From a6286cdef4368529d0cc54556b3fe9df7b663cfc Mon Sep 17 00:00:00 2001 From: Johannes Buchner Date: Tue, 11 Jul 2023 08:52:55 +0200 Subject: [PATCH 01/29] add ultranest import --- anesthetic/read/chain.py | 3 ++- anesthetic/read/ultranest.py | 28 ++++++++++++++++++++++++++++ 2 files changed, 30 insertions(+), 1 deletion(-) create mode 100644 anesthetic/read/ultranest.py diff --git a/anesthetic/read/chain.py b/anesthetic/read/chain.py index 05645bf6..60df5d77 100644 --- a/anesthetic/read/chain.py +++ b/anesthetic/read/chain.py @@ -3,6 +3,7 @@ from anesthetic.read.getdist import read_getdist from anesthetic.read.cobaya import read_cobaya from anesthetic.read.multinest import read_multinest +from anesthetic.read.ultranest import read_ultranest def read_chains(root, *args, **kwargs): @@ -45,7 +46,7 @@ def read_chains(root, *args, **kwargs): "anesthetic.html#anesthetic.samples.MCMCSamples.remove_burn_in" ) errors = [] - for read in [read_polychord, read_multinest, read_cobaya, read_getdist]: + for read in [read_polychord, read_multinest, read_cobaya, read_ultranest, read_getdist]: try: samples = read(root, *args, **kwargs) samples.root = root diff --git a/anesthetic/read/ultranest.py b/anesthetic/read/ultranest.py new file mode 100644 index 00000000..1aaa0d97 --- /dev/null +++ b/anesthetic/read/ultranest.py @@ -0,0 +1,28 @@ +"""Read NestedSamples from ultranest results.""" +import os +from anesthetic.samples import NestedSamples +import h5py +import json + +def read_ultranest(root, *args, **kwargs): + """Read ev.dat and phys_live.points in MultiNest format.""" + labels = json.load(open(os.path.join(root, 'info', 'results.json')))['paramnames'] + filepath = os.path.join(root, 'results', 'points.hdf5') + fileobj = h5py.File(filepath, 'r') + points = fileobj['points'] + _, ncols = points.shape + # assume the transform did not add parameters, then x_dim == num_params + num_params = len(labels) + x_dim = ncols - 3 - num_params + logL_birth = points[:,0] + logL = points[:,1] + # u_samples = points[:,3:x_dim] + samples = points[:,3+x_dim:3+x_dim+num_params] + + kwargs['label'] = kwargs.get('label', os.path.basename(root)) + columns = kwargs.pop('columns', labels) + labels = kwargs.pop('labels', labels) + data = samples + + return NestedSamples(data=data, logL=logL, logL_birth=logL_birth, + columns=columns, labels=labels, *args, **kwargs) From 592eefeb617c9c5ef0b3162b3b6a1b8a99462e2c Mon Sep 17 00:00:00 2001 From: Johannes Buchner Date: Tue, 11 Jul 2023 09:22:37 +0200 Subject: [PATCH 02/29] add test and output data from ultranest and script that creates it; fix style --- anesthetic/read/chain.py | 6 +- anesthetic/read/ultranest.py | 24 +- tests/example_data/makeun.py | 31 + .../un/chains/equal_weighted_post.txt | 16651 ++++++++++++++++ tests/example_data/un/chains/run.txt | 16651 ++++++++++++++++ .../example_data/un/chains/weighted_post.txt | 16651 ++++++++++++++++ .../un/chains/weighted_post_untransformed.txt | 16651 ++++++++++++++++ tests/example_data/un/debug.log | 540 + tests/example_data/un/info/post_summary.csv | 2 + tests/example_data/un/info/results.json | 77 + tests/example_data/un/plots/corner.pdf | Bin 0 -> 144985 bytes tests/example_data/un/plots/run.pdf | Bin 0 -> 172711 bytes tests/example_data/un/plots/trace.pdf | Bin 0 -> 574176 bytes tests/example_data/un/results/points.hdf5 | Bin 0 -> 1665736 bytes tests/test_reader.py | 20 + 15 files changed, 67292 insertions(+), 12 deletions(-) create mode 100644 tests/example_data/makeun.py create mode 100644 tests/example_data/un/chains/equal_weighted_post.txt create mode 100644 tests/example_data/un/chains/run.txt create mode 100644 tests/example_data/un/chains/weighted_post.txt create mode 100644 tests/example_data/un/chains/weighted_post_untransformed.txt create mode 100644 tests/example_data/un/debug.log create mode 100644 tests/example_data/un/info/post_summary.csv create mode 100644 tests/example_data/un/info/results.json create mode 100644 tests/example_data/un/plots/corner.pdf create mode 100644 tests/example_data/un/plots/run.pdf create mode 100644 tests/example_data/un/plots/trace.pdf create mode 100644 tests/example_data/un/results/points.hdf5 diff --git a/anesthetic/read/chain.py b/anesthetic/read/chain.py index 60df5d77..584dd8ef 100644 --- a/anesthetic/read/chain.py +++ b/anesthetic/read/chain.py @@ -46,7 +46,11 @@ def read_chains(root, *args, **kwargs): "anesthetic.html#anesthetic.samples.MCMCSamples.remove_burn_in" ) errors = [] - for read in [read_polychord, read_multinest, read_cobaya, read_ultranest, read_getdist]: + readers = [ + read_polychord, read_multinest, read_cobaya, + read_ultranest, read_getdist + ] + for read in readers: try: samples = read(root, *args, **kwargs) samples.root = root diff --git a/anesthetic/read/ultranest.py b/anesthetic/read/ultranest.py index 1aaa0d97..3452f7ea 100644 --- a/anesthetic/read/ultranest.py +++ b/anesthetic/read/ultranest.py @@ -4,20 +4,22 @@ import h5py import json + def read_ultranest(root, *args, **kwargs): """Read ev.dat and phys_live.points in MultiNest format.""" - labels = json.load(open(os.path.join(root, 'info', 'results.json')))['paramnames'] - filepath = os.path.join(root, 'results', 'points.hdf5') - fileobj = h5py.File(filepath, 'r') - points = fileobj['points'] - _, ncols = points.shape - # assume the transform did not add parameters, then x_dim == num_params + with open(os.path.join(root, 'info', 'results.json')) as infofile: + labels = json.load(infofile)['paramnames'] num_params = len(labels) - x_dim = ncols - 3 - num_params - logL_birth = points[:,0] - logL = points[:,1] - # u_samples = points[:,3:x_dim] - samples = points[:,3+x_dim:3+x_dim+num_params] + + filepath = os.path.join(root, 'results', 'points.hdf5') + with h5py.File(filepath, 'r') as fileobj: + points = fileobj['points'] + _, ncols = points.shape + x_dim = ncols - 3 - num_params + logL_birth = points[:, 0] + logL = points[:, 1] + # u_samples = points[:,3:x_dim] + samples = points[:, 3 + x_dim:3 + x_dim + num_params] kwargs['label'] = kwargs.get('label', os.path.basename(root)) columns = kwargs.pop('columns', labels) diff --git a/tests/example_data/makeun.py b/tests/example_data/makeun.py new file mode 100644 index 00000000..a4596851 --- /dev/null +++ b/tests/example_data/makeun.py @@ -0,0 +1,31 @@ +import numpy as np +from ultranest import ReactiveNestedSampler + +ndim = 4 +sigma = np.logspace(-1, -6, ndim) +width = 1 - 5 * sigma +width[width < 1e-20] = 1e-20 +centers = (np.sin(np.arange(ndim) / 2.) * width + 1.) / 2. + + +def loglike(theta): + """compute log-likelihood.""" + like = - 0.5 * (((theta - centers) / sigma)**2).sum(axis=1) \ + - 0.5 * np.log(2 * np.pi * sigma**2).sum() + return like + + +def transform(x): + """transform according to prior.""" + return x * 20 - 10 + + +paramnames = ['a', 'b', 'c', 'd'] + +sampler = ReactiveNestedSampler( + paramnames, loglike, transform=transform, + log_dir='un', resume=True, vectorized=True) + +sampler.run(frac_remain=0.5, min_num_live_points=400) +sampler.print_results() +sampler.plot() diff --git a/tests/example_data/un/chains/equal_weighted_post.txt b/tests/example_data/un/chains/equal_weighted_post.txt new file mode 100644 index 00000000..8ce7e87f --- /dev/null +++ b/tests/example_data/un/chains/equal_weighted_post.txt @@ -0,0 +1,16651 @@ +a b c d +6.799091075025813780e-01 7.374798114670078064e-01 9.205941938146153802e-01 9.987452837053627519e-01 +4.875309063282511346e-01 7.365041972122021718e-01 9.205717678096263512e-01 9.987438209513186393e-01 +5.475105713107026872e-01 7.391851998532175116e-01 9.206772625008614597e-01 9.987453282072920047e-01 +4.347977975540047169e-01 7.391489344387007776e-01 9.205977749816121047e-01 9.987426835919528401e-01 +3.610532089335212191e-01 7.374897749233220168e-01 9.206978862892007953e-01 9.987439266375091051e-01 +6.126710232315186744e-01 7.394824171883236374e-01 9.207382075990722115e-01 9.987448037587398630e-01 +3.865629504881020750e-01 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5.259936257275462657e-01 5.368437746487086937e-01 5.460323468293378779e-01 5.499372225468320829e-01 +3.132573645543176681e-03 2.843564959098036482e+01 5.255046177814900465e-01 5.368323326503716686e-01 5.460322895211645600e-01 5.499372699573609191e-01 +3.430021335188429641e-03 2.852636115464923705e+01 5.245649701017915945e-01 5.368650040417917157e-01 5.460317202179147955e-01 5.499372610330888200e-01 diff --git a/tests/example_data/un/debug.log b/tests/example_data/un/debug.log new file mode 100644 index 00000000..2f8767e0 --- /dev/null +++ b/tests/example_data/un/debug.log @@ -0,0 +1,540 @@ +09:20:50 [ultranest] [DEBUG] ReactiveNestedSampler: dims=4+0, resume=True, log_dir=un, backend=hdf5, vectorized=True, nbootstraps=30, ndraw=128..65536 +09:20:50 [ultranest] [INFO] Sampling 400 live points from prior ... +09:20:50 [ultranest] [DEBUG] run_iter dlogz=0.5, dKL=0.5, frac_remain=0.50, Lepsilon=0.0010, min_ess=400 +09:20:50 [ultranest] [DEBUG] max_iters=-1, max_ncalls=-1, max_num_improvement_loops=-1, min_num_live_points=400, cluster_num_live_points=40 +09:20:50 [ultranest] [DEBUG] minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] +09:20:51 [ultranest] [DEBUG] iteration=0, ncalls=528, regioncalls=128, ndraw=128, logz=-inf, remainder_fraction=100.0000%, Lmin=-60267807927821.99, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=40, ncalls=528, regioncalls=128, ndraw=128, logz=-39900393122620.73, remainder_fraction=100.0000%, Lmin=-39444516701635.41, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=80, ncalls=528, regioncalls=128, ndraw=128, logz=-31613580881404.17, remainder_fraction=100.0000%, Lmin=-31608450634643.39, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=90, ncalls=528, regioncalls=128, ndraw=128, logz=-29777864419919.87, remainder_fraction=100.0000%, Lmin=-29684111151481.45, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=120, ncalls=652, regioncalls=256, ndraw=128, logz=-24584213289547.56, remainder_fraction=100.0000%, Lmin=-24475854240120.14, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=160, ncalls=652, regioncalls=256, ndraw=128, logz=-19827679340797.36, remainder_fraction=100.0000%, Lmin=-19795417956824.91, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=200, ncalls=770, regioncalls=384, ndraw=128, logz=-16567564189097.87, remainder_fraction=100.0000%, Lmin=-16552954894122.81, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=240, ncalls=770, regioncalls=384, ndraw=128, logz=-13870722676231.94, remainder_fraction=100.0000%, Lmin=-13837096279574.33, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=270, ncalls=887, regioncalls=512, ndraw=128, logz=-12061863819092.35, remainder_fraction=100.0000%, Lmin=-11803828601085.40, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=280, ncalls=887, regioncalls=512, ndraw=128, logz=-11370585183163.37, remainder_fraction=100.0000%, Lmin=-11348757788525.88, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=320, ncalls=986, regioncalls=640, ndraw=128, logz=-9765910274443.35, remainder_fraction=100.0000%, Lmin=-9682293610405.63, Lmax=-1695887229.45 +09:20:51 [ultranest] [DEBUG] iteration=360, ncalls=986, regioncalls=640, ndraw=128, logz=-8312961134591.33, remainder_fraction=100.0000%, Lmin=-8249888183242.20, Lmax=-1400902991.72 +09:20:51 [ultranest] [DEBUG] iteration=400, ncalls=1064, regioncalls=768, ndraw=128, logz=-6636049077969.75, remainder_fraction=100.0000%, Lmin=-6623361081463.92, Lmax=-1400902991.72 +09:20:51 [ultranest] [DEBUG] iteration=440, ncalls=1142, regioncalls=896, ndraw=128, logz=-5445238580186.08, remainder_fraction=100.0000%, Lmin=-5407685807075.36, Lmax=-1400902991.72 +09:20:51 [ultranest] [DEBUG] iteration=450, ncalls=1142, regioncalls=896, ndraw=128, logz=-5165741926616.11, remainder_fraction=100.0000%, Lmin=-5164232102008.65, Lmax=-1400902991.72 +09:20:51 [ultranest] [DEBUG] iteration=480, ncalls=1204, regioncalls=1024, ndraw=128, logz=-4598572124289.15, remainder_fraction=100.0000%, Lmin=-4580255199901.39, Lmax=-1400902991.72 +09:20:51 [ultranest] [DEBUG] iteration=520, ncalls=1271, regioncalls=1152, ndraw=128, logz=-3766148070326.95, remainder_fraction=100.0000%, Lmin=-3754776631618.74, Lmax=-1400902991.72 +09:20:51 [ultranest] [DEBUG] iteration=540, ncalls=1321, regioncalls=1280, ndraw=128, logz=-3459358599357.48, remainder_fraction=100.0000%, Lmin=-3454715499512.18, Lmax=-1400902991.72 +09:20:51 [ultranest] [DEBUG] iteration=560, ncalls=1321, regioncalls=1280, ndraw=128, logz=-3197164395958.16, remainder_fraction=100.0000%, Lmin=-3187423616922.46, Lmax=-1400902991.72 +09:20:51 [ultranest] [DEBUG] iteration=600, ncalls=1409, regioncalls=1536, ndraw=128, logz=-2670762865224.89, remainder_fraction=100.0000%, Lmin=-2665951435794.28, Lmax=-1020446365.28 +09:20:51 [ultranest] [DEBUG] iteration=640, ncalls=1454, regioncalls=1664, ndraw=128, logz=-2198905222246.64, remainder_fraction=100.0000%, Lmin=-2191926772121.20, Lmax=-777361788.88 +09:20:51 [ultranest] [DEBUG] iteration=680, ncalls=1546, regioncalls=1920, ndraw=128, logz=-1747414039668.73, remainder_fraction=100.0000%, Lmin=-1747270656155.31, Lmax=-777361788.88 +09:20:51 [ultranest] [DEBUG] iteration=720, ncalls=1623, regioncalls=2176, ndraw=128, logz=-1391598871575.22, remainder_fraction=100.0000%, Lmin=-1387158800694.37, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=760, ncalls=1691, regioncalls=2432, ndraw=128, logz=-1235956756939.05, remainder_fraction=100.0000%, Lmin=-1230193335632.27, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=800, ncalls=1728, regioncalls=2560, ndraw=128, logz=-997622236508.98, remainder_fraction=100.0000%, Lmin=-994170332707.14, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=810, ncalls=1756, regioncalls=2688, ndraw=128, logz=-943941219622.16, remainder_fraction=100.0000%, Lmin=-943502344366.92, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=840, ncalls=1786, regioncalls=2816, ndraw=128, logz=-835175818835.24, remainder_fraction=100.0000%, Lmin=-832053426568.92, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=880, ncalls=1869, regioncalls=3200, ndraw=128, logz=-702245110929.98, remainder_fraction=100.0000%, Lmin=-701353585746.72, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=900, ncalls=1887, regioncalls=3328, ndraw=128, logz=-631002232877.90, remainder_fraction=100.0000%, Lmin=-626906839235.51, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=920, ncalls=1911, regioncalls=3456, ndraw=128, logz=-572737072843.22, remainder_fraction=100.0000%, Lmin=-572087322800.56, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=960, ncalls=1978, regioncalls=3840, ndraw=128, logz=-501416287277.19, remainder_fraction=100.0000%, Lmin=-500925796373.34, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=1000, ncalls=2063, regioncalls=4352, ndraw=128, logz=-406420187044.55, remainder_fraction=100.0000%, Lmin=-404164101468.01, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=1040, ncalls=2127, regioncalls=4736, ndraw=128, logz=-352410236853.45, remainder_fraction=100.0000%, Lmin=-351507040813.66, Lmax=-777361788.88 +09:20:52 [ultranest] [DEBUG] iteration=1080, ncalls=2209, regioncalls=5376, ndraw=128, logz=-291794806033.03, remainder_fraction=100.0000%, Lmin=-289317712152.97, Lmax=-110605476.60 +09:20:52 [ultranest] [DEBUG] iteration=1120, ncalls=2270, regioncalls=5888, ndraw=128, logz=-235245936711.31, remainder_fraction=100.0000%, Lmin=-234890103926.98, Lmax=-110605476.60 +09:20:52 [ultranest] [DEBUG] iteration=1160, ncalls=2330, regioncalls=6528, ndraw=128, logz=-195913231970.29, remainder_fraction=100.0000%, Lmin=-195489713646.65, Lmax=-110605476.60 +09:20:52 [ultranest] [DEBUG] iteration=1170, ncalls=2351, regioncalls=6784, ndraw=128, logz=-187989449441.95, remainder_fraction=100.0000%, Lmin=-187808125047.22, Lmax=-110605476.60 +09:20:52 [ultranest] [DEBUG] iteration=1200, ncalls=2394, regioncalls=7168, ndraw=128, logz=-157124592102.92, remainder_fraction=100.0000%, Lmin=-156137985559.79, Lmax=-110605476.60 +09:20:52 [ultranest] [DEBUG] iteration=1240, ncalls=2463, regioncalls=7808, ndraw=128, logz=-132703779697.29, remainder_fraction=100.0000%, Lmin=-132565581778.81, Lmax=-110605476.60 +09:20:52 [ultranest] [DEBUG] iteration=1260, ncalls=2496, regioncalls=8192, ndraw=128, logz=-118210099221.60, remainder_fraction=100.0000%, Lmin=-116957714590.55, Lmax=-110605476.60 +09:20:52 [ultranest] [DEBUG] iteration=1280, ncalls=2526, regioncalls=8576, ndraw=128, logz=-107664996859.61, remainder_fraction=100.0000%, Lmin=-107451493765.74, Lmax=-110605476.60 +09:20:52 [ultranest] [DEBUG] iteration=1320, ncalls=2592, regioncalls=9344, ndraw=128, logz=-88862039129.16, remainder_fraction=100.0000%, Lmin=-88621709804.84, Lmax=-110605476.60 +09:20:52 [ultranest] [DEBUG] iteration=1350, ncalls=2636, regioncalls=9984, ndraw=128, logz=-75084442116.49, remainder_fraction=100.0000%, Lmin=-74762230825.37, Lmax=-68813778.56 +09:20:52 [ultranest] [DEBUG] iteration=1360, ncalls=2651, regioncalls=10368, ndraw=128, logz=-72899821765.96, remainder_fraction=100.0000%, Lmin=-71819688657.05, Lmax=-68813778.56 +09:20:52 [ultranest] [DEBUG] iteration=1400, ncalls=2712, regioncalls=11392, ndraw=128, logz=-57046203509.25, remainder_fraction=100.0000%, Lmin=-56596645593.87, Lmax=-68813778.56 +09:20:52 [ultranest] [DEBUG] iteration=1440, ncalls=2791, regioncalls=12800, ndraw=128, logz=-47797879730.20, remainder_fraction=100.0000%, Lmin=-47646079813.38, Lmax=-68813778.56 +09:20:53 [ultranest] [DEBUG] iteration=1480, ncalls=2852, regioncalls=14336, ndraw=128, logz=-41312970152.88, remainder_fraction=100.0000%, Lmin=-41288398205.33, Lmax=-68813778.56 +09:20:53 [ultranest] [DEBUG] iteration=1520, ncalls=2923, regioncalls=15744, ndraw=128, logz=-36396172700.00, remainder_fraction=100.0000%, Lmin=-36333660046.58, Lmax=-68813778.56 +09:20:53 [ultranest] [DEBUG] iteration=1530, ncalls=2939, regioncalls=16128, ndraw=128, logz=-35201473954.56, remainder_fraction=100.0000%, Lmin=-35080972006.84, Lmax=-68813778.56 +09:20:53 [ultranest] [DEBUG] iteration=1560, ncalls=2986, regioncalls=17536, ndraw=128, logz=-32017714253.33, remainder_fraction=100.0000%, Lmin=-31936635647.11, Lmax=-68813778.56 +09:20:53 [ultranest] [DEBUG] iteration=1600, ncalls=3059, regioncalls=19840, ndraw=128, logz=-28501675607.67, remainder_fraction=100.0000%, Lmin=-28355225331.27, Lmax=-68813778.56 +09:20:53 [ultranest] [DEBUG] iteration=1640, ncalls=3136, regioncalls=23040, ndraw=128, logz=-24878323633.26, remainder_fraction=100.0000%, Lmin=-24831452968.33, Lmax=-68813778.56 +09:20:53 [ultranest] [DEBUG] iteration=1680, ncalls=3222, regioncalls=25856, ndraw=128, logz=-22398184598.32, remainder_fraction=100.0000%, Lmin=-22388152245.62, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=1710, ncalls=3285, regioncalls=27904, ndraw=128, logz=-20933104705.53, remainder_fraction=100.0000%, Lmin=-20911268318.18, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=1720, ncalls=3303, regioncalls=28544, ndraw=128, logz=-20230573437.51, remainder_fraction=100.0000%, Lmin=-20230377990.46, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=1760, ncalls=3380, regioncalls=31360, ndraw=128, logz=-18441379885.22, remainder_fraction=100.0000%, Lmin=-18415291770.98, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=1800, ncalls=3459, regioncalls=34432, ndraw=128, logz=-16465003689.47, remainder_fraction=100.0000%, Lmin=-16460450520.70, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=1840, ncalls=3586, regioncalls=37504, ndraw=128, logz=-15071616576.62, remainder_fraction=100.0000%, Lmin=-15006785817.05, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=1880, ncalls=3637, regioncalls=37632, ndraw=128, logz=-13519371769.28, remainder_fraction=100.0000%, Lmin=-13509530428.62, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=1920, ncalls=3747, regioncalls=37888, ndraw=128, logz=-12076546614.49, remainder_fraction=100.0000%, Lmin=-11993527329.54, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=1960, ncalls=3797, regioncalls=38016, ndraw=128, logz=-11057646363.17, remainder_fraction=100.0000%, Lmin=-11014766427.78, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=2000, ncalls=3906, regioncalls=38272, ndraw=128, logz=-9896585754.59, remainder_fraction=100.0000%, Lmin=-9892355067.81, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=2040, ncalls=4016, regioncalls=38528, ndraw=128, logz=-9017211977.97, remainder_fraction=100.0000%, Lmin=-9005453179.51, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=2070, ncalls=4126, regioncalls=38784, ndraw=128, logz=-8468012402.74, remainder_fraction=100.0000%, Lmin=-8440000268.31, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=2080, ncalls=4126, regioncalls=38784, ndraw=128, logz=-8332602777.11, remainder_fraction=100.0000%, Lmin=-8332188792.84, Lmax=-41399244.99 +09:20:53 [ultranest] [DEBUG] iteration=2120, ncalls=4256, regioncalls=39296, ndraw=128, logz=-7561109584.85, remainder_fraction=100.0000%, Lmin=-7534307807.21, Lmax=-41399244.99 +09:20:54 [ultranest] [DEBUG] iteration=2160, ncalls=4398, regioncalls=39552, ndraw=128, logz=-6819655559.60, remainder_fraction=100.0000%, Lmin=-6793702990.16, Lmax=-19025920.76 +09:20:54 [ultranest] [DEBUG] iteration=2200, ncalls=4460, regioncalls=39808, ndraw=128, logz=-6044968261.19, remainder_fraction=100.0000%, Lmin=-6031650551.86, Lmax=-19025920.76 +09:20:54 [ultranest] [DEBUG] iteration=2240, ncalls=4521, regioncalls=39936, ndraw=128, logz=-5462092290.68, remainder_fraction=100.0000%, Lmin=-5448499797.66, Lmax=-19025920.76 +09:20:54 [ultranest] [DEBUG] iteration=2250, ncalls=4579, regioncalls=40064, ndraw=128, logz=-5310231403.05, remainder_fraction=100.0000%, Lmin=-5271052809.96, Lmax=-19025920.76 +09:20:54 [ultranest] [DEBUG] iteration=2280, ncalls=4616, regioncalls=40448, ndraw=128, logz=-4881639265.29, remainder_fraction=100.0000%, Lmin=-4864795341.63, Lmax=-19025920.76 +09:20:54 [ultranest] [DEBUG] iteration=2320, ncalls=4719, regioncalls=40832, ndraw=128, logz=-4426686166.26, remainder_fraction=100.0000%, Lmin=-4401926817.16, Lmax=-19025920.76 +09:20:54 [ultranest] [DEBUG] iteration=2340, ncalls=4757, regioncalls=40960, ndraw=128, logz=-4151852992.03, remainder_fraction=100.0000%, Lmin=-4134597897.56, Lmax=-19025920.76 +09:20:54 [ultranest] [DEBUG] iteration=2360, ncalls=4787, regioncalls=41728, ndraw=128, logz=-4005833072.05, remainder_fraction=100.0000%, Lmin=-3998556572.15, Lmax=-19025920.76 +09:20:54 [ultranest] [DEBUG] iteration=2400, ncalls=4859, regioncalls=43136, ndraw=128, logz=-3682316902.77, remainder_fraction=100.0000%, Lmin=-3678165858.04, Lmax=-14956818.25 +09:20:54 [ultranest] [DEBUG] iteration=2430, ncalls=4918, regioncalls=44160, ndraw=128, logz=-3473740965.97, remainder_fraction=100.0000%, Lmin=-3472867548.38, Lmax=-14956818.25 +09:20:54 [ultranest] [DEBUG] iteration=2440, ncalls=4988, regioncalls=44416, ndraw=128, logz=-3394549881.91, remainder_fraction=100.0000%, Lmin=-3368103156.31, Lmax=-14956818.25 +09:20:54 [ultranest] [DEBUG] iteration=2480, ncalls=5057, regioncalls=44544, ndraw=128, logz=-3052208870.90, remainder_fraction=100.0000%, Lmin=-3051150011.55, Lmax=-14956818.25 +09:20:54 [ultranest] [DEBUG] iteration=2520, ncalls=5195, regioncalls=44800, ndraw=128, logz=-2807712261.11, remainder_fraction=100.0000%, Lmin=-2803105485.55, Lmax=-6921788.64 +09:20:54 [ultranest] [DEBUG] iteration=2560, ncalls=5266, regioncalls=44928, ndraw=128, logz=-2536258109.55, remainder_fraction=100.0000%, Lmin=-2533101492.64, Lmax=-6921788.64 +09:20:54 [ultranest] [DEBUG] iteration=2600, ncalls=5372, regioncalls=45184, ndraw=128, logz=-2326724925.38, remainder_fraction=100.0000%, Lmin=-2325155172.36, Lmax=-6921788.64 +09:20:54 [ultranest] [DEBUG] iteration=2610, ncalls=5372, regioncalls=45184, ndraw=128, logz=-2285126222.56, remainder_fraction=100.0000%, Lmin=-2282633389.63, Lmax=-6921788.64 +09:20:54 [ultranest] [DEBUG] iteration=2640, ncalls=5445, regioncalls=45440, ndraw=128, logz=-2171121721.66, remainder_fraction=100.0000%, Lmin=-2158596743.18, Lmax=-6921788.64 +09:20:54 [ultranest] [DEBUG] iteration=2680, ncalls=5518, regioncalls=45568, ndraw=128, logz=-1959810782.78, remainder_fraction=100.0000%, Lmin=-1953797686.39, Lmax=-6921788.64 +09:20:54 [ultranest] [DEBUG] iteration=2719, ncalls=5660, regioncalls=45824, ndraw=128, logz=-1802173084.23, remainder_fraction=100.0000%, Lmin=-1796128082.62, Lmax=-6921788.64 +09:20:54 [ultranest] [DEBUG] iteration=2720, ncalls=5660, regioncalls=45824, ndraw=128, logz=-1796128095.41, remainder_fraction=100.0000%, Lmin=-1793678706.15, Lmax=-6921788.64 +09:20:54 [ultranest] [DEBUG] iteration=2760, ncalls=5729, regioncalls=45952, ndraw=128, logz=-1615097529.95, remainder_fraction=100.0000%, Lmin=-1614238984.83, Lmax=-6230649.32 +09:20:54 [ultranest] [DEBUG] iteration=2790, ncalls=5797, regioncalls=46080, ndraw=128, logz=-1515402515.02, remainder_fraction=100.0000%, Lmin=-1514666940.43, Lmax=-6230649.32 +09:20:54 [ultranest] [DEBUG] iteration=2800, ncalls=5871, regioncalls=46592, ndraw=128, logz=-1490703465.91, remainder_fraction=100.0000%, Lmin=-1487262331.77, Lmax=-6230649.32 +09:20:54 [ultranest] [DEBUG] iteration=2840, ncalls=5944, regioncalls=46720, ndraw=128, logz=-1350423557.58, remainder_fraction=100.0000%, Lmin=-1350195262.07, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=2880, ncalls=6058, regioncalls=46976, ndraw=128, logz=-1205602371.81, remainder_fraction=100.0000%, Lmin=-1205534069.25, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=2920, ncalls=6126, regioncalls=47104, ndraw=128, logz=-1079421113.48, remainder_fraction=100.0000%, Lmin=-1074561720.74, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=2960, ncalls=6237, regioncalls=47360, ndraw=128, logz=-970256372.39, remainder_fraction=100.0000%, Lmin=-968519137.51, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=3000, ncalls=6293, regioncalls=47488, ndraw=128, logz=-861528560.04, remainder_fraction=100.0000%, Lmin=-861265914.88, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=3040, ncalls=6426, regioncalls=47872, ndraw=128, logz=-793417259.18, remainder_fraction=100.0000%, Lmin=-792143507.79, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=3060, ncalls=6478, regioncalls=48000, ndraw=128, logz=-749632421.76, remainder_fraction=100.0000%, Lmin=-749405776.23, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=3080, ncalls=6517, regioncalls=48256, ndraw=128, logz=-713807678.73, remainder_fraction=100.0000%, Lmin=-712111125.22, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=3120, ncalls=6594, regioncalls=48512, ndraw=128, logz=-659515438.90, remainder_fraction=100.0000%, Lmin=-659149682.74, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=3150, ncalls=6625, regioncalls=48640, ndraw=128, logz=-592267711.28, remainder_fraction=100.0000%, Lmin=-591871318.80, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=3160, ncalls=6662, regioncalls=48896, ndraw=128, logz=-571041859.12, remainder_fraction=100.0000%, Lmin=-570778537.14, Lmax=-6230649.32 +09:20:55 [ultranest] [DEBUG] iteration=3200, ncalls=6728, regioncalls=49152, ndraw=128, logz=-501042130.20, remainder_fraction=100.0000%, Lmin=-495329981.61, Lmax=-6190749.09 +09:20:55 [ultranest] [DEBUG] iteration=3240, ncalls=6824, regioncalls=49536, ndraw=128, logz=-454780719.69, remainder_fraction=100.0000%, Lmin=-454270785.87, Lmax=-6190749.09 +09:20:55 [ultranest] [DEBUG] iteration=3280, ncalls=6882, regioncalls=50688, ndraw=128, logz=-419099036.56, remainder_fraction=100.0000%, Lmin=-418354129.40, Lmax=-6190749.09 +09:20:55 [ultranest] [DEBUG] iteration=3320, ncalls=6957, regioncalls=52096, ndraw=128, logz=-385239458.18, remainder_fraction=100.0000%, Lmin=-384481675.19, Lmax=-2724573.97 +09:20:55 [ultranest] [DEBUG] iteration=3360, ncalls=7047, regioncalls=54016, ndraw=128, logz=-341463591.01, remainder_fraction=100.0000%, Lmin=-340110642.47, Lmax=-2724573.97 +09:20:55 [ultranest] [DEBUG] iteration=3400, ncalls=7147, regioncalls=56064, ndraw=128, logz=-310176970.25, remainder_fraction=100.0000%, Lmin=-309229860.87, Lmax=-2724573.97 +09:20:55 [ultranest] [DEBUG] iteration=3420, ncalls=7190, regioncalls=57088, ndraw=128, logz=-294724942.78, remainder_fraction=100.0000%, Lmin=-294678973.24, Lmax=-2724573.97 +09:20:55 [ultranest] [DEBUG] iteration=3440, ncalls=7261, regioncalls=57472, ndraw=128, logz=-286028790.64, remainder_fraction=100.0000%, Lmin=-285937154.64, Lmax=-2724573.97 +09:20:55 [ultranest] [DEBUG] iteration=3480, ncalls=7325, regioncalls=57728, ndraw=128, logz=-256840640.34, remainder_fraction=100.0000%, Lmin=-256821775.91, Lmax=-2724573.97 +09:20:55 [ultranest] [DEBUG] iteration=3510, ncalls=7380, regioncalls=57984, ndraw=128, logz=-234966789.76, remainder_fraction=100.0000%, Lmin=-234438312.16, Lmax=-2724573.97 +09:20:55 [ultranest] [DEBUG] iteration=3520, ncalls=7453, regioncalls=58240, ndraw=128, logz=-228857628.15, remainder_fraction=100.0000%, Lmin=-228432641.21, Lmax=-2724573.97 +09:20:56 [ultranest] [DEBUG] iteration=3560, ncalls=7518, regioncalls=58368, ndraw=128, logz=-209583850.43, remainder_fraction=100.0000%, Lmin=-209379054.04, Lmax=-2655466.37 +09:20:56 [ultranest] [DEBUG] iteration=3600, ncalls=7588, regioncalls=58496, ndraw=128, logz=-192347945.32, remainder_fraction=100.0000%, Lmin=-191687754.45, Lmax=-2655466.37 +09:20:56 [ultranest] [DEBUG] iteration=3640, ncalls=7732, regioncalls=58880, ndraw=128, logz=-172556947.80, remainder_fraction=100.0000%, Lmin=-172431201.04, Lmax=-2655466.37 +09:20:56 [ultranest] [DEBUG] iteration=3680, ncalls=7806, regioncalls=59008, ndraw=128, logz=-155902760.15, remainder_fraction=100.0000%, Lmin=-155508076.22, Lmax=-2655466.37 +09:20:56 [ultranest] [DEBUG] iteration=3690, ncalls=7806, regioncalls=59008, ndraw=128, logz=-152344668.94, remainder_fraction=100.0000%, Lmin=-151857269.67, Lmax=-2655466.37 +09:20:56 [ultranest] [DEBUG] iteration=3720, ncalls=7894, regioncalls=59520, ndraw=128, logz=-140340427.84, remainder_fraction=100.0000%, Lmin=-140018335.43, Lmax=-2655466.37 +09:20:56 [ultranest] [DEBUG] iteration=3760, ncalls=7993, regioncalls=59904, ndraw=128, logz=-126110767.51, remainder_fraction=100.0000%, Lmin=-125591929.55, Lmax=-1235751.30 +09:20:56 [ultranest] [DEBUG] iteration=3780, ncalls=8026, regioncalls=60032, ndraw=128, logz=-120679817.70, remainder_fraction=100.0000%, Lmin=-120354414.99, Lmax=-1235751.30 +09:20:56 [ultranest] [DEBUG] iteration=3800, ncalls=8069, regioncalls=61568, ndraw=128, logz=-114746714.63, remainder_fraction=100.0000%, Lmin=-114441488.97, Lmax=-1235751.30 +09:20:56 [ultranest] [DEBUG] iteration=3840, ncalls=8154, regioncalls=64128, ndraw=128, logz=-106559678.63, remainder_fraction=100.0000%, Lmin=-106321018.98, Lmax=-1235751.30 +09:20:56 [ultranest] [DEBUG] iteration=3870, ncalls=8209, regioncalls=65536, ndraw=128, logz=-99062454.31, remainder_fraction=100.0000%, Lmin=-98840416.41, Lmax=-1235751.30 +09:20:56 [ultranest] [DEBUG] iteration=3880, ncalls=8281, regioncalls=65792, ndraw=128, logz=-95581583.03, remainder_fraction=100.0000%, Lmin=-95384233.18, Lmax=-1235751.30 +09:20:56 [ultranest] [DEBUG] iteration=3920, ncalls=8352, regioncalls=65920, ndraw=128, logz=-87248083.42, remainder_fraction=100.0000%, Lmin=-87063042.84, Lmax=-1235751.30 +09:20:56 [ultranest] [DEBUG] iteration=3960, ncalls=8409, regioncalls=66048, ndraw=128, logz=-80215409.80, remainder_fraction=100.0000%, Lmin=-79890341.88, Lmax=-1235751.30 +09:20:56 [ultranest] [DEBUG] iteration=4000, ncalls=8519, regioncalls=66560, ndraw=128, logz=-72789799.88, remainder_fraction=100.0000%, Lmin=-72732340.86, Lmax=-507172.39 +09:20:56 [ultranest] [DEBUG] iteration=4040, ncalls=8568, regioncalls=66688, ndraw=128, logz=-67742215.87, remainder_fraction=100.0000%, Lmin=-67704876.78, Lmax=-331937.19 +09:20:56 [ultranest] [DEBUG] iteration=4050, ncalls=8615, regioncalls=66816, ndraw=128, logz=-65585620.59, remainder_fraction=100.0000%, Lmin=-65409923.68, Lmax=-331937.19 +09:20:56 [ultranest] [DEBUG] iteration=4080, ncalls=8640, regioncalls=67328, ndraw=128, logz=-60334433.37, remainder_fraction=100.0000%, Lmin=-60323080.45, Lmax=-331937.19 +09:20:56 [ultranest] [DEBUG] iteration=4120, ncalls=8723, regioncalls=68992, ndraw=128, logz=-55734056.65, remainder_fraction=100.0000%, Lmin=-55680514.19, Lmax=-331937.19 +09:20:56 [ultranest] [DEBUG] iteration=4140, ncalls=8770, regioncalls=70016, ndraw=128, logz=-52928052.07, remainder_fraction=100.0000%, Lmin=-52899235.56, Lmax=-331937.19 +09:20:56 [ultranest] [DEBUG] iteration=4160, ncalls=8856, regioncalls=70272, ndraw=128, logz=-50494869.72, remainder_fraction=100.0000%, Lmin=-50165118.21, Lmax=-331937.19 +09:20:56 [ultranest] [DEBUG] iteration=4200, ncalls=8934, regioncalls=70400, ndraw=128, logz=-46288726.07, remainder_fraction=100.0000%, Lmin=-46149997.31, Lmax=-331937.19 +09:20:56 [ultranest] [DEBUG] iteration=4230, ncalls=9005, regioncalls=70528, ndraw=128, logz=-43250837.21, remainder_fraction=100.0000%, Lmin=-43022564.49, Lmax=-331937.19 +09:20:56 [ultranest] [DEBUG] iteration=4240, ncalls=9005, regioncalls=70528, ndraw=128, logz=-42357266.55, remainder_fraction=100.0000%, Lmin=-42185433.02, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4280, ncalls=9080, regioncalls=71808, ndraw=128, logz=-38757816.56, remainder_fraction=100.0000%, Lmin=-38682915.02, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4320, ncalls=9167, regioncalls=73600, ndraw=128, logz=-35719894.97, remainder_fraction=100.0000%, Lmin=-35670914.62, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4360, ncalls=9246, regioncalls=75264, ndraw=128, logz=-33059676.19, remainder_fraction=100.0000%, Lmin=-32955798.69, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4400, ncalls=9340, regioncalls=77184, ndraw=128, logz=-30582681.07, remainder_fraction=100.0000%, Lmin=-30577899.16, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4410, ncalls=9369, regioncalls=77824, ndraw=128, logz=-30107588.51, remainder_fraction=100.0000%, Lmin=-30106415.23, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4440, ncalls=9466, regioncalls=78464, ndraw=128, logz=-28239091.19, remainder_fraction=100.0000%, Lmin=-28216053.76, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4480, ncalls=9538, regioncalls=78592, ndraw=128, logz=-25641256.82, remainder_fraction=100.0000%, Lmin=-25588613.77, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4500, ncalls=9619, regioncalls=78720, ndraw=128, logz=-24554104.78, remainder_fraction=100.0000%, Lmin=-24544264.29, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4520, ncalls=9619, regioncalls=78720, ndraw=128, logz=-23402115.38, remainder_fraction=100.0000%, Lmin=-23399838.09, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4560, ncalls=9715, regioncalls=78976, ndraw=128, logz=-20908048.85, remainder_fraction=100.0000%, Lmin=-20887436.53, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4590, ncalls=9797, regioncalls=79104, ndraw=128, logz=-20054863.74, remainder_fraction=100.0000%, Lmin=-20039551.96, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4600, ncalls=9797, regioncalls=79104, ndraw=128, logz=-19741622.41, remainder_fraction=100.0000%, Lmin=-19679571.09, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4640, ncalls=9959, regioncalls=79488, ndraw=128, logz=-18522736.93, remainder_fraction=100.0000%, Lmin=-18313075.21, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4680, ncalls=10038, regioncalls=79616, ndraw=128, logz=-17042283.33, remainder_fraction=100.0000%, Lmin=-17034913.07, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4720, ncalls=10088, regioncalls=80768, ndraw=128, logz=-15776273.27, remainder_fraction=100.0000%, Lmin=-15678724.62, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4760, ncalls=10184, regioncalls=82304, ndraw=128, logz=-14445177.68, remainder_fraction=100.0000%, Lmin=-14443968.71, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4770, ncalls=10245, regioncalls=82816, ndraw=128, logz=-14251339.60, remainder_fraction=100.0000%, Lmin=-14221537.70, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4800, ncalls=10245, regioncalls=82816, ndraw=128, logz=-13479747.67, remainder_fraction=100.0000%, Lmin=-13470074.55, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4840, ncalls=10334, regioncalls=83072, ndraw=128, logz=-12463291.78, remainder_fraction=100.0000%, Lmin=-12461490.62, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4860, ncalls=10467, regioncalls=83456, ndraw=128, logz=-12099367.35, remainder_fraction=100.0000%, Lmin=-12088173.88, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4880, ncalls=10467, regioncalls=83456, ndraw=128, logz=-11689905.96, remainder_fraction=100.0000%, Lmin=-11667744.97, Lmax=-331937.19 +09:20:57 [ultranest] [DEBUG] iteration=4920, ncalls=10555, regioncalls=83584, ndraw=128, logz=-11001834.23, remainder_fraction=100.0000%, Lmin=-10992522.34, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=4960, ncalls=10645, regioncalls=83712, ndraw=128, logz=-10531790.88, remainder_fraction=100.0000%, Lmin=-10527217.17, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5000, ncalls=10732, regioncalls=83840, ndraw=128, logz=-9842304.33, remainder_fraction=100.0000%, Lmin=-9828397.42, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5040, ncalls=10813, regioncalls=83968, ndraw=128, logz=-9053411.34, remainder_fraction=100.0000%, Lmin=-9048958.38, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5080, ncalls=10911, regioncalls=84352, ndraw=128, logz=-8557679.40, remainder_fraction=100.0000%, Lmin=-8552032.75, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5120, ncalls=11018, regioncalls=84608, ndraw=128, logz=-8037147.10, remainder_fraction=100.0000%, Lmin=-8034399.06, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5130, ncalls=11018, regioncalls=84608, ndraw=128, logz=-7978136.27, remainder_fraction=100.0000%, Lmin=-7968281.52, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5160, ncalls=11118, regioncalls=84864, ndraw=128, logz=-7656845.36, remainder_fraction=100.0000%, Lmin=-7644719.20, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5200, ncalls=11220, regioncalls=84992, ndraw=128, logz=-7043561.42, remainder_fraction=100.0000%, Lmin=-7012669.08, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5240, ncalls=11318, regioncalls=85120, ndraw=128, logz=-6472041.95, remainder_fraction=100.0000%, Lmin=-6470462.59, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5280, ncalls=11421, regioncalls=85248, ndraw=128, logz=-6189578.32, remainder_fraction=100.0000%, Lmin=-6186174.07, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5320, ncalls=11517, regioncalls=85376, ndraw=128, logz=-5820493.22, remainder_fraction=100.0000%, Lmin=-5819839.93, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5360, ncalls=11604, regioncalls=85504, ndraw=128, logz=-5421633.00, remainder_fraction=100.0000%, Lmin=-5415787.92, Lmax=-331937.19 +09:20:58 [ultranest] [DEBUG] iteration=5400, ncalls=11793, regioncalls=85760, ndraw=128, logz=-5094359.95, remainder_fraction=100.0000%, Lmin=-5089940.10, Lmax=-106440.04 +09:20:58 [ultranest] [DEBUG] iteration=5440, ncalls=11895, regioncalls=86144, ndraw=128, logz=-4833002.02, remainder_fraction=100.0000%, Lmin=-4827564.35, Lmax=-67922.48 +09:20:58 [ultranest] [DEBUG] iteration=5480, ncalls=11987, regioncalls=86272, ndraw=128, logz=-4520318.11, remainder_fraction=100.0000%, Lmin=-4511643.80, Lmax=-67922.48 +09:20:58 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remainder_fraction=100.0000%, Lmin=-2497153.56, Lmax=-54479.46 +09:20:59 [ultranest] [DEBUG] iteration=5850, ncalls=12923, regioncalls=88704, ndraw=128, logz=-2457393.25, remainder_fraction=100.0000%, Lmin=-2454377.69, Lmax=-54479.46 +09:20:59 [ultranest] [DEBUG] iteration=5880, ncalls=13021, regioncalls=88960, ndraw=128, logz=-2357283.49, remainder_fraction=100.0000%, Lmin=-2354547.77, Lmax=-54479.46 +09:20:59 [ultranest] [DEBUG] iteration=5920, ncalls=13120, regioncalls=89088, ndraw=128, logz=-2219452.21, remainder_fraction=100.0000%, Lmin=-2216932.90, Lmax=-49550.39 +09:20:59 [ultranest] [DEBUG] iteration=5940, ncalls=13120, regioncalls=89088, ndraw=128, logz=-2138169.42, remainder_fraction=100.0000%, Lmin=-2137622.06, Lmax=-49550.39 +09:20:59 [ultranest] [DEBUG] iteration=5960, ncalls=13217, regioncalls=89344, ndraw=128, logz=-2087575.67, remainder_fraction=100.0000%, Lmin=-2067769.45, Lmax=-49550.39 +09:20:59 [ultranest] [DEBUG] iteration=6000, ncalls=13312, regioncalls=89472, ndraw=128, logz=-1926863.10, remainder_fraction=100.0000%, Lmin=-1925414.23, Lmax=-49550.39 +09:20:59 [ultranest] [DEBUG] iteration=6030, ncalls=13403, regioncalls=89600, ndraw=128, logz=-1837250.21, remainder_fraction=100.0000%, Lmin=-1835768.79, Lmax=-49550.39 +09:20:59 [ultranest] [DEBUG] iteration=6040, ncalls=13403, regioncalls=89600, ndraw=128, logz=-1812660.71, remainder_fraction=100.0000%, Lmin=-1812524.54, Lmax=-12090.29 +09:20:59 [ultranest] [DEBUG] iteration=6080, ncalls=13475, regioncalls=90880, ndraw=128, logz=-1661865.90, remainder_fraction=100.0000%, Lmin=-1657933.33, Lmax=-12090.29 +09:20:59 [ultranest] [DEBUG] iteration=6120, ncalls=13586, regioncalls=92672, ndraw=128, logz=-1566516.98, remainder_fraction=100.0000%, Lmin=-1561244.35, Lmax=-12090.29 +09:20:59 [ultranest] [DEBUG] iteration=6160, ncalls=13686, regioncalls=93056, ndraw=128, logz=-1415680.03, remainder_fraction=100.0000%, Lmin=-1414104.88, Lmax=-12090.29 +09:20:59 [ultranest] [DEBUG] iteration=6200, 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remainder_fraction=100.0000%, Lmin=-269498.79, Lmax=-6849.99 +09:21:01 [ultranest] [DEBUG] iteration=7200, ncalls=16312, regioncalls=111104, ndraw=128, logz=-253778.56, remainder_fraction=100.0000%, Lmin=-253281.22, Lmax=-6849.99 +09:21:01 [ultranest] [DEBUG] iteration=7240, ncalls=16446, regioncalls=111360, ndraw=128, logz=-239586.42, remainder_fraction=100.0000%, Lmin=-239492.81, Lmax=-5605.57 +09:21:01 [ultranest] [DEBUG] iteration=7280, ncalls=16511, regioncalls=111488, ndraw=128, logz=-226455.08, remainder_fraction=100.0000%, Lmin=-226342.25, Lmax=-5605.57 +09:21:01 [ultranest] [DEBUG] iteration=7290, ncalls=16511, regioncalls=111488, ndraw=128, logz=-222309.99, remainder_fraction=100.0000%, Lmin=-221920.68, Lmax=-5605.57 +09:21:01 [ultranest] [DEBUG] iteration=7320, ncalls=16597, regioncalls=112768, ndraw=128, logz=-213015.44, remainder_fraction=100.0000%, Lmin=-212484.87, Lmax=-5605.57 +09:21:01 [ultranest] [DEBUG] iteration=7360, ncalls=16690, regioncalls=114176, ndraw=128, logz=-199048.90, remainder_fraction=100.0000%, Lmin=-198708.05, Lmax=-5605.57 +09:21:01 [ultranest] [DEBUG] iteration=7380, ncalls=16741, regioncalls=114944, ndraw=128, logz=-193885.41, remainder_fraction=100.0000%, Lmin=-193370.07, Lmax=-5605.57 +09:21:01 [ultranest] [DEBUG] iteration=7400, ncalls=16850, regioncalls=115328, ndraw=128, logz=-188517.32, remainder_fraction=100.0000%, Lmin=-188176.51, Lmax=-5605.57 +09:21:01 [ultranest] [DEBUG] iteration=7440, ncalls=16951, regioncalls=115456, ndraw=128, logz=-177749.47, remainder_fraction=100.0000%, Lmin=-177568.43, Lmax=-5605.57 +09:21:01 [ultranest] [DEBUG] iteration=7480, ncalls=17043, regioncalls=115584, ndraw=128, logz=-162283.72, remainder_fraction=100.0000%, Lmin=-162195.16, Lmax=-5605.57 +09:21:01 [ultranest] [DEBUG] iteration=7520, ncalls=17145, regioncalls=115712, ndraw=128, logz=-154729.28, remainder_fraction=100.0000%, Lmin=-154581.94, Lmax=-3389.88 +09:21:01 [ultranest] [DEBUG] iteration=7560, ncalls=17232, 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Lmin=-13836.47, Lmax=-970.56 +09:21:03 [ultranest] [DEBUG] iteration=9040, ncalls=20647, regioncalls=135680, ndraw=128, logz=-13061.82, remainder_fraction=100.0000%, Lmin=-13025.06, Lmax=-970.56 +09:21:03 [ultranest] [DEBUG] iteration=9080, ncalls=20750, regioncalls=135936, ndraw=128, logz=-12378.67, remainder_fraction=100.0000%, Lmin=-12343.10, Lmax=-970.56 +09:21:03 [ultranest] [DEBUG] iteration=9090, ncalls=20801, regioncalls=136064, ndraw=128, logz=-12188.19, remainder_fraction=100.0000%, Lmin=-12131.15, Lmax=-559.35 +09:21:03 [ultranest] [DEBUG] iteration=9120, ncalls=20847, regioncalls=136704, ndraw=128, logz=-11695.89, remainder_fraction=100.0000%, Lmin=-11661.22, Lmax=-559.35 +09:21:03 [ultranest] [DEBUG] iteration=9160, ncalls=20914, regioncalls=137472, ndraw=128, logz=-11089.95, remainder_fraction=100.0000%, Lmin=-11053.00, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9180, ncalls=20980, regioncalls=138240, ndraw=128, logz=-10688.54, remainder_fraction=100.0000%, Lmin=-10637.08, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9200, ncalls=21040, regioncalls=138496, ndraw=128, logz=-10433.93, remainder_fraction=100.0000%, Lmin=-10403.17, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9240, ncalls=21142, regioncalls=138752, ndraw=128, logz=-9842.59, remainder_fraction=100.0000%, Lmin=-9799.41, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9270, ncalls=21231, regioncalls=139008, ndraw=128, logz=-9431.09, remainder_fraction=100.0000%, Lmin=-9398.98, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9280, ncalls=21231, regioncalls=139008, ndraw=128, logz=-9350.78, remainder_fraction=100.0000%, Lmin=-9287.31, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9320, ncalls=21311, regioncalls=140416, ndraw=128, logz=-8927.08, remainder_fraction=100.0000%, Lmin=-8893.73, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9360, ncalls=21454, regioncalls=142720, ndraw=128, logz=-8411.71, remainder_fraction=100.0000%, Lmin=-8381.98, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9400, ncalls=21542, regioncalls=142976, ndraw=128, logz=-8076.89, remainder_fraction=100.0000%, Lmin=-8044.58, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9440, ncalls=21644, regioncalls=143232, ndraw=128, logz=-7622.98, remainder_fraction=100.0000%, Lmin=-7592.10, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9450, ncalls=21644, regioncalls=143232, ndraw=128, logz=-7531.31, remainder_fraction=100.0000%, Lmin=-7479.78, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9480, ncalls=21680, regioncalls=143744, ndraw=128, logz=-7194.49, remainder_fraction=100.0000%, Lmin=-7157.95, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9520, ncalls=21750, regioncalls=144384, ndraw=128, logz=-6850.56, remainder_fraction=100.0000%, Lmin=-6818.72, Lmax=-559.35 +09:21:04 [ultranest] [DEBUG] iteration=9540, ncalls=21801, regioncalls=144896, ndraw=128, logz=-6645.59, remainder_fraction=100.0000%, Lmin=-6615.10, 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ncalls=23438, regioncalls=157824, ndraw=128, logz=-2973.84, remainder_fraction=100.0000%, Lmin=-2940.51, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10170, ncalls=23438, regioncalls=157824, ndraw=128, logz=-2932.89, remainder_fraction=100.0000%, Lmin=-2895.88, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10200, ncalls=23511, regioncalls=158976, ndraw=128, logz=-2840.13, remainder_fraction=100.0000%, Lmin=-2800.64, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10240, ncalls=23599, regioncalls=159872, ndraw=128, logz=-2673.75, remainder_fraction=100.0000%, Lmin=-2636.24, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10260, ncalls=23697, regioncalls=160768, ndraw=128, logz=-2621.10, remainder_fraction=100.0000%, Lmin=-2587.10, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10280, ncalls=23749, regioncalls=160896, ndraw=128, logz=-2575.77, remainder_fraction=100.0000%, Lmin=-2544.09, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10320, ncalls=23792, regioncalls=161024, ndraw=128, logz=-2444.98, remainder_fraction=100.0000%, Lmin=-2398.10, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10350, ncalls=23889, regioncalls=161280, ndraw=128, logz=-2365.38, remainder_fraction=100.0000%, Lmin=-2330.08, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10360, ncalls=23889, regioncalls=161280, ndraw=128, logz=-2328.16, remainder_fraction=100.0000%, Lmin=-2289.03, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10400, ncalls=24013, regioncalls=161792, ndraw=128, logz=-2206.96, remainder_fraction=100.0000%, Lmin=-2170.82, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10440, ncalls=24166, regioncalls=162304, ndraw=128, logz=-2067.29, remainder_fraction=100.0000%, Lmin=-2032.33, Lmax=0.23 +09:21:05 [ultranest] [DEBUG] iteration=10480, ncalls=24250, regioncalls=163712, ndraw=128, logz=-1948.54, remainder_fraction=100.0000%, Lmin=-1915.71, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10520, ncalls=24368, regioncalls=165120, ndraw=128, logz=-1854.05, remainder_fraction=100.0000%, Lmin=-1821.21, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10560, ncalls=24479, regioncalls=166528, ndraw=128, logz=-1763.78, remainder_fraction=100.0000%, Lmin=-1729.47, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10600, ncalls=24568, regioncalls=167808, ndraw=128, logz=-1684.45, remainder_fraction=100.0000%, Lmin=-1651.51, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10620, ncalls=24647, regioncalls=168576, ndraw=128, logz=-1656.93, remainder_fraction=100.0000%, Lmin=-1624.42, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10640, ncalls=24704, regioncalls=168832, ndraw=128, logz=-1624.49, remainder_fraction=100.0000%, Lmin=-1592.38, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10680, ncalls=24799, regioncalls=169088, ndraw=128, logz=-1555.38, remainder_fraction=100.0000%, Lmin=-1520.28, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10710, ncalls=24842, regioncalls=169216, ndraw=128, logz=-1495.72, remainder_fraction=100.0000%, Lmin=-1460.93, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10720, ncalls=24894, regioncalls=169472, ndraw=128, logz=-1478.65, remainder_fraction=100.0000%, Lmin=-1446.43, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10760, ncalls=24984, regioncalls=169728, ndraw=128, logz=-1412.75, remainder_fraction=100.0000%, Lmin=-1379.99, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10800, ncalls=25107, regioncalls=170112, ndraw=128, logz=-1352.87, remainder_fraction=100.0000%, Lmin=-1320.06, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10840, ncalls=25207, regioncalls=171648, ndraw=128, logz=-1292.90, remainder_fraction=100.0000%, Lmin=-1258.54, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10880, ncalls=25325, regioncalls=173312, ndraw=128, logz=-1241.01, remainder_fraction=100.0000%, Lmin=-1206.98, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10890, ncalls=25396, regioncalls=173952, ndraw=128, logz=-1220.29, remainder_fraction=100.0000%, Lmin=-1184.11, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10920, ncalls=25449, regioncalls=174080, ndraw=128, logz=-1172.81, remainder_fraction=100.0000%, Lmin=-1140.13, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10960, ncalls=25545, regioncalls=174336, ndraw=128, logz=-1125.86, remainder_fraction=100.0000%, Lmin=-1090.62, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=10980, ncalls=25588, regioncalls=174464, ndraw=128, logz=-1100.19, remainder_fraction=100.0000%, Lmin=-1067.52, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=11000, ncalls=25634, regioncalls=174848, ndraw=128, logz=-1080.48, remainder_fraction=100.0000%, Lmin=-1047.24, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=11040, ncalls=25770, regioncalls=175232, ndraw=128, logz=-1024.37, remainder_fraction=100.0000%, Lmin=-989.48, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=11070, ncalls=25817, regioncalls=175360, ndraw=128, logz=-986.95, remainder_fraction=100.0000%, Lmin=-953.40, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=11080, ncalls=25868, regioncalls=175616, ndraw=128, logz=-971.46, remainder_fraction=100.0000%, Lmin=-937.30, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=11120, ncalls=25950, regioncalls=175872, ndraw=128, logz=-928.29, remainder_fraction=100.0000%, Lmin=-891.87, Lmax=0.23 +09:21:06 [ultranest] [DEBUG] iteration=11160, ncalls=26030, regioncalls=176128, ndraw=128, logz=-886.46, remainder_fraction=100.0000%, Lmin=-851.06, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11200, ncalls=26150, regioncalls=176512, ndraw=128, logz=-831.53, remainder_fraction=100.0000%, Lmin=-797.54, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11240, ncalls=26282, regioncalls=176896, ndraw=128, logz=-775.82, remainder_fraction=100.0000%, Lmin=-740.96, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11250, ncalls=26326, regioncalls=177024, ndraw=128, logz=-764.13, remainder_fraction=100.0000%, Lmin=-730.26, Lmax=0.23 +09:21:07 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ncalls=26777, regioncalls=180736, ndraw=128, logz=-612.61, remainder_fraction=100.0000%, Lmin=-578.19, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11480, ncalls=26852, regioncalls=181504, ndraw=128, logz=-585.43, remainder_fraction=100.0000%, Lmin=-549.91, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11520, ncalls=26946, regioncalls=182528, ndraw=128, logz=-554.22, remainder_fraction=100.0000%, Lmin=-520.28, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11560, ncalls=27039, regioncalls=183552, ndraw=128, logz=-527.51, remainder_fraction=100.0000%, Lmin=-492.74, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11600, ncalls=27157, regioncalls=184704, ndraw=128, logz=-502.94, remainder_fraction=100.0000%, Lmin=-466.01, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11610, ncalls=27191, regioncalls=185088, ndraw=128, logz=-495.39, remainder_fraction=100.0000%, Lmin=-460.49, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11640, ncalls=27288, regioncalls=185472, ndraw=128, logz=-474.88, remainder_fraction=100.0000%, Lmin=-440.38, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11680, ncalls=27386, regioncalls=185728, ndraw=128, logz=-456.28, remainder_fraction=100.0000%, Lmin=-421.52, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11720, ncalls=27465, regioncalls=185984, ndraw=128, logz=-435.36, remainder_fraction=100.0000%, Lmin=-400.38, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11760, ncalls=27603, regioncalls=186368, ndraw=128, logz=-417.30, remainder_fraction=100.0000%, Lmin=-382.09, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11800, ncalls=27688, regioncalls=186624, ndraw=128, logz=-402.13, remainder_fraction=100.0000%, Lmin=-366.78, Lmax=0.23 +09:21:07 [ultranest] [DEBUG] iteration=11840, ncalls=27823, regioncalls=187008, ndraw=128, logz=-385.61, remainder_fraction=100.0000%, Lmin=-350.51, Lmax=0.23 +09:21:08 [ultranest] [DEBUG] iteration=11880, ncalls=27957, regioncalls=187392, ndraw=128, logz=-370.46, remainder_fraction=100.0000%, Lmin=-335.66, Lmax=0.23 +09:21:08 [ultranest] [DEBUG] iteration=11920, ncalls=28036, regioncalls=189184, ndraw=128, logz=-348.82, remainder_fraction=100.0000%, Lmin=-313.93, Lmax=0.23 +09:21:08 [ultranest] [DEBUG] iteration=11960, ncalls=28113, regioncalls=190080, ndraw=128, logz=-334.61, remainder_fraction=100.0000%, Lmin=-296.90, Lmax=0.23 +09:21:08 [ultranest] [DEBUG] iteration=12000, ncalls=28205, regioncalls=191360, ndraw=128, logz=-317.77, remainder_fraction=100.0000%, Lmin=-281.99, Lmax=0.23 +09:21:08 [ultranest] [DEBUG] iteration=12040, ncalls=28299, regioncalls=192512, ndraw=128, logz=-305.57, remainder_fraction=100.0000%, Lmin=-270.79, Lmax=0.23 +09:21:08 [ultranest] [DEBUG] iteration=12080, ncalls=28431, regioncalls=194176, ndraw=128, logz=-289.73, remainder_fraction=100.0000%, Lmin=-253.39, Lmax=14.82 +09:21:08 [ultranest] [DEBUG] iteration=12120, ncalls=28554, regioncalls=195584, ndraw=128, logz=-275.35, remainder_fraction=100.0000%, 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iteration=12520, ncalls=29593, regioncalls=208640, ndraw=128, logz=-176.64, remainder_fraction=100.0000%, Lmin=-141.02, Lmax=17.31 +09:21:09 [ultranest] [DEBUG] iteration=12560, ncalls=29682, regioncalls=209792, ndraw=128, logz=-168.82, remainder_fraction=100.0000%, Lmin=-132.65, Lmax=17.31 +09:21:09 [ultranest] [DEBUG] iteration=12600, ncalls=29792, regioncalls=210944, ndraw=128, logz=-162.54, remainder_fraction=100.0000%, Lmin=-127.05, Lmax=18.05 +09:21:09 [ultranest] [DEBUG] iteration=12640, ncalls=29918, regioncalls=212480, ndraw=128, logz=-156.14, remainder_fraction=100.0000%, Lmin=-120.52, Lmax=18.05 +09:21:09 [ultranest] [DEBUG] iteration=12680, ncalls=30019, regioncalls=213632, ndraw=128, logz=-148.87, remainder_fraction=100.0000%, Lmin=-113.05, Lmax=18.05 +09:21:09 [ultranest] [DEBUG] iteration=12690, ncalls=30048, regioncalls=214144, ndraw=128, logz=-147.04, remainder_fraction=100.0000%, Lmin=-110.95, Lmax=18.05 +09:21:09 [ultranest] [DEBUG] iteration=12720, ncalls=30142, regioncalls=215424, ndraw=128, logz=-141.41, remainder_fraction=100.0000%, Lmin=-105.28, Lmax=18.05 +09:21:09 [ultranest] [DEBUG] iteration=12760, ncalls=30235, regioncalls=216576, ndraw=128, logz=-136.16, remainder_fraction=100.0000%, Lmin=-100.32, Lmax=18.05 +09:21:09 [ultranest] [DEBUG] iteration=12780, ncalls=30268, regioncalls=217216, ndraw=128, logz=-133.91, remainder_fraction=100.0000%, Lmin=-97.73, Lmax=18.05 +09:21:09 [ultranest] [DEBUG] iteration=12800, ncalls=30326, regioncalls=217984, ndraw=128, logz=-129.78, remainder_fraction=100.0000%, Lmin=-93.30, Lmax=18.05 +09:21:09 [ultranest] [DEBUG] iteration=12840, ncalls=30453, regioncalls=219520, ndraw=128, logz=-124.69, remainder_fraction=100.0000%, Lmin=-88.88, Lmax=22.93 +09:21:09 [ultranest] [DEBUG] iteration=12870, ncalls=30583, regioncalls=220672, ndraw=128, logz=-120.77, remainder_fraction=100.0000%, Lmin=-84.70, Lmax=22.93 +09:21:09 [ultranest] [DEBUG] iteration=12880, ncalls=30583, regioncalls=220672, ndraw=128, logz=-119.48, remainder_fraction=100.0000%, Lmin=-83.54, Lmax=22.93 +09:21:09 [ultranest] [DEBUG] iteration=12920, ncalls=30687, regioncalls=220928, ndraw=128, logz=-114.34, remainder_fraction=100.0000%, Lmin=-78.20, Lmax=22.93 +09:21:09 [ultranest] [DEBUG] iteration=12960, ncalls=30837, regioncalls=221312, ndraw=128, logz=-107.31, remainder_fraction=100.0000%, Lmin=-70.45, Lmax=22.93 +09:21:09 [ultranest] [DEBUG] iteration=13000, ncalls=30926, regioncalls=222976, ndraw=128, logz=-102.25, remainder_fraction=100.0000%, Lmin=-65.89, Lmax=22.93 +09:21:09 [ultranest] [DEBUG] iteration=13040, ncalls=31081, regioncalls=224896, ndraw=128, logz=-97.59, remainder_fraction=100.0000%, Lmin=-61.18, Lmax=25.97 +09:21:09 [ultranest] [DEBUG] iteration=13050, ncalls=31110, regioncalls=225408, ndraw=128, logz=-96.59, remainder_fraction=100.0000%, Lmin=-60.28, Lmax=25.97 +09:21:09 [ultranest] [DEBUG] iteration=13080, ncalls=31199, regioncalls=225920, ndraw=128, logz=-93.63, remainder_fraction=100.0000%, 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regioncalls=235904, ndraw=128, logz=-60.11, remainder_fraction=100.0000%, Lmin=-23.02, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13520, ncalls=32407, regioncalls=236800, ndraw=128, logz=-58.78, remainder_fraction=100.0000%, Lmin=-21.67, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13560, ncalls=32500, regioncalls=237056, ndraw=128, logz=-56.00, remainder_fraction=100.0000%, Lmin=-18.99, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13590, ncalls=32578, regioncalls=237312, ndraw=128, logz=-54.48, remainder_fraction=100.0000%, Lmin=-17.35, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13600, ncalls=32623, regioncalls=237568, ndraw=128, logz=-53.87, remainder_fraction=100.0000%, Lmin=-16.67, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13640, ncalls=32713, regioncalls=237824, ndraw=128, logz=-51.68, remainder_fraction=100.0000%, Lmin=-14.47, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13680, ncalls=32806, regioncalls=238080, ndraw=128, logz=-49.66, remainder_fraction=100.0000%, Lmin=-12.42, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13720, ncalls=32894, regioncalls=239232, ndraw=128, logz=-47.91, remainder_fraction=100.0000%, Lmin=-10.73, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13760, ncalls=33002, regioncalls=240384, ndraw=128, logz=-46.27, remainder_fraction=100.0000%, Lmin=-9.06, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13770, ncalls=33026, regioncalls=240768, ndraw=128, logz=-45.90, remainder_fraction=100.0000%, Lmin=-8.75, Lmax=25.97 +09:21:10 [ultranest] [DEBUG] iteration=13800, ncalls=33087, regioncalls=241280, ndraw=128, logz=-44.59, remainder_fraction=100.0000%, Lmin=-7.13, Lmax=25.97 +09:21:11 [ultranest] [DEBUG] iteration=13840, ncalls=33183, regioncalls=242304, ndraw=128, logz=-42.67, remainder_fraction=100.0000%, Lmin=-5.16, Lmax=25.97 +09:21:11 [ultranest] [DEBUG] iteration=13860, ncalls=33239, regioncalls=242944, ndraw=128, logz=-41.86, remainder_fraction=100.0000%, Lmin=-4.48, Lmax=25.97 +09:21:11 [ultranest] [DEBUG] iteration=13880, ncalls=33291, regioncalls=243712, ndraw=128, logz=-41.12, remainder_fraction=100.0000%, Lmin=-3.83, Lmax=25.97 +09:21:11 [ultranest] [DEBUG] iteration=13920, ncalls=33385, regioncalls=244992, ndraw=128, logz=-39.73, remainder_fraction=100.0000%, Lmin=-2.23, Lmax=25.97 +09:21:11 [ultranest] [DEBUG] iteration=13950, ncalls=33468, regioncalls=246016, ndraw=128, logz=-38.52, remainder_fraction=100.0000%, Lmin=-0.99, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=13960, ncalls=33468, regioncalls=246016, ndraw=128, logz=-38.19, remainder_fraction=100.0000%, Lmin=-0.71, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14000, ncalls=33559, regioncalls=247296, ndraw=128, logz=-37.04, remainder_fraction=100.0000%, Lmin=0.42, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14040, ncalls=33675, regioncalls=248960, ndraw=128, logz=-35.89, remainder_fraction=100.0000%, Lmin=1.62, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14080, ncalls=33750, regioncalls=249984, ndraw=128, logz=-34.77, remainder_fraction=100.0000%, Lmin=2.74, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14120, ncalls=33871, regioncalls=251392, ndraw=128, logz=-33.76, remainder_fraction=100.0000%, Lmin=3.93, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14130, ncalls=33890, regioncalls=251648, ndraw=128, logz=-33.48, remainder_fraction=100.0000%, Lmin=4.30, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14160, ncalls=33971, regioncalls=252544, ndraw=128, logz=-32.69, remainder_fraction=100.0000%, Lmin=5.03, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14200, ncalls=34062, regioncalls=253440, ndraw=128, logz=-31.55, remainder_fraction=100.0000%, Lmin=6.37, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14220, ncalls=34115, regioncalls=254080, ndraw=128, logz=-31.04, remainder_fraction=100.0000%, Lmin=6.84, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14240, ncalls=34169, regioncalls=254592, ndraw=128, logz=-30.51, remainder_fraction=100.0000%, Lmin=7.37, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14280, ncalls=34265, regioncalls=255616, ndraw=128, logz=-29.53, remainder_fraction=100.0000%, Lmin=8.43, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14310, ncalls=34323, regioncalls=256256, ndraw=128, logz=-28.83, remainder_fraction=100.0000%, Lmin=9.16, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14320, ncalls=34374, regioncalls=256512, ndraw=128, logz=-28.61, remainder_fraction=100.0000%, Lmin=9.39, Lmax=27.34 +09:21:11 [ultranest] [DEBUG] iteration=14360, ncalls=34479, regioncalls=256768, ndraw=128, logz=-27.69, remainder_fraction=100.0000%, Lmin=10.41, Lmax=28.01 +09:21:11 [ultranest] [DEBUG] iteration=14400, ncalls=34577, regioncalls=257024, ndraw=128, logz=-26.83, remainder_fraction=99.9999%, Lmin=11.29, Lmax=28.01 +09:21:11 [ultranest] [DEBUG] iteration=14440, ncalls=34671, regioncalls=257280, ndraw=128, logz=-26.01, remainder_fraction=99.9999%, Lmin=12.17, Lmax=28.01 +09:21:11 [ultranest] [DEBUG] iteration=14480, ncalls=34801, regioncalls=257664, ndraw=128, logz=-25.24, remainder_fraction=99.9997%, Lmin=13.22, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14490, ncalls=34848, regioncalls=257792, ndraw=128, logz=-25.01, remainder_fraction=99.9996%, Lmin=13.36, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14520, ncalls=34901, regioncalls=258688, ndraw=128, logz=-24.39, remainder_fraction=99.9994%, Lmin=13.91, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14560, ncalls=35010, regioncalls=259840, ndraw=128, logz=-23.72, remainder_fraction=99.9987%, Lmin=14.53, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14600, ncalls=35115, regioncalls=261120, ndraw=128, logz=-23.11, remainder_fraction=99.9976%, Lmin=15.30, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14640, ncalls=35240, regioncalls=262784, ndraw=128, logz=-22.45, remainder_fraction=99.9952%, Lmin=15.99, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14670, ncalls=35306, regioncalls=263808, ndraw=128, logz=-21.99, remainder_fraction=99.9924%, Lmin=16.45, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14680, ncalls=35345, regioncalls=264320, ndraw=128, logz=-21.85, remainder_fraction=99.9909%, Lmin=16.65, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14720, ncalls=35442, regioncalls=264576, ndraw=128, logz=-21.30, remainder_fraction=99.9833%, Lmin=17.19, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14760, ncalls=35538, regioncalls=264832, ndraw=128, logz=-20.80, remainder_fraction=99.9731%, Lmin=17.64, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14800, ncalls=35628, regioncalls=265216, ndraw=128, logz=-20.35, remainder_fraction=99.9569%, Lmin=18.14, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14840, ncalls=35750, regioncalls=265600, ndraw=128, logz=-19.92, remainder_fraction=99.9344%, Lmin=18.60, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14850, ncalls=35793, regioncalls=265728, ndraw=128, logz=-19.82, remainder_fraction=99.9286%, Lmin=18.69, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14880, ncalls=35835, regioncalls=266240, ndraw=128, logz=-19.52, remainder_fraction=99.9056%, Lmin=19.04, Lmax=28.01 +09:21:12 [ultranest] [DEBUG] iteration=14920, ncalls=35954, regioncalls=267520, ndraw=128, logz=-19.12, remainder_fraction=99.8642%, Lmin=19.62, Lmax=28.03 +09:21:12 [ultranest] [DEBUG] iteration=14940, ncalls=36006, regioncalls=268032, ndraw=128, logz=-18.91, remainder_fraction=99.8324%, Lmin=19.86, Lmax=28.03 +09:21:12 [ultranest] [DEBUG] iteration=14960, ncalls=36069, regioncalls=268544, ndraw=128, logz=-18.71, remainder_fraction=99.7969%, Lmin=20.08, Lmax=28.03 +09:21:12 [ultranest] [DEBUG] iteration=15000, ncalls=36233, regioncalls=268928, ndraw=128, logz=-18.32, remainder_fraction=99.7034%, Lmin=20.57, Lmax=28.03 +09:21:12 [ultranest] [DEBUG] iteration=15030, ncalls=36323, regioncalls=269184, ndraw=128, logz=-18.04, remainder_fraction=99.6050%, Lmin=20.77, Lmax=28.03 +09:21:12 [ultranest] [DEBUG] iteration=15040, ncalls=36323, regioncalls=269184, ndraw=128, logz=-17.96, remainder_fraction=99.5696%, Lmin=20.82, Lmax=28.03 +09:21:12 [ultranest] [DEBUG] iteration=15080, ncalls=36448, regioncalls=269696, ndraw=128, logz=-17.65, remainder_fraction=99.4690%, Lmin=21.14, Lmax=28.06 +09:21:12 [ultranest] [DEBUG] iteration=15120, ncalls=36549, regioncalls=269952, ndraw=128, logz=-17.35, remainder_fraction=99.3006%, Lmin=21.56, Lmax=28.06 +09:21:13 [ultranest] [DEBUG] iteration=15160, ncalls=36661, regioncalls=271488, ndraw=128, logz=-17.05, remainder_fraction=99.0484%, Lmin=21.93, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15200, ncalls=36772, regioncalls=272512, ndraw=128, logz=-16.76, remainder_fraction=98.7390%, Lmin=22.28, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15210, ncalls=36790, regioncalls=272640, ndraw=128, logz=-16.69, remainder_fraction=98.6288%, Lmin=22.35, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15240, ncalls=36904, regioncalls=273024, ndraw=128, logz=-16.50, remainder_fraction=98.3322%, Lmin=22.48, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15280, ncalls=37015, regioncalls=273280, ndraw=128, logz=-16.26, remainder_fraction=97.9417%, Lmin=22.77, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15300, ncalls=37073, regioncalls=273408, ndraw=128, logz=-16.15, remainder_fraction=97.7034%, Lmin=22.93, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15320, ncalls=37180, regioncalls=273920, ndraw=128, logz=-16.04, remainder_fraction=97.3823%, Lmin=23.09, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15360, ncalls=37243, regioncalls=274048, ndraw=128, logz=-15.81, remainder_fraction=96.6255%, Lmin=23.40, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15390, ncalls=37298, regioncalls=274176, ndraw=128, logz=-15.65, remainder_fraction=96.0346%, Lmin=23.55, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15400, ncalls=37330, regioncalls=274688, ndraw=128, logz=-15.60, remainder_fraction=95.8960%, Lmin=23.60, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15440, ncalls=37436, regioncalls=275712, ndraw=128, logz=-15.41, remainder_fraction=94.9260%, Lmin=23.85, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15480, ncalls=37558, regioncalls=277120, ndraw=128, logz=-15.21, remainder_fraction=93.9073%, Lmin=24.15, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15520, ncalls=37674, regioncalls=277760, ndraw=128, logz=-15.02, remainder_fraction=92.6000%, Lmin=24.41, Lmax=28.29 +09:21:13 [ultranest] [DEBUG] iteration=15560, ncalls=37817, regioncalls=278144, ndraw=128, logz=-14.84, remainder_fraction=91.1991%, Lmin=24.60, Lmax=28.34 +09:21:13 [ultranest] [DEBUG] iteration=15570, ncalls=37817, regioncalls=278144, ndraw=128, logz=-14.80, remainder_fraction=90.7578%, Lmin=24.64, Lmax=28.34 +09:21:13 [ultranest] [DEBUG] iteration=15600, ncalls=37923, regioncalls=278656, ndraw=128, logz=-14.68, remainder_fraction=89.3899%, Lmin=24.79, Lmax=28.34 +09:21:13 [ultranest] [DEBUG] iteration=15640, ncalls=38029, regioncalls=278912, ndraw=128, logz=-14.52, remainder_fraction=87.8491%, Lmin=24.99, Lmax=28.34 +09:21:13 [ultranest] [DEBUG] iteration=15660, ncalls=38080, regioncalls=279040, ndraw=128, logz=-14.45, remainder_fraction=87.0119%, Lmin=25.07, Lmax=28.34 +09:21:13 [ultranest] [DEBUG] iteration=15680, ncalls=38137, regioncalls=279424, ndraw=128, logz=-14.38, remainder_fraction=86.0161%, Lmin=25.15, Lmax=28.34 +09:21:13 [ultranest] [DEBUG] iteration=15720, ncalls=38279, regioncalls=279808, ndraw=128, logz=-14.25, remainder_fraction=84.2048%, Lmin=25.29, Lmax=28.34 +09:21:13 [ultranest] [DEBUG] iteration=15750, ncalls=38388, regioncalls=280064, ndraw=128, logz=-14.15, remainder_fraction=82.5071%, Lmin=25.42, Lmax=28.34 +09:21:13 [ultranest] [DEBUG] iteration=15760, ncalls=38388, regioncalls=280064, ndraw=128, logz=-14.12, remainder_fraction=81.9459%, Lmin=25.45, Lmax=28.34 +09:21:13 [ultranest] [DEBUG] iteration=15800, ncalls=38498, regioncalls=280448, ndraw=128, logz=-14.01, remainder_fraction=79.4057%, Lmin=25.60, Lmax=28.34 +09:21:14 [ultranest] [DEBUG] iteration=15840, ncalls=38604, regioncalls=280704, ndraw=128, logz=-13.90, remainder_fraction=77.1594%, Lmin=25.80, Lmax=28.44 +09:21:14 [ultranest] [DEBUG] iteration=15880, ncalls=38711, regioncalls=281856, ndraw=128, logz=-13.79, remainder_fraction=74.4486%, Lmin=25.95, Lmax=28.44 +09:21:14 [ultranest] [DEBUG] iteration=15920, ncalls=38833, regioncalls=283136, ndraw=128, logz=-13.69, remainder_fraction=71.6584%, Lmin=26.06, Lmax=28.44 +09:21:14 [ultranest] [DEBUG] iteration=15930, ncalls=38863, regioncalls=283392, ndraw=128, logz=-13.67, remainder_fraction=71.0874%, Lmin=26.09, Lmax=28.44 +09:21:14 [ultranest] [DEBUG] iteration=15960, ncalls=38927, regioncalls=283648, ndraw=128, logz=-13.60, remainder_fraction=69.4516%, Lmin=26.16, Lmax=28.44 +09:21:14 [ultranest] [DEBUG] iteration=16000, ncalls=39080, regioncalls=284032, ndraw=128, logz=-13.52, remainder_fraction=66.6919%, Lmin=26.27, Lmax=28.44 +09:21:14 [ultranest] [DEBUG] iteration=16020, ncalls=39141, regioncalls=284160, ndraw=128, logz=-13.48, remainder_fraction=65.2922%, Lmin=26.31, Lmax=28.44 +09:21:14 [ultranest] [DEBUG] iteration=16040, ncalls=39209, regioncalls=284928, ndraw=128, logz=-13.44, remainder_fraction=64.0344%, Lmin=26.37, Lmax=28.44 +09:21:14 [ultranest] [DEBUG] iteration=16080, ncalls=39321, regioncalls=285952, ndraw=128, logz=-13.37, remainder_fraction=61.4970%, Lmin=26.46, Lmax=28.53 +09:21:14 [ultranest] [DEBUG] iteration=16120, ncalls=39451, regioncalls=287616, ndraw=128, logz=-13.30, remainder_fraction=58.7745%, Lmin=26.58, Lmax=28.53 +09:21:14 [ultranest] [DEBUG] iteration=16160, ncalls=39591, regioncalls=289280, ndraw=128, logz=-13.24, remainder_fraction=56.0393%, Lmin=26.67, Lmax=28.53 +09:21:14 [ultranest] [DEBUG] iteration=16200, ncalls=39735, regioncalls=290944, ndraw=128, logz=-13.18, remainder_fraction=53.2398%, Lmin=26.77, Lmax=28.53 +09:21:14 [ultranest] [DEBUG] iteration=16240, ncalls=39838, regioncalls=292224, ndraw=128, logz=-13.12, remainder_fraction=50.6323%, Lmin=26.84, Lmax=28.53 +09:21:14 [ultranest] [INFO] Explored until L=3e+01 +09:21:14 [ultranest] [INFO] Likelihood function evaluations: 39885 +09:21:21 [ultranest] [INFO] Writing samples and results to disk ... +09:21:22 [ultranest] [INFO] Writing samples and results to disk ... done +09:21:22 [ultranest] [DEBUG] did a run_iter pass! +09:21:22 [ultranest] [INFO] logZ = -12.38 +- 0.2397 +09:21:22 [ultranest] [INFO] Effective samples strategy satisfied (ESS = 988.9, need >400) +09:21:22 [ultranest] [INFO] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) +09:21:22 [ultranest] [DEBUG] conservative estimate says at least 259 live points are needed to reach dlogz goal +09:21:22 [ultranest] [DEBUG] number of live points vary between 1 and inf, most (16249/16547 iterations) have 398 +09:21:22 [ultranest] [DEBUG] at least 398 live points are needed to reach dlogz goal +09:21:22 [ultranest] [INFO] Evidency uncertainty strategy wants 398 minimum live points (dlogz from 0.19 to 0.65, need <0.5) +09:21:22 [ultranest] [INFO] logZ error budget: single: 0.31 bs:0.24 tail:0.41 total:0.47 required:<0.50 +09:21:22 [ultranest] [INFO] done iterating. +09:21:22 [ultranest] [DEBUG] Making corner plot ... +09:21:25 [ultranest] [DEBUG] Making corner plot ... done +09:21:25 [ultranest] [DEBUG] Making run plot ... +09:21:27 [ultranest] [DEBUG] Making run plot ... done +09:21:27 [ultranest] [DEBUG] Making trace plot ... +09:21:34 [ultranest] [DEBUG] Making trace plot ... done diff --git a/tests/example_data/un/info/post_summary.csv b/tests/example_data/un/info/post_summary.csv new file mode 100644 index 00000000..efb1b32b --- /dev/null +++ b/tests/example_data/un/info/post_summary.csv @@ -0,0 +1,2 @@ +"a_mean","a_stdev","a_median","a_errlo","a_errup","b_mean","b_stdev","b_median","b_errlo","b_errup","c_mean","c_stdev","c_median","c_errlo","c_errup","d_mean","d_stdev","d_median","d_errlo","d_errup" +5.025783329483370920e-01,9.929557150158441203e-02,5.066546971904539731e-01,4.016698354319299114e-01,6.012826682750720408e-01,7.370934893843076319e-01,2.131337783168813296e-03,7.370548529653415670e-01,7.350305173203235398e-01,7.393071000969335671e-01,9.206375311748793422e-01,4.603300006747625519e-05,9.206365431021019674e-01,9.205913816528905613e-01,9.206855255078583156e-01,9.987450408249887168e-01,1.018245828856401194e-06,9.987450545520015766e-01,9.987439938546689433e-01,9.987460211457328541e-01 diff --git a/tests/example_data/un/info/results.json b/tests/example_data/un/info/results.json new file mode 100644 index 00000000..1d849444 --- /dev/null +++ b/tests/example_data/un/info/results.json @@ -0,0 +1,77 @@ +{ + "niter": 16650, + "logz": -12.414914594805953, + "logzerr": 0.7649516021328628, + "logz_bs": -12.378097297348035, + "logz_single": -12.414914594805953, + "logzerr_tail": 0.405716490463611, + "logzerr_bs": 0.6484944741256662, + "ess": 988.8766189106832, + "H": 38.639675527033575, + "Herr": 0.22373181701346842, + "posterior": { + "mean": [ + 0.5025783329483371, + 0.7370934893843076, + 0.9206375311748793, + 0.9987450408249887 + ], + "stdev": [ + 0.09929557150158441, + 0.0021313377831688133, + 4.6033000067476255e-05, + 1.0182458288564012e-06 + ], + "median": [ + 0.506654697190454, + 0.7370548529653416, + 0.920636543102102, + 0.9987450545520016 + ], + "errlo": [ + 0.4016698354319299, + 0.7350305173203235, + 0.9205913816528906, + 0.9987439938546689 + ], + "errup": [ + 0.601282668275072, + 0.7393071000969336, + 0.9206855255078583, + 0.9987460211457329 + ], + "information_gain_bits": [ + 3.7847253159407837, + 4.14647919764959, + 4.14647919764959, + 4.14647919764959 + ] + }, + "maximum_likelihood": { + "logl": 28.526361154649237, + "point": [ + 0.4912994020358319, + 0.7373000808358334, + 0.9206344043582959, + 0.9987452206617764 + ], + "point_untransformed": [ + 0.5245649701017916, + 0.5368650040417917, + 0.5460317202179148, + 0.5499372610330888 + ] + }, + "ncall": 39885, + "paramnames": [ + "a", + "b", + "c", + "d" + ], + "logzerr_single": 0.31080410038734035, + "insertion_order_MWW_test": { + "independent_iterations": Infinity, + "converged": true + } +} \ No newline at end of file diff --git a/tests/example_data/un/plots/corner.pdf b/tests/example_data/un/plots/corner.pdf new file mode 100644 index 0000000000000000000000000000000000000000..abba4366b2832dd7d773f6cbeb0795f88ea30cbc GIT binary patch literal 144985 zcmd?RXH-|y5R^tiKqY6%h>`@!Nm@W+ zOGaqGrpdXYKV{8#PGo|8&SUggvFaIm<_CuiznYGZGCl~3K&(!%-bO>lwcRcUEb3%e)Kg`)qu zLEhfZ<*Fe50=`FTX3s6mU9O4{e%^C;QP6TRb+NcAL^z;s>f&PIWOwxz^pliN>zU~j zD?7`p!pCQw?9H_-T(0Va$KI6(U9oU?xyq+#3%VeC{IA^czlv84|J5CV|LXvtenY)? zvH-m!be~Vt!r30~WDdpy^&dQ6#o~#TsjR&_cp^XePgq!p_ok4rsK~9W!lD9y|7i%U 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z{hU&pTy(vpgJ-;Pof#KkMa)B~gl2pWkh^BZvDPW^xi_N4H4lLGfO8L zpyw?A);WgA{XXa7Cd5tURG3BKbz_|OcfJIEhSGA8KBVb&Z{LgJI~U92`$(R+c}qC* zZ|oC&pLwQIoCZ2+KwcZK18w${(Z50G`ug?a>yl0wWHf`$tMU1T`=#jH{EI=S_qbDW zKkIvuCb};;zIh6`PWC*mGypnzv1vE1cl5554gj5D6DabYLsnyL(SbTh{it7!uggwi zpOyffbw`tl*O__H{0HLnk`4BX#35NkXd?bOvm#k!F8%K>oDs)J1x6|`Qh|{Qj8tHx S0wWa|slZ4DMk*kv!2ba?ai5p~ literal 0 HcmV?d00001 diff --git a/tests/test_reader.py b/tests/test_reader.py index 5e914b22..74d0f778 100644 --- a/tests/test_reader.py +++ b/tests/test_reader.py @@ -11,6 +11,7 @@ from anesthetic.read.getdist import read_getdist from anesthetic.read.cobaya import read_cobaya from anesthetic.read.multinest import read_multinest +from anesthetic.read.ultranest import read_ultranest import pandas._testing as tm from anesthetic.read.hdf import HDFStore, read_hdf try: @@ -184,6 +185,25 @@ def test_read_multinest(): ns.plot_1d(['x0', 'x1', 'x2', 'x3']) +def test_read_ultranest(): + np.random.seed(3) + ns = read_ultranest('./tests/example_data/un') + params = ['a', 'b', 'c', 'd', 'logL', 'logL_birth', 'nlive'] + assert_array_equal(ns.drop_labels().columns, params) + labels = ['a', + 'b', + 'c', + 'd', + r'$\ln\mathcal{L}$', + r'$\ln\mathcal{L}_\mathrm{birth}$', + r'$n_\mathrm{live}$'] + assert_array_equal(ns.get_labels(), labels) + + assert isinstance(ns, NestedSamples) + ns.plot_2d(['x0', 'x1', 'x2', 'x3']) + ns.plot_1d(['x0', 'x1', 'x2', 'x3']) + + def test_read_polychord(): np.random.seed(3) ns = read_polychord('./tests/example_data/pc') From 4877bd7e74f703ded2822a9d7611ba913f62248c Mon Sep 17 00:00:00 2001 From: Johannes Buchner Date: Tue, 11 Jul 2023 09:26:25 +0200 Subject: [PATCH 03/29] typo a bit worrisome that this did not give an error before --- tests/test_reader.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_reader.py b/tests/test_reader.py index 74d0f778..c1cb42d4 100644 --- a/tests/test_reader.py +++ b/tests/test_reader.py @@ -200,8 +200,8 @@ def test_read_ultranest(): assert_array_equal(ns.get_labels(), labels) assert isinstance(ns, NestedSamples) - ns.plot_2d(['x0', 'x1', 'x2', 'x3']) - ns.plot_1d(['x0', 'x1', 'x2', 'x3']) + ns.plot_2d(['a', 'b', 'c', 'd']) + ns.plot_1d(['a', 'b', 'c', 'd']) def test_read_polychord(): From fcabe8e0ea0ff9c3808410a9dbecdf7aca719d3d Mon Sep 17 00:00:00 2001 From: Johannes Buchner Date: Tue, 11 Jul 2023 12:42:02 +0200 Subject: [PATCH 04/29] minimize ultranest data included --- .../un/chains/equal_weighted_post.txt | 16651 ---------------- tests/example_data/un/chains/run.txt | 16651 ---------------- .../example_data/un/chains/weighted_post.txt | 16651 ---------------- .../un/chains/weighted_post_untransformed.txt | 16651 ---------------- tests/example_data/un/debug.log | 540 - tests/example_data/un/info/post_summary.csv | 2 - tests/example_data/un/plots/corner.pdf | Bin 144985 -> 0 bytes tests/example_data/un/plots/run.pdf | Bin 172711 -> 0 bytes tests/example_data/un/plots/trace.pdf | Bin 574176 -> 0 bytes 9 files changed, 67146 deletions(-) delete mode 100644 tests/example_data/un/chains/equal_weighted_post.txt delete mode 100644 tests/example_data/un/chains/run.txt delete mode 100644 tests/example_data/un/chains/weighted_post.txt delete mode 100644 tests/example_data/un/chains/weighted_post_untransformed.txt delete mode 100644 tests/example_data/un/debug.log delete mode 100644 tests/example_data/un/info/post_summary.csv delete mode 100644 tests/example_data/un/plots/corner.pdf delete mode 100644 tests/example_data/un/plots/run.pdf delete mode 100644 tests/example_data/un/plots/trace.pdf diff --git a/tests/example_data/un/chains/equal_weighted_post.txt b/tests/example_data/un/chains/equal_weighted_post.txt deleted file mode 100644 index 8ce7e87f..00000000 --- a/tests/example_data/un/chains/equal_weighted_post.txt +++ /dev/null @@ -1,16651 +0,0 @@ -a b c d -6.799091075025813780e-01 7.374798114670078064e-01 9.205941938146153802e-01 9.987452837053627519e-01 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5.245649701017915945e-01 5.368650040417917157e-01 5.460317202179147955e-01 5.499372610330888200e-01 diff --git a/tests/example_data/un/debug.log b/tests/example_data/un/debug.log deleted file mode 100644 index 2f8767e0..00000000 --- a/tests/example_data/un/debug.log +++ /dev/null @@ -1,540 +0,0 @@ -09:20:50 [ultranest] [DEBUG] ReactiveNestedSampler: dims=4+0, resume=True, log_dir=un, backend=hdf5, vectorized=True, nbootstraps=30, ndraw=128..65536 -09:20:50 [ultranest] [INFO] Sampling 400 live points from prior ... -09:20:50 [ultranest] [DEBUG] run_iter dlogz=0.5, dKL=0.5, frac_remain=0.50, Lepsilon=0.0010, min_ess=400 -09:20:50 [ultranest] [DEBUG] max_iters=-1, max_ncalls=-1, max_num_improvement_loops=-1, min_num_live_points=400, cluster_num_live_points=40 -09:20:50 [ultranest] [DEBUG] minimal_widths_sequence: [(-inf, 400.0), (inf, 400.0)] -09:20:51 [ultranest] [DEBUG] iteration=0, ncalls=528, regioncalls=128, ndraw=128, logz=-inf, remainder_fraction=100.0000%, Lmin=-60267807927821.99, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=40, ncalls=528, regioncalls=128, ndraw=128, logz=-39900393122620.73, remainder_fraction=100.0000%, Lmin=-39444516701635.41, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=80, ncalls=528, regioncalls=128, ndraw=128, logz=-31613580881404.17, remainder_fraction=100.0000%, Lmin=-31608450634643.39, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=90, ncalls=528, regioncalls=128, ndraw=128, logz=-29777864419919.87, remainder_fraction=100.0000%, Lmin=-29684111151481.45, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=120, ncalls=652, regioncalls=256, ndraw=128, logz=-24584213289547.56, remainder_fraction=100.0000%, Lmin=-24475854240120.14, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=160, ncalls=652, regioncalls=256, ndraw=128, logz=-19827679340797.36, remainder_fraction=100.0000%, Lmin=-19795417956824.91, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=200, ncalls=770, regioncalls=384, ndraw=128, logz=-16567564189097.87, remainder_fraction=100.0000%, Lmin=-16552954894122.81, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=240, ncalls=770, regioncalls=384, ndraw=128, logz=-13870722676231.94, remainder_fraction=100.0000%, Lmin=-13837096279574.33, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=270, ncalls=887, regioncalls=512, ndraw=128, logz=-12061863819092.35, remainder_fraction=100.0000%, Lmin=-11803828601085.40, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=280, ncalls=887, regioncalls=512, ndraw=128, logz=-11370585183163.37, remainder_fraction=100.0000%, Lmin=-11348757788525.88, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=320, ncalls=986, regioncalls=640, ndraw=128, logz=-9765910274443.35, remainder_fraction=100.0000%, Lmin=-9682293610405.63, Lmax=-1695887229.45 -09:20:51 [ultranest] [DEBUG] iteration=360, ncalls=986, regioncalls=640, ndraw=128, logz=-8312961134591.33, remainder_fraction=100.0000%, Lmin=-8249888183242.20, Lmax=-1400902991.72 -09:20:51 [ultranest] [DEBUG] iteration=400, ncalls=1064, regioncalls=768, ndraw=128, logz=-6636049077969.75, remainder_fraction=100.0000%, Lmin=-6623361081463.92, Lmax=-1400902991.72 -09:20:51 [ultranest] [DEBUG] iteration=440, ncalls=1142, regioncalls=896, ndraw=128, logz=-5445238580186.08, remainder_fraction=100.0000%, Lmin=-5407685807075.36, Lmax=-1400902991.72 -09:20:51 [ultranest] [DEBUG] iteration=450, ncalls=1142, regioncalls=896, ndraw=128, logz=-5165741926616.11, remainder_fraction=100.0000%, Lmin=-5164232102008.65, Lmax=-1400902991.72 -09:20:51 [ultranest] [DEBUG] iteration=480, ncalls=1204, regioncalls=1024, ndraw=128, logz=-4598572124289.15, remainder_fraction=100.0000%, Lmin=-4580255199901.39, Lmax=-1400902991.72 -09:20:51 [ultranest] [DEBUG] iteration=520, ncalls=1271, regioncalls=1152, ndraw=128, logz=-3766148070326.95, remainder_fraction=100.0000%, Lmin=-3754776631618.74, Lmax=-1400902991.72 -09:20:51 [ultranest] [DEBUG] iteration=540, ncalls=1321, regioncalls=1280, ndraw=128, logz=-3459358599357.48, remainder_fraction=100.0000%, Lmin=-3454715499512.18, Lmax=-1400902991.72 -09:20:51 [ultranest] [DEBUG] iteration=560, ncalls=1321, regioncalls=1280, ndraw=128, logz=-3197164395958.16, remainder_fraction=100.0000%, Lmin=-3187423616922.46, Lmax=-1400902991.72 -09:20:51 [ultranest] [DEBUG] iteration=600, ncalls=1409, regioncalls=1536, ndraw=128, logz=-2670762865224.89, remainder_fraction=100.0000%, Lmin=-2665951435794.28, Lmax=-1020446365.28 -09:20:51 [ultranest] [DEBUG] iteration=640, ncalls=1454, regioncalls=1664, ndraw=128, logz=-2198905222246.64, remainder_fraction=100.0000%, Lmin=-2191926772121.20, Lmax=-777361788.88 -09:20:51 [ultranest] [DEBUG] iteration=680, ncalls=1546, regioncalls=1920, ndraw=128, logz=-1747414039668.73, remainder_fraction=100.0000%, Lmin=-1747270656155.31, Lmax=-777361788.88 -09:20:51 [ultranest] [DEBUG] iteration=720, ncalls=1623, regioncalls=2176, ndraw=128, logz=-1391598871575.22, remainder_fraction=100.0000%, Lmin=-1387158800694.37, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=760, ncalls=1691, regioncalls=2432, ndraw=128, logz=-1235956756939.05, remainder_fraction=100.0000%, Lmin=-1230193335632.27, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=800, ncalls=1728, regioncalls=2560, ndraw=128, logz=-997622236508.98, remainder_fraction=100.0000%, Lmin=-994170332707.14, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=810, ncalls=1756, regioncalls=2688, ndraw=128, logz=-943941219622.16, remainder_fraction=100.0000%, Lmin=-943502344366.92, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=840, ncalls=1786, regioncalls=2816, ndraw=128, logz=-835175818835.24, remainder_fraction=100.0000%, Lmin=-832053426568.92, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=880, ncalls=1869, regioncalls=3200, ndraw=128, logz=-702245110929.98, remainder_fraction=100.0000%, Lmin=-701353585746.72, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=900, ncalls=1887, regioncalls=3328, ndraw=128, logz=-631002232877.90, remainder_fraction=100.0000%, Lmin=-626906839235.51, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=920, ncalls=1911, regioncalls=3456, ndraw=128, logz=-572737072843.22, remainder_fraction=100.0000%, Lmin=-572087322800.56, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=960, ncalls=1978, regioncalls=3840, ndraw=128, logz=-501416287277.19, remainder_fraction=100.0000%, Lmin=-500925796373.34, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=1000, ncalls=2063, regioncalls=4352, ndraw=128, logz=-406420187044.55, remainder_fraction=100.0000%, Lmin=-404164101468.01, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=1040, ncalls=2127, regioncalls=4736, ndraw=128, logz=-352410236853.45, remainder_fraction=100.0000%, Lmin=-351507040813.66, Lmax=-777361788.88 -09:20:52 [ultranest] [DEBUG] iteration=1080, ncalls=2209, regioncalls=5376, ndraw=128, logz=-291794806033.03, remainder_fraction=100.0000%, Lmin=-289317712152.97, Lmax=-110605476.60 -09:20:52 [ultranest] [DEBUG] iteration=1120, ncalls=2270, regioncalls=5888, ndraw=128, logz=-235245936711.31, remainder_fraction=100.0000%, Lmin=-234890103926.98, Lmax=-110605476.60 -09:20:52 [ultranest] [DEBUG] iteration=1160, ncalls=2330, regioncalls=6528, ndraw=128, logz=-195913231970.29, remainder_fraction=100.0000%, Lmin=-195489713646.65, Lmax=-110605476.60 -09:20:52 [ultranest] [DEBUG] iteration=1170, ncalls=2351, regioncalls=6784, ndraw=128, logz=-187989449441.95, remainder_fraction=100.0000%, Lmin=-187808125047.22, Lmax=-110605476.60 -09:20:52 [ultranest] [DEBUG] iteration=1200, ncalls=2394, regioncalls=7168, ndraw=128, logz=-157124592102.92, remainder_fraction=100.0000%, Lmin=-156137985559.79, Lmax=-110605476.60 -09:20:52 [ultranest] [DEBUG] iteration=1240, ncalls=2463, regioncalls=7808, ndraw=128, logz=-132703779697.29, remainder_fraction=100.0000%, Lmin=-132565581778.81, Lmax=-110605476.60 -09:20:52 [ultranest] [DEBUG] iteration=1260, ncalls=2496, regioncalls=8192, ndraw=128, logz=-118210099221.60, remainder_fraction=100.0000%, Lmin=-116957714590.55, Lmax=-110605476.60 -09:20:52 [ultranest] [DEBUG] iteration=1280, ncalls=2526, regioncalls=8576, ndraw=128, logz=-107664996859.61, remainder_fraction=100.0000%, Lmin=-107451493765.74, Lmax=-110605476.60 -09:20:52 [ultranest] [DEBUG] iteration=1320, ncalls=2592, regioncalls=9344, ndraw=128, logz=-88862039129.16, remainder_fraction=100.0000%, Lmin=-88621709804.84, Lmax=-110605476.60 -09:20:52 [ultranest] [DEBUG] iteration=1350, ncalls=2636, regioncalls=9984, ndraw=128, logz=-75084442116.49, remainder_fraction=100.0000%, Lmin=-74762230825.37, Lmax=-68813778.56 -09:20:52 [ultranest] [DEBUG] iteration=1360, ncalls=2651, regioncalls=10368, ndraw=128, logz=-72899821765.96, remainder_fraction=100.0000%, Lmin=-71819688657.05, Lmax=-68813778.56 -09:20:52 [ultranest] [DEBUG] iteration=1400, ncalls=2712, regioncalls=11392, ndraw=128, logz=-57046203509.25, remainder_fraction=100.0000%, Lmin=-56596645593.87, Lmax=-68813778.56 -09:20:52 [ultranest] [DEBUG] iteration=1440, ncalls=2791, regioncalls=12800, ndraw=128, logz=-47797879730.20, remainder_fraction=100.0000%, Lmin=-47646079813.38, Lmax=-68813778.56 -09:20:53 [ultranest] [DEBUG] iteration=1480, ncalls=2852, regioncalls=14336, ndraw=128, logz=-41312970152.88, remainder_fraction=100.0000%, Lmin=-41288398205.33, Lmax=-68813778.56 -09:20:53 [ultranest] [DEBUG] iteration=1520, ncalls=2923, regioncalls=15744, ndraw=128, logz=-36396172700.00, remainder_fraction=100.0000%, Lmin=-36333660046.58, Lmax=-68813778.56 -09:20:53 [ultranest] [DEBUG] iteration=1530, ncalls=2939, regioncalls=16128, ndraw=128, logz=-35201473954.56, remainder_fraction=100.0000%, Lmin=-35080972006.84, Lmax=-68813778.56 -09:20:53 [ultranest] [DEBUG] iteration=1560, ncalls=2986, regioncalls=17536, ndraw=128, logz=-32017714253.33, remainder_fraction=100.0000%, Lmin=-31936635647.11, Lmax=-68813778.56 -09:20:53 [ultranest] [DEBUG] iteration=1600, ncalls=3059, regioncalls=19840, ndraw=128, logz=-28501675607.67, remainder_fraction=100.0000%, Lmin=-28355225331.27, Lmax=-68813778.56 -09:20:53 [ultranest] [DEBUG] iteration=1640, ncalls=3136, regioncalls=23040, ndraw=128, logz=-24878323633.26, remainder_fraction=100.0000%, Lmin=-24831452968.33, Lmax=-68813778.56 -09:20:53 [ultranest] [DEBUG] iteration=1680, ncalls=3222, regioncalls=25856, ndraw=128, logz=-22398184598.32, remainder_fraction=100.0000%, Lmin=-22388152245.62, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=1710, ncalls=3285, regioncalls=27904, ndraw=128, logz=-20933104705.53, remainder_fraction=100.0000%, Lmin=-20911268318.18, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=1720, ncalls=3303, regioncalls=28544, ndraw=128, logz=-20230573437.51, remainder_fraction=100.0000%, Lmin=-20230377990.46, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=1760, ncalls=3380, regioncalls=31360, ndraw=128, logz=-18441379885.22, remainder_fraction=100.0000%, Lmin=-18415291770.98, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=1800, ncalls=3459, regioncalls=34432, ndraw=128, logz=-16465003689.47, remainder_fraction=100.0000%, Lmin=-16460450520.70, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=1840, ncalls=3586, regioncalls=37504, ndraw=128, logz=-15071616576.62, remainder_fraction=100.0000%, Lmin=-15006785817.05, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=1880, ncalls=3637, regioncalls=37632, ndraw=128, logz=-13519371769.28, remainder_fraction=100.0000%, Lmin=-13509530428.62, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=1920, ncalls=3747, regioncalls=37888, ndraw=128, logz=-12076546614.49, remainder_fraction=100.0000%, Lmin=-11993527329.54, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=1960, ncalls=3797, regioncalls=38016, ndraw=128, logz=-11057646363.17, remainder_fraction=100.0000%, Lmin=-11014766427.78, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=2000, ncalls=3906, regioncalls=38272, ndraw=128, logz=-9896585754.59, remainder_fraction=100.0000%, Lmin=-9892355067.81, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=2040, ncalls=4016, regioncalls=38528, ndraw=128, logz=-9017211977.97, remainder_fraction=100.0000%, Lmin=-9005453179.51, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=2070, ncalls=4126, regioncalls=38784, ndraw=128, logz=-8468012402.74, remainder_fraction=100.0000%, Lmin=-8440000268.31, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=2080, ncalls=4126, regioncalls=38784, ndraw=128, logz=-8332602777.11, remainder_fraction=100.0000%, Lmin=-8332188792.84, Lmax=-41399244.99 -09:20:53 [ultranest] [DEBUG] iteration=2120, ncalls=4256, regioncalls=39296, ndraw=128, logz=-7561109584.85, remainder_fraction=100.0000%, Lmin=-7534307807.21, Lmax=-41399244.99 -09:20:54 [ultranest] [DEBUG] iteration=2160, ncalls=4398, regioncalls=39552, ndraw=128, logz=-6819655559.60, remainder_fraction=100.0000%, Lmin=-6793702990.16, Lmax=-19025920.76 -09:20:54 [ultranest] [DEBUG] iteration=2200, ncalls=4460, regioncalls=39808, ndraw=128, logz=-6044968261.19, remainder_fraction=100.0000%, Lmin=-6031650551.86, Lmax=-19025920.76 -09:20:54 [ultranest] [DEBUG] iteration=2240, ncalls=4521, regioncalls=39936, ndraw=128, logz=-5462092290.68, remainder_fraction=100.0000%, Lmin=-5448499797.66, Lmax=-19025920.76 -09:20:54 [ultranest] [DEBUG] iteration=2250, ncalls=4579, regioncalls=40064, ndraw=128, logz=-5310231403.05, remainder_fraction=100.0000%, Lmin=-5271052809.96, Lmax=-19025920.76 -09:20:54 [ultranest] [DEBUG] iteration=2280, ncalls=4616, regioncalls=40448, ndraw=128, logz=-4881639265.29, remainder_fraction=100.0000%, Lmin=-4864795341.63, Lmax=-19025920.76 -09:20:54 [ultranest] [DEBUG] iteration=2320, ncalls=4719, regioncalls=40832, ndraw=128, logz=-4426686166.26, remainder_fraction=100.0000%, Lmin=-4401926817.16, Lmax=-19025920.76 -09:20:54 [ultranest] [DEBUG] iteration=2340, ncalls=4757, regioncalls=40960, ndraw=128, logz=-4151852992.03, remainder_fraction=100.0000%, Lmin=-4134597897.56, Lmax=-19025920.76 -09:20:54 [ultranest] [DEBUG] iteration=2360, ncalls=4787, regioncalls=41728, ndraw=128, logz=-4005833072.05, remainder_fraction=100.0000%, Lmin=-3998556572.15, Lmax=-19025920.76 -09:20:54 [ultranest] [DEBUG] iteration=2400, ncalls=4859, regioncalls=43136, ndraw=128, logz=-3682316902.77, remainder_fraction=100.0000%, Lmin=-3678165858.04, Lmax=-14956818.25 -09:20:54 [ultranest] [DEBUG] iteration=2430, ncalls=4918, regioncalls=44160, ndraw=128, logz=-3473740965.97, remainder_fraction=100.0000%, Lmin=-3472867548.38, Lmax=-14956818.25 -09:20:54 [ultranest] [DEBUG] iteration=2440, ncalls=4988, regioncalls=44416, ndraw=128, logz=-3394549881.91, remainder_fraction=100.0000%, Lmin=-3368103156.31, Lmax=-14956818.25 -09:20:54 [ultranest] [DEBUG] iteration=2480, ncalls=5057, regioncalls=44544, ndraw=128, logz=-3052208870.90, remainder_fraction=100.0000%, Lmin=-3051150011.55, Lmax=-14956818.25 -09:20:54 [ultranest] [DEBUG] iteration=2520, ncalls=5195, regioncalls=44800, ndraw=128, logz=-2807712261.11, remainder_fraction=100.0000%, Lmin=-2803105485.55, Lmax=-6921788.64 -09:20:54 [ultranest] [DEBUG] iteration=2560, ncalls=5266, regioncalls=44928, ndraw=128, logz=-2536258109.55, remainder_fraction=100.0000%, Lmin=-2533101492.64, Lmax=-6921788.64 -09:20:54 [ultranest] [DEBUG] iteration=2600, ncalls=5372, regioncalls=45184, ndraw=128, logz=-2326724925.38, remainder_fraction=100.0000%, Lmin=-2325155172.36, Lmax=-6921788.64 -09:20:54 [ultranest] [DEBUG] iteration=2610, ncalls=5372, regioncalls=45184, ndraw=128, logz=-2285126222.56, remainder_fraction=100.0000%, Lmin=-2282633389.63, Lmax=-6921788.64 -09:20:54 [ultranest] [DEBUG] iteration=2640, ncalls=5445, regioncalls=45440, ndraw=128, logz=-2171121721.66, remainder_fraction=100.0000%, Lmin=-2158596743.18, Lmax=-6921788.64 -09:20:54 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remainder_fraction=100.0000%, Lmin=-1487262331.77, Lmax=-6230649.32 -09:20:54 [ultranest] [DEBUG] iteration=2840, ncalls=5944, regioncalls=46720, ndraw=128, logz=-1350423557.58, remainder_fraction=100.0000%, Lmin=-1350195262.07, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=2880, ncalls=6058, regioncalls=46976, ndraw=128, logz=-1205602371.81, remainder_fraction=100.0000%, Lmin=-1205534069.25, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=2920, ncalls=6126, regioncalls=47104, ndraw=128, logz=-1079421113.48, remainder_fraction=100.0000%, Lmin=-1074561720.74, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=2960, ncalls=6237, regioncalls=47360, ndraw=128, logz=-970256372.39, remainder_fraction=100.0000%, Lmin=-968519137.51, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=3000, ncalls=6293, regioncalls=47488, ndraw=128, logz=-861528560.04, remainder_fraction=100.0000%, Lmin=-861265914.88, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=3040, ncalls=6426, regioncalls=47872, ndraw=128, logz=-793417259.18, remainder_fraction=100.0000%, Lmin=-792143507.79, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=3060, ncalls=6478, regioncalls=48000, ndraw=128, logz=-749632421.76, remainder_fraction=100.0000%, Lmin=-749405776.23, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=3080, ncalls=6517, regioncalls=48256, ndraw=128, logz=-713807678.73, remainder_fraction=100.0000%, Lmin=-712111125.22, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=3120, ncalls=6594, regioncalls=48512, ndraw=128, logz=-659515438.90, remainder_fraction=100.0000%, Lmin=-659149682.74, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=3150, ncalls=6625, regioncalls=48640, ndraw=128, logz=-592267711.28, remainder_fraction=100.0000%, Lmin=-591871318.80, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=3160, ncalls=6662, regioncalls=48896, ndraw=128, logz=-571041859.12, remainder_fraction=100.0000%, Lmin=-570778537.14, Lmax=-6230649.32 -09:20:55 [ultranest] [DEBUG] iteration=3200, ncalls=6728, regioncalls=49152, ndraw=128, logz=-501042130.20, remainder_fraction=100.0000%, Lmin=-495329981.61, Lmax=-6190749.09 -09:20:55 [ultranest] [DEBUG] iteration=3240, ncalls=6824, regioncalls=49536, ndraw=128, logz=-454780719.69, remainder_fraction=100.0000%, Lmin=-454270785.87, Lmax=-6190749.09 -09:20:55 [ultranest] [DEBUG] iteration=3280, ncalls=6882, regioncalls=50688, ndraw=128, logz=-419099036.56, remainder_fraction=100.0000%, Lmin=-418354129.40, Lmax=-6190749.09 -09:20:55 [ultranest] [DEBUG] iteration=3320, ncalls=6957, regioncalls=52096, ndraw=128, logz=-385239458.18, remainder_fraction=100.0000%, Lmin=-384481675.19, Lmax=-2724573.97 -09:20:55 [ultranest] [DEBUG] iteration=3360, ncalls=7047, regioncalls=54016, ndraw=128, logz=-341463591.01, remainder_fraction=100.0000%, Lmin=-340110642.47, Lmax=-2724573.97 -09:20:55 [ultranest] [DEBUG] iteration=3400, ncalls=7147, regioncalls=56064, ndraw=128, 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remainder_fraction=100.0000%, Lmin=-30106415.23, Lmax=-331937.19 -09:20:57 [ultranest] [DEBUG] iteration=4440, ncalls=9466, regioncalls=78464, ndraw=128, logz=-28239091.19, remainder_fraction=100.0000%, Lmin=-28216053.76, Lmax=-331937.19 -09:20:57 [ultranest] [DEBUG] iteration=4480, ncalls=9538, regioncalls=78592, ndraw=128, logz=-25641256.82, remainder_fraction=100.0000%, Lmin=-25588613.77, Lmax=-331937.19 -09:20:57 [ultranest] [DEBUG] iteration=4500, ncalls=9619, regioncalls=78720, ndraw=128, logz=-24554104.78, remainder_fraction=100.0000%, Lmin=-24544264.29, Lmax=-331937.19 -09:20:57 [ultranest] [DEBUG] iteration=4520, ncalls=9619, regioncalls=78720, ndraw=128, logz=-23402115.38, remainder_fraction=100.0000%, Lmin=-23399838.09, Lmax=-331937.19 -09:20:57 [ultranest] [DEBUG] iteration=4560, ncalls=9715, regioncalls=78976, ndraw=128, logz=-20908048.85, remainder_fraction=100.0000%, Lmin=-20887436.53, Lmax=-331937.19 -09:20:57 [ultranest] [DEBUG] iteration=4590, ncalls=9797, 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logz=-7978136.27, remainder_fraction=100.0000%, Lmin=-7968281.52, Lmax=-331937.19 -09:20:58 [ultranest] [DEBUG] iteration=5160, ncalls=11118, regioncalls=84864, ndraw=128, logz=-7656845.36, remainder_fraction=100.0000%, Lmin=-7644719.20, Lmax=-331937.19 -09:20:58 [ultranest] [DEBUG] iteration=5200, ncalls=11220, regioncalls=84992, ndraw=128, logz=-7043561.42, remainder_fraction=100.0000%, Lmin=-7012669.08, Lmax=-331937.19 -09:20:58 [ultranest] [DEBUG] iteration=5240, ncalls=11318, regioncalls=85120, ndraw=128, logz=-6472041.95, remainder_fraction=100.0000%, Lmin=-6470462.59, Lmax=-331937.19 -09:20:58 [ultranest] [DEBUG] iteration=5280, ncalls=11421, regioncalls=85248, ndraw=128, logz=-6189578.32, remainder_fraction=100.0000%, Lmin=-6186174.07, Lmax=-331937.19 -09:20:58 [ultranest] [DEBUG] iteration=5320, ncalls=11517, regioncalls=85376, ndraw=128, logz=-5820493.22, remainder_fraction=100.0000%, Lmin=-5819839.93, Lmax=-331937.19 -09:20:58 [ultranest] [DEBUG] iteration=5360, 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remainder_fraction=100.0000%, Lmin=-2354547.77, Lmax=-54479.46 -09:20:59 [ultranest] [DEBUG] iteration=5920, ncalls=13120, regioncalls=89088, ndraw=128, logz=-2219452.21, remainder_fraction=100.0000%, Lmin=-2216932.90, Lmax=-49550.39 -09:20:59 [ultranest] [DEBUG] iteration=5940, ncalls=13120, regioncalls=89088, ndraw=128, logz=-2138169.42, remainder_fraction=100.0000%, Lmin=-2137622.06, Lmax=-49550.39 -09:20:59 [ultranest] [DEBUG] iteration=5960, ncalls=13217, regioncalls=89344, ndraw=128, logz=-2087575.67, remainder_fraction=100.0000%, Lmin=-2067769.45, Lmax=-49550.39 -09:20:59 [ultranest] [DEBUG] iteration=6000, ncalls=13312, regioncalls=89472, ndraw=128, logz=-1926863.10, remainder_fraction=100.0000%, Lmin=-1925414.23, Lmax=-49550.39 -09:20:59 [ultranest] [DEBUG] iteration=6030, ncalls=13403, regioncalls=89600, ndraw=128, logz=-1837250.21, remainder_fraction=100.0000%, Lmin=-1835768.79, Lmax=-49550.39 -09:20:59 [ultranest] [DEBUG] iteration=6040, ncalls=13403, regioncalls=89600, ndraw=128, logz=-1812660.71, remainder_fraction=100.0000%, Lmin=-1812524.54, Lmax=-12090.29 -09:20:59 [ultranest] [DEBUG] iteration=6080, ncalls=13475, regioncalls=90880, ndraw=128, logz=-1661865.90, remainder_fraction=100.0000%, Lmin=-1657933.33, Lmax=-12090.29 -09:20:59 [ultranest] [DEBUG] iteration=6120, ncalls=13586, regioncalls=92672, ndraw=128, logz=-1566516.98, remainder_fraction=100.0000%, Lmin=-1561244.35, Lmax=-12090.29 -09:20:59 [ultranest] [DEBUG] iteration=6160, ncalls=13686, regioncalls=93056, ndraw=128, logz=-1415680.03, remainder_fraction=100.0000%, Lmin=-1414104.88, Lmax=-12090.29 -09:20:59 [ultranest] [DEBUG] iteration=6200, ncalls=13793, regioncalls=93312, ndraw=128, logz=-1331482.08, remainder_fraction=100.0000%, Lmin=-1330021.52, Lmax=-12090.29 -09:20:59 [ultranest] [DEBUG] iteration=6240, ncalls=13896, regioncalls=93568, ndraw=128, logz=-1253403.67, remainder_fraction=100.0000%, Lmin=-1253264.70, Lmax=-12090.29 -09:20:59 [ultranest] [DEBUG] iteration=6280, 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remainder_fraction=100.0000%, Lmin=-239492.81, Lmax=-5605.57 -09:21:01 [ultranest] [DEBUG] iteration=7280, ncalls=16511, regioncalls=111488, ndraw=128, logz=-226455.08, remainder_fraction=100.0000%, Lmin=-226342.25, Lmax=-5605.57 -09:21:01 [ultranest] [DEBUG] iteration=7290, ncalls=16511, regioncalls=111488, ndraw=128, logz=-222309.99, remainder_fraction=100.0000%, Lmin=-221920.68, Lmax=-5605.57 -09:21:01 [ultranest] [DEBUG] iteration=7320, ncalls=16597, regioncalls=112768, ndraw=128, logz=-213015.44, remainder_fraction=100.0000%, Lmin=-212484.87, Lmax=-5605.57 -09:21:01 [ultranest] [DEBUG] iteration=7360, ncalls=16690, regioncalls=114176, ndraw=128, logz=-199048.90, remainder_fraction=100.0000%, Lmin=-198708.05, Lmax=-5605.57 -09:21:01 [ultranest] [DEBUG] iteration=7380, ncalls=16741, regioncalls=114944, ndraw=128, logz=-193885.41, remainder_fraction=100.0000%, Lmin=-193370.07, Lmax=-5605.57 -09:21:01 [ultranest] [DEBUG] iteration=7400, ncalls=16850, regioncalls=115328, ndraw=128, logz=-188517.32, remainder_fraction=100.0000%, Lmin=-188176.51, Lmax=-5605.57 -09:21:01 [ultranest] [DEBUG] iteration=7440, ncalls=16951, regioncalls=115456, ndraw=128, logz=-177749.47, remainder_fraction=100.0000%, Lmin=-177568.43, Lmax=-5605.57 -09:21:01 [ultranest] [DEBUG] iteration=7480, ncalls=17043, regioncalls=115584, ndraw=128, logz=-162283.72, remainder_fraction=100.0000%, Lmin=-162195.16, Lmax=-5605.57 -09:21:01 [ultranest] [DEBUG] iteration=7520, ncalls=17145, regioncalls=115712, ndraw=128, logz=-154729.28, remainder_fraction=100.0000%, Lmin=-154581.94, Lmax=-3389.88 -09:21:01 [ultranest] [DEBUG] iteration=7560, ncalls=17232, regioncalls=115840, ndraw=128, logz=-140523.06, remainder_fraction=100.0000%, Lmin=-140484.39, Lmax=-3389.88 -09:21:01 [ultranest] [DEBUG] iteration=7600, ncalls=17298, regioncalls=116864, ndraw=128, logz=-132092.46, remainder_fraction=100.0000%, Lmin=-131280.26, Lmax=-3389.88 -09:21:01 [ultranest] [DEBUG] iteration=7640, ncalls=17378, 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ncalls=23511, regioncalls=158976, ndraw=128, logz=-2840.13, remainder_fraction=100.0000%, Lmin=-2800.64, Lmax=0.23 -09:21:05 [ultranest] [DEBUG] iteration=10240, ncalls=23599, regioncalls=159872, ndraw=128, logz=-2673.75, remainder_fraction=100.0000%, Lmin=-2636.24, Lmax=0.23 -09:21:05 [ultranest] [DEBUG] iteration=10260, ncalls=23697, regioncalls=160768, ndraw=128, logz=-2621.10, remainder_fraction=100.0000%, Lmin=-2587.10, Lmax=0.23 -09:21:05 [ultranest] [DEBUG] iteration=10280, ncalls=23749, regioncalls=160896, ndraw=128, logz=-2575.77, remainder_fraction=100.0000%, Lmin=-2544.09, Lmax=0.23 -09:21:05 [ultranest] [DEBUG] iteration=10320, ncalls=23792, regioncalls=161024, ndraw=128, logz=-2444.98, remainder_fraction=100.0000%, Lmin=-2398.10, Lmax=0.23 -09:21:05 [ultranest] [DEBUG] iteration=10350, ncalls=23889, regioncalls=161280, ndraw=128, logz=-2365.38, remainder_fraction=100.0000%, Lmin=-2330.08, Lmax=0.23 -09:21:05 [ultranest] [DEBUG] iteration=10360, ncalls=23889, regioncalls=161280, ndraw=128, logz=-2328.16, remainder_fraction=100.0000%, Lmin=-2289.03, Lmax=0.23 -09:21:05 [ultranest] [DEBUG] iteration=10400, ncalls=24013, regioncalls=161792, ndraw=128, logz=-2206.96, remainder_fraction=100.0000%, Lmin=-2170.82, Lmax=0.23 -09:21:05 [ultranest] [DEBUG] iteration=10440, ncalls=24166, regioncalls=162304, ndraw=128, logz=-2067.29, remainder_fraction=100.0000%, Lmin=-2032.33, Lmax=0.23 -09:21:05 [ultranest] [DEBUG] iteration=10480, ncalls=24250, regioncalls=163712, ndraw=128, logz=-1948.54, remainder_fraction=100.0000%, Lmin=-1915.71, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10520, ncalls=24368, regioncalls=165120, ndraw=128, logz=-1854.05, remainder_fraction=100.0000%, Lmin=-1821.21, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10560, ncalls=24479, regioncalls=166528, ndraw=128, logz=-1763.78, remainder_fraction=100.0000%, Lmin=-1729.47, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10600, ncalls=24568, regioncalls=167808, ndraw=128, logz=-1684.45, remainder_fraction=100.0000%, Lmin=-1651.51, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10620, ncalls=24647, regioncalls=168576, ndraw=128, logz=-1656.93, remainder_fraction=100.0000%, Lmin=-1624.42, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10640, ncalls=24704, regioncalls=168832, ndraw=128, logz=-1624.49, remainder_fraction=100.0000%, Lmin=-1592.38, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10680, ncalls=24799, regioncalls=169088, ndraw=128, logz=-1555.38, remainder_fraction=100.0000%, Lmin=-1520.28, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10710, ncalls=24842, regioncalls=169216, ndraw=128, logz=-1495.72, remainder_fraction=100.0000%, Lmin=-1460.93, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10720, ncalls=24894, regioncalls=169472, ndraw=128, logz=-1478.65, remainder_fraction=100.0000%, Lmin=-1446.43, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10760, ncalls=24984, regioncalls=169728, ndraw=128, logz=-1412.75, remainder_fraction=100.0000%, Lmin=-1379.99, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10800, ncalls=25107, regioncalls=170112, ndraw=128, logz=-1352.87, remainder_fraction=100.0000%, Lmin=-1320.06, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10840, ncalls=25207, regioncalls=171648, ndraw=128, logz=-1292.90, remainder_fraction=100.0000%, Lmin=-1258.54, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10880, ncalls=25325, regioncalls=173312, ndraw=128, logz=-1241.01, remainder_fraction=100.0000%, Lmin=-1206.98, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10890, ncalls=25396, regioncalls=173952, ndraw=128, logz=-1220.29, remainder_fraction=100.0000%, Lmin=-1184.11, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10920, ncalls=25449, regioncalls=174080, ndraw=128, logz=-1172.81, remainder_fraction=100.0000%, Lmin=-1140.13, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10960, ncalls=25545, regioncalls=174336, ndraw=128, logz=-1125.86, remainder_fraction=100.0000%, Lmin=-1090.62, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=10980, ncalls=25588, regioncalls=174464, ndraw=128, logz=-1100.19, remainder_fraction=100.0000%, Lmin=-1067.52, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=11000, ncalls=25634, regioncalls=174848, ndraw=128, logz=-1080.48, remainder_fraction=100.0000%, Lmin=-1047.24, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=11040, ncalls=25770, regioncalls=175232, ndraw=128, logz=-1024.37, remainder_fraction=100.0000%, Lmin=-989.48, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=11070, ncalls=25817, regioncalls=175360, ndraw=128, logz=-986.95, remainder_fraction=100.0000%, Lmin=-953.40, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=11080, ncalls=25868, regioncalls=175616, ndraw=128, logz=-971.46, remainder_fraction=100.0000%, Lmin=-937.30, Lmax=0.23 -09:21:06 [ultranest] [DEBUG] iteration=11120, ncalls=25950, regioncalls=175872, ndraw=128, logz=-928.29, remainder_fraction=100.0000%, 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ncalls=26946, regioncalls=182528, ndraw=128, logz=-554.22, remainder_fraction=100.0000%, Lmin=-520.28, Lmax=0.23 -09:21:07 [ultranest] [DEBUG] iteration=11560, ncalls=27039, regioncalls=183552, ndraw=128, logz=-527.51, remainder_fraction=100.0000%, Lmin=-492.74, Lmax=0.23 -09:21:07 [ultranest] [DEBUG] iteration=11600, ncalls=27157, regioncalls=184704, ndraw=128, logz=-502.94, remainder_fraction=100.0000%, Lmin=-466.01, Lmax=0.23 -09:21:07 [ultranest] [DEBUG] iteration=11610, ncalls=27191, regioncalls=185088, ndraw=128, logz=-495.39, remainder_fraction=100.0000%, Lmin=-460.49, Lmax=0.23 -09:21:07 [ultranest] [DEBUG] iteration=11640, ncalls=27288, regioncalls=185472, ndraw=128, logz=-474.88, remainder_fraction=100.0000%, Lmin=-440.38, Lmax=0.23 -09:21:07 [ultranest] [DEBUG] iteration=11680, ncalls=27386, regioncalls=185728, ndraw=128, logz=-456.28, remainder_fraction=100.0000%, Lmin=-421.52, Lmax=0.23 -09:21:07 [ultranest] [DEBUG] iteration=11720, ncalls=27465, regioncalls=185984, ndraw=128, logz=-435.36, remainder_fraction=100.0000%, Lmin=-400.38, Lmax=0.23 -09:21:07 [ultranest] [DEBUG] iteration=11760, ncalls=27603, regioncalls=186368, ndraw=128, logz=-417.30, remainder_fraction=100.0000%, Lmin=-382.09, Lmax=0.23 -09:21:07 [ultranest] [DEBUG] iteration=11800, ncalls=27688, regioncalls=186624, ndraw=128, logz=-402.13, remainder_fraction=100.0000%, Lmin=-366.78, Lmax=0.23 -09:21:07 [ultranest] [DEBUG] iteration=11840, ncalls=27823, regioncalls=187008, ndraw=128, logz=-385.61, remainder_fraction=100.0000%, Lmin=-350.51, Lmax=0.23 -09:21:08 [ultranest] [DEBUG] iteration=11880, ncalls=27957, regioncalls=187392, ndraw=128, logz=-370.46, remainder_fraction=100.0000%, Lmin=-335.66, Lmax=0.23 -09:21:08 [ultranest] [DEBUG] iteration=11920, ncalls=28036, regioncalls=189184, ndraw=128, logz=-348.82, remainder_fraction=100.0000%, Lmin=-313.93, Lmax=0.23 -09:21:08 [ultranest] [DEBUG] iteration=11960, ncalls=28113, regioncalls=190080, ndraw=128, logz=-334.61, remainder_fraction=100.0000%, Lmin=-296.90, Lmax=0.23 -09:21:08 [ultranest] [DEBUG] iteration=12000, ncalls=28205, regioncalls=191360, ndraw=128, logz=-317.77, remainder_fraction=100.0000%, Lmin=-281.99, Lmax=0.23 -09:21:08 [ultranest] [DEBUG] iteration=12040, ncalls=28299, regioncalls=192512, ndraw=128, logz=-305.57, remainder_fraction=100.0000%, Lmin=-270.79, Lmax=0.23 -09:21:08 [ultranest] [DEBUG] iteration=12080, ncalls=28431, regioncalls=194176, ndraw=128, logz=-289.73, remainder_fraction=100.0000%, Lmin=-253.39, Lmax=14.82 -09:21:08 [ultranest] [DEBUG] iteration=12120, ncalls=28554, regioncalls=195584, ndraw=128, logz=-275.35, remainder_fraction=100.0000%, Lmin=-239.64, Lmax=17.31 -09:21:08 [ultranest] [DEBUG] iteration=12150, ncalls=28642, regioncalls=196864, ndraw=128, logz=-263.47, remainder_fraction=100.0000%, Lmin=-227.89, Lmax=17.31 -09:21:08 [ultranest] [DEBUG] iteration=12160, ncalls=28658, regioncalls=197248, ndraw=128, logz=-259.30, remainder_fraction=100.0000%, Lmin=-224.38, Lmax=17.31 -09:21:08 [ultranest] [DEBUG] iteration=12200, ncalls=28749, regioncalls=198400, ndraw=128, logz=-250.29, remainder_fraction=100.0000%, Lmin=-214.61, Lmax=17.31 -09:21:08 [ultranest] [DEBUG] iteration=12240, ncalls=28845, regioncalls=199424, ndraw=128, logz=-240.38, remainder_fraction=100.0000%, Lmin=-204.82, Lmax=17.31 -09:21:08 [ultranest] [DEBUG] iteration=12280, ncalls=28952, regioncalls=200704, ndraw=128, logz=-232.19, remainder_fraction=100.0000%, Lmin=-197.33, Lmax=17.31 -09:21:08 [ultranest] [DEBUG] iteration=12320, ncalls=29071, regioncalls=202112, ndraw=128, logz=-222.17, remainder_fraction=100.0000%, Lmin=-186.63, Lmax=17.31 -09:21:08 [ultranest] [DEBUG] iteration=12330, ncalls=29107, regioncalls=202624, ndraw=128, logz=-219.63, remainder_fraction=100.0000%, Lmin=-184.43, Lmax=17.31 -09:21:08 [ultranest] [DEBUG] iteration=12360, ncalls=29194, regioncalls=203904, ndraw=128, logz=-213.77, remainder_fraction=100.0000%, Lmin=-178.53, Lmax=17.31 -09:21:08 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regioncalls=217216, ndraw=128, logz=-133.91, remainder_fraction=100.0000%, Lmin=-97.73, Lmax=18.05 -09:21:09 [ultranest] [DEBUG] iteration=12800, ncalls=30326, regioncalls=217984, ndraw=128, logz=-129.78, remainder_fraction=100.0000%, Lmin=-93.30, Lmax=18.05 -09:21:09 [ultranest] [DEBUG] iteration=12840, ncalls=30453, regioncalls=219520, ndraw=128, logz=-124.69, remainder_fraction=100.0000%, Lmin=-88.88, Lmax=22.93 -09:21:09 [ultranest] [DEBUG] iteration=12870, ncalls=30583, regioncalls=220672, ndraw=128, logz=-120.77, remainder_fraction=100.0000%, Lmin=-84.70, Lmax=22.93 -09:21:09 [ultranest] [DEBUG] iteration=12880, ncalls=30583, regioncalls=220672, ndraw=128, logz=-119.48, remainder_fraction=100.0000%, Lmin=-83.54, Lmax=22.93 -09:21:09 [ultranest] [DEBUG] iteration=12920, ncalls=30687, regioncalls=220928, ndraw=128, logz=-114.34, remainder_fraction=100.0000%, Lmin=-78.20, Lmax=22.93 -09:21:09 [ultranest] [DEBUG] iteration=12960, ncalls=30837, regioncalls=221312, ndraw=128, logz=-107.31, remainder_fraction=100.0000%, Lmin=-70.45, Lmax=22.93 -09:21:09 [ultranest] [DEBUG] iteration=13000, ncalls=30926, regioncalls=222976, ndraw=128, logz=-102.25, remainder_fraction=100.0000%, Lmin=-65.89, Lmax=22.93 -09:21:09 [ultranest] [DEBUG] iteration=13040, ncalls=31081, regioncalls=224896, ndraw=128, logz=-97.59, remainder_fraction=100.0000%, Lmin=-61.18, Lmax=25.97 -09:21:09 [ultranest] [DEBUG] iteration=13050, ncalls=31110, regioncalls=225408, ndraw=128, logz=-96.59, remainder_fraction=100.0000%, Lmin=-60.28, Lmax=25.97 -09:21:09 [ultranest] [DEBUG] iteration=13080, ncalls=31199, regioncalls=225920, ndraw=128, logz=-93.63, remainder_fraction=100.0000%, Lmin=-57.30, Lmax=25.97 -09:21:09 [ultranest] [DEBUG] iteration=13120, ncalls=31314, regioncalls=226304, ndraw=128, logz=-89.74, remainder_fraction=100.0000%, Lmin=-52.68, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13140, ncalls=31361, regioncalls=226432, ndraw=128, logz=-87.37, remainder_fraction=100.0000%, Lmin=-50.56, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13160, ncalls=31389, regioncalls=226816, ndraw=128, logz=-85.19, remainder_fraction=100.0000%, Lmin=-48.68, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13200, ncalls=31467, regioncalls=227584, ndraw=128, logz=-81.30, remainder_fraction=100.0000%, Lmin=-44.48, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13240, ncalls=31559, regioncalls=228608, ndraw=128, logz=-77.56, remainder_fraction=100.0000%, Lmin=-40.97, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13280, ncalls=31677, regioncalls=229888, ndraw=128, logz=-74.44, remainder_fraction=100.0000%, Lmin=-37.96, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13320, ncalls=31782, regioncalls=231040, ndraw=128, logz=-71.75, remainder_fraction=100.0000%, Lmin=-35.26, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13360, ncalls=31913, regioncalls=231552, ndraw=128, logz=-69.16, remainder_fraction=100.0000%, Lmin=-32.51, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13400, ncalls=32046, regioncalls=231936, ndraw=128, logz=-66.45, remainder_fraction=100.0000%, Lmin=-29.68, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13410, ncalls=32096, regioncalls=232064, ndraw=128, logz=-65.81, remainder_fraction=100.0000%, Lmin=-29.21, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13440, ncalls=32138, regioncalls=232832, ndraw=128, logz=-63.95, remainder_fraction=100.0000%, Lmin=-27.02, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13480, ncalls=32257, regioncalls=234752, ndraw=128, logz=-61.37, remainder_fraction=100.0000%, Lmin=-24.19, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13500, ncalls=32320, regioncalls=235904, ndraw=128, logz=-60.11, remainder_fraction=100.0000%, Lmin=-23.02, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13520, ncalls=32407, regioncalls=236800, ndraw=128, logz=-58.78, remainder_fraction=100.0000%, Lmin=-21.67, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13560, ncalls=32500, regioncalls=237056, ndraw=128, logz=-56.00, remainder_fraction=100.0000%, Lmin=-18.99, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13590, ncalls=32578, regioncalls=237312, ndraw=128, logz=-54.48, remainder_fraction=100.0000%, Lmin=-17.35, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13600, ncalls=32623, regioncalls=237568, ndraw=128, logz=-53.87, remainder_fraction=100.0000%, Lmin=-16.67, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13640, ncalls=32713, regioncalls=237824, ndraw=128, logz=-51.68, remainder_fraction=100.0000%, Lmin=-14.47, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13680, ncalls=32806, regioncalls=238080, ndraw=128, logz=-49.66, remainder_fraction=100.0000%, Lmin=-12.42, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13720, ncalls=32894, regioncalls=239232, ndraw=128, logz=-47.91, remainder_fraction=100.0000%, Lmin=-10.73, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13760, ncalls=33002, regioncalls=240384, ndraw=128, logz=-46.27, remainder_fraction=100.0000%, Lmin=-9.06, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13770, ncalls=33026, regioncalls=240768, ndraw=128, logz=-45.90, remainder_fraction=100.0000%, Lmin=-8.75, Lmax=25.97 -09:21:10 [ultranest] [DEBUG] iteration=13800, ncalls=33087, regioncalls=241280, ndraw=128, logz=-44.59, remainder_fraction=100.0000%, Lmin=-7.13, Lmax=25.97 -09:21:11 [ultranest] [DEBUG] iteration=13840, ncalls=33183, regioncalls=242304, ndraw=128, logz=-42.67, remainder_fraction=100.0000%, Lmin=-5.16, Lmax=25.97 -09:21:11 [ultranest] [DEBUG] iteration=13860, ncalls=33239, regioncalls=242944, ndraw=128, logz=-41.86, remainder_fraction=100.0000%, Lmin=-4.48, Lmax=25.97 -09:21:11 [ultranest] [DEBUG] iteration=13880, ncalls=33291, regioncalls=243712, ndraw=128, logz=-41.12, remainder_fraction=100.0000%, Lmin=-3.83, Lmax=25.97 -09:21:11 [ultranest] [DEBUG] iteration=13920, ncalls=33385, regioncalls=244992, ndraw=128, logz=-39.73, remainder_fraction=100.0000%, Lmin=-2.23, Lmax=25.97 -09:21:11 [ultranest] [DEBUG] iteration=13950, ncalls=33468, regioncalls=246016, ndraw=128, logz=-38.52, remainder_fraction=100.0000%, Lmin=-0.99, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=13960, ncalls=33468, regioncalls=246016, ndraw=128, logz=-38.19, remainder_fraction=100.0000%, Lmin=-0.71, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14000, ncalls=33559, regioncalls=247296, ndraw=128, logz=-37.04, remainder_fraction=100.0000%, Lmin=0.42, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14040, ncalls=33675, regioncalls=248960, ndraw=128, logz=-35.89, remainder_fraction=100.0000%, Lmin=1.62, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14080, ncalls=33750, regioncalls=249984, ndraw=128, logz=-34.77, remainder_fraction=100.0000%, Lmin=2.74, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14120, ncalls=33871, regioncalls=251392, ndraw=128, logz=-33.76, remainder_fraction=100.0000%, Lmin=3.93, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14130, ncalls=33890, regioncalls=251648, ndraw=128, logz=-33.48, remainder_fraction=100.0000%, Lmin=4.30, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14160, ncalls=33971, regioncalls=252544, ndraw=128, logz=-32.69, remainder_fraction=100.0000%, Lmin=5.03, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14200, ncalls=34062, regioncalls=253440, ndraw=128, logz=-31.55, remainder_fraction=100.0000%, Lmin=6.37, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14220, ncalls=34115, regioncalls=254080, ndraw=128, logz=-31.04, remainder_fraction=100.0000%, Lmin=6.84, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14240, ncalls=34169, regioncalls=254592, ndraw=128, logz=-30.51, remainder_fraction=100.0000%, Lmin=7.37, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14280, ncalls=34265, regioncalls=255616, ndraw=128, logz=-29.53, remainder_fraction=100.0000%, Lmin=8.43, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14310, ncalls=34323, regioncalls=256256, ndraw=128, logz=-28.83, remainder_fraction=100.0000%, Lmin=9.16, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14320, ncalls=34374, regioncalls=256512, ndraw=128, logz=-28.61, remainder_fraction=100.0000%, Lmin=9.39, Lmax=27.34 -09:21:11 [ultranest] [DEBUG] iteration=14360, ncalls=34479, regioncalls=256768, ndraw=128, logz=-27.69, remainder_fraction=100.0000%, Lmin=10.41, Lmax=28.01 -09:21:11 [ultranest] [DEBUG] iteration=14400, ncalls=34577, regioncalls=257024, ndraw=128, logz=-26.83, remainder_fraction=99.9999%, Lmin=11.29, Lmax=28.01 -09:21:11 [ultranest] [DEBUG] iteration=14440, ncalls=34671, regioncalls=257280, ndraw=128, logz=-26.01, remainder_fraction=99.9999%, Lmin=12.17, Lmax=28.01 -09:21:11 [ultranest] [DEBUG] iteration=14480, ncalls=34801, regioncalls=257664, ndraw=128, logz=-25.24, remainder_fraction=99.9997%, Lmin=13.22, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14490, ncalls=34848, regioncalls=257792, ndraw=128, logz=-25.01, remainder_fraction=99.9996%, Lmin=13.36, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14520, ncalls=34901, regioncalls=258688, ndraw=128, logz=-24.39, remainder_fraction=99.9994%, Lmin=13.91, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14560, ncalls=35010, regioncalls=259840, ndraw=128, logz=-23.72, remainder_fraction=99.9987%, Lmin=14.53, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14600, ncalls=35115, regioncalls=261120, ndraw=128, logz=-23.11, remainder_fraction=99.9976%, Lmin=15.30, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14640, ncalls=35240, regioncalls=262784, ndraw=128, logz=-22.45, remainder_fraction=99.9952%, Lmin=15.99, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14670, ncalls=35306, regioncalls=263808, ndraw=128, logz=-21.99, remainder_fraction=99.9924%, Lmin=16.45, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14680, ncalls=35345, regioncalls=264320, ndraw=128, logz=-21.85, remainder_fraction=99.9909%, Lmin=16.65, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14720, ncalls=35442, regioncalls=264576, ndraw=128, logz=-21.30, remainder_fraction=99.9833%, Lmin=17.19, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14760, ncalls=35538, regioncalls=264832, ndraw=128, logz=-20.80, remainder_fraction=99.9731%, Lmin=17.64, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14800, ncalls=35628, regioncalls=265216, ndraw=128, logz=-20.35, remainder_fraction=99.9569%, Lmin=18.14, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14840, ncalls=35750, regioncalls=265600, ndraw=128, logz=-19.92, remainder_fraction=99.9344%, Lmin=18.60, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14850, ncalls=35793, regioncalls=265728, ndraw=128, logz=-19.82, remainder_fraction=99.9286%, Lmin=18.69, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14880, ncalls=35835, regioncalls=266240, ndraw=128, logz=-19.52, remainder_fraction=99.9056%, Lmin=19.04, Lmax=28.01 -09:21:12 [ultranest] [DEBUG] iteration=14920, ncalls=35954, regioncalls=267520, ndraw=128, logz=-19.12, remainder_fraction=99.8642%, Lmin=19.62, Lmax=28.03 -09:21:12 [ultranest] [DEBUG] iteration=14940, ncalls=36006, regioncalls=268032, ndraw=128, logz=-18.91, remainder_fraction=99.8324%, Lmin=19.86, Lmax=28.03 -09:21:12 [ultranest] [DEBUG] iteration=14960, ncalls=36069, regioncalls=268544, ndraw=128, logz=-18.71, remainder_fraction=99.7969%, Lmin=20.08, Lmax=28.03 -09:21:12 [ultranest] [DEBUG] iteration=15000, ncalls=36233, regioncalls=268928, ndraw=128, logz=-18.32, remainder_fraction=99.7034%, Lmin=20.57, Lmax=28.03 -09:21:12 [ultranest] [DEBUG] iteration=15030, ncalls=36323, regioncalls=269184, ndraw=128, logz=-18.04, remainder_fraction=99.6050%, Lmin=20.77, Lmax=28.03 -09:21:12 [ultranest] [DEBUG] iteration=15040, ncalls=36323, regioncalls=269184, ndraw=128, logz=-17.96, remainder_fraction=99.5696%, Lmin=20.82, Lmax=28.03 -09:21:12 [ultranest] [DEBUG] iteration=15080, ncalls=36448, regioncalls=269696, ndraw=128, logz=-17.65, remainder_fraction=99.4690%, Lmin=21.14, Lmax=28.06 -09:21:12 [ultranest] [DEBUG] iteration=15120, ncalls=36549, regioncalls=269952, ndraw=128, logz=-17.35, remainder_fraction=99.3006%, Lmin=21.56, Lmax=28.06 -09:21:13 [ultranest] [DEBUG] iteration=15160, ncalls=36661, regioncalls=271488, ndraw=128, logz=-17.05, remainder_fraction=99.0484%, Lmin=21.93, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15200, ncalls=36772, regioncalls=272512, ndraw=128, logz=-16.76, remainder_fraction=98.7390%, Lmin=22.28, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15210, ncalls=36790, regioncalls=272640, ndraw=128, logz=-16.69, remainder_fraction=98.6288%, Lmin=22.35, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15240, ncalls=36904, regioncalls=273024, ndraw=128, logz=-16.50, remainder_fraction=98.3322%, Lmin=22.48, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15280, ncalls=37015, regioncalls=273280, ndraw=128, logz=-16.26, remainder_fraction=97.9417%, Lmin=22.77, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15300, ncalls=37073, regioncalls=273408, ndraw=128, logz=-16.15, remainder_fraction=97.7034%, Lmin=22.93, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15320, ncalls=37180, regioncalls=273920, ndraw=128, logz=-16.04, remainder_fraction=97.3823%, Lmin=23.09, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15360, ncalls=37243, regioncalls=274048, ndraw=128, logz=-15.81, remainder_fraction=96.6255%, Lmin=23.40, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15390, ncalls=37298, regioncalls=274176, ndraw=128, logz=-15.65, remainder_fraction=96.0346%, Lmin=23.55, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15400, ncalls=37330, regioncalls=274688, ndraw=128, logz=-15.60, remainder_fraction=95.8960%, Lmin=23.60, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15440, ncalls=37436, regioncalls=275712, ndraw=128, logz=-15.41, remainder_fraction=94.9260%, Lmin=23.85, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15480, ncalls=37558, regioncalls=277120, ndraw=128, logz=-15.21, remainder_fraction=93.9073%, Lmin=24.15, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15520, ncalls=37674, regioncalls=277760, ndraw=128, logz=-15.02, remainder_fraction=92.6000%, Lmin=24.41, Lmax=28.29 -09:21:13 [ultranest] [DEBUG] iteration=15560, ncalls=37817, regioncalls=278144, ndraw=128, logz=-14.84, remainder_fraction=91.1991%, Lmin=24.60, Lmax=28.34 -09:21:13 [ultranest] [DEBUG] iteration=15570, ncalls=37817, regioncalls=278144, ndraw=128, logz=-14.80, remainder_fraction=90.7578%, Lmin=24.64, Lmax=28.34 -09:21:13 [ultranest] [DEBUG] iteration=15600, ncalls=37923, regioncalls=278656, ndraw=128, logz=-14.68, remainder_fraction=89.3899%, Lmin=24.79, Lmax=28.34 -09:21:13 [ultranest] [DEBUG] iteration=15640, ncalls=38029, regioncalls=278912, ndraw=128, logz=-14.52, remainder_fraction=87.8491%, Lmin=24.99, Lmax=28.34 -09:21:13 [ultranest] [DEBUG] iteration=15660, ncalls=38080, regioncalls=279040, ndraw=128, logz=-14.45, remainder_fraction=87.0119%, Lmin=25.07, Lmax=28.34 -09:21:13 [ultranest] [DEBUG] iteration=15680, ncalls=38137, regioncalls=279424, ndraw=128, logz=-14.38, remainder_fraction=86.0161%, Lmin=25.15, Lmax=28.34 -09:21:13 [ultranest] [DEBUG] iteration=15720, ncalls=38279, regioncalls=279808, ndraw=128, logz=-14.25, remainder_fraction=84.2048%, Lmin=25.29, Lmax=28.34 -09:21:13 [ultranest] [DEBUG] iteration=15750, ncalls=38388, regioncalls=280064, ndraw=128, logz=-14.15, remainder_fraction=82.5071%, Lmin=25.42, Lmax=28.34 -09:21:13 [ultranest] [DEBUG] iteration=15760, ncalls=38388, regioncalls=280064, ndraw=128, logz=-14.12, remainder_fraction=81.9459%, Lmin=25.45, Lmax=28.34 -09:21:13 [ultranest] [DEBUG] iteration=15800, ncalls=38498, regioncalls=280448, ndraw=128, logz=-14.01, remainder_fraction=79.4057%, Lmin=25.60, Lmax=28.34 -09:21:14 [ultranest] [DEBUG] iteration=15840, ncalls=38604, regioncalls=280704, ndraw=128, logz=-13.90, remainder_fraction=77.1594%, Lmin=25.80, Lmax=28.44 -09:21:14 [ultranest] [DEBUG] iteration=15880, ncalls=38711, regioncalls=281856, ndraw=128, logz=-13.79, remainder_fraction=74.4486%, Lmin=25.95, Lmax=28.44 -09:21:14 [ultranest] [DEBUG] iteration=15920, ncalls=38833, regioncalls=283136, ndraw=128, logz=-13.69, remainder_fraction=71.6584%, Lmin=26.06, Lmax=28.44 -09:21:14 [ultranest] [DEBUG] iteration=15930, ncalls=38863, regioncalls=283392, ndraw=128, logz=-13.67, remainder_fraction=71.0874%, Lmin=26.09, Lmax=28.44 -09:21:14 [ultranest] [DEBUG] iteration=15960, ncalls=38927, regioncalls=283648, ndraw=128, logz=-13.60, remainder_fraction=69.4516%, Lmin=26.16, Lmax=28.44 -09:21:14 [ultranest] [DEBUG] iteration=16000, ncalls=39080, regioncalls=284032, ndraw=128, logz=-13.52, remainder_fraction=66.6919%, Lmin=26.27, Lmax=28.44 -09:21:14 [ultranest] [DEBUG] iteration=16020, ncalls=39141, regioncalls=284160, ndraw=128, logz=-13.48, remainder_fraction=65.2922%, Lmin=26.31, Lmax=28.44 -09:21:14 [ultranest] [DEBUG] iteration=16040, ncalls=39209, regioncalls=284928, ndraw=128, logz=-13.44, remainder_fraction=64.0344%, Lmin=26.37, Lmax=28.44 -09:21:14 [ultranest] [DEBUG] iteration=16080, ncalls=39321, regioncalls=285952, ndraw=128, logz=-13.37, remainder_fraction=61.4970%, Lmin=26.46, Lmax=28.53 -09:21:14 [ultranest] [DEBUG] iteration=16120, ncalls=39451, regioncalls=287616, ndraw=128, logz=-13.30, remainder_fraction=58.7745%, Lmin=26.58, Lmax=28.53 -09:21:14 [ultranest] [DEBUG] iteration=16160, ncalls=39591, regioncalls=289280, ndraw=128, logz=-13.24, remainder_fraction=56.0393%, Lmin=26.67, Lmax=28.53 -09:21:14 [ultranest] [DEBUG] iteration=16200, ncalls=39735, regioncalls=290944, ndraw=128, logz=-13.18, remainder_fraction=53.2398%, Lmin=26.77, Lmax=28.53 -09:21:14 [ultranest] [DEBUG] iteration=16240, ncalls=39838, regioncalls=292224, ndraw=128, logz=-13.12, remainder_fraction=50.6323%, Lmin=26.84, Lmax=28.53 -09:21:14 [ultranest] [INFO] Explored until L=3e+01 -09:21:14 [ultranest] [INFO] Likelihood function evaluations: 39885 -09:21:21 [ultranest] [INFO] Writing samples and results to disk ... -09:21:22 [ultranest] [INFO] Writing samples and results to disk ... done -09:21:22 [ultranest] [DEBUG] did a run_iter pass! -09:21:22 [ultranest] [INFO] logZ = -12.38 +- 0.2397 -09:21:22 [ultranest] [INFO] Effective samples strategy satisfied (ESS = 988.9, need >400) -09:21:22 [ultranest] [INFO] Posterior uncertainty strategy is satisfied (KL: 0.45+-0.07 nat, need <0.50 nat) -09:21:22 [ultranest] [DEBUG] conservative estimate says at least 259 live points are needed to reach dlogz goal -09:21:22 [ultranest] [DEBUG] number of live points vary between 1 and inf, most (16249/16547 iterations) have 398 -09:21:22 [ultranest] [DEBUG] at least 398 live points are needed to reach dlogz goal -09:21:22 [ultranest] [INFO] Evidency uncertainty strategy wants 398 minimum live points (dlogz from 0.19 to 0.65, need <0.5) -09:21:22 [ultranest] [INFO] logZ error budget: single: 0.31 bs:0.24 tail:0.41 total:0.47 required:<0.50 -09:21:22 [ultranest] [INFO] done iterating. -09:21:22 [ultranest] [DEBUG] Making corner plot ... -09:21:25 [ultranest] [DEBUG] Making corner plot ... done -09:21:25 [ultranest] [DEBUG] Making run plot ... -09:21:27 [ultranest] [DEBUG] Making run plot ... done -09:21:27 [ultranest] [DEBUG] Making trace plot ... -09:21:34 [ultranest] [DEBUG] Making trace plot ... done diff --git a/tests/example_data/un/info/post_summary.csv b/tests/example_data/un/info/post_summary.csv deleted file mode 100644 index efb1b32b..00000000 --- a/tests/example_data/un/info/post_summary.csv +++ /dev/null @@ -1,2 +0,0 @@ -"a_mean","a_stdev","a_median","a_errlo","a_errup","b_mean","b_stdev","b_median","b_errlo","b_errup","c_mean","c_stdev","c_median","c_errlo","c_errup","d_mean","d_stdev","d_median","d_errlo","d_errup" 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z;cybshAsf$7$c?)