From ee354e1bc09bceca76de707e3eb47378fc6c391e Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Thu, 10 Feb 2022 16:47:30 +0000 Subject: [PATCH 01/61] Remnant mass function moved from em_progenitors to conversions. Relevant NS functions moved to neutron_stars. Calls to these functions fixed to reflect new locations --- pycbc/conversions.py | 83 +++++++++++++ pycbc/neutron_stars.py | 116 ++++++++++++++++++ pycbc/tmpltbank/coord_utils.py | 5 +- pycbc/tmpltbank/em_progenitors.py | 191 ------------------------------ pycbc/tmpltbank/option_utils.py | 2 +- 5 files changed, 203 insertions(+), 194 deletions(-) create mode 100644 pycbc/neutron_stars.py diff --git a/pycbc/conversions.py b/pycbc/conversions.py index ebf28142a25..64923bc7dc7 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -28,12 +28,16 @@ one parameter given a set of inputs. """ +import logging +import sys import copy import numpy import lal +import numpy as np from pycbc.detector import Detector import pycbc.cosmology from .coordinates import spherical_to_cartesian as _spherical_to_cartesian +from pycbc.neutron_stars import ns_g_mass_to_ns_compactness, ns_g_mass_to_ns_b_mass pykerr = pycbc.libutils.import_optional('pykerr') lalsim = pycbc.libutils.import_optional('lalsimulation') @@ -1539,3 +1543,82 @@ def nltides_gw_phase_diff_isco(f_low, f0, amplitude, n, m1, m2): 'nltides_gw_phase_diff_isco', 'spin_from_pulsar_freq', 'freqlmn_from_other_lmn', 'taulmn_from_other_lmn' ] + +############################################################################## +# NS-BH merger remnant mass [Foucart, Hinderer, Nissanke PRD 98, 081501(R) # +# (2018)]. # +# # +# * THIS ASSUMES THE NS SPIN IS 0 (the user is warned about this). # +# * Physical parameters passed to remnant_mass (see sanity checks below) # +# must not be unphysical. # +# * Tilted BH spin cases are handled by using rISSO(chi,incl) where rISCO # +# appears in the formula. This approximation was suggested in Stone, Loeb, # +# Berger, PRD 87, 084053 (2013) for the previous NS-BH remnant mass fit of # +# Foucart, PRD 86, 124007 (2012). # +############################################################################## +def remnant_mass(eta, ns_g_mass, ns_sequence, chi, incl): + """ + Function that determines the remnant disk mass of + an NS-BH system using the fit to numerical-relativity + results discussed in Foucart, Hinderer, Nissanke PRD 98, 081501(R) (2018). + + Parameters + ----------- + eta: float + the symmetric mass ratio of the binary + ns_g_mass: float + NS gravitational mass (in solar masses) + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + chi: float + the BH dimensionless spin parameter + incl: float + the inclination angle between the BH spin and the orbital + angular momentum in radians + + Returns + ---------- + remnant_mass: float + The remnant mass in solar masses + """ + + # Sanity checks on eta and chi + if not (eta>0. and eta<=0.25 and abs(chi)<=1 and ns_g_mass>0): + err_msg = "The BH spin magnitude must be <= 1," + err_msg += "eta must be between 0 and 0.25," + err_msg += "and the NS mass must be positive." + logging.error(err_msg) + info_msg = "The function remnant_mass was launched with" + info_msg += "ns_mass={0}, eta={1}, chi={2}," + info_msg += "inclination={3}\n'.format(ns_g_mass, eta, chi, incl)" + logging.info(info_msg) + sys.exit(1) + raise Exception('Unphysical parameters!') + + # NS compactness and rest mass + ns_compactness = ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence) + ns_b_mass = ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence) + + # Fit parameters and tidal correction + alpha = 0.406 + beta = 0.139 + gamma = 0.255 + delta = 1.761 + # The remnant mass over the NS rest mass + remnant_mass = (max(alpha/eta**(1./3.)*(1 - 2*ns_compactness) + - beta*ns_compactness / eta*PG_ISSO_solver(chi, incl) + + gamma, 0.)) ** delta + # Convert to solar masses + remnant_mass = remnant_mass*ns_b_mass + + return remnant_mass + + +############################################################################# +# Vectorized version of remnant_mass. The third argument (NS equilibrium # +# sequence) is excluded from vectorisation. # +############################################################################# +remnant_masses = np.vectorize(remnant_mass) +remnant_masses.excluded.add(2) diff --git a/pycbc/neutron_stars.py b/pycbc/neutron_stars.py new file mode 100644 index 00000000000..827c1f2009d --- /dev/null +++ b/pycbc/neutron_stars.py @@ -0,0 +1,116 @@ +from __future__ import division +import math +import numpy as np +import pycbc +import os.path +import scipy.interpolate +import logging +import sys + +############################################################################## +# 2H 2-piecewise polytropic EOS, NS non-rotating equilibrium sequence # +# File format is: grav mass (Msun) baryonic mass (Msun) compactness # +# # THIS FUNCTION IS BEING CALLED IN TMPLTBANK, does it need to be moved back? +# Eventually, the function should call an NS sequence generator within LAL # or should I go and modify those files to reflect new location? +# the EOS prescribed by the user and store it. # +############################################################################## +def load_ns_sequence(eos_name): + """ + Load the data of an NS non-rotating equilibrium sequence + generated using the equation of state (EOS) chosen by the + user. [Only the 2H 2-piecewise polytropic EOS is currently + supported. This yields NSs with large radiss (15-16km).] + + Parameters + ----------- + eos_name: string + NS equation of state label ('2H' is the only supported + choice at the moment) + + Returns + ---------- + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + max_ns_g_mass: float + the maximum NS gravitational mass (in solar masses) in + the sequence (this is the mass of the most massive stable + NS) + """ + ns_sequence = [] + + if eos_name == '2H': + ns_sequence_path = os.path.join(pycbc.tmpltbank.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') + ns_sequence = np.loadtxt(ns_sequence_path) + else: + err_msg = "Only the 2H EOS is currently supported." + err_msg += "If you plan to use a different NS EOS," + err_msg += "be sure not to filter too many templates!\n" + logging.error(err_msg) + sys.exit(1) + raise Exception('Unsupported EOS!') + + max_ns_g_mass = max(ns_sequence[:,0]) + + return (ns_sequence, max_ns_g_mass) + + +############################################################################## +# Given an NS equilibrium sequence and gravitational mass (in Msun), return # +# the NS baryonic mass (in Msun). # +############################################################################## +def ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence): + """ + Determines the baryonic mass of an NS given its gravitational + mass and an NS equilibrium sequence. + + Parameters + ----------- + ns_g_mass: float + NS gravitational mass (in solar masses) + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + + Returns + ---------- + float + The NS baryonic mass (in solar massesr**3*(r**2*(r-6)+chi**2*(3*r+4))+ + chi**4*(3*r*(r-2)+chi**2)) + """ + x = ns_sequence[:,0] + y = ns_sequence[:,1] + f = scipy.interpolate.interp1d(x, y) + + return f(ns_g_mass) + +############################################################################## +# Given an NS equilibrium sequence and gravitational mass (in Msun), return # +# the NS compactness. # +############################################################################## +def ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence): + """ + Determines the compactness of an NS given its + gravitational mass and an NS equilibrium sequence. + + Parameters + ----------- + ns_g_mass: float + NS gravitational mass (in solar masses) + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + + Returns + ---------- + float + The NS compactness (dimensionless) + """ + x = ns_sequence[:,0] + y = ns_sequence[:,2] + f = scipy.interpolate.interp1d(x, y) + + return f(ns_g_mass) diff --git a/pycbc/tmpltbank/coord_utils.py b/pycbc/tmpltbank/coord_utils.py index 06c033ad3e4..5defee54a29 100644 --- a/pycbc/tmpltbank/coord_utils.py +++ b/pycbc/tmpltbank/coord_utils.py @@ -19,7 +19,8 @@ from pycbc.tmpltbank.lambda_mapping import get_chirp_params from pycbc import conversions from pycbc import pnutils -from pycbc.tmpltbank.em_progenitors import load_ns_sequence, remnant_masses +from pycbc.neutron_stars import load_ns_sequence +from pycbc.conversions import remnant_mass def estimate_mass_range(numPoints, massRangeParams, metricParams, fUpper,\ covary=True): @@ -291,7 +292,7 @@ def get_random_mass(numPoints, massRangeParams): # threshold mass] mask_bright_nsbh = numpy.zeros(len(mass1_nsbh), dtype=bool) if eta_nsbh.size != 0: - remnant = remnant_masses(eta_nsbh, mass2_nsbh, ns_sequence, + remnant = remnant_mass(eta_nsbh, mass2_nsbh, ns_sequence, spin1z_nsbh, 0.) mask_bright_nsbh[remnant > diff --git a/pycbc/tmpltbank/em_progenitors.py b/pycbc/tmpltbank/em_progenitors.py index 610b3dbda5b..2819dbc1074 100644 --- a/pycbc/tmpltbank/em_progenitors.py +++ b/pycbc/tmpltbank/em_progenitors.py @@ -16,12 +16,7 @@ import math import numpy as np -import pycbc -import os.path import scipy.optimize -import scipy.interpolate -import logging -import sys ############################################################################## # Innermost Stable Spherical Orbit (ISSO) solver in the Perez-Giz (PG) # @@ -172,189 +167,3 @@ def PG_ISSO_solver(chi,incl): args=(chi, incl)) return solution - -############################################################################## -# 2H 2-piecewise polytropic EOS, NS non-rotating equilibrium sequence # -# File format is: grav mass (Msun) baryonic mass (Msun) compactness # -# # -# Eventually, the function should call an NS sequence generator within LAL # -# the EOS prescribed by the user and store it. # -############################################################################## -def load_ns_sequence(eos_name): - """ - Load the data of an NS non-rotating equilibrium sequence - generated using the equation of state (EOS) chosen by the - user. [Only the 2H 2-piecewise polytropic EOS is currently - supported. This yields NSs with large radiss (15-16km).] - - Parameters - ----------- - eos_name: string - NS equation of state label ('2H' is the only supported - choice at the moment) - - Returns - ---------- - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - max_ns_g_mass: float - the maximum NS gravitational mass (in solar masses) in - the sequence (this is the mass of the most massive stable - NS) - """ - ns_sequence = [] - - if eos_name == '2H': - ns_sequence_path = os.path.join(pycbc.tmpltbank.