mono-modal Volume: ~exp(-3.07) 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=190/658 eff=inf% N=100 Z=103.0(0.00%) | Like=109.22..241.87 [1.1994..225.3019] | it/evals=200/660 eff=10000.0000% N=100 Mono-modal Volume: ~exp(-3.07) Expected Volume: exp(-2.10) a: +0.0|**** ******* ****** ******* ******* ****| +31.4 b: +3.1e-05|*** ** **** ****** ******* *** * * ***| +3.1e+01 Z=112.9(0.00%) | Like=120.91..241.87 [1.1994..225.3019] | it/evals=210/725 eff=313.4328% N=100 Z=119.8(0.00%) | Like=125.89..241.87 [1.1994..225.3019] | it/evals=220/789 eff=167.9389% N=100 Z=125.8(0.00%) | Like=133.26..241.87 [1.1994..225.3019] | it/evals=230/862 eff=112.7451% N=100 Mono-modal Volume: ~exp(-3.07) Expected Volume: exp(-2.31) a: +0.0|*** ****** ****** ******* ***** ***| +31.4 b: +3.1e-05|*** ****** ***** ****** **** * ***| +3.1e+01 Z=132.1(0.00%) | Like=138.24..241.87 [1.1994..225.3019] | it/evals=240/907 eff=96.3855% N=100 Z=138.7(0.00%) | Like=145.06..241.87 [1.1994..225.3019] | it/evals=250/1016 eff=69.8324% N=100 Mono-modal Volume: ~exp(-3.07) Expected Volume: exp(-2.52) a: +0.0|*** ****** ***** ****** ****** ***| +31.4 b: +3.1e-05|*** ****** ****** ***** ****** ***| +3.1e+01 Z=144.4(0.00%) | Like=151.06..241.87 [1.1994..225.3019] | it/evals=260/1175 eff=50.2901% N=100 Z=149.4(0.00%) | Like=156.89..242.06 [1.1994..225.3019] | it/evals=270/1321 eff=40.7240% N=100 Have 8 modes Volume: ~exp(-3.88) * Expected Volume: exp(-2.73) a: +0.0|655 144144 11311 11311 12882 277| +31.4 b: +3.1e-05|833 713331 16222 12144 441154 551| +3.1e+01 Z=152.6(0.00%) | Like=160.18..242.06 [1.1994..225.3019] | it/evals=273/1353 eff=39.2806% N=100 Z=158.3(0.00%) | Like=165.44..242.06 [1.1994..225.3019] | it/evals=280/1411 eff=37.1846% N=100 Z=162.8(0.00%) | Like=169.22..242.06 [1.1994..225.3019] | it/evals=290/1482 eff=35.1942% N=100 Have 8 modes Volume: ~exp(-3.88) Expected Volume: exp(-2.94) a: +0.0|650 4454 1311 11311 12882 217| +31.4 b: +3.1e-05|833 1333 16220 12144 14115 551| +3.1e+01 Z=166.7(0.00%) | Like=173.41..242.06 [1.1994..225.3019] | it/evals=300/1562 eff=33.1858% N=100 Z=174.3(0.00%) | Like=182.55..242.54 [1.1994..225.3019] | it/evals=310/1665 eff=30.7845% N=100 Have 7 modes Volume: ~exp(-4.06) * Expected Volume: exp(-3.15) a: +3.1e-05|16 4454 1121 24311 12722 717| +3.1e+01 b: +3.1e-05|71 1232 1622 24144 4114 551| +3.1e+01 Z=176.8(0.00%) | Like=183.72..242.55 [1.1994..225.3019] | it/evals=315/1715 eff=29.8013% N=100 Z=178.7(0.00%) | Like=185.08..242.85 [1.1994..225.3019] | it/evals=320/1763 eff=28.9593% N=100 Z=184.2(0.00%) | Like=191.77..242.85 [1.1994..225.3019] | it/evals=330/1859 eff=27.4771% N=100 Have 7 modes Volume: ~exp(-4.13) * Expected Volume: exp(-3.36) a: +3.1e-05|16 554 4111 21311 2721 27| +3.1e+01 b: +3.1e-05|71 232 212 1114 4144 55| +3.1e+01 Z=187.4(0.00%) | Like=195.09..242.85 [1.1994..225.3019] | it/evals=336/1988 eff=25.2632% N=100 Z=189.0(0.00%) | Like=195.87..242.85 [1.1994..225.3019] | it/evals=340/2017 eff=25.0184% N=100 Z=192.0(0.00%) | Like=198.73..242.85 [1.1994..225.3019] | it/evals=350/2171 eff=23.1328% N=100 Have 7 modes Volume: ~exp(-4.13) Expected Volume: exp(-3.57) a: +3.1e-05|15 514 411 24311 272 27| +3.1e+01 b: +3.1e-05|71 0232 212 414 4544 55| +3.1e+01 Z=194.9(0.00%) | Like=202.24..242.85 [1.1994..225.3019] | it/evals=360/2242 eff=22.7273% N=100 Z=199.2(0.00%) | Like=207.22..242.85 [1.1994..225.3019] | it/evals=370/2344 eff=21.9454% N=100 Have 7 modes Volume: ~exp(-4.13) Expected Volume: exp(-3.78) a: +3.1e-05|5 514 111 4311 272 27| +3.1e+01 b: +3.1e-05|72 232 412 414 454 55| +3.1e+01 Z=202.4(0.00%) | Like=209.62..242.85 [1.1994..225.3019] | it/evals=380/2516 eff=20.4521% N=100 Z=204.4(0.00%) | Like=210.80..242.85 [1.1994..225.3019] | it/evals=390/2706 eff=19.0430% N=100 Have 6 modes Volume: ~exp(-4.36) * Expected Volume: exp(-3.99) a: +3.1e-05|5 511 111 431 212 22| +3.1e+01 b: +3.1e-05|62 23 212 212 451 45| +3.1e+01 Z=206.4(0.00%) | Like=214.11..242.99 [1.1994..225.3019] | it/evals=399/2825 eff=18.4126% N=100 [ultranest] Explored until L=2e+02 [ultranest] Likelihood function evaluations: 2825 [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 = 236.059 +- 0.878 single instance: logZ = 236.059 +- 0.250 bootstrapped : logZ = 236.034 +- 0.539 tail : logZ = +- 0.693 a 20.2 +- 5.3 b 7.9 +- 7.7 pointstore: (500, 7) 2167 2825 658 sampler results: ******************** {'niter': 500, 'logz': 236.05884892405544, 'logzerr': 0.8781042636615429, 'logz_bs': 236.03409952896877, 'logz_single': 236.05884892405544, 'logzerr_tail': 0.6931471805598335, 'logzerr_bs': 0.5390863418252536, 'ess': 9.362256910446726, 'H': 6.231719154815721, 'Herr': 0.22150440666176816, 'posterior': {'mean': [20.1845760930464, 7.873597957015907], 'stdev': [5.26064299068497, 7.737622708876246], 'median': [18.869257789129293, 6.333250920176236], 'errlo': [12.517588160411812, 0.015775258563979377], 'errup': [25.128720672704027, 18.943304052779762]}, 'maximum_likelihood': {'logl': 242.98658356490208, 'point': [25.128720672704027, 0.015775258563979377], 'point_untransformed': [0.7998720217272687, 0.0005021420758020145]}, 'ncall': 2825, 'paramnames': ['a', 'b'], 'logzerr_single': 0.24963411535316485} reader results: ******************** {'niter': 500, 'logz': 236.05884892405544, 'logzerr': 0.810867234894563, 'logz_bs': 236.47962518135557, 'logz_single': 236.05884892405544, 'logzerr_tail': 0.6931471805598335, 'logzerr_bs': 0.42077625730013324, 'ess': 9.362256910446726, 'H': 6.231719154815721, 'Herr': 0.09082524726225927, 'posterior': {'mean': [20.233619559782614, 7.948560700389188], 'stdev': [5.2766892030747785, 7.8215671165898115], 'median': [18.869257789129293, 6.333250920176236], 'errlo': [12.517588160411812, 0.015775258563979377], 'errup': [25.128720672704027, 18.943304052779762]}, 'maximum_likelihood': {'logl': 242.98658356490208, 'point': [25.128720672704027, 0.015775258563979377], 'point_untransformed': [0.7998720217272687, 0.0005021420758020145]}} niter () logz () skipping logzerr () skipping logz_bs () logz_single () skipping logzerr_tail () skipping logzerr_bs () ess () H () skipping Herr () weighted_samples :: upoints (500, 2) weighted_samples :: points (500, 2) weighted_samples :: weights (500,) weighted_samples :: logw (500,) weighted_samples :: logl (500,) maximum_likelihood :: logl () maximum_likelihood :: point (2,) maximum_likelihood :: point_untransformed (2,) ------------------------------ Captured log call ------------------------------- [32mINFO [0m ultranest:integrator.py:1836 PointStore: have 0 items [32mINFO [0m ultranest:integrator.py:949 Sampling 100 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 100.0), (inf, 100.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=2e+02 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 658 [32mINFO [0m ultranest:integrator.py:2195 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2230 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2105 Reached maximum number of improvement loops. [32mINFO [0m ultranest:integrator.py:1794 done iterating. [35mDEBUG [0m ultranest:integrator.py:798 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:1836 PointStore: have 300 items [32mINFO [0m ultranest:integrator.py:922 Resuming... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 100.0), (inf, 100.0)] [35mDEBUG [0m ultranest:integrator.py:1502 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6, 7]), array([35, 31, 1, 20, 7, 1, 5])) [35mDEBUG [0m ultranest:integrator.py:1502 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6, 7]), array([36, 29, 1, 22, 5, 1, 6])) [35mDEBUG [0m ultranest:integrator.py:1502 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6, 7]), array([38, 29, 1, 19, 8, 1, 4])) [35mDEBUG [0m ultranest:integrator.py:1502 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([35, 34, 1, 20, 6, 4])) [35mDEBUG [0m ultranest:integrator.py:1502 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([39, 31, 1, 18, 4, 7])) [35mDEBUG [0m ultranest:integrator.py:1502 clustering found some stray points [need_accept=False] (array([1, 2, 3, 4, 5, 6]), array([37, 28, 1, 20, 4, 10])) [32mINFO [0m ultranest:integrator.py:2089 Explored until L=2e+02 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 2825 [32mINFO [0m ultranest:integrator.py:2195 Writing samples and results to disk ... [32mINFO [0m ultranest:integrator.py:2230 Writing samples and results to disk ... done [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2105 Reached maximum number of improvement loops. [32mINFO [0m ultranest:integrator.py:1794 done iterating. | |||
| Passed | tests/test_run.py::test_run_compat | 8.38 | |
|
