From 6ae77702f94de111d820f647c38b922d25db6dd1 Mon Sep 17 00:00:00 2001 From: Nolan Dickson Date: Tue, 5 May 2026 18:23:03 -0300 Subject: [PATCH 1/3] add Ba20 with psflag=1 IFMR grid files --- pyproject.toml | 2 +- ssptools/__init__.py | 2 +- ssptools/data/ifmr/README.md | 14 +- .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.00.dat | 2351 +++++++++++++++++ .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.01.dat | 2351 +++++++++++++++++ .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.02.dat | 2351 +++++++++++++++++ .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.03.dat | 2351 +++++++++++++++++ .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.04.dat | 2351 +++++++++++++++++ .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.05.dat | 2351 +++++++++++++++++ .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.06.dat | 2351 +++++++++++++++++ .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.07.dat | 2351 +++++++++++++++++ .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.08.dat | 2351 +++++++++++++++++ .../ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.09.dat | 2351 +++++++++++++++++ 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ssptools/data/ifmr/uSSE_rapid_ppsn/IFMR_FEH-2.49.dat create mode 100644 ssptools/data/ifmr/uSSE_rapid_ppsn/IFMR_FEH-2.50.dat diff --git a/pyproject.toml b/pyproject.toml index 2b12c67..236be07 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "astro-ssptools" -version = "3.0.0" +version = "3.1.0" description = "Simple Stellar Population Tools" authors = [ {name = "Eduardo Balbinot", email = "eduardo.balbinot@gmail.com"}, diff --git a/ssptools/__init__.py b/ssptools/__init__.py index 94b0095..fb07c8f 100755 --- a/ssptools/__init__.py +++ b/ssptools/__init__.py @@ -4,7 +4,7 @@ __author__ = """Eduardo Balbinot""" __email__ = "eduardo.balbinot@gmail.com" -__version__ = "3.0.0" +__version__ = "3.1.0" from .evolve_mf import * from .sev import * diff --git a/ssptools/data/ifmr/README.md b/ssptools/data/ifmr/README.md index 2c75c93..f292275 100644 --- a/ssptools/data/ifmr/README.md +++ b/ssptools/data/ifmr/README.md @@ -1,7 +1,7 @@ # Initial-Final Mass Relation Grids This folder contains various grids of black hole IFMR prescriptions (initial -and final black hole masses between ZAMS 15-150 Msun), to be used in fast +and final black hole masses between ZAMS 15-250 Msun), to be used in fast IFMR functions. The updated versions of both COSMIC and SSE are very similar in most aspects, @@ -67,6 +67,18 @@ Models are computed using the following SSE parameters: | mxns | 2.5 | +## `uSSE_rapid_ppsn` + +Identical to `uSSE_rapid`, but with `psflag=1`, using the PPSN/PSN schemes +according to Belczynski et al. (2016). + + +## `uSSE_delayed_ppsn` + +Identical to `uSSE_delayed`, but with `psflag=1`, using the PPSN/PSN schemes +according to Belczynski et al. (2016). + + ## `COSMIC_rapid/` COSMIC (Breivik et al. 2020; version 3.4.17) IFMR, assuming the Fryer+2012 diff --git a/ssptools/data/ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.00.dat