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') - ns_sequence = np.loadtxt(ns_sequence_path) - else: - err_msg = "Only the 2H EOS is currently supported." - err_msg += "If you plan to use a different NS EOS," - err_msg += "be sure not to filter too many templates!\n" - logging.error(err_msg) - sys.exit(1) - raise Exception('Unsupported EOS!') - - max_ns_g_mass = max(ns_sequence[:,0]) - - return (ns_sequence, max_ns_g_mass) - -############################################################################## -# Given an NS equilibrium sequence and gravitational mass (in Msun), return # -# the NS baryonic mass (in Msun). # -############################################################################## -def ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence): - """ - Determines the baryonic mass of an NS given its gravitational - mass and an NS equilibrium sequence. - - Parameters - ----------- - ns_g_mass: float - NS gravitational mass (in solar masses) - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - - Returns - ---------- - float - The NS baryonic mass (in solar massesr**3*(r**2*(r-6)+chi**2*(3*r+4))+ - chi**4*(3*r*(r-2)+chi**2)) - """ - x = ns_sequence[:,0] - y = ns_sequence[:,1] - f = scipy.interpolate.interp1d(x, y) - - return f(ns_g_mass) - -############################################################################## -# Given an NS equilibrium sequence and gravitational mass (in Msun), return # -# the NS compactness. # -############################################################################## -def ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence): - """ - Determines the compactness of an NS given its - gravitational mass and an NS equilibrium sequence. - - Parameters - ----------- - ns_g_mass: float - NS gravitational mass (in solar masses) - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - - Returns - ---------- - float - The NS compactness (dimensionless) - """ - x = ns_sequence[:,0] - y = ns_sequence[:,2] - f = scipy.interpolate.interp1d(x, y) - - return f(ns_g_mass) - -############################################################################## -# NS-BH merger remnant mass [Foucart, Hinderer, Nissanke PRD 98, 081501(R) # -# (2018)]. # -# # -# * THIS ASSUMES THE NS SPIN IS 0 (the user is warned about this). # -# * Physical parameters passed to remnant_mass (see sanity checks below) # -# must not be unphysical. # -# * Tilted BH spin cases are handled by using rISSO(chi,incl) where rISCO # -# appears in the formula. This approximation was suggested in Stone, Loeb, # -# Berger, PRD 87, 084053 (2013) for the previous NS-BH remnant mass fit of # -# Foucart, PRD 86, 124007 (2012). # -############################################################################## -def remnant_mass(eta, ns_g_mass, ns_sequence, chi, incl): - """ - Function that determines the remnant disk mass of - an NS-BH system using the fit to numerical-relativity - results discussed in Foucart, Hinderer, Nissanke PRD 98, 081501(R) (2018). - - Parameters - ----------- - eta: float - the symmetric mass ratio of the binary - ns_g_mass: float - NS gravitational mass (in solar masses) - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - chi: float - the BH dimensionless spin parameter - incl: float - the inclination angle between the BH spin and the orbital - angular momentum in radians - - Returns - ---------- - remnant_mass: float - The remnant mass in solar masses - """ - - # Sanity checks on eta and chi - if not (eta>0. and eta<=0.25 and abs(chi)<=1 and ns_g_mass>0): - err_msg = "The BH spin magnitude must be <= 1," - err_msg += "eta must be between 0 and 0.25," - err_msg += "and the NS mass must be positive." - logging.error(err_msg) - info_msg = "The function remnant_mass was launched with" - info_msg += "ns_mass={0}, eta={1}, chi={2}," - info_msg += "inclination={3}\n'.format(ns_g_mass, eta, chi, incl)" - logging.info(info_msg) - sys.exit(1) - raise Exception('Unphysical parameters!') - - # NS compactness and rest mass - ns_compactness = ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence) - ns_b_mass = ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence) - - # Fit parameters and tidal correction - alpha = 0.406 - beta = 0.139 - gamma = 0.255 - delta = 1.761 - # The remnant mass over the NS rest mass - remnant_mass = (max(alpha/eta**(1./3.)*(1 - 2*ns_compactness) - - beta*ns_compactness / eta*PG_ISSO_solver(chi, incl) - + gamma, 0.)) ** delta - # Convert to solar masses - remnant_mass = remnant_mass*ns_b_mass - - return remnant_mass - - -############################################################################# -# Vectorized version of remnant_mass. The third argument (NS equilibrium # -# sequence) is excluded from vectorisation. # -############################################################################# -remnant_masses = np.vectorize(remnant_mass) -remnant_masses.excluded.add(2) diff --git a/pycbc/tmpltbank/option_utils.py b/pycbc/tmpltbank/option_utils.py index 39cc0ca085e..8e4a53bf3f8 100644 --- a/pycbc/tmpltbank/option_utils.py +++ b/pycbc/tmpltbank/option_utils.py @@ -21,7 +21,7 @@ import os from pycbc.tmpltbank.lambda_mapping import get_ethinca_orders, pycbcValidOrdersHelpDescriptions from pycbc import pnutils -from pycbc.tmpltbank.em_progenitors import load_ns_sequence +from pycbc.neutron_stars import load_ns_sequence from pycbc.types import positive_float, nonnegative_float class IndentedHelpFormatterWithNL(argparse.ArgumentDefaultsHelpFormatter): From 29a8ddd9a7590ec4f4ae91637228d8a2560de1d7 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Fri, 11 Feb 2022 12:37:05 +0000 Subject: [PATCH 02/61] no change, pushing to resolve issue with checkout --- pycbc/neutron_stars.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/neutron_stars.py b/pycbc/neutron_stars.py index 827c1f2009d..0668384ea1a 100644 --- a/pycbc/neutron_stars.py +++ b/pycbc/neutron_stars.py @@ -41,7 +41,7 @@ def load_ns_sequence(eos_name): ns_sequence = [] if eos_name == '2H': - ns_sequence_path = os.path.join(pycbc.tmpltbank.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') + ns_sequence_path = os.path.join(pycbc.tmpltbank.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') ns_sequence = np.loadtxt(ns_sequence_path) else: err_msg = "Only the 2H EOS is currently supported." From 97bcb6cd5a10fb4c7b879165ff7eb07820cd61f4 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Fri, 11 Feb 2022 17:15:54 +0000 Subject: [PATCH 03/61] importing pycbc.tmpltbank rather than pycbc in attempt to resolve import issues (currently unresolved) --- pycbc/neutron_stars.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pycbc/neutron_stars.py b/pycbc/neutron_stars.py index 0668384ea1a..3d12654442d 100644 --- a/pycbc/neutron_stars.py +++ b/pycbc/neutron_stars.py @@ -1,7 +1,7 @@ from __future__ import division import math import numpy as np -import pycbc +import pycbc.tmpltbank import os.path import scipy.interpolate import logging @@ -41,7 +41,7 @@ def load_ns_sequence(eos_name): ns_sequence = [] if eos_name == '2H': - ns_sequence_path = os.path.join(pycbc.tmpltbank.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') + ns_sequence_path = os.path.join(pycbc.tmpltbank.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') ns_sequence = np.loadtxt(ns_sequence_path) else: err_msg = "Only the 2H EOS is currently supported." From 4bfd370b7418ccb925bc3d9e686841f2f9c94eab Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 14 Feb 2022 16:36:19 +0000 Subject: [PATCH 04/61] moved neutron stars code and eos data to new package and created __init__ file --- pycbc/neutron_stars/__init__.py | 6 ++++++ pycbc/{ => neutron_stars}/neutron_stars.py | 5 +++-- .../{tmpltbank => neutron_stars}/ns_sequences/equil_2H.dat | 0 pycbc/tmpltbank/__init__.py | 5 ----- 4 files changed, 9 insertions(+), 7 deletions(-) create mode 100644 pycbc/neutron_stars/__init__.py rename pycbc/{ => neutron_stars}/neutron_stars.py (96%) rename pycbc/{tmpltbank => neutron_stars}/ns_sequences/equil_2H.dat (100%) diff --git a/pycbc/neutron_stars/__init__.py b/pycbc/neutron_stars/__init__.py new file mode 100644 index 00000000000..d6015e29442 --- /dev/null +++ b/pycbc/neutron_stars/__init__.py @@ -0,0 +1,6 @@ +import os.path + +from pycbc.neutron_stars.neutron_stars import * + +# Setup the directory with the NS equilibrium sequence(s) +NS_SEQUENCE_FILE_DIRECTORY = os.path.join(os.path.dirname(__file__), 'ns_sequences') diff --git a/pycbc/neutron_stars.py b/pycbc/neutron_stars/neutron_stars.py similarity index 96% rename from pycbc/neutron_stars.py rename to pycbc/neutron_stars/neutron_stars.py index 3d12654442d..595aaf24b78 100644 --- a/pycbc/neutron_stars.py +++ b/pycbc/neutron_stars/neutron_stars.py @@ -1,7 +1,7 @@ from __future__ import division import math import numpy as np -import pycbc.tmpltbank +import pycbc import os.path import scipy.interpolate import logging @@ -41,7 +41,8 @@ def load_ns_sequence(eos_name): ns_sequence = [] if eos_name == '2H': - ns_sequence_path = os.path.join(pycbc.tmpltbank.