----------------------------- Captured stdout call ----------------------------- [ultranest] Sampling 400 live points from prior ... Mono-modal Volume: ~exp(-3.81) * Expected Volume: exp(0.00) a: -5.0|********************************************************| +5.0 b: -5.0|********************************************************| +5.0 Z=-inf(0.00%) | Like=-270285.61..-283.72 [-270285.6126..-1440.1168] | it/evals=0/401 eff=0.0000% N=400 Z=-167461.0(0.00%) | Like=-167361.66..-283.72 [-270285.6126..-1440.1168] | it/evals=40/443 eff=93.0233% N=400 Z=-147429.7(0.00%) | Like=-147309.70..-283.72 [-270285.6126..-1440.1168] | it/evals=80/486 eff=93.0233% N=400 Mono-modal Volume: ~exp(-4.45) * Expected Volume: exp(-0.20) a: -5.0|********************************************************| +5.0 b: -5.0|********************************************************| +5.0 Z=-147315.9(0.00%) | Like=-146334.36..-283.72 [-270285.6126..-1440.1168] | it/evals=81/487 eff=93.1034% N=400 Z=-124299.5(0.00%) | Like=-123277.36..-283.72 [-270285.6126..-1440.1168] | it/evals=120/528 eff=93.7500% N=400 Z=-108734.6(0.00%) | Like=-108552.77..-283.72 [-270285.6126..-1440.1168] | it/evals=160/577 eff=90.3955% N=400 Mono-modal Volume: ~exp(-4.81) * Expected Volume: exp(-0.41) a: -5.0| ***************************************************| +5.0 b: -5.0| ** ************************************************| +5.0 Z=-108519.7(0.00%) | Like=-108099.94..-283.72 [-270285.6126..-1440.1168] | it/evals=162/580 eff=90.0000% N=400 Z=-96004.0(0.00%) | Like=-95580.94..-283.72 [-270285.6126..-1440.1168] | it/evals=200/622 eff=90.0901% N=400 Z=-87307.4(0.00%) | Like=-87168.17..-283.72 [-270285.6126..-1440.1168] | it/evals=240/670 eff=88.8889% N=400 Mono-modal Volume: ~exp(-5.19) * Expected Volume: exp(-0.61) a: -5.0| ********************************************** | +5.0 b: -5.0| ********************************************** | +5.0 Z=-86780.9(0.00%) | Like=-86196.57..-283.72 [-270285.6126..-1440.1168] | it/evals=243/673 eff=89.0110% N=400 Z=-76808.7(0.00%) | Like=-76676.38..-283.72 [-270285.6126..-1440.1168] | it/evals=280/725 eff=86.1538% N=400 Z=-70706.9(0.00%) | Like=-70540.54..-44.49 [-270285.6126..-1440.1168] | it/evals=320/779 eff=84.4327% N=400 Mono-modal Volume: ~exp(-5.19) Expected Volume: exp(-0.81) a: -5.0| ******************************************* | +5.0 b: -5.0| ****************************************** | +5.0 Z=-65013.7(0.00%) | Like=-64673.29..-44.49 [-270285.6126..-1440.1168] | it/evals=360/829 eff=83.9161% N=400 Z=-59184.5(0.00%) | Like=-58730.42..-44.49 [-270285.6126..-1440.1168] | it/evals=400/877 eff=83.8574% N=400 Mono-modal Volume: ~exp(-5.27) * Expected Volume: exp(-1.01) a: -5.0| -2.7 ************************************** | +5.0 b: -5.0| -2.8 ************************************** | +5.0 Z=-58109.4(0.00%) | Like=-57982.09..-44.49 [-270285.6126..-1440.1168] | it/evals=405/882 eff=84.0249% N=400 Z=-53302.8(0.00%) | Like=-53283.73..-44.49 [-270285.6126..-1440.1168] | it/evals=440/931 eff=82.8625% N=400 Z=-46961.4(0.00%) | Like=-46861.84..-44.49 [-270285.6126..-1440.1168] | it/evals=480/984 eff=82.1918% N=400 Mono-modal Volume: ~exp(-5.29) * Expected Volume: exp(-1.21) a: -5.0| -2.5 *********************************** | +5.0 b: -5.0| -2.5 ********************************* | +5.0 Z=-46321.3(0.00%) | Like=-46231.48..-44.49 [-270285.6126..-1440.1168] | it/evals=486/991 eff=82.2335% N=400 Z=-43289.8(0.00%) | Like=-43087.27..-44.49 [-270285.6126..-1440.1168] | it/evals=520/1039 eff=81.3772% N=400 Z=-38502.9(0.00%) | Like=-38492.40..-44.49 [-270285.6126..-1440.1168] | it/evals=560/1098 eff=80.2292% N=400 Mono-modal Volume: ~exp(-5.91) * Expected Volume: exp(-1.42) a: -5.0| -2.2 ******************************* +3.2 | +5.0 b: -5.0| -2.2 ******************************* +3.2 | +5.0 Z=-38067.9(0.00%) | Like=-38031.31..-44.49 [-270285.6126..-1440.1168] | it/evals=567/1109 eff=79.9718% N=400 Z=-35727.4(0.00%) | Like=-35584.27..-44.49 [-270285.6126..-1440.1168] | it/evals=600/1152 eff=79.7872% N=400 Z=-33056.9(0.00%) | Like=-32949.11..-44.49 [-270285.6126..-1440.1168] | it/evals=640/1203 eff=79.7011% N=400 Mono-modal Volume: ~exp(-6.04) * Expected Volume: exp(-1.62) a: -5.0| -2.0 ***************************** +3.0 | +5.0 b: -5.0| -1.9 *************************** +2.8 | +5.0 Z=-32025.3(0.00%) | Like=-31909.55..-44.49 [-270285.6126..-1440.1168] | it/evals=648/1214 eff=79.6069% N=400 Z=-28770.0(0.00%) | Like=-28749.26..-44.49 [-270285.6126..-1440.1168] | it/evals=680/1259 eff=79.1618% N=400 Z=-25907.6(0.00%) | Like=-25797.33..-44.49 [-270285.6126..-1440.1168] | it/evals=720/1303 eff=79.7342% N=400 Mono-modal Volume: ~exp(-6.25) * Expected Volume: exp(-1.82) a: -5.0| -1.7 ************************* +2.6 | +5.0 b: -5.0| -1.7 ************************** +2.7 | +5.0 Z=-25245.5(0.00%) | Like=-25152.02..-44.49 [-270285.6126..-1440.1168] | it/evals=729/1313 eff=79.8467% N=400 Z=-23771.4(0.00%) | Like=-23729.98..-44.49 [-270285.6126..-1440.1168] | it/evals=760/1347 eff=80.2534% N=400 Z=-20915.8(0.00%) | Like=-20879.57..-44.49 [-270285.6126..-1440.1168] | it/evals=800/1395 eff=80.4020% N=400 Mono-modal Volume: ~exp(-6.25) Expected Volume: exp(-2.02) a: -5.0| -1.5 ************************ +2.5 | +5.0 b: -5.0| -1.5 ************************ +2.5 | +5.0 Z=-19355.3(0.00%) | Like=-19328.16..-44.49 [-270285.6126..-1440.1168] | it/evals=840/1452 eff=79.8479% N=400 Z=-18030.2(0.00%) | Like=-18014.16..-44.49 [-270285.6126..-1440.1168] | it/evals=880/1508 eff=79.4224% N=400 Mono-modal Volume: ~exp(-6.25) Expected Volume: exp(-2.23) a: -5.0| -1.4 ********************* +2.3 | +5.0 b: -5.0| -1.4 ********************** +2.3 | +5.0 Z=-16143.9(0.00%) | Like=-16070.71..-44.49 [-270285.6126..-1440.1168] | it/evals=920/1565 eff=78.9700% N=400 Z=-14617.1(0.00%) | Like=-14429.95..-44.49 [-270285.6126..-1440.1168] | it/evals=960/1627 eff=78.2396% N=400 Mono-modal Volume: ~exp(-6.54) * Expected Volume: exp(-2.43) a: -5.0| -1.1 ******************* +2.1 | +5.0 b: -5.0| -1.2 ******************* +2.1 | +5.0 Z=-14129.4(0.00%) | Like=-14064.54..-44.49 [-270285.6126..-1440.1168] | it/evals=972/1643 eff=78.1979% N=400 Z=-13309.5(0.00%) | Like=-13285.70..-44.49 [-270285.6126..-1440.1168] | it/evals=1000/1679 eff=78.1861% N=400 Z=-11797.5(0.00%) | Like=-11787.55..-44.49 [-270285.6126..-1440.1168] | it/evals=1040/1732 eff=78.0781% N=400 Mono-modal Volume: ~exp(-6.58) * Expected Volume: exp(-2.63) a: -5.0| -1.0 ****************** +2.0 | +5.0 b: -5.0| -1.0 ****************** +2.0 | +5.0 Z=-11477.8(0.00%) | Like=-11467.50..-44.49 [-270285.6126..-1440.1168] | it/evals=1053/1748 eff=78.1157% N=400 Z=-10842.6(0.00%) | Like=-10821.72..-44.49 [-270285.6126..-1440.1168] | it/evals=1080/1782 eff=78.1476% N=400 Z=-9865.1(0.00%) | Like=-9827.53..-44.49 [-270285.6126..-1440.1168] | it/evals=1120/1836 eff=77.9944% N=400 Mono-modal Volume: ~exp(-6.92) * Expected Volume: exp(-2.83) a: -5.0| -0.8 **************** +1.8 | +5.0 b: -5.0| -0.9 **************** +1.9 | +5.0 Z=-9417.4(0.00%) | Like=-9407.92..-44.49 [-270285.6126..-1440.1168] | it/evals=1134/1855 eff=77.9381% N=400 Z=-9040.4(0.00%) | Like=-9027.84..-44.49 [-270285.6126..-1440.1168] | it/evals=1160/1889 eff=77.9046% N=400 Z=-8126.4(0.00%) | Like=-8060.35..-44.49 [-270285.6126..-1440.1168] | it/evals=1200/1940 eff=77.9221% N=400 Mono-modal Volume: ~exp(-7.76) * Expected Volume: exp(-3.04) a: -5.0| -0.7 *************** +1.7 | +5.0 b: -5.0| -0.7 ************** +1.7 | +5.0 Z=-7691.3(0.00%) | Like=-7667.81..-44.49 [-270285.6126..-1440.1168] | it/evals=1215/1959 eff=77.9346% N=400 Z=-7041.5(0.00%) | Like=-7009.08..-44.49 [-270285.6126..-1440.1168] | it/evals=1240/1990 eff=77.9874% N=400 Z=-6538.5(0.00%) | Like=-6525.03..-44.49 [-270285.6126..-1440.1168] | it/evals=1280/2042 eff=77.9537% N=400 Mono-modal Volume: ~exp(-7.76) Expected Volume: exp(-3.24) a: -5.0| -0.6 ************** +1.6 | +5.0 b: -5.0| -0.6 ************** +1.6 | +5.0 Z=-6049.1(0.00%) | Like=-6035.81..-44.49 [-270285.6126..-1440.1168] | it/evals=1320/2095 eff=77.8761% N=400 Z=-5386.8(0.00%) | Like=-5366.14..-44.49 [-270285.6126..-1440.1168] | it/evals=1360/2149 eff=77.7587% N=400 Mono-modal Volume: ~exp(-7.76) Expected Volume: exp(-3.44) a: -5.0| -0.5 ************ +1.5 | +5.0 b: -5.0| -0.5 ************ +1.5 | +5.0 Z=-4990.1(0.00%) | Like=-4953.49..-44.49 [-270285.6126..-1440.1168] | it/evals=1400/2203 eff=77.6484% N=400 Z=-4503.9(0.00%) | Like=-4449.35..-44.49 [-270285.6126..-1440.1168] | it/evals=1440/2255 eff=77.6280% N=400 Mono-modal Volume: ~exp(-8.21) * Expected Volume: exp(-3.64) a: -5.0| -0.4 *********** +1.4 | +5.0 b: -5.0| -0.4 *********** +1.4 | +5.0 Z=-4285.4(0.00%) | Like=-4272.91..-38.50 [-270285.6126..-1440.1168] | it/evals=1458/2278 eff=77.6358% N=400 Z=-4076.2(0.00%) | Like=-4056.95..-38.50 [-270285.6126..-1440.1168] | it/evals=1480/2302 eff=77.8128% N=400 Z=-3723.0(0.00%) | Like=-3710.72..2.57 [-270285.6126..-1440.1168] | it/evals=1520/2360 eff=77.5510% N=400 Mono-modal Volume: ~exp(-8.21) Expected Volume: exp(-3.85) a: -5.0| -0.3 ********** +1.3 | +5.0 b: -5.0| -0.3 ********** +1.3 | +5.0 Z=-3330.7(0.00%) | Like=-3314.45..2.57 [-270285.6126..-1440.1168] | it/evals=1560/2414 eff=77.4578% N=400 Z=-3075.1(0.00%) | Like=-3055.46..2.57 [-270285.6126..-1440.1168] | it/evals=1600/2467 eff=77.4069% N=400 Mono-modal Volume: ~exp(-8.33) * Expected Volume: exp(-4.05) a: -5.0| -0.2 ********* +1.2 | +5.0 b: -5.0| -0.2 ********* +1.2 | +5.0 Z=-2914.4(0.00%) | Like=-2891.18..2.57 [-270285.6126..-1440.1168] | it/evals=1620/2496 eff=77.2901% N=400 Z=-2757.6(0.00%) | Like=-2740.41..2.57 [-270285.6126..-1440.1168] | it/evals=1640/2519 eff=77.3950% N=400 Z=-2480.8(0.00%) | Like=-2463.87..6.65 [-270285.6126..