%))neX~SW_TH&~_4fy#@L_a9Nwb*0$f7(bV{SmJ%iUK!);7Cbv zpiLqYKR^A~4?hCBCH_rBw{v_M->|a@@|ZrqJ56dyDBMy;8#{P~RSn;Fx#umcwe#WXP1 z&^1Efg+VqDx{c`S1#ar$CV}tV1}6(YCLKj^=M=g$c^KS0aC36SI$d zN-}V9I6_<++(1CXCEzF_aX7!YIKRM8lgR}S8(UJ~CcsI-6|L`o;D#F#%=NagzhIDE zhyGwL-(W~-I20cJ3rqqIP0@d^CxHO1euY6X8^6JT!}S{sY;pVz20egv)2}cDcK z!GV_kojx=g+@Sk=J>X&j=l&NM8vPs1QfTM~<*)UAr$rif5BQgQ5@^V&gZ}=KhZI~2 zT>JY42G&i#@c@AY3x{9oNs9l@7fB@K078F1a3IAY7xovJB)BpBD@+PRcm4`PfqMtP zz@#L9r%y@>teSqU_q)ucq<+^wDQO81W$;T|X%u9NpuZpE0H5k_G^0@9R>I%wfo~ez zaQq8~^{~J=*?8bCJ?mk7ZGeq{iRrq!LdFf}@2R`kx`K5b?g4mwo>&VHEY6%Dr4iyt NBq=Yi@+lS4{{yq|g}DF# From caca2f22f4322d4a43828c52c0e5e0917c770986 Mon Sep 17 00:00:00 2001 From: Johannes Buchner Date: Tue, 11 Jul 2023 14:01:15 +0200 Subject: [PATCH 05/29] move h5py import into function, to make it only run when needed --- anesthetic/read/ultranest.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/anesthetic/read/ultranest.py b/anesthetic/read/ultranest.py index 3452f7ea..a5d569a7 100644 --- a/anesthetic/read/ultranest.py +++ b/anesthetic/read/ultranest.py @@ -1,12 +1,13 @@ """Read NestedSamples from ultranest results.""" import os from anesthetic.samples import NestedSamples -import h5py import json def read_ultranest(root, *args, **kwargs): """Read ev.dat and phys_live.points in MultiNest format.""" + import h5py + with open(os.path.join(root, 'info', 'results.json')) as infofile: labels = json.load(infofile)['paramnames'] num_params = len(labels) From 6283f884e1514250d1c8d310030e58960e3d5190 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 12:54:32 +0100 Subject: [PATCH 06/29] version bump to 2.1.0 --- README.rst | 2 +- anesthetic/_version.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/README.rst b/README.rst index 38cd72ae..ee868736 100644 --- a/README.rst +++ b/README.rst @@ -2,7 +2,7 @@ anesthetic: nested sampling post-processing =========================================== :Authors: Will Handley and Lukas Hergt -:Version: 2.0.0 +:Version: 2.1.0 :Homepage: https://github.com/handley-lab/anesthetic :Documentation: http://anesthetic.readthedocs.io/ diff --git a/anesthetic/_version.py b/anesthetic/_version.py index afced147..a33997dd 100644 --- a/anesthetic/_version.py +++ b/anesthetic/_version.py @@ -1 +1 @@ -__version__ = '2.0.0' +__version__ = '2.1.0' From bb1eebdbb68e311f77bda32ddeeb29c8e4477e1b Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 15:15:50 +0100 Subject: [PATCH 07/29] make ultranest part of gui tests --- tests/test_gui.py | 27 +++++++++++++++++++-------- 1 file changed, 19 insertions(+), 8 deletions(-) diff --git a/tests/test_gui.py b/tests/test_gui.py index 3937289e..61908bb9 100644 --- a/tests/test_gui.py +++ b/tests/test_gui.py @@ -9,8 +9,10 @@ def close_figures_on_teardown(): tm.close() -def test_gui(): - samples = read_chains('./tests/example_data/pc') +@pytest.mark.parametrize('root', ["./tests/example_data/pc", + "./tests/example_data/un"]) +def test_gui(root): + samples = read_chains(root) plotter = samples.gui() # Type buttons @@ -30,8 +32,11 @@ def test_gui(): assert len(plotter.triangle.ax) == 4 # Sliders + old = plotter.evolution() plotter.evolution.slider.set_val(5) - assert plotter.evolution() == 627 + assert plotter.evolution() != old + plotter.evolution.slider.set_val(0) + assert plotter.evolution() == old plotter.type.buttons.set_active(1) plotter.beta.slider.set_val(0) @@ -50,15 +55,21 @@ def test_gui(): plotter.reset.button.on_clicked(plotter.reset_range(None)) -def test_gui_params(): - plotter = read_chains('./tests/example_data/pc').gui() +@pytest.mark.parametrize('root', ["./tests/example_data/pc", + "./tests/example_data/un"]) +def test_gui_params(root): + samples = read_chains(root) + plotter = samples.gui() assert len(plotter.param_choice.buttons.labels) == 8 - plotter = read_chains('./tests/example_data/pc').gui(params=['x0', 'x1']) + params = samples.columns.get_level_values(0)[:2] + plotter = samples.gui(params=params) assert len(plotter.param_choice.buttons.labels) == 2 -def test_slider_reset_range(): - plotter = read_chains('./tests/example_data/pc').gui() +@pytest.mark.parametrize('root', ["./tests/example_data/pc", + "./tests/example_data/un"]) +def test_slider_reset_range(root): + plotter = read_chains(root).gui() plotter.evolution.reset_range(-3, 3) assert plotter.evolution.ax.get_xlim() == (-3.0, 3.0) From b8cd8abbe8404bb8af00c31bf083dcab29aaebe0 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 15:21:25 +0100 Subject: [PATCH 08/29] fix `test_gui_params` to work for both `pc` and `un` --- tests/test_gui.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tests/test_gui.py b/tests/test_gui.py index 61908bb9..fc9d91e4 100644 --- a/tests/test_gui.py +++ b/tests/test_gui.py @@ -59,11 +59,11 @@ def test_gui(root): "./tests/example_data/un"]) def test_gui_params(root): samples = read_chains(root) + params = samples.columns.get_level_values(0).to_list() plotter = samples.gui() - assert len(plotter.param_choice.buttons.labels) == 8 + assert len(plotter.param_choice.buttons.labels) == len(params) - params = samples.columns.get_level_values(0)[:2] - plotter = samples.gui(params=params) + plotter = samples.gui(params=params[:2]) assert len(plotter.param_choice.buttons.labels) == 2 From adb1ebcc1fc43ae756401e0fcc21dc84dc8e6dc9 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 15:31:12 +0100 Subject: [PATCH 09/29] put `json` and `h5py` into optional dependencies --- anesthetic/read/ultranest.py | 8 +++++--- pyproject.toml | 3 ++- 2 files changed, 7 insertions(+), 4 deletions(-) diff --git a/anesthetic/read/ultranest.py b/anesthetic/read/ultranest.py index a5d569a7..cad7a53e 100644 --- a/anesthetic/read/ultranest.py +++ b/anesthetic/read/ultranest.py @@ -1,13 +1,15 @@ """Read NestedSamples from ultranest results.""" import os from anesthetic.samples import NestedSamples -import json +try: + import json + import h5py +except ImportError: + pass def read_ultranest(root, *args, **kwargs): """Read ev.dat and phys_live.points in MultiNest format.""" - import h5py - with open(os.path.join(root, 'info', 'results.json')) as infofile: labels = json.load(infofile)['paramnames'] num_params = len(labels) diff --git a/pyproject.toml b/pyproject.toml index 7f757337..e74995fd 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -59,11 +59,12 @@ classifiers = [ [project.optional-dependencies] docs = ["sphinx", "sphinx_rtd_theme", "numpydoc"] test = ["pytest", "pytest-cov", "flake8", "pydocstyle", "packaging", "pre-commit"] +ultranest = ["json", "h5py"] astropy = ["astropy"] fastkde = ["fastkde"] getdist = ["getdist"] hdf5 = ["tables"] -all = ["astropy", "fastkde", "getdist", "tables"] +all = ["json", "h5py", "astropy", "fastkde", "getdist", "tables"] [project.scripts] anesthetic = "anesthetic.scripts:gui" From 8d02f603858df2cd824c60970b5e4f997eb56e46 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 15:35:29 +0100 Subject: [PATCH 10/29] remove `json` from optional dependencies as it is a built-in package --- anesthetic/read/ultranest.py | 2 +- pyproject.toml | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/anesthetic/read/ultranest.py b/anesthetic/read/ultranest.py index cad7a53e..2620050f 100644 --- a/anesthetic/read/ultranest.py +++ b/anesthetic/read/ultranest.py @@ -1,8 +1,8 @@ """Read NestedSamples from ultranest results.""" import os +import json from anesthetic.samples import NestedSamples try: - import json import h5py except ImportError: pass diff --git a/pyproject.toml b/pyproject.toml index e74995fd..afbeff50 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -59,12 +59,12 @@ classifiers = [ [project.optional-dependencies] docs = ["sphinx", "sphinx_rtd_theme", "numpydoc"] test = ["pytest", "pytest-cov", "flake8", "pydocstyle", "packaging", "pre-commit"] -ultranest = ["json", "h5py"] +ultranest = ["h5py"] astropy = ["astropy"] fastkde = ["fastkde"] getdist = ["getdist"] hdf5 = ["tables"] -all = ["json", "h5py", "astropy", "fastkde", "getdist", "tables"] +all = ["h5py", "astropy", "fastkde", "getdist", "tables"] [project.scripts] anesthetic = "anesthetic.scripts:gui" From 070b75e173698a2012563d038d2e66bb82b88774 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 16:33:09 +0100 Subject: [PATCH 11/29] fix labelling of AxesDataFrame for the case where there are exact matches between key and value --- anesthetic/plot.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/anesthetic/plot.py b/anesthetic/plot.py index eb5f6b47..853b172a 100644 --- a/anesthetic/plot.py +++ b/anesthetic/plot.py @@ -355,7 +355,8 @@ def _set_labels(axes, labels, **kwargs): all_params = list(axes.columns) + list(axes.index) if labels is None: labels = {} - labels = {p: labels[p] if p in labels else p for p in all_params} + labels = {p: labels[p] if isinstance(labels, dict) and p in labels + else p for p in all_params} for y, axes_row in axes.iterrows(): if axes_row.size: From 7033eabe3acf214542494f8a0e5921675caa8b8c Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 16:39:35 +0100 Subject: [PATCH 12/29] skip tests related to ultranest if `h5py` not in `sys.modules` --- tests/test_gui.py | 12 ++++++++++++ tests/test_reader.py | 7 +++++++ 2 files changed, 19 insertions(+) diff --git a/tests/test_gui.py b/tests/test_gui.py index fc9d91e4..f6a256e3 100644 --- a/tests/test_gui.py +++ b/tests/test_gui.py @@ -1,7 +1,12 @@ +import sys import anesthetic.examples._matplotlib_agg # noqa: F401 from anesthetic import read_chains import pytest import pandas._testing as tm +try: + import h5py # noqa: F401 +except ImportError: + pass @pytest.fixture(autouse=True) @@ -12,6 +17,9 @@ def close_figures_on_teardown(): @pytest.mark.parametrize('root', ["./tests/example_data/pc", "./tests/example_data/un"]) def test_gui(root): + if 'un' in root and 'h5py' not in sys.modules: + pytest.skip("`h5py` not in sys.modules, but needed for ultranest.") + print("Fooooooooooooooooooooooooooooo") samples = read_chains(root) plotter = samples.gui() @@ -58,6 +66,8 @@ def test_gui(root): @pytest.mark.parametrize('root', ["./tests/example_data/pc", "./tests/example_data/un"]) def test_gui_params(root): + if 'un' in root and 'h5py' not in sys.modules: + pytest.skip("`h5py` not in sys.modules, but needed for ultranest.") samples = read_chains(root) params = samples.columns.get_level_values(0).to_list() plotter = samples.gui() @@ -70,6 +80,8 @@ def test_gui_params(root): @pytest.mark.parametrize('root', ["./tests/example_data/pc", "./tests/example_data/un"]) def test_slider_reset_range(root): + if 'un' in root and 'h5py' not in sys.modules: + pytest.skip("`h5py` not in sys.modules, but needed for ultranest.") plotter = read_chains(root).gui() plotter.evolution.reset_range(-3, 3) assert plotter.evolution.ax.get_xlim() == (-3.0, 3.0) diff --git a/tests/test_reader.py b/tests/test_reader.py index c1cb42d4..ee85fecd 100644 --- a/tests/test_reader.py +++ b/tests/test_reader.py @@ -14,6 +14,10 @@ from anesthetic.read.ultranest import read_ultranest import pandas._testing as tm from anesthetic.read.hdf import HDFStore, read_hdf +try: + import h5py # noqa: F401 +except ImportError: + pass try: import getdist except ImportError: @@ -185,6 +189,9 @@ def test_read_multinest(): ns.plot_1d(['x0', 'x1', 'x2', 'x3']) +@pytest.mark.xfail('h5py' not in sys.modules, + raises=NameError, + reason="ultranest reading requires `h5py` package") def test_read_ultranest(): np.random.seed(3) ns = read_ultranest('./tests/example_data/un') From 441c1d7bda55f830e045461b5d75790d656f2757 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 16:59:16 +0100 Subject: [PATCH 13/29] remove trailing print statement --- tests/test_gui.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/test_gui.py b/tests/test_gui.py index f6a256e3..0f089aa4 100644 --- a/tests/test_gui.py +++ b/tests/test_gui.py @@ -19,7 +19,6 @@ def close_figures_on_teardown(): def test_gui(root): if 'un' in root and 'h5py' not in sys.modules: pytest.skip("`h5py` not in sys.modules, but needed for ultranest.") - print("Fooooooooooooooooooooooooooooo") samples = read_chains(root) plotter = samples.gui() From 639bb09c0e0cdcb7f73c73ec3166f8aacdfe79a7 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 17:28:41 +0100 Subject: [PATCH 14/29] update docs for reading UltraNest samples --- docs/source/reading_writing.rst | 25 +++++++++++++++++-------- 1 file changed, 17 insertions(+), 8 deletions(-) diff --git a/docs/source/reading_writing.rst b/docs/source/reading_writing.rst index 3ee59086..f0d55caa 100644 --- a/docs/source/reading_writing.rst +++ b/docs/source/reading_writing.rst @@ -5,16 +5,17 @@ Reading and writing .. _reading chains: -Reading chain files from PolyChord, MultiNest, CosmoMC, or Cobaya -================================================================= +Reading chain files from PolyChord, MultiNest, UltraNest, CosmoMC, or Cobaya +============================================================================ -`MultiNest `_ +If you have finished nested sampling or MCMC runs from one of: + +* `PolyChord `_: https://github.com/PolyChord/PolyChordLite +* MultiNest: https://github.com/farhanferoz/MultiNest +* `UltraNest `_: https://github.com/JohannesBuchner/UltraNest +* `CosmoMC `_: https://github.com/cmbant/CosmoMC +* `Cobaya `_: https://github.com/CobayaSampler/cobaya -If you have finished nested sampling or MCMC runs from -`PolyChord `_, -`MultiNest `_, -`CosmoMC `_, or -`Cobaya `_, then you should be able to read in the chain files directly, by passing the ``root`` to the :func:`anesthetic.read.chain.read_chains` function. @@ -29,6 +30,14 @@ out the examples listed here. from anesthetic import read_chains samples = read_chains("anesthetic/tests/example_data/pc") +* UltraNest samples, which will be an instance of the + :class:`anesthetic.samples.NestedSamples` class: + + :: + + from anesthetic import read_chains + samples = read_chains("anesthetic/tests/example_data/un") + * Cobaya samples, which will be an instance of the :class:`anesthetic.samples.MCMCSamples` class: From ce41b638416046053ca85484a2eeb5eda8b56453 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 17:30:13 +0100 Subject: [PATCH 15/29] rename `makeun.py` to `un_gen_data.py` such that it gets grouped with `un` --- tests/example_data/{makeun.py => un_gen_data.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename tests/example_data/{makeun.py => un_gen_data.py} (100%) diff --git a/tests/example_data/makeun.py b/tests/example_data/un_gen_data.py similarity index 100% rename from tests/example_data/makeun.py rename to tests/example_data/un_gen_data.py From 58baf2c04661d5a1b804e634e604d7222f8f5e32 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Tue, 11 Jul 2023 17:42:06 +0100 Subject: [PATCH 16/29] add Johannes Buchner to list of contributors --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index afbeff50..d8f2e151 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -14,6 +14,7 @@ authors = [ { name="Lukas Hergt", email="lthergt@phas.ubc.ca" }, { name="Adam Ormondroyd", email="ano23@cam.ac.uk" }, { name="Harry Bevins", email="htjb2@cam.ac.uk" }, + { name="Johannes Buchner", email="jbuchner@mpe.mpg.de" }, { name="Ethan Carragher", email="ethan.carragher@adelaide.edu.au" }, { name="Andrew Fowlie", email="andrew.j.fowlie@googlemail.com" }, { name="Thomas Gessey-Jones", email="tg400@cam.ac.uk"}, From 8b0978949c45bb4a680ac636294c8906b9c1189b Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 14:13:46 +0100 Subject: [PATCH 17/29] revert commit 070b75e173698a2012563d038d2e66bb82b88774, which checked whether `labels` passed to `AxesDataFrame._set_labels` is a dict, it should be expected to be a dict, and if it is not, then it should fail and not silently ignore `labels` --- anesthetic/plot.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/anesthetic/plot.py b/anesthetic/plot.py index 853b172a..eb5f6b47 100644 --- a/anesthetic/plot.py +++ b/anesthetic/plot.py @@ -355,8 +355,7 @@ def _set_labels(axes, labels, **kwargs): all_params = list(axes.columns) + list(axes.index) if labels is None: labels = {} - labels = {p: labels[p] if isinstance(labels, dict) and p in labels - else p for p in all_params} + labels = {p: labels[p] if p in labels else p for p in all_params} for y, axes_row in axes.iterrows(): if axes_row.size: From 8a060fd194ac4e38c136f73d80b74cc25d4b23bb Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 14:17:41 +0100 Subject: [PATCH 18/29] pass `labels=self.get_labels_map()` rather than `labels=self.get_labels()` as `make_2d_axes` expects a dict and not a list --- anesthetic/samples.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/anesthetic/samples.py b/anesthetic/samples.py index 6c324812..1cf5f0d0 100644 --- a/anesthetic/samples.py +++ b/anesthetic/samples.py @@ -359,7 +359,7 @@ def plot_2d(self, axes=None, *args, **kwargs): axes = self.drop_labels().columns if not isinstance(axes, AxesDataFrame): - _, axes = make_2d_axes(axes, labels=self.get_labels(), + _, axes = make_2d_axes(axes, labels=self.get_labels_map(), upper=('upper' in kind), lower=('lower' in kind), diagonal=('diagonal' in kind)) From 63e264f17084ae9116b5f3ffc5f26a9666fa1fae Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 14:34:58 +0100 Subject: [PATCH 19/29] add test for axes labels when dropping labels or when only having partially assigned labels --- tests/test_samples.py | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/tests/test_samples.py b/tests/test_samples.py index 37c44cbc..b4563fb9 100644 --- a/tests/test_samples.py +++ b/tests/test_samples.py @@ -1360,13 +1360,25 @@ def test_samples_plot_labels(): samples = read_chains('./tests/example_data/pc') columns = ['x0', 'x1', 'x2', 'x3', 'x4'] axes = samples.plot_2d(columns) - for col, ax in zip(columns, axes.loc[:, 'x0']): assert samples.get_label(col, 1) == ax.get_ylabel() - for col, ax in zip(columns, axes.loc['x4', :]): assert samples.get_label(col, 1) == ax.get_xlabel() + samples = samples.drop_labels() + axes = samples.plot_2d(columns) + for col, ax in zip(columns, axes.loc[:, 'x0']): + assert samples.get_label(col) == ax.get_ylabel() + for col, ax in zip(columns, axes.loc['x4', :]): + assert samples.get_label(col) == ax.get_xlabel() + + samples.set_label('x0', 'x0') + axes = samples.plot_2d(columns) + for col, ax in zip(columns, axes.loc[:, 'x0']): + assert samples.get_label(col) == ax.get_ylabel() + for col, ax in zip(columns, axes.loc['x4', :]): + assert samples.get_label(col) == ax.get_xlabel() + def test_constructors(): samples = read_chains('./tests/example_data/pc') From c9891f986251ab352da731210a3d705296a831c9 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 15:10:15 +0100 Subject: [PATCH 20/29] correct `read_ultranest` docstring to refer to UltraNest files, not to MultiNest files --- anesthetic/read/ultranest.py | 15 +++++++++++---- 1 file changed, 11 insertions(+), 4 deletions(-) diff --git a/anesthetic/read/ultranest.py b/anesthetic/read/ultranest.py index 2620050f..9fc2f693 100644 --- a/anesthetic/read/ultranest.py +++ b/anesthetic/read/ultranest.py @@ -1,4 +1,4 @@ -"""Read NestedSamples from ultranest results.""" +"""Read NestedSamples from UltraNest results.""" import os import json from anesthetic.samples import NestedSamples @@ -9,7 +9,15 @@ def read_ultranest(root, *args, **kwargs): - """Read ev.dat and phys_live.points in MultiNest format.""" + """Read UltraNest files. + + Parameters + ---------- + root : str + root name for reading files in UltraNest format, i.e. the files + ``/info/results.json`` and ``/results/points.hdf5``. + + """ with open(os.path.join(root, 'info', 'results.json')) as infofile: labels = json.load(infofile)['paramnames'] num_params = len(labels) @@ -21,8 +29,7 @@ def read_ultranest(root, *args, **kwargs): x_dim = ncols - 3 - num_params logL_birth = points[:, 0] logL = points[:, 1] - # u_samples = points[:,3:x_dim] - samples = points[:, 3 + x_dim:3 + x_dim + num_params] + samples = points[:, 3+x_dim:3+x_dim+num_params] kwargs['label'] = kwargs.get('label', os.path.basename(root)) columns = kwargs.pop('columns', labels) From b894efb05a9b57c968c84180bda9189a64e1286f Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 15:11:24 +0100 Subject: [PATCH 21/29] add UltraNest to the list of supported file structures in `read_chains` --- anesthetic/read/chain.py | 1 + 1 file changed, 1 insertion(+) diff --git a/anesthetic/read/chain.py b/anesthetic/read/chain.py index 584dd8ef..b18019ed 100644 --- a/anesthetic/read/chain.py +++ b/anesthetic/read/chain.py @@ -13,6 +13,7 @@ def read_chains(root, *args, **kwargs): * `PolyChord `_, * `MultiNest `_, + * `UltraNest `_, * `CosmoMC `_, * `Cobaya `_, * or anything `GetDist `_ From f6c62cf32db450335fa7acdb0c9f3e1a63ecae81 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 15:12:57 +0100 Subject: [PATCH 22/29] improve `read_cobaya`, `read_multinest` and `read_polychord` docstrings --- anesthetic/read/cobaya.py | 12 +++++++++--- anesthetic/read/multinest.py | 14 ++++++++++++-- anesthetic/read/polychord.py | 12 ++++++++++-- 3 files changed, 31 insertions(+), 7 deletions(-) diff --git a/anesthetic/read/cobaya.py b/anesthetic/read/cobaya.py index 658f0fe8..08971b33 100644 --- a/anesthetic/read/cobaya.py +++ b/anesthetic/read/cobaya.py @@ -1,4 +1,4 @@ -"""Read MCMCSamples from cobaya chains.""" +"""Read MCMCSamples from Cobaya chains.""" import os import re import numpy as np @@ -13,8 +13,8 @@ def read_paramnames(root): columns as there are parameters (sampled and derived) plus an additional two corresponding to the weights (first column) and the log-posterior (second column). The first line should start with a # and - should list the parameter names corresponding to the columns. This - will be used as label in the pandas array. + should list the parameter names corresponding to the columns. These + will be used as handles in the pandas array. """ with open(root + ".1.txt") as f: header = f.readline()[1:] @@ -34,6 +34,12 @@ def read_cobaya(root, *args, **kwargs): Note that in order to optimally read chains from Cobaya you need to have `GetDist `__ installed. + Parameters + ---------- + root : str + root name for reading files in Cobaya format, i.e. the files + ``.