b/ssptools/data/ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.00.dat new file mode 100644 index 0000000..71cbc45 --- /dev/null +++ b/ssptools/data/ifmr/uSSE_delayed_ppsn/IFMR_FEH+0.00.dat @@ -0,0 +1,2351 @@ +15.0 1.62070 13 0.07026 +15.1 1.63335 13 0.07195 +15.2 1.64577 13 0.07376 +15.3 1.65847 13 0.07582 +15.4 1.67093 13 0.07737 +15.5 1.68339 13 0.07968 +15.6 1.80047 13 0.08593 +15.7 1.82625 13 0.09014 +15.8 1.85236 13 0.09383 +15.9 1.87774 13 0.09807 +16.0 1.90365 13 0.10189 +16.1 1.92894 13 0.10601 +16.2 1.95455 13 0.10957 +16.3 1.97941 13 0.11378 +16.4 2.00530 13 0.11761 +16.5 2.02944 13 0.12163 +16.6 2.05523 13 0.12550 +16.7 2.07980 13 0.12937 +16.8 2.10624 13 0.13313 +16.9 2.12975 13 0.13721 +17.0 2.15615 13 0.14101 +17.1 2.17986 13 0.14502 +17.2 2.20724 13 0.14842 +17.3 2.23248 13 0.15293 +17.4 2.25869 13 0.15657 +17.5 2.28187 13 0.16065 +17.6 2.30955 13 0.16413 +17.7 2.33234 13 0.16825 +17.8 2.36139 13 0.17161 +17.9 2.38375 13 0.17605 +18.0 2.41283 13 0.17948 +18.1 2.43517 13 0.18364 +18.2 2.46757 13 0.18680 +18.3 2.48759 13 0.19118 +18.4 2.52534 14 0.19422 +18.5 2.55108 14 0.19865 +18.6 2.59699 14 0.20180 +18.7 2.62597 14 0.20604 +18.8 2.66807 14 0.20953 +18.9 2.69735 14 0.21376 +19.0 2.73365 14 0.21732 +19.1 2.76614 14 0.22140 +19.2 2.80255 14 0.22529 +19.3 2.83913 14 0.22919 +19.4 2.86871 14 0.23312 +19.5 2.90324 14 0.23714 +19.6 2.93589 14 0.24125 +19.7 2.96643 14 0.24513 +19.8 3.00220 14 0.24913 +19.9 3.03405 14 0.25329 +20.0 3.06473 14 0.25717 +20.1 3.09653 14 0.26134 +20.2 3.12649 14 0.26525 +20.3 3.15847 14 0.26948 +20.4 3.20385 14 0.27581 +20.5 3.25223 14 0.28227 +20.6 3.29050 14 0.28894 +20.7 3.30611 14 0.29583 +20.8 3.28816 14 0.30438 +20.9 3.28923 14 0.31177 +21.0 3.26091 14 0.32077 +21.1 3.25926 14 0.32830 +21.2 3.22902 14 0.33749 +21.3 3.22070 14 0.34532 +21.4 3.18406 14 0.35429 +21.5 3.17108 14 0.36301 +21.6 3.18504 14 0.37000 +21.7 3.21366 14 0.37707 +21.8 3.26663 14 0.38258 +21.9 3.31790 14 0.38825 +22.0 3.37282 14 0.39455 +22.1 3.42585 14 0.40033 +22.2 3.47976 14 0.40617 +22.3 3.60584 14 0.41311 +22.4 3.63806 14 0.41567 +22.5 3.67040 14 0.41825 +22.6 3.71759 14 0.42077 +22.7 3.74294 14 0.42359 +22.8 3.78542 14 0.42595 +22.9 3.82965 14 0.42866 +23.0 3.86353 14 0.43130 +23.1 3.90074 14 0.43388 +23.2 3.93575 14 0.43653 +23.3 3.97293 14 0.43951 +23.4 4.00369 14 0.44218 +23.5 4.03390 14 0.44485 +23.6 4.06998 14 0.44778 +23.7 4.10189 14 0.45044 +23.8 4.13294 14 0.45314 +23.9 3.93693 14 0.42282 +24.0 3.97998 14 0.42619 +24.1 3.91324 14 0.43197 +24.2 3.91930 14 0.43245 +24.3 3.93661 14 0.43382 +24.4 3.94581 14 0.43454 +24.5 3.94509 14 0.43448 +24.6 3.95777 14 0.43548 +24.7 3.96813 14 0.43629 +24.8 3.98570 14 0.43779 +24.9 3.98966 14 0.43816 +25.0 4.00006 14 0.43912 +25.1 4.00709 14 0.43977 +25.2 4.02035 14 0.44099 +25.3 4.03041 14 0.44191 +25.4 4.03903 14 0.44271 +25.5 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+248.4 0.00000 15 0.00000 +248.5 0.00000 15 0.00000 +248.6 0.00000 15 0.00000 +248.7 0.00000 15 0.00000 +248.8 0.00000 15 0.00000 +248.9 0.00000 15 0.00000 +249.0 0.00000 15 0.00000 +249.1 0.00000 15 0.00000 +249.2 0.00000 15 0.00000 +249.3 0.00000 15 0.00000 +249.4 0.00000 15 0.00000 +249.5 0.00000 15 0.00000 +249.6 0.00000 15 0.00000 +249.7 0.00000 15 0.00000 +249.8 0.00000 15 0.00000 +249.9 0.00000 15 0.00000 +250.0 0.00000 15 0.00000 From 32936015b91c0c3e2e72261f540bbe7cd99c09e5 Mon Sep 17 00:00:00 2001 From: Nolan Dickson Date: Tue, 5 May 2026 18:24:00 -0300 Subject: [PATCH 2/3] add support for PPSN SSE IFMRS --- ssptools/ifmr.py | 73 +++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 72 insertions(+), 1 deletion(-) diff --git a/ssptools/ifmr.py b/ssptools/ifmr.py index 5485f3a..201d4f7 100644 --- a/ssptools/ifmr.py +++ b/ssptools/ifmr.py @@ -256,6 +256,66 @@ def _Ba20_d_BH_predictor(FeH): return BH_spline, BH_mi, BH_mf +def _Ba20_r_ppsn_BH_predictor(FeH): + '''Return BH IFMR function based on Banerjee+2020 rapid-SNe prescription.''' + + # ---------------------------------------------------------------------- + # Check [Fe/H] is within model grid and adjust otherwise + # ---------------------------------------------------------------------- + + FeH = _check_IFMR_FeH_bounds(FeH, loc='ifmr/uSSE_rapid_ppsn') + + # ---------------------------------------------------------------------- + # Load BH IFMR values + # ---------------------------------------------------------------------- + + # TODO if 5e-3 < FeH < 0.0, this will put wrong sign on filename + ifmr_path = get_data(f"ifmr/uSSE_rapid_ppsn/IFMR_FEH{FeH:+.2f}.dat") + bhifmr = np.loadtxt(ifmr_path) + + # Grab only stellar type 14 (BHs) or 15 (massless remnants; should be mf=0) + BH_mi, BH_mf = bhifmr[:, :2][bhifmr[:, 2] >= 14].T + + # linear spline to avoid boundary effects near m_A, m_B, etc + BH_spline = UnivariateSpline(BH_mi, BH_mf, s=0, k=1, ext=0) + + BH_mi = bounds(BH_mi[0], BH_mi[-1]) + + BH_mf = bounds(np.min(BH_mf), np.inf) + + return BH_spline, BH_mi, BH_mf + + +def _Ba20_d_ppsn_BH_predictor(FeH): + '''Return BH IFMR function based on Banerjee+2020 delay-SNe prescription.''' + + # ---------------------------------------------------------------------- + # Check [Fe/H] is within model grid and adjust otherwise + # ---------------------------------------------------------------------- + + FeH = _check_IFMR_FeH_bounds(FeH, loc='ifmr/uSSE_delayed_ppsn') + + # ---------------------------------------------------------------------- + # Load BH IFMR values + # ---------------------------------------------------------------------- + + # TODO if 5e-3 < FeH < 0.0, this will put wrong sign on filename + ifmr_path = get_data(f"ifmr/uSSE_delayed_ppsn/IFMR_FEH{FeH:+.2f}.dat") + bhifmr = np.loadtxt(ifmr_path) + + # Grab only stellar type 14 (BHs) or 15 (massless remnants; should be mf=0) + BH_mi, BH_mf = bhifmr[:, :2][bhifmr[:, 2] >= 14].T + + # linear spline to avoid boundary effects near m_A, m_B, etc + BH_spline = UnivariateSpline(BH_mi, BH_mf, s=0, k=1, ext=0) + + BH_mi = bounds(BH_mi[0], BH_mi[-1]) + + BH_mf = bounds(np.min(BH_mf), np.inf) + + return BH_spline, BH_mi, BH_mf + + def _COSMIC_full_BH_predictor(FeH, remnantflag=3, windflag=3, eddlimflag=0, pisn=45., zsun=0.02, *, Ncpu=-1, max_mi=250.1, **bse_kwargs): @@ -509,7 +569,9 @@ class IFMR: functions for information on all required methods. This will fail if the required arguments are not passed here. - BH_method : {"banerjee20", "cosmic", "cosmic-rapid", "cosmic-delayed", + BH_method : {"banerjee20", "banerjee20-delayed", + "banerjee20-ppsn", "banerjee20-delayed-ppsn" + "cosmic", "cosmic-rapid", "cosmic-delayed", "linear", "powerlaw", "brokenpowerlaw"}, optional The Black Hole IFMR algorithm to use. Defaults to the updated-SSE version decsribed by Banerjee et al. (2020) (using the rapid supernovae @@ -598,6 +660,15 @@ def __init__(self, FeH, *, NS_mass=1.4, BH_kwargs.setdefault('FeH', FeH) BH_func, BH_mi, BH_mf, = _Ba20_d_BH_predictor(**BH_kwargs) + case ('banerjee20-ppsn' | 'ba20-ppsn' | 'banerjee20-rapid-ppsn' + | 'ba20-rapid-ppsn'): + BH_kwargs.setdefault('FeH', FeH) + BH_func, BH_mi, BH_mf, = _Ba20_r_ppsn_BH_predictor(**BH_kwargs) + + case 'banerjee20-delayed-ppsn' | 'ba20-delayed-ppsn': + BH_kwargs.setdefault('FeH', FeH) + BH_func, BH_mi, BH_mf, = _Ba20_d_ppsn_BH_predictor(**BH_kwargs) + case 'cosmic': BH_kwargs.setdefault('FeH', FeH) BH_func, BH_mi, BH_mf, = _COSMIC_full_BH_predictor(**BH_kwargs) From c730bce2e96a96bcc3d3f4becc41f3bb3a675237 Mon Sep 17 00:00:00 2001 From: Nolan Dickson Date: Tue, 5 May 2026 18:24:32 -0300 Subject: [PATCH 3/3] add tests for PPSN IFMRs --- tests/test_ifmr.py | 36 ++++++++++++++++++++++++++++++++++++ 1 file changed, 36 insertions(+) diff --git a/tests/test_ifmr.py b/tests/test_ifmr.py index a2ffc70..754da1d 100644 --- a/tests/test_ifmr.py +++ b/tests/test_ifmr.py @@ -145,6 +145,42 @@ def test_Ba20_d_BH_predictor(self, FeH, expected): assert pred(mi) == pytest.approx(expected) + @pytest.mark.parametrize( + 'FeH, expected', + zip(metals, [[16.65645, 13.684405, 22.59955, 31.588195, 40.5], + [16.65645, 13.684405, 22.59955, 31.588195, 40.5], + [16.69869, 14.109375, 22.34194, 31.470415, 40.5], + [15.51396, 13.158875, 20.38378, 29.53558, 39.67126], + [14.66664, 13.642055, 16.65486, 23.562575, 27.53808], + [15.41827, 14.269495, 27.51753, 29.70356, 31.06735], + [15.41827, 14.269495, 27.51753, 29.70356, 31.06735]]) + ) + def test_Ba20_r_ppsn_BH_predictor(self, FeH, expected): + + mi = np.linspace(19., 100., 5) + + pred, *_ = ifmr._Ba20_r_ppsn_BH_predictor(FeH) + + assert pred(mi) == pytest.approx(expected) + + @pytest.mark.parametrize( + 'FeH, expected', + zip(metals, [[5.95672, 13.684405, 22.59955, 31.588195, 40.5], + [5.95672, 13.684405, 22.59955, 31.588195, 40.5], + [5.75891, 14.109375, 22.34194, 31.470415, 40.5], + [4.7856, 13.163405, 20.38378, 29.53558, 39.67126], + [4.22753, 13.642055, 16.65486, 23.562575, 27.53808], + [2.9936, 17.61182, 27.51753, 29.70356, 31.06735], + [2.9936, 17.61182, 27.51753, 29.70356, 31.06735]]) + ) + def test_Ba20_d_ppsn_BH_predictor(self, FeH, expected): + + mi = np.linspace(19., 100., 5) + + pred, *_ = ifmr._Ba20_d_ppsn_BH_predictor(FeH) + + assert pred(mi) == pytest.approx(expected) + @pytest.mark.parametrize( 'FeH, expected', zip(metals, [[18.177670, 14.576215, 24.12029, 33.84658, 51.19238],