-1440.1168] | it/evals=1680/2567 eff=77.5265% N=400 Mono-modal Volume: ~exp(-8.41) * Expected Volume: exp(-4.25) a: -5.0| -0.2 ******** +1.2 | +5.0 b: -5.0| -0.2 ******** +1.2 | +5.0 Z=-2363.4(0.00%) | Like=-2350.95..6.65 [-270285.6126..-1440.1168] | it/evals=1701/2590 eff=77.6712% N=400 Z=-2252.4(0.00%) | Like=-2242.29..6.65 [-270285.6126..-1440.1168] | it/evals=1720/2613 eff=77.7225% N=400 Z=-2085.2(0.00%) | Like=-2070.68..6.65 [-270285.6126..-1440.1168] | it/evals=1760/2661 eff=77.8417% N=400 Mono-modal Volume: ~exp(-8.80) * Expected Volume: exp(-4.45) a: -5.0| -0.1 ******** +1.1 | +5.0 b: -5.0| -0.1 ******** +1.1 | +5.0 Z=-1980.3(0.00%) | Like=-1968.50..6.65 [-270285.6126..-1440.1168] | it/evals=1782/2698 eff=77.5457% N=400 Z=-1908.2(0.00%) | Like=-1894.60..6.65 [-270285.6126..-1440.1168] | it/evals=1800/2718 eff=77.6531% N=400 Z=-1719.7(0.00%) | Like=-1704.36..6.65 [-270285.6126..-1440.1168] | it/evals=1840/2770 eff=77.6371% N=400 Mono-modal Volume: ~exp(-8.80) Expected Volume: exp(-4.66) a: -5.0e+00| -5.7e-02 ******* +1.1e+00 | +5.0e+00 b: -5.0e+00| -5.5e-02 ******* +1.1e+00 | +5.0e+00 Z=-1575.6(0.00%) | Like=-1562.16..6.65 [-270285.6126..-1440.1168] | it/evals=1880/2823 eff=77.5898% N=400 Z=-1406.7(0.00%) | Like=-1395.54..6.65 [-1429.9178..-0.7129] | it/evals=1920/2872 eff=77.6699% N=400 Mono-modal Volume: ~exp(-9.45) * Expected Volume: exp(-4.86) a: -1.000| -0.001 *****************************| +1.000 b: +0.0e+00|************ +1.0e+00 | +5.0e+00 Z=-1298.1(0.00%) | Like=-1283.74..6.65 [-1429.9178..-0.7129] | it/evals=1944/2902 eff=77.6978% N=400 Z=-1260.0(0.00%) | Like=-1247.42..6.65 [-1429.9178..-0.7129] | it/evals=1960/2918 eff=77.8396% N=400 Z=-1151.0(0.00%) | Like=-1139.24..6.65 [-1429.9178..-0.7129] | it/evals=2000/2967 eff=77.9120% N=400 Mono-modal Volume: ~exp(-9.45) Expected Volume: exp(-5.06) a: +0.00| ***************************************************** | +1.00 b: +0.00| * *************************************************** | +1.00 Z=-1066.1(0.00%) | Like=-1055.31..6.65 [-1429.9178..-0.7129] | it/evals=2040/3024 eff=77.7439% N=400 Z=-948.6(0.00%) | Like=-929.80..6.65 [-1429.9178..-0.7129] | it/evals=2080/3074 eff=77.7861% N=400 Mono-modal Volume: ~exp(-9.45) Expected Volume: exp(-5.27) a: +0.00| ************************************************ | +1.00 b: +0.00| ************************************************ | +1.00 Z=-870.5(0.00%) | Like=-859.35..6.65 [-1429.9178..-0.7129] | it/evals=2120/3141 eff=77.3440% N=400 Z=-781.4(0.00%) | Like=-767.73..6.65 [-1429.9178..-0.7129] | it/evals=2160/3193 eff=77.3362% N=400 Mono-modal Volume: ~exp(-9.74) * Expected Volume: exp(-5.47) a: +0.0| ****************************************** | +1.0 b: +0.0| ******************************************* | +1.0 Z=-730.4(0.00%) | Like=-716.80..6.65 [-1429.9178..-0.7129] | it/evals=2187/3229 eff=77.3065% N=400 Z=-708.6(0.00%) | Like=-697.55..6.65 [-1429.9178..-0.7129] | it/evals=2200/3243 eff=77.3830% N=400 Z=-653.0(0.00%) | Like=-640.13..6.65 [-1429.9178..-0.7129] | it/evals=2240/3293 eff=77.4283% N=400 Mono-modal Volume: ~exp(-10.03) * Expected Volume: exp(-5.67) a: +0.0| ************************************** | +1.0 b: +0.0| *************************************** | +1.0 Z=-594.5(0.00%) | Like=-582.39..6.65 [-1429.9178..-0.7129] | it/evals=2268/3331 eff=77.3797% N=400 Z=-570.1(0.00%) | Like=-558.19..6.65 [-1429.9178..-0.7129] | it/evals=2280/3345 eff=77.4194% N=400 Z=-513.6(0.00%) | Like=-500.40..6.65 [-1429.9178..-0.7129] | it/evals=2320/3392 eff=77.5401% N=400 Mono-modal Volume: ~exp(-10.07) * Expected Volume: exp(-5.87) a: +0.0| +0.2 *********************************** +0.8 | +1.0 b: +0.0| +0.2 *********************************** +0.8 | +1.0 Z=-485.8(0.00%) | Like=-474.75..6.65 [-1429.9178..-0.7129] | it/evals=2349/3436 eff=77.3715% N=400 Z=-476.0(0.00%) | Like=-465.04..6.65 [-1429.9178..-0.7129] | it/evals=2360/3448 eff=77.4278% N=400 Z=-439.4(0.00%) | Like=-426.23..6.65 [-1429.9178..-0.7129] | it/evals=2400/3495 eff=77.5444% N=400 Mono-modal Volume: ~exp(-10.07) Expected Volume: exp(-6.08) a: +0.0| +0.2 ******************************** +0.8 | +1.0 b: +0.0| +0.2 ******************************** +0.8 | +1.0 Z=-403.3(0.00%) | Like=-391.45..6.65 [-1429.9178..-0.7129] | it/evals=2440/3555 eff=77.3376% N=400 Z=-371.2(0.00%) | Like=-359.00..6.65 [-1429.9178..-0.7129] | it/evals=2480/3607 eff=77.3308% N=400 Mono-modal Volume: ~exp(-10.56) * Expected Volume: exp(-6.28) a: +0.0| +0.2 ****************************** +0.8 | +1.0 b: +0.0| +0.3 ***************************** +0.8 | +1.0 Z=-335.6(0.00%) | Like=-323.68..6.65 [-1429.9178..-0.7129] | it/evals=2511/3655 eff=77.1429% N=400 Z=-329.2(0.00%) | Like=-317.14..6.65 [-1429.9178..-0.7129] | it/evals=2520/3666 eff=77.1586% N=400 Z=-301.1(0.00%) | Like=-288.98..6.65 [-1429.9178..-0.7129] | it/evals=2560/3712 eff=77.2947% N=400 Mono-modal Volume: ~exp(-10.56) Expected Volume: exp(-6.48) a: +0.0| +0.3 *************************** +0.7 | +1.0 b: +0.0| +0.3 *************************** +0.7 | +1.0 Z=-272.5(0.00%) | Like=-261.02..6.65 [-1429.9178..-0.7129] | it/evals=2600/3758 eff=77.4270% N=400 Z=-241.2(0.00%) | Like=-226.92..6.65 [-1429.9178..-0.7129] | it/evals=2640/3811 eff=77.3967% N=400 Mono-modal Volume: ~exp(-11.05) * Expected Volume: exp(-6.68) a: +0.0| +0.3 ************************ +0.7 | +1.0 b: +0.0| +0.3 *********************** +0.7 | +1.0 Z=-214.8(0.00%) | Like=-202.48..6.65 [-1429.9178..-0.7129] | it/evals=2673/3854 eff=77.3885% N=400 Z=-210.7(0.00%) | Like=-199.21..6.65 [-1429.9178..-0.7129] | it/evals=2680/3862 eff=77.4119% N=400 Z=-196.6(0.00%) | Like=-184.68..6.65 [-1429.9178..-0.7129] | it/evals=2720/3911 eff=77.4708% N=400 Mono-modal Volume: ~exp(-11.14) * Expected Volume: exp(-6.89) a: +0.0| +0.3 ********************** +0.7 | +1.0 b: +0.0| +0.3 ********************** +0.7 | +1.0 Z=-178.7(0.00%) | Like=-166.61..6.65 [-1429.9178..-0.7129] | it/evals=2754/3958 eff=77.4030% N=400 Z=-176.7(0.00%) | Like=-164.45..6.65 [-1429.9178..-0.7129] | it/evals=2760/3966 eff=77.3976% N=400 Z=-161.8(0.00%) | Like=-150.00..6.65 [-1429.9178..-0.7129] | it/evals=2800/4020 eff=77.3481% N=400 Mono-modal Volume: ~exp(-11.55) * Expected Volume: exp(-7.09) a: +0.0| +0.3 ******************** +0.7 | +1.0 b: +0.0| +0.3 ******************** +0.7 | +1.0 Z=-150.1(0.00%) | Like=-138.09..6.65 [-1429.9178..-0.7129] | it/evals=2835/4068 eff=77.2901% N=400 Z=-148.7(0.00%) | Like=-136.10..6.65 [-1429.9178..-0.7129] | it/evals=2840/4075 eff=77.2789% N=400 Z=-135.7(0.00%) | Like=-123.23..6.79 [-1429.9178..-0.7129] | it/evals=2880/4124 eff=77.3362% N=400 Mono-modal Volume: ~exp(-11.55) Expected Volume: exp(-7.29) a: +0.0| +0.3 ****************** +0.7 | +1.0 b: +0.0| +0.3 ****************** +0.7 | +1.0 Z=-125.6(0.00%) | Like=-114.02..6.79 [-1429.9178..-0.7129] | it/evals=2920/4173 eff=77.3920% N=400 Z=-114.4(0.00%) | Like=-102.54..7.02 [-1429.9178..-0.7129] | it/evals=2960/4236 eff=77.1637% N=400 Mono-modal Volume: ~exp(-11.64) * Expected Volume: exp(-7.49) a: +0.0| +0.4 **************** +0.6 | +1.0 b: +0.0| +0.4 **************** +0.6 | +1.0 Z=-104.1(0.00%) | Like=-91.38..7.02 [-1429.9178..-0.7129] | it/evals=2997/4290 eff=77.0437% N=400 Z=-103.2(0.00%) | Like=-91.24..7.02 [-1429.9178..-0.7129] | it/evals=3000/4293 eff=77.0614% N=400 Z=-93.1(0.00%) | Like=-80.99..7.02 [-1429.9178..-0.7129] | it/evals=3040/4340 eff=77.1574% N=400 Mono-modal Volume: ~exp(-11.82) * Expected Volume: exp(-7.70) a: +0.0| +0.4 *************** +0.6 | +1.0 b: +0.0| +0.4 ************** +0.6 | +1.0 Z=-85.2(0.00%) | Like=-73.16..7.32 [-1429.9178..-0.7129] | it/evals=3078/4390 eff=77.1429% N=400 Z=-84.8(0.00%) | Like=-72.79..7.32 [-1429.9178..-0.7129] | it/evals=3080/4393 eff=77.1350% N=400 Z=-76.5(0.00%) | Like=-64.42..7.32 [-1429.9178..-0.7129] | it/evals=3120/4441 eff=77.2086% N=400 Mono-modal Volume: ~exp(-12.02) * Expected Volume: exp(-7.90) a: +0.0| +0.4 ************** +0.6 | +1.0 b: +0.0| +0.4 ************** +0.6 | +1.0 Z=-68.0(0.00%) | Like=-55.80..7.32 [-1429.9178..-0.7129] | it/evals=3159/4491 eff=77.2183% N=400 Z=-67.8(0.00%) | Like=-55.63..7.32 [-1429.9178..-0.7129] | it/evals=3160/4492 eff=77.2239% N=400 Z=-62.1(0.00%) | Like=-50.27..7.32 [-1429.9178..-0.7129] | it/evals=3200/4541 eff=77.2760% N=400 Mono-modal Volume: ~exp(-12.57) * Expected Volume: exp(-8.10) a: +0.0| +0.4 ************ +0.6 | +1.0 b: +0.0| +0.4 ************ +0.6 | +1.0 Z=-55.2(0.00%) | Like=-42.78..7.32 [-1429.9178..-0.7129] | it/evals=3240/4593 eff=77.2716% N=400 Z=-49.7(0.00%) | Like=-37.68..7.32 [-1429.9178..-0.7129] | it/evals=3280/4646 eff=77.2492% N=400 Z=-46.0(0.00%) | Like=-33.72..7.32 [-1429.9178..-0.7129] | it/evals=3320/4692 eff=77.3532% N=400 Mono-modal Volume: ~exp(-12.57) Expected Volume: exp(-8.30) a: +0.0| +0.4 ********** +0.6 | +1.0 b: +0.0| +0.4 ********** +0.6 | +1.0 Z=-41.6(0.00%) | Like=-29.75..7.32 [-1429.9178..-0.7129] | it/evals=3360/4741 eff=77.4015% N=400 Z=-38.3(0.00%) | Like=-26.12..7.34 [-1429.9178..-0.7129] | it/evals=3400/4797 eff=77.3254% N=400 Mono-modal Volume: ~exp(-12.57) Expected Volume: exp(-8.51) a: +0.0| +0.4 ********** +0.6 | +1.0 b: +0.0| +0.4 ********** +0.6 | +1.0 Z=-35.2(0.00%) | Like=-23.31..7.34 [-1429.9178..