*.txt`` and ``.updated.yaml``. + Returns ------- :class:`anesthetic.samples.MCMCSamples` diff --git a/anesthetic/read/multinest.py b/anesthetic/read/multinest.py index b5a7dd54..1a9311cb 100644 --- a/anesthetic/read/multinest.py +++ b/anesthetic/read/multinest.py @@ -1,4 +1,4 @@ -"""Read NestedSamples from multinest chains.""" +"""Read NestedSamples from MultiNest chains.""" import os import numpy as np from anesthetic.read.getdist import read_paramnames @@ -6,7 +6,17 @@ def read_multinest(root, *args, **kwargs): - """Read ev.dat and phys_live.points in MultiNest format.""" + """Read MultiNest chain files. + + Parameters + ---------- + root : str + root name for reading files in MultiNest format, i.e. the files + ``ev.dat`` and ``phys_live.points`` in the old format, and + ``dead-birth.txt`` and ``phys_live-birth.txt`` in the new + format. + + """ try: data = np.loadtxt(root + 'dead-birth.txt') samples, logL, logL_birth, _ = np.split(data, [-4, -3, -2], axis=1) diff --git a/anesthetic/read/polychord.py b/anesthetic/read/polychord.py index 93b3b51b..146022ac 100644 --- a/anesthetic/read/polychord.py +++ b/anesthetic/read/polychord.py @@ -1,4 +1,4 @@ -"""Read NestedSamples from polychord chains.""" +"""Read NestedSamples from PolyChord chains.""" import os import numpy as np from anesthetic.read.getdist import read_paramnames @@ -6,7 +6,15 @@ def read_polychord(root, *args, **kwargs): - """Read ``_dead-birth.txt`` in PolyChord format.""" + """Read PolyChord chain files. + + Parameters + ---------- + root : str + root name for reading files in PolyChord format, i.e. the files + ``_dead-birth.txt`` and ``_phys_live-birth.txt``. + + """ birth_file = root + '_dead-birth.txt' birth_file data = np.loadtxt(birth_file) From 298d8d943906f8702097c5afad30715750a327ef Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 17:55:03 +0100 Subject: [PATCH 23/29] move `bin/gen_data.py` to `tests/example_data/gen_data.py` to have data generating code next to its output --- {bin => tests/example_data}/gen_data.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename {bin => tests/example_data}/gen_data.py (100%) diff --git a/bin/gen_data.py b/tests/example_data/gen_data.py similarity index 100% rename from bin/gen_data.py rename to tests/example_data/gen_data.py From 64e7349ffe1d5f30358fb1993a94dde130c0c3a0 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 18:16:42 +0100 Subject: [PATCH 24/29] bring `gen_data.py` to the anesthetic 2.0.0 century --- tests/example_data/gen_data.py | 37 +++++++++++++++++++++------------- 1 file changed, 23 insertions(+), 14 deletions(-) diff --git a/tests/example_data/gen_data.py b/tests/example_data/gen_data.py index ecd46222..e069e5aa 100755 --- a/tests/example_data/gen_data.py +++ b/tests/example_data/gen_data.py @@ -60,9 +60,10 @@ def mcmc_sim(ndims=5): np.random.seed(0) data, logL, weights = mcmc_sim() -mcmc = MCMCSamples(data=data, columns=columns, logL=logL, weights=weights, tex=tex) +mcmc = MCMCSamples(data=data, logL=logL, weights=weights, + columns=columns, labels=tex) mcmc['minuslogL'] = -mcmc.logL -mcmc['weight'] = mcmc.weights +mcmc['weight'] = mcmc.get_weights() # MCMC multiple files @@ -106,8 +107,10 @@ def ns_sim(ndims=5, nlive=125): np.random.seed(0) data, logL, logL_birth, live, live_logL, live_logL_birth = ns_sim() -ns = NestedSamples(data=data, columns=columns, logL=logL, logL_birth=logL_birth, tex=tex) -live_ns = NestedSamples(data=live, columns=columns, logL=live_logL, logL_birth=live_logL_birth, tex=tex) +ns = NestedSamples(data=data, logL=logL, logL_birth=logL_birth, + columns=columns, labels=tex) +live_ns = NestedSamples(data=live, logL=live_logL, logL_birth=live_logL_birth, + columns=columns, labels=tex) # Dead file for polychord root = './tests/example_data/pc' @@ -121,10 +124,10 @@ def ns_sim(ndims=5, nlive=125): live_ns['cluster']=1 root = './tests/example_data/mn' roots.append(root) -ns['dlogX'] = ns.dlogX() -ns[columns + ['logL', 'logL_birth', 'dlogX', 'cluster']].to_csv(root + 'dead-birth.txt', sep=' ', index=False, header=False) +ns['logdX'] = ns.logdX() +ns[columns + ['logL', 'logL_birth', 'logdX', 'cluster']].to_csv(root + 'dead-birth.txt', sep=' ', index=False, header=False) live_ns[columns + ['logL', 'logL_birth', 'cluster']].to_csv(root + 'phys_live-birth.txt', sep=' ', index=False, header=False) -ns[columns + ['logL', 'dlogX', 'cluster']].to_csv(root + 'ev.dat', sep=' ', index=False, header=False) +ns[columns + ['logL', 'logdX', 'cluster']].to_csv(root + 'ev.dat', sep=' ', index=False, header=False) live_ns[columns + ['logL', 'cluster']].to_csv(root + 'phys_live.points', sep=' ', index=False, header=False) @@ -132,7 +135,7 @@ def ns_sim(ndims=5, nlive=125): root = './tests/example_data/mn_old' roots.append(root) -ns[columns + ['logL', 'dlogX', 'cluster']].to_csv(root + 'ev.dat', sep=' ', index=False, header=False) +ns[columns + ['logL', 'logdX', 'cluster']].to_csv(root + 'ev.dat', sep=' ', index=False, header=False) ns[columns + ['logL', 'cluster']].to_csv(root + 'phys_live.points', sep=' ', index=False, header=False) # Run with single line live points file @@ -142,8 +145,10 @@ def ns_sim(ndims=5, nlive=125): data, live = np.split(np.concatenate([data, live[i]]), [-1]) logL, live_logL = np.split(np.concatenate([logL, live_logL[i]]), [-1]) logL_birth, live_logL_birth = np.split(np.concatenate([logL_birth, live_logL_birth[i]]), [-1]) -ns = NestedSamples(data=data, columns=columns, logL=logL, logL_birth=logL_birth, tex=tex) -live_ns = NestedSamples(data=live, columns=columns, logL=live_logL, logL_birth=live_logL_birth, tex=tex) +ns = NestedSamples(data=data, logL=logL, logL_birth=logL_birth, + columns=columns, labels=tex) +live_ns = NestedSamples(data=live, logL=live_logL, logL_birth=live_logL_birth, + columns=columns, labels=tex) ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', sep=' ', index=False, header=False) live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', sep=' ', index=False, header=False) @@ -154,8 +159,10 @@ def ns_sim(ndims=5, nlive=125): data, live = np.split(np.concatenate([data, live]), [len(data)+1]) logL, live_logL = np.split(np.concatenate([logL, live_logL]), [len(data)+1]) logL_birth, live_logL_birth = np.split(np.concatenate([logL_birth, live_logL_birth]), [len(data)+1]) -ns = NestedSamples(data=data, columns=columns, logL=logL, logL_birth=logL_birth, tex=tex) -live_ns = NestedSamples(data=live, columns=columns, logL=live_logL, logL_birth=live_logL_birth, tex=tex) +ns = NestedSamples(data=data, logL=logL, logL_birth=logL_birth, + columns=columns, labels=tex) +live_ns = NestedSamples(data=live, logL=live_logL, logL_birth=live_logL_birth, + columns=columns, labels=tex) ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', sep=' ', index=False, header=False) live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', sep=' ', index=False, header=False) @@ -164,8 +171,10 @@ def ns_sim(ndims=5, nlive=125): # Second run with different live points data, logL, logL_birth, live, live_logL, live_logL_birth = ns_sim(nlive=250) -ns = NestedSamples(data=data, columns=columns, logL=logL, logL_birth=logL_birth, tex=tex) -live_ns = NestedSamples(data=live, columns=columns, logL=live_logL, logL_birth=live_logL_birth, tex=tex) +ns = NestedSamples(data=data, logL=logL, logL_birth=logL_birth, + columns=columns, labels=tex) +live_ns = NestedSamples(data=live, logL=live_logL, logL_birth=live_logL_birth, + columns=columns, labels=tex) # Dead file for polychord root = './tests/example_data/pc_250' From 1acbf5342d621a2f21165af7a82405ed52b632ce Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 18:28:46 +0100 Subject: [PATCH 25/29] make `gen_data.py` flake8 conform --- tests/example_data/gen_data.py | 142 +++++++++++++++++++++++---------- 1 file changed, 100 insertions(+), 42 deletions(-) diff --git a/tests/example_data/gen_data.py b/tests/example_data/gen_data.py index e069e5aa..a5513f02 100755 --- a/tests/example_data/gen_data.py +++ b/tests/example_data/gen_data.py @@ -1,7 +1,8 @@ -import numpy as np +import numpy as np from anesthetic import MCMCSamples, NestedSamples import tqdm + def loglikelihood(x): """Example non-trivial loglikelihood @@ -11,9 +12,9 @@ def loglikelihood(x): - x4 is a slanted top-hat distribution between 2 and 4 """ - + x0, x1, x2, x3, x4 = x[:] - sigma0, sigma1 = 0.1, 0.1 + sigma0, sigma1 = 0.1, 0.1 eps = 0.9 # x0 and x1 parameters sigma2 = 0.1 # x2 parameter a, b, m = 2., 4., 0.5 # x4 parameters @@ -26,36 +27,37 @@ def loglikelihood(x): logl -= np.log(2*np.pi*sigma0*sigma1*(1-eps**2)**0.5) logl -= (x0**2 - 2*eps*x0*x1 + x1**2)/(1-eps**2)/2 - logl -= np.log(sigma2) + logl -= np.log(sigma2) logl -= x2/sigma2 logl += np.log(1/(b-a) + m * (x4-(b+a)/2.)) return logl -ndims = 5 -columns = ['x%i' % i for i in range(ndims)] -tex = {p: '$x_%i$' % i for i, p in enumerate(columns)} +Ndims = 5 +columns = ['x%i' % i for i in range(Ndims)] +tex = {p: '$x_%i$' % i for i, p in enumerate(columns)} roots = [] + # MCMC # ---- -def mcmc_sim(ndims=5): +def mcmc_sim(ndims=Ndims): """ Simple Metropolis Hastings algorithm. """ x = [np.array([0, 0, 0.1, 0.5, 3])] - l = [loglikelihood(x[-1])] + l0 = [loglikelihood(x[-1])] w = [1] while len(x) < 10000: x1 = x[-1] + np.random.randn(ndims)*0.1 l1 = loglikelihood(x1) - if np.random.rand() < np.exp(l1-l[-1]): + if np.random.rand() < np.exp(l1-l0[-1]): x.append(x1) - l.append(l1) + l0.append(l1) w.append(1) else: - w[-1]+=1 - return np.array(x), np.array(l), np.array(w) + w[-1] += 1 + return np.array(x), np.array(l0), np.array(w) np.random.seed(0) @@ -69,22 +71,31 @@ def mcmc_sim(ndims=5): # MCMC multiple files root = './tests/example_data/gd' roots.append(root) -mcmc[['weight', 'minuslogL'] + columns][:len(mcmc)//2].to_csv(root + '_1.txt', sep=' ', index=False, header=False) -mcmc[['weight', 'minuslogL'] + columns][len(mcmc)//2:].to_csv(root + '_2.txt', sep=' ', index=False, header=False) +mcmc[['weight', 'minuslogL'] + columns][:len(mcmc)//2].to_csv(root + '_1.txt', + sep=' ', + index=False, + header=False) +mcmc[['weight', 'minuslogL'] + columns][len(mcmc)//2:].to_csv(root + '_2.txt', + sep=' ', + index=False, + header=False) # MCMC single file root = './tests/example_data/gd_single' roots.append(root) -mcmc[['weight', 'minuslogL'] + columns].to_csv(root + '.txt', sep=' ', index=False, header=False) +mcmc[['weight', 'minuslogL'] + columns].to_csv(root + '.txt', + sep=' ', + index=False, + header=False) # NS # -- -def ns_sim(ndims=5, nlive=125): +def ns_sim(ndims=Ndims, nlive=125): """Brute force Nested Sampling run""" - low=(-1,-1,0,0,2) - high=(1,1,1,1,4) + low = (-1, -1, 0, 0, 2) + high = (1, 1, 1, 1, 4) live_points = np.random.uniform(low=low, high=high, size=(nlive, ndims)) live_likes = np.array([loglikelihood(x) for x in live_points]) live_birth_likes = np.ones(nlive) * -np.inf @@ -100,9 +111,15 @@ def ns_sim(ndims=5, nlive=125): birth_likes.append(live_birth_likes[i]) live_birth_likes[i] = Lmin while live_likes[i] <= Lmin: - live_points[i, :] = np.random.uniform(low=low, high=high, size=ndims) + live_points[i, :] = np.random.uniform(low, high, size=ndims) live_likes[i] = loglikelihood(live_points[i]) - return np.array(dead_points), np.array(dead_likes), np.array(birth_likes), live_points, live_likes, live_birth_likes + return (np.array(dead_points), + np.array(dead_likes), + np.array(birth_likes), + live_points, + live_likes, + live_birth_likes) + np.random.seed(0) data, logL, logL_birth, live, live_logL, live_logL_birth = ns_sim() @@ -116,27 +133,49 @@ def ns_sim(ndims=5, nlive=125): root = './tests/example_data/pc' roots.append(root) -ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', sep=' ', index=False, header=False) -live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', sep=' ', index=False, header=False) +ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', + sep=' ', + index=False, + header=False) +live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', + sep=' ', + index=False, + header=False) # Dead file for multinest ns['cluster'] = 1 -live_ns['cluster']=1 +live_ns['cluster'] = 1 root = './tests/example_data/mn' roots.append(root) ns['logdX'] = ns.logdX() -ns[columns + ['logL', 'logL_birth', 'logdX', 'cluster']].to_csv(root + 'dead-birth.txt', sep=' ', index=False, header=False) -live_ns[columns + ['logL', 'logL_birth', 'cluster']].to_csv(root + 'phys_live-birth.txt', sep=' ', index=False, header=False) -ns[columns + ['logL', 'logdX', 'cluster']].to_csv(root + 'ev.dat', sep=' ', index=False, header=False) -live_ns[columns + ['logL', 'cluster']].to_csv(root + 'phys_live.points', sep=' ', index=False, header=False) +ns[columns + ['logL', 'logL_birth', 'logdX', 'cluster']].to_csv( + root + 'dead-birth.txt', sep=' ', index=False, header=False +) +live_ns[columns + ['logL', 'logL_birth', 'cluster']].to_csv( + root + 'phys_live-birth.txt', sep=' ', index=False, header=False +) +ns[columns + ['logL', 'logdX', 'cluster']].to_csv(root + 'ev.dat', + sep=' ', + index=False, + header=False) +live_ns[columns + ['logL', 'cluster']].to_csv(root + 'phys_live.points', + sep=' ', + index=False, + header=False) # Dead file for old multinest root = './tests/example_data/mn_old' roots.append(root) -ns[columns + ['logL', 'logdX', 'cluster']].to_csv(root + 'ev.dat', sep=' ', index=False, header=False) -ns[columns + ['logL', 'cluster']].to_csv(root + 'phys_live.points', sep=' ', index=False, header=False) +ns[columns + ['logL', 'logdX', 'cluster']].to_csv(root + 'ev.dat', + sep=' ', + index=False, + header=False) +ns[columns + ['logL', 'cluster']].to_csv(root + 'phys_live.points', + sep=' ', + index=False, + header=False) # Run with single line live points file root = './tests/example_data/pc_single_live' @@ -144,29 +183,44 @@ def ns_sim(ndims=5, nlive=125): i = np.argsort(live_logL) data, live = np.split(np.concatenate([data, live[i]]), [-1]) logL, live_logL = np.split(np.concatenate([logL, live_logL[i]]), [-1]) -logL_birth, live_logL_birth = np.split(np.concatenate([logL_birth, live_logL_birth[i]]), [-1]) +logL_birth, live_logL_birth = np.split( + np.concatenate([logL_birth, live_logL_birth[i]]), [-1] +) ns = NestedSamples(data=data, logL=logL, logL_birth=logL_birth, columns=columns, labels=tex) live_ns = NestedSamples(data=live, logL=live_logL, logL_birth=live_logL_birth, columns=columns, labels=tex) -ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', sep=' ', index=False, header=False) -live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', sep=' ', index=False, header=False) +ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', + sep=' ', + index=False, + header=False) +live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', + sep=' ', + index=False, + header=False) # Run with empty live points file root = './tests/example_data/pc_zero_live' roots.append(root) data, live = np.split(np.concatenate([data, live]), [len(data)+1]) logL, live_logL = np.split(np.concatenate([logL, live_logL]), [len(data)+1]) -logL_birth, live_logL_birth = np.split(np.concatenate([logL_birth, live_logL_birth]), [len(data)+1]) +logL_birth, live_logL_birth = np.split( + np.concatenate([logL_birth, live_logL_birth]), [len(data)+1] +) ns = NestedSamples(data=data, logL=logL, logL_birth=logL_birth, columns=columns, labels=tex) live_ns = NestedSamples(data=live, logL=live_logL, logL_birth=live_logL_birth, columns=columns, labels=tex) -ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', sep=' ', index=False, header=False) -live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', sep=' ', index=False, header=False) - +ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', + ' ', + x=False, + er=False) +live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', + ' ', + x=False, + er=False) # Second run with different live points @@ -180,15 +234,21 @@ def ns_sim(ndims=5, nlive=125): root = './tests/example_data/pc_250' roots.append(root) -ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', sep=' ', index=False, header=False) -live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', sep=' ', index=False, header=False) +ns[columns + ['logL', 'logL_birth']].to_csv(root + '_dead-birth.txt', + ' ', + x=False, + er=False) +live_ns[columns + ['logL', 'logL_birth']].to_csv(root + '_phys_live-birth.txt', + ' ', + x=False, + er=False) for root in roots: # paramnames file with open(root + '.paramnames', 'w') as f: for p in columns: - f.write('%s\t%s\n' % (p, tex[p].replace('$',''))) + f.write('%s\t%s\n' % (p, tex[p].replace('$', ''))) # ranges file with open(root + '.ranges', 'w') as f: @@ -196,5 +256,3 @@ def ns_sim(ndims=5, nlive=125): f.write('%s\tNone\tNone\n' % columns[1]) f.write('%s\t0\tNone\n' % columns[2]) f.write('%s\t0\t1\n' % columns[3]) - - From 71c8cf07b9d4e6ec6a342fa31f5b87a82bd49627 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 18:38:32 +0100 Subject: [PATCH 26/29] temporarily remove `un/info/results.json` --- tests/example_data/un/info/results.json | 77 ------------------------- 1 file changed, 77 deletions(-) delete mode 100644 tests/example_data/un/info/results.json diff --git a/tests/example_data/un/info/results.json b/tests/example_data/un/info/results.json deleted file mode 100644 index 1d849444..00000000 --- a/tests/example_data/un/info/results.json +++ /dev/null @@ -1,77 +0,0 @@ -{ - "niter": 16650, - "logz": -12.414914594805953, - "logzerr": 0.7649516021328628, - "logz_bs": -12.378097297348035, - "logz_single": -12.414914594805953, - "logzerr_tail": 0.405716490463611, - "logzerr_bs": 0.6484944741256662, - "ess": 988.8766189106832, - "H": 38.639675527033575, - "Herr": 0.22373181701346842, - "posterior": { - "mean": [ - 0.5025783329483371, - 0.7370934893843076, - 0.9206375311748793, - 0.9987450408249887 - ], - "stdev": [ - 0.09929557150158441, - 0.0021313377831688133, - 4.6033000067476255e-05, - 1.0182458288564012e-06 - ], - "median": [ - 0.506654697190454, - 0.7370548529653416, - 0.920636543102102, - 0.9987450545520016 - ], - "errlo": [ - 0.4016698354319299, - 0.7350305173203235, - 0.9205913816528906, - 0.9987439938546689 - ], - "errup": [ - 0.601282668275072, - 0.7393071000969336, - 0.9206855255078583, - 0.9987460211457329 - ], - "information_gain_bits": [ - 3.7847253159407837, - 4.14647919764959, - 4.14647919764959, - 4.14647919764959 - ] - }, - "maximum_likelihood": { - "logl": 28.526361154649237, - "point": [ - 0.4912994020358319, - 0.7373000808358334, - 0.9206344043582959, - 0.9987452206617764 - ], - "point_untransformed": [ - 0.5245649701017916, - 0.5368650040417917, - 0.5460317202179148, - 0.5499372610330888 - ] - }, - "ncall": 39885, - "paramnames": [ - "a", - "b", - "c", - "d" - ], - "logzerr_single": 0.31080410038734035, - "insertion_order_MWW_test": { - "independent_iterations": Infinity, - "converged": true - } -} \ No newline at end of file From 0ab52109c5c8e75a2a99613e515058276a5b7f03 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 18:40:46 +0100 Subject: [PATCH 27/29] add `un/info/results.json` back in, hopefully in the right format --- tests/example_data/un/info/results.json | 78 +++++++++++++++++++++++++ 1 file changed, 78 insertions(+) create mode 100644 tests/example_data/un/info/results.json diff --git a/tests/example_data/un/info/results.json b/tests/example_data/un/info/results.json new file mode 100644 index 00000000..285924f3 --- /dev/null +++ b/tests/example_data/un/info/results.json @@ -0,0 +1,78 @@ +{ + "niter": 16650, + "logz": -12.414914594805953, + "logzerr": 0.7649516021328628, + "logz_bs": -12.378097297348035, + "logz_single": -12.414914594805953, + "logzerr_tail": 0.405716490463611, + "logzerr_bs": 0.6484944741256662, + "ess": 988.8766189106832, + "H": 38.639675527033575, + "Herr": 0.22373181701346842, + "posterior": { + "mean": [ + 0.5025783329483371, + 0.7370934893843076, + 0.9206375311748793, + 0.9987450408249887 + ], + "stdev": [ + 0.09929557150158441, + 0.0021313377831688133, + 4.6033000067476255e-05, + 1.0182458288564012e-06 + ], + "median": [ + 0.506654697190454, + 0.7370548529653416, + 0.920636543102102, + 0.9987450545520016 + ], + "errlo": [ + 0.4016698354319299, + 0.7350305173203235, + 0.9205913816528906, + 0.9987439938546689 + ], + "errup": [ + 0.601282668275072, + 0.7393071000969336, + 0.9206855255078583, + 0.9987460211457329 + ], + "information_gain_bits": [ + 3.7847253159407837, + 4.14647919764959, + 4.14647919764959, + 4.14647919764959 + ] + }, + "maximum_likelihood": { + "logl": 28.526361154649237, + "point": [ + 0.4912994020358319, + 0.7373000808358334, + 0.9206344043582959, + 0.9987452206617764 + ], + "point_untransformed": [ + 0.5245649701017916, + 0.5368650040417917, + 0.5460317202179148, + 0.5499372610330888 + ] + }, + "ncall": 39885, + "paramnames": [ + "a", + "b", + "c", + "d" + ], + "logzerr_single": 0.31080410038734035, + "insertion_order_MWW_test": { + "independent_iterations": Infinity, + "converged": true + } +} + From d6da757babc2c0e53f88edc9a01a7e954b0e9514 Mon Sep 17 00:00:00 2001 From: lukashergt Date: Wed, 19 Jul 2023 18:52:49 +0100 Subject: [PATCH 28/29] add `mn` to the gui tests --- tests/test_gui.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/tests/test_gui.py b/tests/test_gui.py index 0f089aa4..10123e7e 100644 --- a/tests/test_gui.py +++ b/tests/test_gui.py @@ -15,6 +15,7 @@ def close_figures_on_teardown(): @pytest.mark.parametrize('root', ["./tests/example_data/pc", + "./tests/example_data/mn", "./tests/example_data/un"]) def test_gui(root): if 'un' in root and 'h5py' not in sys.modules: @@ -63,6 +64,7 @@ def test_gui(root): @pytest.mark.parametrize('root', ["./tests/example_data/pc", + "./tests/example_data/mn", "./tests/example_data/un"]) def test_gui_params(root): if 'un' in root and 'h5py' not in sys.modules: @@ -77,6 +79,7 @@ def test_gui_params(root): @pytest.mark.parametrize('root', ["./tests/example_data/pc", + "./tests/example_data/mn", "./tests/example_data/un"]) def test_slider_reset_range(root): if 'un' in root and 'h5py' not in sys.modules: From 76c982f21f322a8f25bad240ad4d6d6807131d4a Mon Sep 17 00:00:00 2001 From: Will Handley Date: Wed, 19 Jul 2023 23:28:01 +0100 Subject: [PATCH 29/29] Added back in infuriating newline which github automerge fails to do correctly --- anesthetic/_version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/anesthetic/_version.py b/anesthetic/_version.py index b15121b0..a33997dd 100644 --- a/anesthetic/_version.py +++ b/anesthetic/_version.py @@ -1 +1 @@ -__version__ = '2.1.0' \ No newline at end of file +__version__ = '2.1.0'

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