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') + ns_sequence_path = os.path.join(pycbc.neutron_stars.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') + print(ns_sequence_path) ns_sequence = np.loadtxt(ns_sequence_path) else: err_msg = "Only the 2H EOS is currently supported." diff --git a/pycbc/tmpltbank/ns_sequences/equil_2H.dat b/pycbc/neutron_stars/ns_sequences/equil_2H.dat similarity index 100% rename from pycbc/tmpltbank/ns_sequences/equil_2H.dat rename to pycbc/neutron_stars/ns_sequences/equil_2H.dat diff --git a/pycbc/tmpltbank/__init__.py b/pycbc/tmpltbank/__init__.py index 34fb3b44e1c..a807f7ff3fc 100644 --- a/pycbc/tmpltbank/__init__.py +++ b/pycbc/tmpltbank/__init__.py @@ -1,5 +1,3 @@ -import os.path - from pycbc.tmpltbank.calc_moments import * from pycbc.tmpltbank.lambda_mapping import * from pycbc.tmpltbank.coord_utils import * @@ -9,6 +7,3 @@ from pycbc.tmpltbank.option_utils import * from pycbc.tmpltbank.partitioned_bank import * from pycbc.tmpltbank.em_progenitors import * - -# Setup the directory with the NS equilibrium sequence(s) -NS_SEQUENCE_FILE_DIRECTORY = os.path.join(os.path.dirname(__file__), 'ns_sequences') From faaea1aacf7b897ac36fd404e46e17b47c997411 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Tue, 15 Feb 2022 14:03:22 +0000 Subject: [PATCH 05/61] Renamed em_progenitors as ns_functions and moved to neutron_stars package. Edited how said functions are imported elsewhere where necessary. Added neutron_stars package path to setup file --- pycbc/conversions.py | 3 +- pycbc/neutron_stars/__init__.py | 2 +- pycbc/neutron_stars/neutron_stars.py | 117 ------------------ .../ns_functions.py} | 114 +++++++++++++++++ pycbc/tmpltbank/__init__.py | 1 - setup.py | 3 +- 6 files changed, 119 insertions(+), 121 deletions(-) delete mode 100644 pycbc/neutron_stars/neutron_stars.py rename pycbc/{tmpltbank/em_progenitors.py => neutron_stars/ns_functions.py} (58%) diff --git a/pycbc/conversions.py b/pycbc/conversions.py index 64923bc7dc7..8df6311a0d7 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -37,7 +37,8 @@ from pycbc.detector import Detector import pycbc.cosmology from .coordinates import spherical_to_cartesian as _spherical_to_cartesian -from pycbc.neutron_stars import ns_g_mass_to_ns_compactness, ns_g_mass_to_ns_b_mass +from pycbc.neutron_stars import ( + ns_g_mass_to_ns_compactness, ns_g_mass_to_ns_b_mass, PG_ISSO_solver) pykerr = pycbc.libutils.import_optional('pykerr') lalsim = pycbc.libutils.import_optional('lalsimulation') diff --git a/pycbc/neutron_stars/__init__.py b/pycbc/neutron_stars/__init__.py index d6015e29442..aa01410a1e3 100644 --- a/pycbc/neutron_stars/__init__.py +++ b/pycbc/neutron_stars/__init__.py @@ -1,6 +1,6 @@ import os.path -from pycbc.neutron_stars.neutron_stars import * +from pycbc.neutron_stars.ns_functions import * # Setup the directory with the NS equilibrium sequence(s) NS_SEQUENCE_FILE_DIRECTORY = os.path.join(os.path.dirname(__file__), 'ns_sequences') diff --git a/pycbc/neutron_stars/neutron_stars.py b/pycbc/neutron_stars/neutron_stars.py deleted file mode 100644 index 595aaf24b78..00000000000 --- a/pycbc/neutron_stars/neutron_stars.py +++ /dev/null @@ -1,117 +0,0 @@ -from __future__ import division -import math -import numpy as np -import pycbc -import os.path -import scipy.interpolate -import logging -import sys - -############################################################################## -# 2H 2-piecewise polytropic EOS, NS non-rotating equilibrium sequence # -# File format is: grav mass (Msun) baryonic mass (Msun) compactness # -# # THIS FUNCTION IS BEING CALLED IN TMPLTBANK, does it need to be moved back? -# Eventually, the function should call an NS sequence generator within LAL # or should I go and modify those files to reflect new location? -# the EOS prescribed by the user and store it. # -############################################################################## -def load_ns_sequence(eos_name): - """ - Load the data of an NS non-rotating equilibrium sequence - generated using the equation of state (EOS) chosen by the - user. [Only the 2H 2-piecewise polytropic EOS is currently - supported. This yields NSs with large radiss (15-16km).] - - Parameters - ----------- - eos_name: string - NS equation of state label ('2H' is the only supported - choice at the moment) - - Returns - ---------- - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - max_ns_g_mass: float - the maximum NS gravitational mass (in solar masses) in - the sequence (this is the mass of the most massive stable - NS) - """ - ns_sequence = [] - - if eos_name == '2H': - ns_sequence_path = os.path.join(pycbc.neutron_stars.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') - print(ns_sequence_path) - ns_sequence = np.loadtxt(ns_sequence_path) - else: - err_msg = "Only the 2H EOS is currently supported." - err_msg += "If you plan to use a different NS EOS," - err_msg += "be sure not to filter too many templates!\n" - logging.error(err_msg) - sys.exit(1) - raise Exception('Unsupported EOS!') - - max_ns_g_mass = max(ns_sequence[:,0]) - - return (ns_sequence, max_ns_g_mass) - - -############################################################################## -# Given an NS equilibrium sequence and gravitational mass (in Msun), return # -# the NS baryonic mass (in Msun). # -############################################################################## -def ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence): - """ - Determines the baryonic mass of an NS given its gravitational - mass and an NS equilibrium sequence. - - Parameters - ----------- - ns_g_mass: float - NS gravitational mass (in solar masses) - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - - Returns - ---------- - float - The NS baryonic mass (in solar massesr**3*(r**2*(r-6)+chi**2*(3*r+4))+ - chi**4*(3*r*(r-2)+chi**2)) - """ - x = ns_sequence[:,0] - y = ns_sequence[:,1] - f = scipy.interpolate.interp1d(x, y) - - return f(ns_g_mass) - -############################################################################## -# Given an NS equilibrium sequence and gravitational mass (in Msun), return # -# the NS compactness. # -############################################################################## -def ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence): - """ - Determines the compactness of an NS given its - gravitational mass and an NS equilibrium sequence. - - Parameters - ----------- - ns_g_mass: float - NS gravitational mass (in solar masses) - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - - Returns - ---------- - float - The NS compactness (dimensionless) - """ - x = ns_sequence[:,0] - y = ns_sequence[:,2] - f = scipy.interpolate.interp1d(x, y) - - return f(ns_g_mass) diff --git a/pycbc/tmpltbank/em_progenitors.py b/pycbc/neutron_stars/ns_functions.py similarity index 58% rename from pycbc/tmpltbank/em_progenitors.py rename to pycbc/neutron_stars/ns_functions.py index 2819dbc1074..f40491955d8 100644 --- a/pycbc/tmpltbank/em_progenitors.py +++ b/pycbc/neutron_stars/ns_functions.py @@ -16,7 +16,12 @@ import math import numpy as np +import pycbc +import os.path import scipy.optimize +import scipy.interpolate +import logging +import sys ############################################################################## # Innermost Stable Spherical Orbit (ISSO) solver in the Perez-Giz (PG) # @@ -167,3 +172,112 @@ def PG_ISSO_solver(chi,incl): args=(chi, incl)) return solution + + +############################################################################## +# 2H 2-piecewise polytropic EOS, NS non-rotating equilibrium sequence # +# File format is: grav mass (Msun) baryonic mass (Msun) compactness # +# # THIS FUNCTION IS BEING CALLED IN TMPLTBANK, does it need to be moved back? +# Eventually, the function should call an NS sequence generator within LAL # or should I go and modify those files to reflect new location? +# the EOS prescribed by the user and store it. # +############################################################################## +def load_ns_sequence(eos_name): + """ + Load the data of an NS non-rotating equilibrium sequence + generated using the equation of state (EOS) chosen by the + user. [Only the 2H 2-piecewise polytropic EOS is currently + supported. This yields NSs with large radiss (15-16km).] + + Parameters + ----------- + eos_name: string + NS equation of state label ('2H' is the only supported + choice at the moment) + + Returns + ---------- + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + max_ns_g_mass: float + the maximum NS gravitational mass (in solar masses) in + the sequence (this is the mass of the most massive stable + NS) + """ + ns_sequence = [] + + if eos_name == '2H': + ns_sequence_path = os.path.join(pycbc.neutron_stars.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') + ns_sequence = np.loadtxt(ns_sequence_path) + else: + err_msg = "Only the 2H EOS is currently supported." + err_msg += "If you plan to use a different NS EOS," + err_msg += "be sure not to filter too many templates!