-0.7129] | it/evals=3440/4856 eff=77.1993% N=400 Z=-32.4(0.00%) | Like=-20.16..7.34 [-1429.9178..-0.7129] | it/evals=3480/4916 eff=77.0593% N=400 Mono-modal Volume: ~exp(-12.75) * Expected Volume: exp(-8.71) a: +0.0| +0.4 ********** +0.6 | +1.0 b: +0.0| +0.4 ********** +0.6 | +1.0 Z=-32.1(0.00%) | Like=-19.84..7.34 [-1429.9178..-0.7129] | it/evals=3483/4920 eff=77.0575% N=400 Z=-29.7(0.00%) | Like=-17.66..7.34 [-1429.9178..-0.7129] | it/evals=3520/4965 eff=77.1084% N=400 Z=-27.4(0.00%) | Like=-15.51..7.34 [-1429.9178..-0.7129] | it/evals=3560/5016 eff=77.1231% N=400 Mono-modal Volume: ~exp(-13.32) * Expected Volume: exp(-8.91) a: +0.0| +0.4 ******** +0.6 | +1.0 b: +0.0| +0.4 ******** +0.6 | +1.0 Z=-27.2(0.00%) | Like=-15.21..7.34 [-1429.9178..-0.7129] | it/evals=3564/5023 eff=77.0928% N=400 Z=-25.4(0.00%) | Like=-13.27..7.34 [-1429.9178..-0.7129] | it/evals=3600/5067 eff=77.1373% N=400 Z=-23.2(0.00%) | Like=-10.90..7.34 [-1429.9178..-0.7129] | it/evals=3640/5118 eff=77.1513% N=400 Mono-modal Volume: ~exp(-13.42) * Expected Volume: exp(-9.11) a: +0.0| +0.4 ******** +0.6 | +1.0 b: +0.0| +0.4 ******** +0.6 | +1.0 Z=-22.9(0.00%) | Like=-10.75..7.34 [-1429.9178..-0.7129] | it/evals=3645/5125 eff=77.1429% N=400 Z=-21.3(0.00%) | Like=-9.37..7.34 [-1429.9178..-0.7129] | it/evals=3680/5163 eff=77.2622% N=400 Z=-19.9(0.00%) | Like=-8.02..7.34 [-1429.9178..-0.7129] | it/evals=3720/5212 eff=77.3067% N=400 Mono-modal Volume: ~exp(-13.58) * Expected Volume: exp(-9.32) a: +0.0| +0.4 ******* +0.6 | +1.0 b: +0.0| +0.4 ******* +0.6 | +1.0 Z=-19.7(0.00%) | Like=-7.93..7.34 [-1429.9178..-0.7129] | it/evals=3726/5220 eff=77.3029% N=400 Z=-18.7(0.00%) | Like=-6.85..7.34 [-1429.9178..-0.7129] | it/evals=3760/5260 eff=77.3663% N=400 Z=-17.3(0.00%) | Like=-5.01..7.34 [-1429.9178..-0.7129] | it/evals=3800/5317 eff=77.2829% N=400 Mono-modal Volume: ~exp(-13.94) * Expected Volume: exp(-9.52) a: +0.00| +0.45 ****** +0.55 | +1.00 b: +0.00| +0.45 ****** +0.55 | +1.00 Z=-17.0(0.00%) | Like=-4.90..7.34 [-1429.9178..-0.7129] | it/evals=3807/5328 eff=77.2524% N=400 Z=-16.0(0.00%) | Like=-3.86..7.34 [-1429.9178..-0.7129] | it/evals=3840/5367 eff=77.3102% N=400 Z=-14.8(0.00%) | Like=-2.85..7.34 [-1429.9178..-0.7129] | it/evals=3880/5417 eff=77.3371% N=400 Mono-modal Volume: ~exp(-13.94) Expected Volume: exp(-9.72) a: +0.00| +0.46 ****** +0.54 | +1.00 b: +0.00| +0.46 ****** +0.54 | +1.00 Z=-13.9(0.01%) | Like=-1.84..7.34 [-1429.9178..-0.7129] | it/evals=3920/5472 eff=77.2871% N=400 Z=-13.0(0.03%) | Like=-0.83..7.34 [-1429.9178..-0.7129] | it/evals=3960/5526 eff=77.2532% N=400 Mono-modal Volume: ~exp(-14.22) * Expected Volume: exp(-9.92) a: +0.00| +0.46 ****** +0.54 | +1.00 b: +0.00| +0.46 ****** +0.54 | +1.00 Z=-12.8(0.03%) | Like=-0.73..7.34 [-1429.9178..-0.7129] | it/evals=3969/5539 eff=77.2329% N=400 Z=-12.2(0.06%) | Like=-0.18..7.37 [-0.7091..3.7527] | it/evals=4000/5575 eff=77.2947% N=400 Z=-11.5(0.12%) | Like=0.48..7.37 [-0.7091..3.7527] | it/evals=4040/5630 eff=77.2467% N=400 Mono-modal Volume: ~exp(-14.32) * Expected Volume: exp(-10.13) a: +0.00| +0.46 **** +0.53 | +1.00 b: +0.00| +0.46 ****** +0.54 | +1.00 Z=-11.3(0.14%) | Like=0.59..7.37 [-0.7091..3.7527] | it/evals=4050/5643 eff=77.2459% N=400 Z=-10.9(0.22%) | Like=1.03..7.37 [-0.7091..3.7527] | it/evals=4080/5675 eff=77.3460% N=400 Z=-10.4(0.37%) | Like=1.56..7.37 [-0.7091..3.7527] | it/evals=4120/5728 eff=77.3273% N=400 Mono-modal Volume: ~exp(-14.59) * Expected Volume: exp(-10.33) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.00| +0.47 **** +0.53 | +1.00 Z=-10.2(0.43%) | Like=1.75..7.37 [-0.7091..3.7527] | it/evals=4131/5744 eff=77.3016% N=400 Z=-9.9(0.59%) | Like=2.03..7.37 [-0.7091..3.7527] | it/evals=4160/5783 eff=77.2803% N=400 Z=-9.4(0.91%) | Like=2.57..7.37 [-0.7091..3.7527] | it/evals=4200/5839 eff=77.2201% N=400 Mono-modal Volume: ~exp(-14.96) * Expected Volume: exp(-10.53) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.00| +0.47 **** +0.53 | +1.00 Z=-9.3(1.03%) | Like=2.69..7.37 [-0.7091..3.7527] | it/evals=4212/5858 eff=77.1711% N=400 Z=-9.0(1.37%) | Like=3.02..7.37 [-0.7091..3.7527] | it/evals=4240/5892 eff=77.2032% N=400 Z=-8.6(2.09%) | Like=3.47..7.37 [-0.7091..3.7527] | it/evals=4280/5946 eff=77.1727% N=400 Mono-modal Volume: ~exp(-14.96) Expected Volume: exp(-10.73) a: +0.00| +0.47 **** +0.53 | +1.00 b: +0.00| +0.47 **** +0.53 | +1.00 Z=-8.2(2.97%) | Like=3.77..7.37 [3.7560..4.6561] | it/evals=4320/5997 eff=77.1842% N=400 Z=-7.9(4.11%) | Like=4.13..7.37 [3.7560..4.6561] | it/evals=4360/6058 eff=77.0590% N=400 Mono-modal Volume: ~exp(-14.96) Expected Volume: exp(-10.93) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.00| +0.48 **** +0.52 | +1.00 Z=-7.6(5.50%) | Like=4.37..7.37 [3.7560..4.6561] | it/evals=4400/6112 eff=77.0308% N=400 Z=-7.4(7.23%) | Like=4.62..7.37 [3.7560..4.6561] | it/evals=4440/6173 eff=76.9098% N=400 Mono-modal Volume: ~exp(-15.17) * Expected Volume: exp(-11.14) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.00| +0.48 **** +0.52 | +1.00 Z=-7.3(7.87%) | Like=4.72..7.37 [4.6577..4.9051] | it/evals=4455/6193 eff=76.9032% N=400 Z=-7.1(9.03%) | Like=4.89..7.37 [4.6577..4.9051] | it/evals=4480/6226 eff=76.8967% N=400 Z=-6.9(11.10%) | Like=5.19..7.37 [5.1916..5.1927]*| it/evals=4520/6274 eff=76.9493% N=400 Mono-modal Volume: ~exp(-15.17) Expected Volume: exp(-11.34) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.00| +0.48 **** +0.52 | +1.00 Z=-6.7(13.83%) | Like=5.38..7.37 [5.3820..5.3820]*| it/evals=4560/6334 eff=76.8453% N=400 Z=-6.5(16.70%) | Like=5.54..7.37 [5.5428..5.5432]*| it/evals=4600/6402 eff=76.6411% N=400 Mono-modal Volume: ~exp(-15.81) * Expected Volume: exp(-11.54) a: +0.00| +0.48 **** +0.52 | +1.00 b: +0.00| +0.48 **** +0.52 | +1.00 Z=-6.4(18.09%) | Like=5.61..7.37 [5.6055..5.6056]*| it/evals=4617/6425 eff=76.6307% N=400 Z=-6.3(19.95%) | Like=5.73..7.37 [5.7325..5.7361]*| it/evals=4640/6451 eff=76.6815% N=400 Z=-6.2(23.14%) | Like=5.91..7.37 [5.9066..5.9085]*| it/evals=4680/6504 eff=76.6710% N=400 Mono-modal Volume: ~exp(-16.07) * Expected Volume: exp(-11.74) a: +0.00| +0.48 ** +0.52 | +1.00 b: +0.00| +0.48 ** +0.52 | +1.00 Z=-6.1(24.76%) | Like=5.96..7.37 [5.9599..5.9612]*| it/evals=4698/6528 eff=76.6645% N=400 Z=-6.1(26.81%) | Like=6.03..7.37 [6.0287..6.0307]*| it/evals=4720/6554 eff=76.6981% N=400 Z=-5.9(30.24%) | Like=6.16..7.37 [6.1566..6.1574]*| it/evals=4760/6613 eff=76.6136% N=400 Mono-modal Volume: ~exp(-16.07) Expected Volume: exp(-11.95) a: +0.00| +0.48 ** +0.52 | +1.00 b: +0.00| +0.49 ** +0.52 | +1.00 Z=-5.8(33.54%) | Like=6.26..7.37 [6.2553..6.2584]*| it/evals=4800/6673 eff=76.5184% N=400 Z=-5.7(37.13%) | Like=6.35..7.37 [6.3543..6.3547]*| it/evals=4840/6723 eff=76.5459% N=400 Mono-modal Volume: ~exp(-16.45) * Expected Volume: exp(-12.15) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.7(38.99%) | Like=6.39..7.37 [6.3944..6.3945]*| it/evals=4860/6751 eff=76.5234% N=400 Z=-5.6(40.86%) | Like=6.43..7.37 [6.4342..6.4344]*| it/evals=4880/6772 eff=76.5851% N=400 Z=-5.5(44.38%) | Like=6.53..7.37 [6.5268..6.5276]*| it/evals=4920/6816 eff=76.6833% N=400 Mono-modal Volume: ~exp(-16.61) * Expected Volume: exp(-12.35) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.5(46.13%) | Like=6.58..7.37 [6.5799..6.5815]*| it/evals=4941/6848 eff=76.6284% N=400 Z=-5.5(47.90%) | Like=6.62..7.37 [6.6190..6.6214]*| it/evals=4960/6871 eff=76.6497% N=400 Z=-5.4(51.28%) | Like=6.69..7.37 [6.6914..6.6936]*| it/evals=5000/6921 eff=76.6754% N=400 Mono-modal Volume: ~exp(-16.73) * Expected Volume: exp(-12.55) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.4(53.13%) | Like=6.73..7.37 [6.7293..6.7305]*| it/evals=5022/6955 eff=76.6133% N=400 Z=-5.3(54.65%) | Like=6.76..7.37 [6.7587..6.7594]*| it/evals=5040/6981 eff=76.5841% N=400 Z=-5.3(57.80%) | Like=6.81..7.37 [6.8052..6.8054]*| it/evals=5080/7037 eff=76.5406% N=400 Mono-modal Volume: ~exp(-16.73) Expected Volume: exp(-12.76) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.2(60.87%) | Like=6.85..7.37 [6.8485..6.8500]*| it/evals=5120/7100 eff=76.4179% N=400 Z=-5.2(63.78%) | Like=6.92..7.37 [6.9180..6.9194]*| it/evals=5160/7165 eff=76.2749% N=400 Mono-modal Volume: ~exp(-16.73) Expected Volume: exp(-12.96) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.1(66.58%) | Like=6.96..7.37 [6.9559..6.9561]*| it/evals=5200/7227 eff=76.1682% N=400 Z=-5.1(69.16%) | Like=7.00..7.37 [6.9992..6.9993]*| it/evals=5240/7283 eff=76.1296% N=400 Mono-modal Volume: ~exp(-16.92) * Expected Volume: exp(-13.16) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.1(70.75%) | Like=7.02..7.37 [7.0211..7.0215]*| it/evals=5265/7329 eff=75.9850% N=400 Z=-5.1(71.67%) | Like=7.03..7.37 [7.0304..7.0317]*| it/evals=5280/7350 eff=75.9712% N=400 Z=-5.0(74.00%) | Like=7.06..7.37 [7.0600..7.0601]*| it/evals=5320/7403 eff=75.9674% N=400 Mono-modal Volume: ~exp(-17.29) * Expected Volume: exp(-13.36) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.0(75.43%) | Like=7.08..7.37 [7.0834..7.0835]*| it/evals=5346/7435 eff=75.9915% N=400 Z=-5.0(76.15%) | Like=7.09..7.37 [7.0932..7.0933]*| it/evals=5360/7453 eff=75.9960% N=400 Z=-5.0(78.17%) | Like=7.12..7.37 [7.1224..7.1225]*| it/evals=5400/7502 eff=76.0349% N=400 Mono-modal Volume: ~exp(-17.65) * Expected Volume: exp(-13.57) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-5.0(79.43%) | Like=7.13..7.37 [7.1322..7.1332]*| it/evals=5427/7536 eff=76.0510% N=400 Z=-5.0(80.02%) | Like=7.14..7.37 [7.1402..7.1406]*| it/evals=5440/7552 eff=76.0626% N=400 Z=-4.9(81.75%) | Like=7.16..7.37 [7.1635..7.1638]*| it/evals=5480/7602 eff=76.0900% N=400 Mono-modal Volume: ~exp(-17.74) * Expected Volume: exp(-13.77) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.9(82.86%) | Like=7.17..7.37 [7.1742..7.1748]*| it/evals=5508/7648 eff=75.9934% N=400 Z=-4.9(83.33%) | Like=7.18..7.37 [7.1794..7.1795]*| it/evals=5520/7664 eff=75.9912% N=400 Z=-4.9(84.81%) | Like=7.20..7.37 [7.2033..7.2035]*| it/evals=5560/7713 eff=76.0290% N=400 Mono-modal Volume: ~exp(-18.05) * Expected Volume: exp(-13.97) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.9(85.79%) | Like=7.22..7.37 [7.2170..7.2171]*| it/evals=5589/7751 eff=76.0305% N=400 Z=-4.9(86.15%) | Like=7.22..7.37 [7.2196..7.2197]*| it/evals=5600/7767 eff=76.0147% N=400 Z=-4.9(87.39%) | Like=7.23..7.37 [7.2299..7.2307]*| it/evals=5640/7819 eff=76.0210% N=400 Mono-modal Volume: ~exp(-18.62) * Expected Volume: exp(-14.17) a: +0.00| +0.49 ** +0.51 | +1.00 b: +0.00| +0.49 ** +0.51 | +1.00 Z=-4.9(88.25%) | Like=7.24..7.37 [7.2399..7.2403]*| it/evals=5670/7861 eff=75.9952% N=400 Z=-4.9(88.52%) | Like=7.24..7.37 [7.2435..7.2436]*| it/evals=5680/7872 eff=76.0171% N=400 Z=-4.8(89.55%) | Like=7.25..7.37 [7.2545..7.2547]*| it/evals=5720/7924 eff=76.0234% N=400 Mono-modal Volume: ~exp(-18.62) Expected Volume: exp(-14.38) a: +0.000| +0.496 ** +0.505 | +1.000 b: +0.000| +0.495 ** +0.505 | +1.000 Z=-4.8(90.49%) | Like=7.27..7.37 [7.2658..7.2658]*| it/evals=5760/7981 eff=75.9794% N=400 Z=-4.8(91.36%) | Like=7.27..7.37 [7.2749..7.2751]*| it/evals=5800/8034 eff=75.9759% N=400 Mono-modal Volume: ~exp(-18.86) * Expected Volume: exp(-14.58) a: +0.000| +0.496 ** +0.504 | +1.000 b: +0.000| +0.496 ** +0.504 | +1.000 Z=-4.8(92.00%) | Like=7.28..7.37 [7.2811..7.2814]*| it/evals=5832/8079 eff=75.9474% N=400 Z=-4.8(92.15%) | Like=7.28..7.37 [7.2823..7.2825]*| it/evals=5840/8089 eff=75.9527% N=400 Z=-4.8(92.86%) | Like=7.29..7.37 [7.2898..7.2899]*| it/evals=5880/8138 eff=75.9886% N=400 Mono-modal Volume: ~exp(-18.86) Expected Volume: exp(-14.78) a: +0.000| +0.496 ** +0.504 | +1.000 b: +0.000| +0.496 ** +0.504 | +1.000 Z=-4.8(93.51%) | Like=7.30..7.37 [7.2977..7.2977]*| it/evals=5920/8185 eff=76.0437% N=400 Z=-4.8(94.11%) | Like=7.30..7.37 [7.3042..7.3047]*| it/evals=5960/8233 eff=76.0883% N=400 Mono-modal Volume: ~exp(-18.97) * Expected Volume: exp(-14.98) a: +0.000| +0.496 ** +0.504 | +1.000 b: +0.000| +0.497 ** +0.503 | +1.000 Z=-4.8(94.57%) | Like=7.31..7.37 [7.3093..7.3093]*| it/evals=5994/8281 eff=76.0563% N=400 Z=-4.8(94.65%) | Like=7.31..7.37 [7.3104..7.3106]*| it/evals=6000/8287 eff=76.0746% N=400 Z=-4.8(95.14%) | Like=7.32..7.37 [7.3188..7.3188]*| it/evals=6040/8345 eff=76.0227% N=400 Mono-modal Volume: ~exp(-19.42) * Expected Volume: exp(-15.19) a: +0.000| +0.497 ** +0.503 | +1.000 b: +0.000| +0.497 ** +0.503 | +1.000 Z=-4.8(95.54%) | Like=7.32..7.37 [7.3237..7.3239]*| it/evals=6075/8392 eff=76.0135% N=400 Z=-4.8(95.60%) | Like=7.32..7.37 [7.3242..7.3245]*| it/evals=6080/8398 eff=76.0190% N=400 Z=-4.8(96.01%) | Like=7.33..7.37 [7.3285..7.3285]*| it/evals=6120/8453 eff=75.9965% N=400 Mono-modal Volume: ~exp(-19.58) * Expected Volume: exp(-15.39) a: +0.000| +0.497 ** +0.503 | +1.000 b: +0.000| +0.497 ** +0.503 | +1.000 Z=-4.8(96.34%) | Like=7.33..7.37 [7.3329..7.3329]*| it/evals=6156/8499 eff=76.0094% N=400 Z=-4.8(96.38%) | Like=7.33..7.37 [7.3332..7.3332]*| it/evals=6160/8504 eff=76.0118% N=400 Z=-4.8(96.72%) | Like=7.34..7.37 [7.3365..7.3367]*| it/evals=6200/8547 eff=76.1016% N=400 Mono-modal Volume: ~exp(-19.58) Expected Volume: exp(-15.59) a: +0.000| +0.497 ** +0.503 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.8(97.03%) | Like=7.34..7.37 [7.3401..7.3401]*| it/evals=6240/8598 eff=76.1161% N=400 Z=-4.8(97.30%) | Like=7.34..7.37 [7.3430..7.3431]*| it/evals=6280/8655 eff=76.0751% N=400 Mono-modal Volume: ~exp(-19.82) * Expected Volume: exp(-15.79) a: +0.000| +0.498 ** +0.502 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.8(97.55%) | Like=7.35..7.37 [7.3459..7.3459]*| it/evals=6318/8716 eff=75.9740% N=400 Z=-4.8(97.56%) | Like=7.35..7.37 [7.3460..7.3460]*| it/evals=6320/8719 eff=75.9707% N=400 Z=-4.8(97.79%) | Like=7.35..7.37 [7.3485..7.3485]*| it/evals=6360/8768 eff=76.0038% N=400 Mono-modal Volume: ~exp(-19.87) * Expected Volume: exp(-16.00) a: +0.000| +0.498 ** +0.502 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.7(97.99%) | Like=7.35..7.37 [7.3508..7.3509]*| it/evals=6399/8829 eff=75.9165% N=400 Z=-4.7(97.99%) | Like=7.35..7.37 [7.3509..7.3509]*| it/evals=6400/8830 eff=75.9193% N=400 Z=-4.7(98.18%) | Like=7.35..7.37 [7.3527..7.3528]*| it/evals=6440/8878 eff=75.9613% N=400 Mono-modal Volume: ~exp(-20.59) * Expected Volume: exp(-16.20) a: +0.000| +0.498 ** +0.502 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.7(98.36%) | Like=7.35..7.37 [7.3546..7.3546]*| it/evals=6480/8932 eff=75.9494% N=400 Z=-4.7(98.51%) | Like=7.36..7.37 [7.3565..7.3565]*| it/evals=6520/8984 eff=75.9553% N=400 Z=-4.7(98.65%) | Like=7.36..7.37 [7.3581..7.3581]*| it/evals=6560/9037 eff=75.9523% N=400 Mono-modal Volume: ~exp(-20.60) * Expected Volume: exp(-16.40) a: +0.000| +0.498 ** +0.502 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.7(98.65%) | Like=7.36..7.37 [7.3581..7.3581]*| it/evals=6561/9038 eff=75.9551% N=400 Z=-4.7(98.78%) | Like=7.36..7.37 [7.3591..7.3591]*| it/evals=6600/9084 eff=76.0018% N=400 Z=-4.7(98.89%) | Like=7.36..7.37 [7.3604..7.3604]*| it/evals=6640/9133 eff=76.0334% N=400 Mono-modal Volume: ~exp(-20.60) Expected Volume: exp(-16.60) a: +0.000| +0.498 ** +0.502 | +1.000 b: +0.000| +0.498 ** +0.502 | +1.000 Z=-4.7(99.00%) | Like=7.36..7.37 [7.3616..7.3617]*| it/evals=6680/9181 eff=76.0733% N=400 [ultranest] Explored until L=7 [ultranest] Likelihood function evaluations: 9181 [ultranest] logZ = -4.709 +- 0.1304 [ultranest] Posterior uncertainty strategy is satisfied (KL: 0.46+-0.10 nat, need <0.50 nat) [ultranest] Evidency uncertainty strategy is satisfied (dlogz=0.29, need <0.5) [ultranest] logZ error budget: single: 0.17 bs:0.13 tail:0.01 total:0.13 required:<0.50 [ultranest] done iterating. logZ = -4.729 +- 0.292 single instance: logZ = -4.729 +- 0.166 bootstrapped : logZ = -4.709 +- 0.292 tail : logZ = +- 0.010 a 0.499 +- 0.010 b 0.500 +- 0.010 evidence: -4.7 +- 0.3 parameter values: a : 0.499 +- 0.010 b : 0.500 +- 0.010 ------------------------------ Captured log call ------------------------------- [32mINFO [0m ultranest:integrator.py:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=7 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 9181 [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -4.709 +- 0.1304 [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.10 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.29, need <0.5) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.17 bs:0.13 tail:0.01 total:0.13 required:<0.50 [32mINFO [0m ultranest:integrator.py:1794 done iterating. [35mDEBUG [0m ultranest:integrator.py:2284 Making corner plot ... [35mDEBUG [0m ultranest:integrator.py:2330 Making run plot ... [35mDEBUG [0m ultranest:integrator.py:2306 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 | 0.00 | |
|
----------------------------- 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 | 0.01 | |
|
No log output captured. | |||
| Passed | tests/test_samplingpath.py::test_random | 0.31 | |
|
No log output captured. | |||
| Passed | tests/test_samplingpath.py::test_forward | 1.72 | |
|
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 | 0.00 | |
|
No log output captured. | |||
| Passed | tests/test_samplingpath.py::test_reversible_gradient | 1.06 | |
|
----------------------------- 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 | 5.66 | |
|