\n" + logging.error(err_msg) + sys.exit(1) + raise Exception('Unsupported EOS!') + + max_ns_g_mass = max(ns_sequence[:,0]) + + return (ns_sequence, max_ns_g_mass) + + +############################################################################## +# Given an NS equilibrium sequence and gravitational mass (in Msun), return # +# the NS baryonic mass (in Msun). # +############################################################################## +def ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence): + """ + Determines the baryonic mass of an NS given its gravitational + mass and an NS equilibrium sequence. + + Parameters + ----------- + ns_g_mass: float + NS gravitational mass (in solar masses) + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + + Returns + ---------- + float + The NS baryonic mass (in solar massesr**3*(r**2*(r-6)+chi**2*(3*r+4))+ + chi**4*(3*r*(r-2)+chi**2)) + """ + x = ns_sequence[:,0] + y = ns_sequence[:,1] + f = scipy.interpolate.interp1d(x, y) + + return f(ns_g_mass) + +############################################################################## +# Given an NS equilibrium sequence and gravitational mass (in Msun), return # +# the NS compactness. # +############################################################################## +def ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence): + """ + Determines the compactness of an NS given its + gravitational mass and an NS equilibrium sequence. + + Parameters + ----------- + ns_g_mass: float + NS gravitational mass (in solar masses) + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + + Returns + ---------- + float + The NS compactness (dimensionless) + """ + x = ns_sequence[:,0] + y = ns_sequence[:,2] + f = scipy.interpolate.interp1d(x, y) + + return f(ns_g_mass) \ No newline at end of file diff --git a/pycbc/tmpltbank/__init__.py b/pycbc/tmpltbank/__init__.py index a807f7ff3fc..31774ac36ec 100644 --- a/pycbc/tmpltbank/__init__.py +++ b/pycbc/tmpltbank/__init__.py @@ -6,4 +6,3 @@ from pycbc.tmpltbank.bank_output_utils import * from pycbc.tmpltbank.option_utils import * from pycbc.tmpltbank.partitioned_bank import * -from pycbc.tmpltbank.em_progenitors import * diff --git a/setup.py b/setup.py index cfbc228ae54..417300918b5 100755 --- a/setup.py +++ b/setup.py @@ -304,7 +304,8 @@ def run(self): packages = find_packages(), package_data = {'pycbc.workflow': find_files('pycbc/workflow'), 'pycbc.results': find_files('pycbc/results'), - 'pycbc.tmpltbank': find_files('pycbc/tmpltbank')}, + 'pycbc.tmpltbank': find_files('pycbc/tmpltbank'), + 'pycbc.neutron_stars': find_files('pycbc/neutron_stars')}, ext_modules = ext, python_requires='>=3.7', classifiers=[ From a64bcbe54093ede951ec3732bd4c5cf071d050b9 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Wed, 16 Feb 2022 15:23:02 +0000 Subject: [PATCH 06/61] First suite of changes suggested in PR. Removes some cases of double imports and old code comments from during development --- pycbc/conversions.py | 3 +-- pycbc/neutron_stars/ns_functions.py | 4 ++-- pycbc/tmpltbank/coord_utils.py | 5 ++--- 3 files changed, 5 insertions(+), 7 deletions(-) diff --git a/pycbc/conversions.py b/pycbc/conversions.py index 8df6311a0d7..4352730b10d 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -33,7 +33,6 @@ import copy import numpy import lal -import numpy as np from pycbc.detector import Detector import pycbc.cosmology from .coordinates import spherical_to_cartesian as _spherical_to_cartesian @@ -1621,5 +1620,5 @@ def remnant_mass(eta, ns_g_mass, ns_sequence, chi, incl): # Vectorized version of remnant_mass. The third argument (NS equilibrium # # sequence) is excluded from vectorisation. # ############################################################################# -remnant_masses = np.vectorize(remnant_mass) +remnant_masses = numpy.vectorize(remnant_mass) remnant_masses.excluded.add(2) diff --git a/pycbc/neutron_stars/ns_functions.py b/pycbc/neutron_stars/ns_functions.py index f40491955d8..01096901a0b 100644 --- a/pycbc/neutron_stars/ns_functions.py +++ b/pycbc/neutron_stars/ns_functions.py @@ -177,8 +177,8 @@ def PG_ISSO_solver(chi,incl): ############################################################################## # 2H 2-piecewise polytropic EOS, NS non-rotating equilibrium sequence # # File format is: grav mass (Msun) baryonic mass (Msun) compactness # -# # THIS FUNCTION IS BEING CALLED IN TMPLTBANK, does it need to be moved back? -# Eventually, the function should call an NS sequence generator within LAL # or should I go and modify those files to reflect new location? +# # +# Eventually, the function should call an NS sequence generator within LAL # # the EOS prescribed by the user and store it. # ############################################################################## def load_ns_sequence(eos_name): diff --git a/pycbc/tmpltbank/coord_utils.py b/pycbc/tmpltbank/coord_utils.py index 5defee54a29..4ca6722d82f 100644 --- a/pycbc/tmpltbank/coord_utils.py +++ b/pycbc/tmpltbank/coord_utils.py @@ -20,7 +20,6 @@ from pycbc import conversions from pycbc import pnutils from pycbc.neutron_stars import load_ns_sequence -from pycbc.conversions import remnant_mass def estimate_mass_range(numPoints, massRangeParams, metricParams, fUpper,\ covary=True): @@ -292,8 +291,8 @@ def get_random_mass(numPoints, massRangeParams): # threshold mass] mask_bright_nsbh = numpy.zeros(len(mass1_nsbh), dtype=bool) if eta_nsbh.size != 0: - remnant = remnant_mass(eta_nsbh, mass2_nsbh, ns_sequence, - spin1z_nsbh, 0.) + remnant = conversions.remnant_mass(eta_nsbh, mass2_nsbh, ns_sequence, + spin1z_nsbh, 0.) mask_bright_nsbh[remnant > massRangeParams.remnant_mass_threshold] = True From 31f06910900605f5d92f23d5b1945d9151165558 Mon Sep 17 00:00:00 2001 From: SamuelH-97 <78215902+SamuelH-97@users.noreply.github.com> Date: Fri, 18 Feb 2022 15:42:29 +0000 Subject: [PATCH 07/61] Removed the logging and sys calls. Changed the exception to a ValueError with clear error messages. Co-authored-by: Andrew R. Williamson --- pycbc/conversions.py | 17 ++++++----------- 1 file changed, 6 insertions(+), 11 deletions(-) diff --git a/pycbc/conversions.py b/pycbc/conversions.py index 4352730b10d..a711a23215b 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -1585,17 +1585,12 @@ def remnant_mass(eta, ns_g_mass, ns_sequence, chi, incl): """ # Sanity checks on eta and chi - if not (eta>0. and eta<=0.25 and abs(chi)<=1 and ns_g_mass>0): - err_msg = "The BH spin magnitude must be <= 1," - err_msg += "eta must be between 0 and 0.25," - err_msg += "and the NS mass must be positive." - logging.error(err_msg) - info_msg = "The function remnant_mass was launched with" - info_msg += "ns_mass={0}, eta={1}, chi={2}," - info_msg += "inclination={3}\n'.format(ns_g_mass, eta, chi, incl)" - logging.info(info_msg) - sys.exit(1) - raise Exception('Unphysical parameters!') + if not (eta > 0 and eta <= 0.25): + raise ValueError(f'Require 0 < eta <= 0.25. Value passed was {eta}') + if not abs(chi) <= 1: + raise ValueError(f'Require abs(chi) <= 1. Value of chi passed was {chi}') + if not ns_g_mass > 0: + raise ValueError(f'Require ns_g_mass > 0. Value passed was {ns_g_mass}') # NS compactness and rest mass ns_compactness = ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence) From e8aa44ee2bfdf3d29476141536d188c545ef1299 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Fri, 25 Feb 2022 11:35:27 +0000 Subject: [PATCH 08/61] retrigger checks From 42b145b80d7aa01ab600f04db6dedefb1b5f2172 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Wed, 23 Feb 2022 11:59:21 -0800 Subject: [PATCH 09/61] EM-bright work --- pycbc/conversions.py | 164 ++++++++++++++-------------- pycbc/distributions/constraints.py | 2 + pycbc/io/record.py | 10 +- pycbc/neutron_stars/__init__.py | 10 +- pycbc/neutron_stars/ns_functions.py | 56 +++++----- pycbc/waveform/parameters.py | 5 + setup.py | 1 - 7 files changed, 130 insertions(+), 118 deletions(-) diff --git a/pycbc/conversions.py b/pycbc/conversions.py index a711a23215b..0aebbf73d71 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -23,21 +23,20 @@ # ============================================================================= # """ -This modules provides a library of functions that calculate waveform parameters +This module provides a library of functions that calculate waveform parameters from other parameters. All exposed functions in this module's namespace return one parameter given a set of inputs. """ -import logging -import sys import copy import numpy import lal from pycbc.detector import Detector import pycbc.cosmology -from .coordinates import spherical_to_cartesian as _spherical_to_cartesian -from pycbc.neutron_stars import ( - ns_g_mass_to_ns_compactness, ns_g_mass_to_ns_b_mass, PG_ISSO_solver) +from .coordinates import ( + spherical_to_cartesian as _spherical_to_cartesian, + cartesian_to_spherical as _cartesian_to_spherical) +from pycbc import neutron_stars as ns pykerr = pycbc.libutils.import_optional('pykerr') lalsim = pycbc.libutils.import_optional('lalsimulation') @@ -421,6 +420,82 @@ def lambda_from_mass_tov_file(mass, tov_file, distance=0.): lambdav = numpy.interp(mass_src, mass_from_file, lambda_from_file) return lambdav + +def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( + mass1, mass2, spin1x=0, spin1y=0, spin1z=0, eos='2H'): + """ + Function that determines the remnant disk mass of an NS-BH system + using the fit to numerical-relativity results discussed in + Foucart, Hinderer & Nissanke, PRD 98, 081501(R) (2018). + The BH spin may be misaligned with the orbital angular momentum. + In such cases the ISSO is approximated following the approach of + Stone, Loeb & Berger, PRD 87, 084053 (2013), which was originally + devised for a previous NS-BH remnant mass fit of + Foucart, PRD 86, 124007 (2012). + Note: NS spin is assumed to be 