----------------------------- 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... 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... 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=-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=-14.1(0.00%) | Like=-11.04..-0.19 [-30.6766..-0.5047] | it/evals=200/2812 eff=8.2919% 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=-11.1(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=-9.1(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=-8.3(0.69%) | Like=-5.63..-0.02 [-30.6766..-0.5047] | it/evals=450/5812 eff=8.3149% 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=-7.4(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 Mono-modal Volume: ~exp(-5.36) * Expected Volume: exp(-1.62) positive degeneracy between param2 and param1: 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=-6.3(5.38%) | Like=-3.55..-0.02 [-30.6766..-0.5047] | it/evals=700/8812 eff=8.3214% N=400 Mono-modal Volume: ~exp(-5.77) * Expected Volume: exp(-1.82) positive degeneracy between param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(7.23%) | Like=-3.20..-0.02 [-30.6766..-0.5047] | it/evals=750/9412 eff=8.3222% 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 param2 and param0: rho=0.76 positive degeneracy between param2 and param1: rho=0.77 param0: +0.00| ******************************************* | +1.00 param1: +0.00| ******************************************** | +1.00 param2: +0.00| ********************************************* | +1.00 Z=-5.4(12.52%) | Like=-2.66..-0.02 [-30.6766..-0.5047] | it/evals=850/10612 eff=8.3235% N=400 Mono-modal Volume: ~exp(-5.77) Expected Volume: exp(-2.23) positive degeneracy between param2 and param0: rho=0.78 positive degeneracy between param2 and param1: 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=-5.0(18.55%) | Like=-2.29..-0.02 [-30.6766..-0.5047] | it/evals=950/11812 eff=8.3246% N=400 Mono-modal Volume: ~exp(-6.35) * Expected Volume: exp(-2.43) positive degeneracy between param2 and param0: rho=0.78 positive degeneracy between param2 and param1: 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(21.85%) | Like=-2.11..-0.02 [-30.6766..-0.5047] | it/evals=1000/12412 eff=8.3250% 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 param2 and param0: rho=0.77 positive degeneracy between param2 and param1: 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(29.04%) | Like=-1.73..-0.02 [-30.6766..-0.5047] | it/evals=1100/13614 eff=8.3245% N=400 Have 2 modes Volume: ~exp(-7.29) * Expected Volume: exp(-2.83) positive degeneracy between param2 and param0: 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=-4.3(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 param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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=-4.2(41.33%) | Like=-1.33..-0.02 [-30.6766..-0.5047] | it/evals=1250/15414 eff=8.3256% N=400 Have 2 modes Volume: ~exp(-7.95) * Expected Volume: exp(-3.24) positive degeneracy between param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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=-4.0(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 param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(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 param2 and param1: 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=-3.8(60.55%) | Like=-0.88..-0.02 [-30.6766..-0.5047] | it/evals=1500/18415 eff=8.3264% 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(66.95%) | Like=-0.75..-0.02 [-30.6766..-0.5047] | it/evals=1600/19615 eff=8.3268% 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(69.83%) | Like=-0.69..-0.01 [-30.6766..-0.5047] | it/evals=1650/20215 eff=8.3270% 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(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(79.61%) | 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(81.63%) | Like=-0.45..-0.01 [-0.4532..-0.4523]*| it/evals=1900/23215 eff=8.3279% 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(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(86.64%) | Like=-0.36..-0.01 [-0.3602..-0.3594]*| it/evals=2050/25016 eff=8.3279% 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(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(91.38%) | 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(92.29%) | Like=-0.24..-0.00 [-0.2353..-0.2353]*| it/evals=2300/28016 eff=8.3285% 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(93.88%) | 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(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(95.68%) | Like=-0.16..-0.00 [-0.1596..-0.1592]*| it/evals=2550/31016 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(96.58%) | 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(97.30%) | 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(97.61%) | 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(98.12%) | 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 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(98.69%) | Like=-0.07..-0.00 [-0.0668..-0.0668]*| it/evals=3050/37016 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(98.84%) | Like=-0.06..-0.00 [-0.0617..-0.0617]*| it/evals=3100/37616 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:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=-0.001 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 38324 [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -3.331 +- 0.04495 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1794.2, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.07 bs:0.04 tail:0.01 total:0.05 required:<0.50 [32mINFO [0m ultranest:integrator.py:1794 done iterating. | |||
| Passed | tests/test_stepsampling.py::test_stepsampler_regionmh | 6.36 | |
|
----------------------------- 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... 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... 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=-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=-14.0(0.00%) | Like=-10.81..-0.08 [-30.6766..-0.5047] | it/evals=200/2813 eff=8.2884% 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=-12.3(0.01%) | Like=-9.16..-0.08 [-30.6766..-0.5047] | it/evals=250/3413 eff=8.2974% 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=-9.1(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=-8.4(0.60%) | Like=-5.75..-0.08 [-30.6766..-0.5047] | it/evals=450/5813 eff=8.3133% 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=-7.5(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=-7.1(2.46%) | Like=-4.42..-0.05 [-30.6766..-0.5047] | it/evals=600/7613 eff=8.3183% 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=-6.4(4.67%) | Like=-3.76..-0.05 [-30.6766..-0.5047] | it/evals=700/8813 eff=8.3205% 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=-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 param2 and param0: rho=0.75 positive degeneracy between param2 and param1: rho=0.76 param0: +0.00| * ******************************************* | +1.00 param1: +0.00| ********************************************* | +1.00 param2: +0.00| * ****************************************** | +1.00 Z=-5.6(10.29%) | Like=-2.91..-0.05 [-30.6766..-0.5047] | it/evals=850/10615 eff=8.3211% N=400 Mono-modal Volume: ~exp(-5.78) Expected Volume: exp(-2.23) positive degeneracy between param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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=-5.2(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 param2 and param0: rho=0.78 positive degeneracy between param2 and param1: rho=0.78 param0: +0.0| ***************************************** | +1.0 param1: +0.0| **************************************** | +1.0 param2: +0.0| ********************* ******************* | +1.0 Z=-5.0(19.25%) | Like=-2.11..-0.05 [-30.6766..-0.5047] | it/evals=1000/12415 eff=8.3229% N=400 Z=-4.8(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 param2 and param0: rho=0.79 positive degeneracy between param2 and param1: 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=-4.6(26.82%) | Like=-1.69..-0.05 [-30.6766..-0.5047] | it/evals=1100/13615 eff=8.3239% N=400 Have 2 modes Volume: ~exp(-7.21) * Expected Volume: exp(-2.83) positive degeneracy between param2 and param0: rho=0.78 positive degeneracy between param2 and param1: 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(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 param2 and param0: rho=0.77 positive degeneracy between param2 and param1: 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(39.31%) | Like=-1.33..-0.00 [-30.6766..-0.5047] | it/evals=1250/15415 eff=8.3250% N=400 Have 2 modes Volume: ~exp(-7.43) Expected Volume: exp(-3.24) positive degeneracy between param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(43.30%) | Like=-1.22..-0.00 [-30.6766..-0.5047] | it/evals=1300/16015 eff=8.3253% 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 param2 and param0: 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(51.45%) | Like=-1.03..-0.00 [-30.6766..-0.5047] | it/evals=1400/17215 eff=8.3259% 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(58.77%) | Like=-0.87..-0.00 [-30.6766..-0.5047] | it/evals=1500/18415 eff=8.3264% 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(62.11%) | Like=-0.82..-0.00 [-30.6766..-0.5047] | it/evals=1550/19015 eff=8.3266% 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 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(68.31%) | Like=-0.67..-0.00 [-30.6766..-0.5047] | it/evals=1650/20215 eff=8.3270% 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=-3.6(73.81%) | Like=-0.54..-0.00 [-30.6766..-0.5047] | it/evals=1750/21415 eff=8.3274% 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(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(80.72%) | Like=-0.41..-0.00 [-0.4150..-0.4143]*| it/evals=1900/23216 eff=8.3275% 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(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(86.03%) | Like=-0.31..-0.00 [-0.3092..-0.3089]*| it/evals=2050/25016 eff=8.3279% 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(88.85%) | Like=-0.27..-0.00 [-0.2680..-0.2672]*| it/evals=2150/26216 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(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(92.08%) | Like=-0.22..-0.00 [-0.2154..-0.2154]*| it/evals=2300/28016 eff=8.3285% 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(92.93%) | Like=-0.20..-0.00 [-0.2004..-0.2004]*| it/evals=2350/28616 eff=8.3286% 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 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(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(95.56%) | Like=-0.14..-0.00 [-0.1396..-0.1385]*| it/evals=2550/31016 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(96.51%) | 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(97.25%) | 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(97.57%) | Like=-0.09..-0.00 [-0.0937..-0.0937]*| it/evals=2800/34017 eff=8.3291% 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(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(98.31%) | Like=-0.07..-0.00 [-0.0748..-0.0746]*| it/evals=2950/35817 eff=8.3293% N=400 Have 2 modes Volume: ~exp(-11.67) * Expected Volume: exp(-7.49) positive degeneracy between param2 and param0: 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(98.67%) | 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 param2 and param0: 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(98.96%) | 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 param2 and param0: 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:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=-0.0007 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 38409 [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -3.348 +- 0.06256 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1783.3, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.14, need <0.5) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [32mINFO [0m ultranest:integrator.py:1794 done iterating. | |||
| Passed | tests/test_stepsampling.py::test_stepsampler_cubeslice | 5.65 | |
|
----------------------------- 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=-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=-19.4(0.00%) | Like=-15.82..-0.33 [-30.6766..-0.5047] | it/evals=100/851 eff=22.1729% 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 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=-11.5(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=-9.5(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=-8.8(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=-8.2(0.93%) | Like=-5.42..-0.17 [-30.6766..-0.5047] | it/evals=500/3510 eff=16.0772% 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 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=-6.5(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=-6.2(6.12%) | Like=-3.51..-0.02 [-30.6766..-0.5047] | it/evals=750/5843 eff=13.7792% 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(10.18%) | Like=-2.96..-0.02 [-30.6766..-0.5047] | it/evals=850/6867 eff=13.1437% N=400 Mono-modal Volume: ~exp(-5.84) Expected Volume: exp(-2.23) positive degeneracy between param2 and param1: 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=-5.3(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 param2 and param1: 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=-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 param2 and param1: rho=0.76 param0: +0.0| 1111111111111111111 22222222222222222220 | +1.0 param1: +0.0| 1111111111111111111122222222222222222222 | +1.0 param2: +0.0| 01111111111111111 0202222222222222222222 | +1.0 Z=-4.8(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 param2 and param1: 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(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 param2 and param1: 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 Have 2 modes Volume: ~exp(-7.57) * Expected Volume: exp(-3.24) positive degeneracy between param2 and param1: 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(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 param2 and param0: rho=0.75 positive degeneracy between param2 and param1: 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=-4.0(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(57.25%) | Like=-0.96..-0.01 [-30.6766..-0.5047] | it/evals=1500/14238 eff=10.8397% 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(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=-3.8(66.82%) | Like=-0.73..-0.01 [-30.6766..-0.5047] | it/evals=1650/16146 eff=10.4789% 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=-3.7(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(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(79.64%) | Like=-0.45..-0.00 [-0.4510..-0.4500]*| it/evals=1900/19234 eff=10.0881% 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(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(86.74%) | 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=-3.5(88.17%) | Like=-0.29..-0.00 [-0.2911..-0.2910]*| it/evals=2150/22393 eff=9.7758% 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(90.54%) | 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(91.55%) | Like=-0.23..-0.00 [-0.2345..-0.2342]*| it/evals=2300/24273 eff=9.6343% 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(93.28%) | 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(94.66%) | 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(95.25%) | Like=-0.15..-0.00 [-0.1549..-0.1548]*| it/evals=2550/27426 eff=9.4354% 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(96.25%) | 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(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(97.38%) | 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(97.94%) | 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 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(98.56%) | 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(98.73%) | Like=-0.06..-0.00 [-0.0632..-0.0632]*| it/evals=3100/34275 eff=9.1513% 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 [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:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=-0.0009 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 35551 [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -3.426 +- 0.04548 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1810.9, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.45+-0.06 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.11, need <0.5) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.07 bs:0.05 tail:0.01 total:0.05 required:<0.50 [32mINFO [0m ultranest:integrator.py:1794 done iterating. | |||
| Passed | tests/test_stepsampling.py::test_stepsampler_regionslice | 5.92 | |
|
----------------------------- 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=-24.1(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=-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=-14.3(0.00%) | Like=-11.19..-0.04 [-30.6766..-0.5047] | it/evals=200/1330 eff=21.5054% 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=-11.4(0.04%) | Like=-8.53..-0.04 [-30.6766..-0.5047] | it/evals=300/1912 eff=19.8413% 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=-10.4(0.11%) | Like=-7.55..-0.02 [-30.6766..-0.5047] | it/evals=350/2234 eff=19.0840% 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=-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=-8.3(0.86%) | Like=-5.55..-0.02 [-30.6766..-0.5047] | it/evals=500/3194 eff=17.8955% 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 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=-6.7(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=-6.1(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 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=-5.5(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 param1 and param0: rho=0.76 positive degeneracy between param2 and param0: rho=0.75 positive degeneracy between param2 and param1: 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=-5.2(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 param1 and param0: rho=0.76 positive degeneracy between param2 and param0: rho=0.75 positive degeneracy between param2 and param1: 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=-5.0(24.17%) | Like=-2.16..-0.02 [-30.6766..-0.5047] | it/evals=1100/8594 eff=13.4245% N=400 Have 2 modes Volume: ~exp(-6.83) Expected Volume: exp(-2.83) positive degeneracy between param1 and param0: rho=0.75 positive degeneracy between param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(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 param1 and param0: rho=0.77 positive degeneracy between param2 and param0: rho=0.75 positive degeneracy between param2 and param1: 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 Have 2 modes Volume: ~exp(-7.25) * Expected Volume: exp(-3.24) positive degeneracy between param1 and param0: rho=0.75 positive degeneracy between param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(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 param1 and param0: rho=0.75 positive degeneracy between param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(46.05%) | Like=-1.29..-0.00 [-30.6766..