0! + + Parameters + ----------- + mass1 : float + The mass of the black hole, in solar masses. + mass2 : float + The mass of the neutron star, in solar masses. + spin1x : float, optional + The dimensionless x-component of the spin of mass1. Default = 0. + spin1y : float, optional + The dimensionless y-component of the spin of mass1. Default = 0. + spin1z : float, optional + The dimensionless z-component of the spin of mass1. Default = 0. + eos: str, optional + Name of the equation of state being adopted. Default is '2H'. + + Returns + ---------- + remnant_mass: float + The remnant mass in solar masses + """ + # mass1 must be greater than mass2 + if not mass1 >= mass2: + raise ValueError(f'Require mass1 >= mass2. {mass1} < {mass2}') + # Load required EOS + if eos in ns.NS_SEQUENCES: + ns_seq, ns_max = ns.load_ns_sequence(eos) + if mass2 > ns_max: + raise ValueError( + f'Maximum NS mass for {eos} is {ns_max}, received {mass2}') + # NS compactness and rest mass + ns_compactness = ns.ns_g_mass_to_ns_compactness(mass2, ns_seq) + ns_b_mass = ns.ns_g_mass_to_ns_b_mass(mass2, ns_seq) + elif eos in lalsim.SimNeutronStarEOSNames: + #eos_obj = lalsim.SimNeutronStarEOSByName(eos) + #eos_fam = lalsim.CreateSimNeutronStarFamily(eos_obj) + #r_ns = lalsim.SimNeutronStarRadius(mass2 * lal.MSUN_SI, eos_obj) + #ns_compactness = lal.G_SI * mass2 * lal.MSUN_SI / (r_ns * lal.C_SI**2) + raise NotImplementedError( + 'LALSimulation EOS interface not yet implemented!') + else: + raise NotImplementedError( + f'{eos} is not implemented! Available are: ' + f'{ns.NS_SEQUENCES + list(lalsim.SimNeutronStarEOSNames)}') + spin1a, _, spin1pol = _cartesian_to_spherical(spin1x, spin1y, spin1z) + eta = eta_from_mass1_mass2(mass1, mass2) + # Fit parameters and tidal correction + alpha = 0.406 + beta = 0.139 + gamma = 0.255 + delta = 1.761 + # The remnant mass over the NS rest mass + fit = ( + alpha / eta ** (1/3) * (1 - 2 * ns_compactness) + - beta * ns_compactness / eta * ns.PG_ISSO_solver(spin1a, spin1pol) + + gamma + ) + remnant_mass = ns_b_mass * max(fit, 0.0) ** delta + return formatreturn(remnant_mass) + +#remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos = numpy.vectorize( +# _remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos) + # # ============================================================================= # @@ -1541,79 +1616,6 @@ def nltides_gw_phase_diff_isco(f_low, f0, amplitude, n, m1, m2): 'optimal_dec_from_detector', 'optimal_ra_from_detector', 'chi_eff_from_spherical', 'chi_p_from_spherical', 'nltides_gw_phase_diff_isco', 'spin_from_pulsar_freq', - 'freqlmn_from_other_lmn', 'taulmn_from_other_lmn' + 'freqlmn_from_other_lmn', 'taulmn_from_other_lmn', + 'remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos' ] - -############################################################################## -# NS-BH merger remnant mass [Foucart, Hinderer, Nissanke PRD 98, 081501(R) # -# (2018)]. # -# # -# * THIS ASSUMES THE NS SPIN IS 0 (the user is warned about this). # -# * Physical parameters passed to remnant_mass (see sanity checks below) # -# must not be unphysical. # -# * Tilted BH spin cases are handled by using rISSO(chi,incl) where rISCO # -# appears in the formula. This approximation was suggested in Stone, Loeb, # -# Berger, PRD 87, 084053 (2013) for the previous NS-BH remnant mass fit of # -# Foucart, PRD 86, 124007 (2012). # -############################################################################## -def remnant_mass(eta, ns_g_mass, ns_sequence, chi, incl): - """ - Function that determines the remnant disk mass of - an NS-BH system using the fit to numerical-relativity - results discussed in Foucart, Hinderer, Nissanke PRD 98, 081501(R) (2018). - - Parameters - ----------- - eta: float - the symmetric mass ratio of the binary - ns_g_mass: float - NS gravitational mass (in solar masses) - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - chi: float - the BH dimensionless spin parameter - incl: float - the inclination angle between the BH spin and the orbital - angular momentum in radians - - Returns - ---------- - remnant_mass: float - The remnant mass in solar masses - """ - - # Sanity checks on eta and chi - if not (eta > 0 and eta <= 0.25): - raise ValueError(f'Require 0 < eta <= 0.25. Value passed was {eta}') - if not abs(chi) <= 1: - raise ValueError(f'Require abs(chi) <= 1. Value of chi passed was {chi}') - if not ns_g_mass > 0: - raise ValueError(f'Require ns_g_mass > 0. Value passed was {ns_g_mass}') - - # NS compactness and rest mass - ns_compactness = ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence) - ns_b_mass = ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence) - - # Fit parameters and tidal correction - alpha = 0.406 - beta = 0.139 - gamma = 0.255 - delta = 1.761 - # The remnant mass over the NS rest mass - remnant_mass = (max(alpha/eta**(1./3.)*(1 - 2*ns_compactness) - - beta*ns_compactness / eta*PG_ISSO_solver(chi, incl) - + gamma, 0.)) ** delta - # Convert to solar masses - remnant_mass = remnant_mass*ns_b_mass - - return remnant_mass - - -############################################################################# -# Vectorized version of remnant_mass. The third argument (NS equilibrium # -# sequence) is excluded from vectorisation. # -############################################################################# -remnant_masses = numpy.vectorize(remnant_mass) -remnant_masses.excluded.add(2) diff --git a/pycbc/distributions/constraints.py b/pycbc/distributions/constraints.py index 5272e0178c2..f98231be1bb 100644 --- a/pycbc/distributions/constraints.py +++ b/pycbc/distributions/constraints.py @@ -47,6 +47,8 @@ def __call__(self, params): """Evaluates constraint. """ # cast to FieldArray + print(self.constraint_arg) + print(params.fieldnames) if isinstance(params, dict): params = record.FieldArray.from_kwargs(**params) elif not isinstance(params, record.FieldArray): diff --git a/pycbc/io/record.py b/pycbc/io/record.py index f0353246c0f..f5da3c42009 100644 --- a/pycbc/io/record.py +++ b/pycbc/io/record.py @@ -1802,7 +1802,8 @@ class WaveformArray(_FieldArrayWithDefaults): parameters.spin_px, parameters.spin_py, parameters.spin_pz, parameters.spin_sx, parameters.spin_sy, parameters.spin_sz, parameters.spin1_a, parameters.spin1_azimuthal, parameters.spin1_polar, - parameters.spin2_a, parameters.spin2_azimuthal, parameters.spin2_polar] + parameters.spin2_a, parameters.spin2_azimuthal, parameters.spin2_polar, + parameters.remnant_mass] @property def primary_mass(self): @@ -1912,5 +1913,12 @@ def spin2_polar(self): return coordinates.cartesian_to_spherical_polar( self.spin2x, self.spin2y, self.spin2z) + @property + def remnant_mass(self): + """Returns the remnant mass for an NS-BH binary.""" + return conversions.remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( + self.mass1, self.mass2, self.spin1x, + self.spin1y, self.spin1z) + __all__ = ['FieldArray', 'WaveformArray'] diff --git a/pycbc/neutron_stars/__init__.py b/pycbc/neutron_stars/__init__.py index aa01410a1e3..404029aa3d8 100644 --- a/pycbc/neutron_stars/__init__.py +++ b/pycbc/neutron_stars/__init__.py @@ -1,6 +1,8 @@ import os.path - -from pycbc.neutron_stars.ns_functions import * - # Setup the directory with the NS equilibrium sequence(s) -NS_SEQUENCE_FILE_DIRECTORY = os.path.join(os.path.dirname(__file__), 'ns_sequences') +NS_SEQUENCE_FILE_DIRECTORY = os.path.join( + os.path.dirname(__file__), 'ns_sequences') +NS_SEQUENCES = [ + f.replace('equil_', '').replace('.dat', '') + for f in os.listdir(NS_SEQUENCE_FILE_DIRECTORY) if f.endswith('.dat')] +from pycbc.neutron_stars.ns_functions import * diff --git a/pycbc/neutron_stars/ns_functions.py b/pycbc/neutron_stars/ns_functions.py index 01096901a0b..f2f07175c65 100644 --- a/pycbc/neutron_stars/ns_functions.py +++ b/pycbc/neutron_stars/ns_functions.py @@ -14,14 +14,13 @@ # with this program; if not, write to the Free Software Foundation, Inc., # 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. -import math -import numpy as np -import pycbc import os.path -import scipy.optimize -import scipy.interpolate -import logging import sys +import logging +import numpy as np +from scipy.optimize import fsolve +from scipy.interpolate import interp1d +from . import NS_SEQUENCES, NS_SEQUENCE_FILE_DIRECTORY ############################################################################## # Innermost Stable Spherical Orbit (ISSO) solver in the Perez-Giz (PG) # @@ -105,7 +104,7 @@ def PG_ISSO_eq(r, chi, incl): r4 = r2*r2 three_r = 3*r r_minus_2 = r - 2 - sin_incl2 = (math.sin(incl))**2 + sin_incl2 = (np.sin(incl))**2 X = chi2*(chi2*(3*chi2+4*r*(2*r-3))+r2*(15*r*(r-4)+28))-6*r4*(r2-4) Y = chi4 * (chi4+r2*(7 * r * (three_r-4)+36))+6 * r * r_minus_2 * \ @@ -135,7 +134,7 @@ def PG_ISSO_solver(chi,incl): the radius of the orbit in BH mass units """ # Auxiliary variables - cos_incl=math.cos(incl) + cos_incl=np.cos(incl) sgnchi = np.sign(cos_incl)*chi # ISCO radius for the given spin magnitude @@ -145,30 +144,30 @@ def PG_ISSO_solver(chi,incl): initial_guess = 9 else: initial_guess = 5 # Works better than 6 for chi=0.5 - rISCO_limit = scipy.optimize.fsolve(ISCO_eq, initial_guess, args=sgnchi) + rISCO_limit = fsolve(ISCO_eq, initial_guess, args=sgnchi) # ISSO radius for an inclination of pi/2 if chi < 0: initial_guess = 9 else: initial_guess = 6 - rISSO_at_pole_limit = scipy.optimize.fsolve(ISSO_eq_at_pole, initial_guess, + rISSO_at_pole_limit = fsolve(ISSO_eq_at_pole, initial_guess, args=chi) # If the inclination is 0 or pi, just output the ISCO radius - if incl in [0, math.pi]: + if incl in [0, np.pi]: solution = rISCO_limit # If the inclination is pi/2, just output the ISSO radius at the pole(s) - elif incl == math.pi/2: + elif incl == np.pi/2: solution = rISSO_at_pole_limit # Otherwise, find the ISSO radius for a generic inclination else: initial_guess = max(rISCO_limit,rISSO_at_pole_limit) - solution = scipy.optimize.fsolve(PG_ISSO_eq, initial_guess, + solution = fsolve(PG_ISSO_eq, initial_guess, args=(chi, incl)) if solution < 1 or solution > 9: initial_guess = min(rISCO_limit,rISSO_at_pole_limit) - solution = scipy.optimize.fsolve(PG_ISSO_eq, initial_guess, + solution = fsolve(PG_ISSO_eq, initial_guess, args=(chi, incl)) return solution @@ -205,21 +204,16 @@ def load_ns_sequence(eos_name): the sequence (this is the mass of the most massive stable NS) """ - ns_sequence = [] - - if eos_name == '2H': - ns_sequence_path = os.path.join(pycbc.neutron_stars.NS_SEQUENCE_FILE_DIRECTORY, 'equil_2H.dat') - ns_sequence = np.loadtxt(ns_sequence_path) - else: - err_msg = "Only the 2H EOS is currently supported." - err_msg += "If you plan to use a different NS EOS," - err_msg += "be sure not to filter too many templates!