-0.5047] | it/evals=1400/12188 eff=11.8765% 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 param1 and param0: rho=0.76 positive degeneracy between param2 and param0: rho=0.77 positive degeneracy between param2 and param1: 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(53.40%) | Like=-1.08..-0.00 [-30.6766..-0.5047] | it/evals=1500/13404 eff=11.5349% N=400 Have 2 modes Volume: ~exp(-7.96) * Expected Volume: exp(-3.85) positive degeneracy between param1 and param0: rho=0.76 positive degeneracy between param2 and param0: 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(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 param1 and param0: rho=0.75 positive degeneracy between param2 and param0: rho=0.77 positive degeneracy between param2 and param1: 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(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 param1 and param0: rho=0.76 positive degeneracy between param2 and param0: rho=0.75 positive degeneracy between param2 and param1: 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(69.72%) | Like=-0.70..-0.00 [-30.6766..-0.5047] | it/evals=1750/16533 eff=10.8473% N=400 Have 2 modes Volume: ~exp(-8.66) * Expected Volume: exp(-4.45) positive degeneracy between param1 and param0: rho=0.76 positive degeneracy between param2 and param0: rho=0.75 positive degeneracy between param2 and param1: 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(74.94%) | 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 param1 and param0: rho=0.76 positive degeneracy between param2 and param0: rho=0.75 positive degeneracy between param2 and param1: 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=-3.8(77.27%) | Like=-0.55..-0.00 [-30.6766..-0.5047] | it/evals=1900/18405 eff=10.5526% N=400 Have 2 modes Volume: ~exp(-8.66) Expected Volume: exp(-4.86) positive degeneracy between param1 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(79.46%) | Like=-0.50..-0.00 [-30.6766..-0.5047] | it/evals=1950/19062 eff=10.4490% 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 Have 2 modes Volume: ~exp(-9.42) * Expected Volume: exp(-5.06) positive degeneracy between param1 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(84.96%) | 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 param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(86.48%) | Like=-0.37..-0.00 [-0.3655..-0.3652]*| it/evals=2150/21601 eff=10.1410% N=400 Have 2 modes Volume: ~exp(-9.67) Expected Volume: exp(-5.47) positive degeneracy between param2 and param0: rho=0.75 positive degeneracy between param2 and param1: 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(87.89%) | Like=-0.34..-0.00 [-0.3361..-0.3360]*| it/evals=2200/22241 eff=10.0728% 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 param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(90.27%) | Like=-0.29..-0.00 [-0.2877..-0.2868]*| it/evals=2300/23509 eff=9.9528% N=400 Have 2 modes Volume: ~exp(-9.99) * Expected Volume: exp(-5.87) positive degeneracy between param2 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(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 param2 and param0: 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(93.80%) | 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 param1 and param0: rho=0.76 positive degeneracy between param2 and param0: rho=0.77 positive degeneracy between param2 and param1: 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=-3.6(94.48%) | Like=-0.19..-0.00 [-0.1908..-0.1899]*| it/evals=2550/26660 eff=9.7106% N=400 Have 2 modes Volume: ~exp(-10.46) * Expected Volume: exp(-6.48) positive degeneracy between param1 and param0: rho=0.75 positive degeneracy between param2 and param0: rho=0.75 positive degeneracy between param2 and param1: 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(95.63%) | 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 param1 and param0: rho=0.75 positive degeneracy between param2 and param1: 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(96.55%) | 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 param2 and param1: 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(96.93%) | Like=-0.13..-0.00 [-0.1272..-0.1271]*| it/evals=2800/29825 eff=9.5157% N=400 Have 2 modes Volume: ~exp(-11.28) * Expected Volume: exp(-7.09) positive degeneracy between param1 and param0: 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(97.58%) | 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 param1 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(97.86%) | Like=-0.10..-0.00 [-0.0974..-0.0973]*| it/evals=2950/31716 eff=9.4201% N=400 Have 2 modes Volume: ~exp(-11.29) Expected Volume: exp(-7.49) positive degeneracy between param1 and param0: rho=0.76 positive degeneracy between param2 and param1: 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(98.31%) | 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 param1 and param0: rho=0.77 positive degeneracy between param2 and param1: 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(98.68%) | 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 param2 and param1: 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(98.83%) | Like=-0.06..-0.00 [-0.0622..-0.0619]*| it/evals=3200/34937 eff=9.2654% N=400 Have 2 modes Volume: ~exp(-11.88) Expected Volume: exp(-8.10) positive degeneracy between param2 and param1: 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:949 Sampling 400 live points from prior ... [35mDEBUG [0m ultranest:integrator.py:1911 minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] [32mINFO [0m ultranest:integrator.py:2089 Explored until L=-0.001 [32mINFO [0m ultranest:integrator.py:2175 Likelihood function evaluations: 35735 [35mDEBUG [0m ultranest:integrator.py:1791 did a run_iter pass! [32mINFO [0m ultranest:integrator.py:2131 logZ = -3.577 +- 0.05911 [32mINFO [0m ultranest:integrator.py:1101 Effective samples strategy satisfied (ESS = 1903.8, need >400) [32mINFO [0m ultranest:integrator.py:1132 Posterior uncertainty strategy is satisfied (KL: 0.46+-0.07 nat, need <0.50 nat) [32mINFO [0m ultranest:integrator.py:1161 Evidency uncertainty strategy is satisfied (dlogz=0.15, need <0.5) [32mINFO [0m ultranest:integrator.py:1166 logZ error budget: single: 0.07 bs:0.06 tail:0.01 total:0.06 required:<0.50 [32mINFO [0m ultranest:integrator.py:1794 done iterating. | |||
| Passed | tests/test_stepsampling.py::test_stepsampler | 0.05 | |
|
----------------------------- 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 | 0.09 | |
|
----------------------------- 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 | 0.35 | |
|
----------------------------- 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 | 0.04 | |
|
----------------------------- 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 | 0.04 | |
|
----------------------------- 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 | 0.41 | |
|
----------------------------- 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, 74.0]), (174, [74.0, 75.0, 75.0]), (175, [75.0, 76.0, 76.0]), (176, [76.0, 77.0, 77.0]), (177, [77.0, 78.0, 78.0]), (178, [78.0, 79.0, 79.0]), (179, [79.0, 80.0, 80.0]), (180, [80.0, 81.0, 81.0]), (181, [81.0, 82.0, 82.0]), (182, [82.0, 83.0, 83.0]), (183, [83.0, 84.0, 84.0]), (184, [84.0, 85.0, 85.0]), (185, [85.0, 86.0, 86.0]), (186, [86.0, 87.0, 87.0]), (187, [87.0, 88.0, 88.0]), (188, [88.0, 89.0, 89.0]), (189, [89.0, 90.0, 90.0]), (190, [90.0, 91.0, 91.0]), (191, [91.0, 92.0, 92.0]), (192, [92.0, 93.0, 93.0]), (193, [93.0, 94.0, 94.0]), (194, [94.0, 95.0, 95.0]), (195, [95.0, 96.0, 96.0]), (196, [96.0, 97.0, 97.0]), (197, [97.0, 98.0, 98.0]), (198, [98.0, 99.0, 99.0]), (199, [99.0, 100.0, 100.0]), (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, 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[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, 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[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.])), 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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 | 0.03 | |
|
----------------------------- 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 | 0.05 | |
|
----------------------------- 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 | 0.01 | |
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----------------------------- 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 | |
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No log output captured. | |||
| Passed | tests/test_viz.py::test_rounding_pos | 0.00 | |
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No log output captured. | |||
| Passed | tests/test_viz.py::test_rounding_u | 0.00 | |
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No log output captured. | |||
| Passed | tests/test_viz.py::test_rounding_negpos | 0.00 | |
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No log output captured. | |||
| Passed | tests/test_viz.py::test_rounding_withguess | 0.00 | |
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No log output captured. | |||
| Passed | tests/test_viz.py::test_fmt | 0.00 | |
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No log output captured. | |||