\n" - logging.error(err_msg) - sys.exit(1) - raise Exception('Unsupported EOS!') - + if eos_name not in NS_SEQUENCES: + raise NotImplementedError( + f'{eos_name} does not have an implemented NS sequence file! ' + f'To implement, the file {ns_sequence_file} must exist and ' + 'contain: NS gravitational mass (in solar masses), NS baryonic ' + 'mass (in solar masses), NS compactness (dimensionless)') + ns_sequence_file = os.path.join( + NS_SEQUENCE_FILE_DIRECTORY, 'equil_{}.dat'.format(eos_name)) + ns_sequence = np.loadtxt(ns_sequence_file) max_ns_g_mass = max(ns_sequence[:,0]) - return (ns_sequence, max_ns_g_mass) @@ -249,7 +243,7 @@ def ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence): """ x = ns_sequence[:,0] y = ns_sequence[:,1] - f = scipy.interpolate.interp1d(x, y) + f = interp1d(x, y) return f(ns_g_mass) @@ -278,6 +272,6 @@ def ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence): """ x = ns_sequence[:,0] y = ns_sequence[:,2] - f = scipy.interpolate.interp1d(x, y) + f = interp1d(x, y) - return f(ns_g_mass) \ No newline at end of file + return f(ns_g_mass) diff --git a/pycbc/waveform/parameters.py b/pycbc/waveform/parameters.py index b0c2ec51093..c4663e73fa4 100644 --- a/pycbc/waveform/parameters.py +++ b/pycbc/waveform/parameters.py @@ -383,6 +383,11 @@ def docstr(self, prefix='', include_label=True): numrel_data = Parameter("numrel_data", dtype=str, default="", label=None, description="Sets the NR flags; only needed for NR waveforms.") +remnant_mass = Parameter("remnant_mass", + dtype=float, label=r"$m_{\mathrm{rem}}$", + description="Remnant mass of NS-BH merger. See " + "conversions.remnant_mass_" + "from_mass1_mass2_spin1x_spin1y_spin1z_eos") # # General location parameters diff --git a/setup.py b/setup.py index 417300918b5..646f839aadc 100755 --- a/setup.py +++ b/setup.py @@ -304,7 +304,6 @@ def run(self): packages = find_packages(), package_data = {'pycbc.workflow': find_files('pycbc/workflow'), 'pycbc.results': find_files('pycbc/results'), - 'pycbc.tmpltbank': find_files('pycbc/tmpltbank'), 'pycbc.neutron_stars': find_files('pycbc/neutron_stars')}, ext_modules = ext, python_requires='>=3.7', From 2fdb6387b33129fb67d0bff943f945d5574ed2d5 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Tue, 15 Mar 2022 06:53:46 -0700 Subject: [PATCH 10/61] Constraint string substitutions for static args --- pycbc/distributions/constraints.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/pycbc/distributions/constraints.py b/pycbc/distributions/constraints.py index f98231be1bb..dcda8bf9621 100644 --- a/pycbc/distributions/constraints.py +++ b/pycbc/distributions/constraints.py @@ -16,6 +16,7 @@ This modules provides classes for evaluating multi-dimensional constraints. """ +import re import scipy.spatial import numpy import h5py @@ -37,7 +38,11 @@ def __init__(self, constraint_arg, static_args=None, transforms=None, static_args.items(), key=lambda x: len(x[0]), reverse=True)) ) for arg, val in static_args.items(): - constraint_arg = constraint_arg.replace(arg, str(val)) + # Substitute static arg name for value if it appears in the + # constraint_arg string at the beginning of a word and is not + # followed by an underscore + constraint_arg = re.sub( + r'\b{}(?!\_|\=)'.format(arg), str(val), constraint_arg) self.constraint_arg = constraint_arg self.transforms = transforms for kwarg in kwargs.keys(): From 2dd6ebcb42e39af982550098a25ffa61b9a76bcb Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Tue, 15 Mar 2022 07:47:52 -0700 Subject: [PATCH 11/61] Speed up remnant mass calculation (1st attempt) --- bin/pycbc_create_injections | 3 +- pycbc/conversions.py | 13 +++--- pycbc/distributions/constraints.py | 2 - pycbc/neutron_stars/ns_functions.py | 62 +++++++++++++++-------------- 4 files changed, 42 insertions(+), 38 deletions(-) diff --git a/bin/pycbc_create_injections b/bin/pycbc_create_injections index 0c51a3b0a69..a5e7871bdf4 100644 --- a/bin/pycbc_create_injections +++ b/bin/pycbc_create_injections @@ -206,7 +206,8 @@ dists = distributions.read_distributions_from_config(cp, opts.dist_section) # construct class that will draw the samples randomsampler = JointDistribution(variable_params, *dists, - **{"constraints" : constraints}) + **{"constraints": constraints, + "n_test_samples": 1000}) if opts.ninjections: draw_size = opts.ninjections diff --git a/pycbc/conversions.py b/pycbc/conversions.py index 0aebbf73d71..9f47bb18d38 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -455,14 +455,15 @@ def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( The remnant mass in solar masses """ # mass1 must be greater than mass2 - if not mass1 >= mass2: - raise ValueError(f'Require mass1 >= mass2. {mass1} < {mass2}') + if any(mass2 > mass1): + raise ValueError(f'Require mass1 >= mass2') # Load required EOS if eos in ns.NS_SEQUENCES: ns_seq, ns_max = ns.load_ns_sequence(eos) - if mass2 > ns_max: + if any(mass2 > ns_max): raise ValueError( - f'Maximum NS mass for {eos} is {ns_max}, received {mass2}') + f'Maximum NS mass for {eos} is {ns_max}, received ' + f'{mass2[mass2 > ns_max]}') # NS compactness and rest mass ns_compactness = ns.ns_g_mass_to_ns_compactness(mass2, ns_seq) ns_b_mass = ns.ns_g_mass_to_ns_b_mass(mass2, ns_seq) @@ -490,8 +491,8 @@ def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( - beta * ns_compactness / eta * ns.PG_ISSO_solver(spin1a, spin1pol) + gamma ) - remnant_mass = ns_b_mass * max(fit, 0.0) ** delta - return formatreturn(remnant_mass) + remnant_mass = ns_b_mass * numpy.where(fit > 0.0, fit, 0.0) ** delta + return remnant_mass #remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos = numpy.vectorize( # _remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos) diff --git a/pycbc/distributions/constraints.py b/pycbc/distributions/constraints.py index dcda8bf9621..4c8bebf35f4 100644 --- a/pycbc/distributions/constraints.py +++ b/pycbc/distributions/constraints.py @@ -52,8 +52,6 @@ def __call__(self, params): """Evaluates constraint. """ # cast to FieldArray - print(self.constraint_arg) - print(params.fieldnames) if isinstance(params, dict): params = record.FieldArray.from_kwargs(**params) elif not isinstance(params, record.FieldArray): diff --git a/pycbc/neutron_stars/ns_functions.py b/pycbc/neutron_stars/ns_functions.py index f2f07175c65..13d56e24be7 100644 --- a/pycbc/neutron_stars/ns_functions.py +++ b/pycbc/neutron_stars/ns_functions.py @@ -134,42 +134,46 @@ def PG_ISSO_solver(chi,incl): the radius of the orbit in BH mass units """ # Auxiliary variables - cos_incl=np.cos(incl) + cos_incl = np.cos(incl) sgnchi = np.sign(cos_incl)*chi # ISCO radius for the given spin magnitude - if sgnchi > 0.99: - initial_guess = 2 # Works better than 6 for chi=1 - elif sgnchi < 0: - initial_guess = 9 - else: - initial_guess = 5 # Works better than 6 for chi=0.5 - rISCO_limit = fsolve(ISCO_eq, initial_guess, args=sgnchi) + initial_guess = [2 if s > 0.99 else (9 if s < 0 else 5) for s in sgnchi] + rISCO_limit = np.array([ + fsolve(ISCO_eq, g0, args=sc)[0] + for g0, sc in zip(initial_guess, sgnchi)]) + # If the inclination is 0 or pi, just output the ISCO radius + equatorial = (incl == 0) | (incl == np.pi) + if all(equatorial): + return rISCO_limit # ISSO radius for an inclination of pi/2 - if chi < 0: - initial_guess = 9 - else: - initial_guess = 6 - rISSO_at_pole_limit = fsolve(ISSO_eq_at_pole, initial_guess, - args=chi) - - # If the inclination is 0 or pi, just output the ISCO radius - if incl in [0, np.pi]: - solution = rISCO_limit + initial_guess = [9 if c < 0 else 6 for c in chi] + rISSO_at_pole_limit = np.array([ + fsolve(ISSO_eq_at_pole, g0, args=c)[0] + for g0, c in zip(initial_guess, chi)]) # If the inclination is pi/2, just output the ISSO radius at the pole(s) - elif incl == np.pi/2: - solution = rISSO_at_pole_limit - # Otherwise, find the ISSO radius for a generic inclination - else: - initial_guess = max(rISCO_limit,rISSO_at_pole_limit) - solution = fsolve(PG_ISSO_eq, initial_guess, - args=(chi, incl)) - if solution < 1 or solution > 9: - initial_guess = min(rISCO_limit,rISSO_at_pole_limit) - solution = fsolve(PG_ISSO_eq, initial_guess, - args=(chi, incl)) + polar = (incl == np.pi/2) + if all(polar): + return rISSO_at_pole_limit + # Otherwise, find the ISSO radius for a generic inclination + initial_guess = np.maximum(rISCO_limit, rISSO_at_pole_limit) + solution = np.array([ + fsolve(PG_ISSO_eq, g0, args=(c, inc))[0] + for g0, c, inc in zip(initial_guess, chi, incl)]) + oob = (solution < 1) | (solution > 9) + n = 1 + while any(oob): + if n > 5: + raise RuntimeError('Unable to obtain some solutions!') + initial_guess = np.minimum(rISCO_limit, rISSO_at_pole_limit) + solution = np.array([ + fsolve(PG_ISSO_eq, g0, args=(c, inc))[0] if ob else sol + for g0, c, inc, ob, sol + in zip(initial_guess, chi, incl, oob, solution)]) + oob = (solution < 1) | (solution > 9) + n += 1 return solution From c1c6eaa9713cf08b856219613519dba06f897a00 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Fri, 18 Mar 2022 11:21:14 -0700 Subject: [PATCH 12/61] Adding derivatives in ns_functions for root solver --- pycbc/neutron_stars/ns_functions.py | 260 ++++++++++++++++++++++++---- 1 file changed, 222 insertions(+), 38 deletions(-) diff --git a/pycbc/neutron_stars/ns_functions.py b/pycbc/neutron_stars/ns_functions.py index 13d56e24be7..023c7bc4d86 100644 --- a/pycbc/neutron_stars/ns_functions.py +++ b/pycbc/neutron_stars/ns_functions.py @@ -18,7 +18,7 @@ import sys import logging import numpy as np -from scipy.optimize import fsolve +from scipy.optimize import root_scalar from scipy.interpolate import interp1d from . import NS_SEQUENCES, NS_SEQUENCE_FILE_DIRECTORY @@ -27,12 +27,10 @@ # formalism [see Stone, Loeb, Berger, PRD 87, 084053 (2013)]. # ############################################################################## -# Equation that determines the ISCO radius (in BH mass units) def ISCO_eq(r, chi): """ - Polynomial that enables the calculation of the Kerr - inntermost stable circular orbit (ISCO) radius via its - roots. + Polynomial that enables the calculation of the Kerr innermost + stable circular orbit (ISCO) radius via its roots. Parameters ----------- @@ -44,12 +42,46 @@ def ISCO_eq(r, chi): Returns ---------- float - (r*(r-6))**2-chi**2*(2*r*(3*r+14)-9*chi**2) + ``(r * (r - 6))**2 + - chi**2 * (2 * r * (3 * r + 14) - 9 * chi**2)`` """ - return (r*(r-6))**2-chi**2*(2*r*(3*r+14)-9*chi**2) + return (r * (r - 6))**2 - chi**2 * (2 * r * (3 * r + 14) - 9 * chi**2) + + +def ISCO_eq_dr(r, chi): + """Partial derivative of ISCO_eq wrt r + + Parameters + ---------- + r: float + the radial coordinate in BH mass units + chi: float + the BH dimensionless spin parameter + + Returns + ------- + float + """ + return 4 * r**3 - 36 * r**2 + 12 * (6 - chi**2) * r - 28 * chi**2 + + +def ISCO_eq_dr2(r, chi): + """Double partial derivative of ISCO_eq wrt r + + Parameters + ---------- + r: float + the radial coordinate in BH mass units + chi: float + the BH dimensionless spin parameter + + Returns + ------- + float + """ + return 12 * r**2 - 72 * r + 12 * (6 - chi**2) + -# Equation that determines the ISSO radius (in BH mass units) at one of the -# poles def ISSO_eq_at_pole(r, chi): """ Polynomial that enables the calculation of the Kerr polar @@ -67,17 +99,63 @@ def ISSO_eq_at_pole(r, chi): Returns ------- float - r**3*(r**2*(r-6)+chi**2*(3*r+4))+chi**4*(3*r*(r-2)+chi**2) + ``r**3 * (r**2 * (r - 6) + chi**2 * (3 * r + 4)) + + chi**4 * (3 * r * (r - 2) + chi**2) + """ + chi2 = chi * chi + return ( + r**3 * (r**2 * (r - 6) + chi2 * (3 * r + 4)) + + chi2 * chi2 * (3 * r * (r - 2) + chi2) + + +def ISSO_eq_at_pole_dr(r, chi): + """Partial derivative of ISSO_eq_at_pole wrt r + + Parameters + ---------- + r: float + the radial coordinate in BH mass units + chi: float + the BH dimensionless spin parameter + + Returns + ------- + float + """ + chi2 = chi * chi + twlvchi2 = 12 * chi2 + sxchi4 = 6 * chi2 * chi2 + return ( + 6 * r**5 - 30 * r**4 + twlvchi2 * r**3 + twlvchi2 * r**2 + sxchi4 * r + + sxchi4) + + +def ISSO_eq_at_pole_dr2(r, chi): + """Double partial derivative of ISSO_eq_at_pole wrt r + + Parameters + ---------- + r: float + the radial coordinate in BH mass units + chi: float + the BH dimensionless spin parameter + + Returns + ------- + float """ - return r**3*(r**2*(r-6)+chi**2*(3*r+4))+chi**4*(3*r*(r-2)+chi**2) + chi2 = chi * chi + return ( + 30 * r**4 - 120 * r**3 + 36 * chi2 * r**2 + 24 * chi2 * r + + 6 * chi2 * chi2) + -# Equation that determines the ISSO radius (in BH mass units) for a generic -# orbital inclination def PG_ISSO_eq(r, chi, incl): """Polynomial that enables the calculation of a generic innermost stable spherical orbit (ISSO) radius via its roots. Physical solutions are between the equatorial ISSO (aka the ISCO) radius - and the polar ISSO radius. See Stone, Loeb, Berger, PRD 87, 084053 (2013). + and the polar ISSO radius. + See Stone, Loeb, Berger, PRD 87, 084053 (2013). Parameters ---------- @@ -92,29 +170,124 @@ def PG_ISSO_eq(r, chi, incl): Returns ------- float - ``r**8*Z+chi**2*(1-cos_incl**2)*(chi**2*(1-cos_incl**2)*Y-2*r**4*X)`` + ``r**8 * Z + chi**2 * (1 - cos_incl**2) + *(chi**2 * (1 - cos_incl**2) * Y - 2 * r**4 * X)`` where - ``X=chi**2*(chi**2*(3*chi**2+4*r*(2*r-3))+r**2*(15*r*(r-4)+28))-6*r**4*(r**2-4)`` - ``Y=chi**4*(chi**4+r**2*(7*r*(3*r-4)+36))+6*r*(r-2)*(chi**6+2*r**3*(chi**2*(3*r+2)+3*r**2*(r-2)))`` - ``Z=ISCO_eq(r,chi)`` + ``X = chi**2 * (chi**2 * (3 * chi**2 + 4 * r * (2 * r - 3)) + + r**2 * (15 * r * (r - 4) + 28)) + - 6 * r**4 * (r**2 - 4)`` + ``Y = chi**4 * (chi**4 + r**2 * (7 * r * (3 * r - 4) + 36)) + + 6 * r * (r - 2) + * (chi**6 + 2 * r**3 + * (chi**2 * (3 * r + 2) + 3 * r**2 * (r - 2)))`` + ``Z = ISCO_eq(r, chi)`` """ - chi2 = chi*chi - chi4 = chi2*chi2 - r2 = r*r - r4 = r2*r2 - three_r = 3*r + chi2 = chi * chi + chi4 = chi2 * chi2 + r2 = r * r + r4 = r2 * r2 + three_r = 3 * r r_minus_2 = r - 2 sin_incl2 = (np.sin(incl))**2 - X = chi2*(chi2*(3*chi2+4*r*(2*r-3))+r2*(15*r*(r-4)+28))-6*r4*(r2-4) - Y = chi4 * (chi4+r2*(7 * r * (three_r-4)+36))+6 * r * r_minus_2 * \ - (chi4*chi2+2*r2*r*(chi2*(three_r+2)+3*r2*r_minus_2)) + X = ( + chi2 * ( + chi2 * (3 * chi2 + 4 * r * (2 * r - 3)) + + r2 * (15 * r * (r - 4) + 28)) + - 6 * r4 * (r2 - 4)) + Y = ( + chi4 * (chi4 + r2 * (7 * r * (three_r - 4) + 36)) + + 6 * r * r_minus_2 * ( + chi4 * chi2 + 2 * r2 * r * ( + chi2 * (three_r + 2) + 3 * r2 * r_minus_2))) Z = ISCO_eq(r, chi) - return r4*r4*Z+chi2*sin_incl2*(chi2*sin_incl2*Y-2*r4*X) + return r4 * r4 * Z + chi2 * sin_incl2 * (chi2 * sin_incl2 * Y - 2 * r4 * X) + + +def PG_ISSO_eq_dr(r, chi, incl): + """Partial derivative of ISSO equation wrt r. -# ISSO radius solver -def PG_ISSO_solver(chi,incl): + Parameters + ---------- + r: float + the radial coordinate in BH mass units + chi: float + the BH dimensionless spin parameter + incl: float + inclination angle between the BH spin and the orbital angular + momentum in radians + + Returns + ------- + float + """ + sini = np.sin(incl) + sin2i = sini * sini + sin4i = sin2i * sin2i + chi2 = chi * chi + chi4 = chi2 * chi2 + chi6 = chi4 * chi2 + chi8 = chi4 * chi4 + chi10 = chi6 * chi4 + return ( + 12 * r**11 - 132 * r**10 + + r**9 * (120 * chi2 * sin2i - 60 * chi2 + 360) - r**8 * 252 * chi2 + + 8 * r**7 * ( + 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 + - 48 * chi2 * sin2i) + + 7 * r**6 * (120 * chi4 * sin2i - 144 * chi4 * sin4i) + + 6 * r**5 * ( + 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i + - 56 * chi4 * sin2i) + + r**4 * (120 * chi6 * sin2i - 240 * chi6 * sin4i) + + r**3 * (84 * chi8 * sin4i - 24 * chi8 * sin2i - 192 * chi6 * sin4i) + - 84 * r**2 * chi8 * sin4i + + r * (12 * chi10 * sin4i + 72 * chi8 * sin4i) - 12 * chi10 * sin4i) + + +def PG_ISSO_eq_dr2(r, chi, incl): + """Second partial derivative of ISSO equation wrt r. + + Parameters + ---------- + r: float + the radial coordinate in BH mass units + chi: float + the BH dimensionless spin parameter + incl: float + inclination angle between the BH spin and the orbital angular + momentum in radians + + Returns + ------- + float + """ + sini = np.sin(incl) + sin2i = sini * sini + sin4i = sin2i * sin2i + chi2 = chi * chi + chi4 = chi2 * chi2 + chi6 = chi4 * chi2 + chi8 = chi4 * chi4 + return ( + 132 * r**10 - 1320 * r**9 + + 90 * r**8 * (12 * chi2 * sin2i - 6 * chi2 + 36) - 2016 * chi2 * r**7 + + 56 * r**6 * ( + 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 + - 48 * chi2 * sin2i) + + 42 * r**5 * (120 * chi4 * sin2i - 144 * chi4 * sin4i) + + 30 * r**4 * ( + 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i + - 56 * chi4 * sin2i) + + r**3 * (480 * chi6 * sin2i - 960 * chi6 * sin4i) + + r**2 * ( + 252 * chi8 * sin4i - 72 * chi8 * sin2i - 576 * chi6 * sin4i) + - r * 168 * chi8 * sin4i + + 12 * chi8 * chi2 * sin4i + 72 * chi8 * sin4i) + + +def PG_ISSO_solver(chi, incl): """Function that determines the radius of the innermost stable spherical orbit (ISSO) for a Kerr BH and a generic inclination angle between the BH spin and the orbital angular momentum. @@ -140,7 +313,9 @@ def PG_ISSO_solver(chi,incl): # ISCO radius for the given spin magnitude initial_guess = [2 if s > 0.99 else (9 if s < 0 else 5) for s in sgnchi] rISCO_limit = np.array([ - fsolve(ISCO_eq, g0, args=sc)[0] + root_scalar( + ISCO_eq, x0=g0, fprime=ISCO_eq_dr, fprime2=ISCO_eq_dr2, + args=(sc)).root for g0, sc in zip(initial_guess, sgnchi)]) # If the inclination is 0 or pi, just output the ISCO radius equatorial = (incl == 0) | (incl == np.pi) @@ -149,8 +324,11 @@ def PG_ISSO_solver(chi,incl): # ISSO radius for an inclination of pi/2 initial_guess = [9 if c < 0 else 6 for c in chi] + low_bnd = 1 + 3**0.5 + (3 + 2 * 3**0.5)**0.5 rISSO_at_pole_limit = np.array([ - fsolve(ISSO_eq_at_pole, g0, args=c)[0] + root_scalar( + ISSO_eq_at_pole, x0=g0, fprime=ISSO_eq_at_pole_dr, + fprime2=ISSO_eq_at_pole_dr2, args=(c)).root for g0, c in zip(initial_guess, chi)]) # If the inclination is pi/2, just output the ISSO radius at the pole(s) polar = (incl == np.pi/2) @@ -158,20 +336,25 @@ def PG_ISSO_solver(chi,incl): return rISSO_at_pole_limit # Otherwise, find the ISSO radius for a generic inclination - initial_guess = np.maximum(rISCO_limit, rISSO_at_pole_limit) + initial_guess_h = np.maximum(rISCO_limit, rISSO_at_pole_limit) + initial_guess_l = np.minimum(rISCO_limit, rISSO_at_pole_limit) solution = np.array([ - fsolve(PG_ISSO_eq, g0, args=(c, inc))[0] - for g0, c, inc in zip(initial_guess, chi, incl)]) + root_scalar( + PG_ISSO_eq, x0=g0, fprime=PG_ISSO_eq_dr, fprime2=PG_ISSO_eq_dr2, + bracket=(l, g0), args=(c, inc)).root + for g0, l, c, inc in zip(initial_guess_h, initial_guess_l, chi, incl)]) oob = (solution < 1) | (solution > 9) n = 1 while any(oob): if n > 5: raise RuntimeError('Unable to obtain some solutions!') - initial_guess = np.minimum(rISCO_limit, rISSO_at_pole_limit) solution = np.array([ - fsolve(PG_ISSO_eq, g0, args=(c, inc))[0] if ob else sol - for g0, c, inc, ob, sol - in zip(initial_guess, chi, incl, oob, solution)]) + root_scalar( + PG_ISSO_eq, x0=g0, fprime=PG_ISSO_eq_dr, + fprime2=PG_ISSO_eq_dr2, bracket=(g0, h), args=(c, inc)).root + if ob else sol for g0, h, c, inc, ob, sol + in zip(initial_guess_l, initial_guess_h, chi, incl, oob, solution) + ]) oob = (solution < 1) | (solution > 9) n += 1 return solution @@ -251,6 +434,7 @@ def ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence): return f(ns_g_mass) + ############################################################################## # Given an NS equilibrium sequence and gravitational mass (in Msun), return # # the NS compactness. # From 72f6dd2198c00d3a8935d2716dd9926e9a4639ae Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Mon, 21 Mar 2022 07:40:51 -0700 Subject: [PATCH 13/61] Add to comment --- pycbc/distributions/constraints.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/distributions/constraints.py b/pycbc/distributions/constraints.py index 4c8bebf35f4..5db3e7f885b 100644 --- a/pycbc/distributions/constraints.py +++ b/pycbc/distributions/constraints.py @@ -40,7 +40,7 @@ def __init__(self, constraint_arg, static_args=None, transforms=None, for arg, val in static_args.items(): # Substitute static arg name for value if it appears in the # constraint_arg string at the beginning of a word and is not - # followed by an underscore + # followed by an underscore or equals sign constraint_arg = re.sub( r'\b{}(?!\_|\=)'.format(arg), str(val), constraint_arg) self.constraint_arg = constraint_arg From 65f35fb0bcc082e46ed89ed3ed96b2d3f33af107 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Mon, 21 Mar 2022 08:17:17 -0700 Subject: [PATCH 14/61] Missing bracket --- pycbc/neutron_stars/ns_functions.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/neutron_stars/ns_functions.py b/pycbc/neutron_stars/ns_functions.py index 023c7bc4d86..d75dde9cfd0 100644 --- a/pycbc/neutron_stars/ns_functions.py +++ b/pycbc/neutron_stars/ns_functions.py @@ -105,7 +105,7 @@ def ISSO_eq_at_pole(r, chi): chi2 = chi * chi return ( r**3 * (r**2 * (r - 6) + chi2 * (3 * r + 4)) - + chi2 * chi2 * (3 * r * (r - 2) + chi2) + + chi2 * chi2 * (3 * r * (r - 2) + chi2)) def ISSO_eq_at_pole_dr(r, chi): From d287a84bc3ceea82f4b551f0026fe98bea7a88c3 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Mon, 21 Mar 2022 10:23:46 -0700 Subject: [PATCH 15/61] Fix bugs --- bin/pycbc_create_injections | 3 +-- pycbc/conversions.py | 27 ++++++++++++++++++--------- pycbc/neutron_stars/ns_functions.py | 5 ++++- 3 files changed, 23 insertions(+), 12 deletions(-) diff --git a/bin/pycbc_create_injections b/bin/pycbc_create_injections index a5e7871bdf4..a9616808a94 100644 --- a/bin/pycbc_create_injections +++ b/bin/pycbc_create_injections @@ -206,8 +206,7 @@ dists = distributions.read_distributions_from_config(cp, opts.dist_section) # construct class that will draw the samples randomsampler = JointDistribution(variable_params, *dists, - **{"constraints": constraints, - "n_test_samples": 1000}) + **{"constraints": constraints}) if opts.ninjections: draw_size = opts.ninjections diff --git a/pycbc/conversions.py b/pycbc/conversions.py index 9f47bb18d38..9fae223cf4f 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -454,16 +454,27 @@ def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( remnant_mass: float The remnant mass in solar masses """ + mass1, mass2, spin1x, spin1y, spin1z, input_is_array = ensurearray( + mass1, mass2, spin1x, spin1y, spin1z) # mass1 must be greater than mass2 - if any(mass2 > mass1): - raise ValueError(f'Require mass1 >= mass2') + try: + if any(mass2 > mass1) and input_is_array: + raise ValueError(f'Require mass1 >= mass2') + except TypeError: + if mass2 > mass1 and not input_is_array: + raise ValueError(f'Require mass1 >= mass2. {mass1} < {mass2}') # Load required EOS if eos in ns.NS_SEQUENCES: ns_seq, ns_max = ns.load_ns_sequence(eos) - if any(mass2 > ns_max): - raise ValueError( - f'Maximum NS mass for {eos} is {ns_max}, received ' - f'{mass2[mass2 > ns_max]}') + try: + if any(mass2 > ns_max) and input_is_array: + raise ValueError( + f'Maximum NS mass for {eos} is {ns_max}, received masses ' + f'up to {max(mass2[mass2 > ns_max])}') + except TypeError: + if mass2 > ns_max and not input_is_array: + raise ValueError( + f'Maximum NS mass for {eos} is {ns_max}, received {mass2}') # NS compactness and rest mass ns_compactness = ns.ns_g_mass_to_ns_compactness(mass2, ns_seq) ns_b_mass = ns.ns_g_mass_to_ns_b_mass(mass2, ns_seq) @@ -492,10 +503,8 @@ def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( + gamma ) remnant_mass = ns_b_mass * numpy.where(fit > 0.0, fit, 0.0) ** delta - return remnant_mass + return formatreturn(remnant_mass, input_is_array) -#remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos = numpy.vectorize( -# _remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos) # # ============================================================================= diff --git a/pycbc/neutron_stars/ns_functions.py b/pycbc/neutron_stars/ns_functions.py index d75dde9cfd0..f4a3e5322a9 100644 --- a/pycbc/neutron_stars/ns_functions.py +++ b/pycbc/neutron_stars/ns_functions.py @@ -309,6 +309,10 @@ def PG_ISSO_solver(chi, incl): # Auxiliary variables cos_incl = np.cos(incl) sgnchi = np.sign(cos_incl)*chi + if np.isscalar(sgnchi): + sgnchi = np.array(sgnchi, copy=False, ndmin=1) + chi = np.array(chi, copy=False, ndmin=1) + incl = np.array(incl, copy=False, ndmin=1) # ISCO radius for the given spin magnitude initial_guess = [2 if s > 0.99 else (9 if s < 0 else 5) for s in sgnchi] @@ -324,7 +328,6 @@ def PG_ISSO_solver(chi, incl): # ISSO radius for an inclination of pi/2 initial_guess = [9 if c < 0 else 6 for c in chi] - low_bnd = 1 + 3**0.5 + (3 + 2 * 3**0.5)**0.5 rISSO_at_pole_limit = np.array([ root_scalar( ISSO_eq_at_pole, x0=g0, fprime=ISSO_eq_at_pole_dr, From e3c3b6f63f1e0710291a58c733a00dbe00ab3224 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Tue, 22 Mar 2022 08:11:03 -0700 Subject: [PATCH 16/61] Enable spherical or cartesian spins for m_rem calc --- pycbc/conversions.py | 87 ++++++++++++++++------------- pycbc/distributions/constraints.py | 3 +- pycbc/neutron_stars/ns_functions.py | 48 ++++++++++++++++ 3 files changed, 99 insertions(+), 39 deletions(-) diff --git a/pycbc/conversions.py b/pycbc/conversions.py index 9fae223cf4f..c81fbda19df 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -421,8 +421,8 @@ def lambda_from_mass_tov_file(mass, tov_file, distance=0.): return lambdav -def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( - mass1, mass2, spin1x=0, spin1y=0, spin1z=0, eos='2H'): +def remnant_mass_from_mass1_mass2_spherical_spin_eos( + mass1, mass2, spin1a=0.0, spin1pol=0.0, eos='2H'): """ Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in @@ -440,12 +440,10 @@ def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( The mass of the black hole, in solar masses. mass2 : float The mass of the neutron star, in solar masses. - spin1x : float, optional - The dimensionless x-component of the spin of mass1. Default = 0. - spin1y : float, optional - The dimensionless y-component of the spin of mass1. Default = 0. - spin1z : float, optional - The dimensionless z-component of the spin of mass1. Default = 0. + spin1a : float, optional + The dimensionless magnitude of the spin of mass1. Default = 0. + spin1pol : float, optional + The tilt angle of the spin of mass1. Default = 0 (aligned w L). eos: str, optional Name of the equation of state being adopted. Default is '2H'. @@ -454,8 +452,8 @@ def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( remnant_mass: float The remnant mass in solar masses """ - mass1, mass2, spin1x, spin1y, spin1z, input_is_array = ensurearray( - mass1, mass2, spin1x, spin1y, spin1z) + mass1, mass2, spin1a, spin1pol, input_is_array = ensurearray( + mass1, mass2, spin1a, spin1pol) # mass1 must be greater than mass2 try: if any(mass2 > mass1) and input_is_array: @@ -463,33 +461,7 @@ def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( except TypeError: if mass2 > mass1 and not input_is_array: raise ValueError(f'Require mass1 >= mass2. {mass1} < {mass2}') - # Load required EOS - if eos in ns.NS_SEQUENCES: - ns_seq, ns_max = ns.load_ns_sequence(eos) - try: - if any(mass2 > ns_max) and input_is_array: - raise ValueError( - f'Maximum NS mass for {eos} is {ns_max}, received masses ' - f'up to {max(mass2[mass2 > ns_max])}') - except TypeError: - if mass2 > ns_max and not input_is_array: - raise ValueError( - f'Maximum NS mass for {eos} is {ns_max}, received {mass2}') - # NS compactness and rest mass - ns_compactness = ns.ns_g_mass_to_ns_compactness(mass2, ns_seq) - ns_b_mass = ns.ns_g_mass_to_ns_b_mass(mass2, ns_seq) - elif eos in lalsim.SimNeutronStarEOSNames: - #eos_obj = lalsim.SimNeutronStarEOSByName(eos) - #eos_fam = lalsim.CreateSimNeutronStarFamily(eos_obj) - #r_ns = lalsim.SimNeutronStarRadius(mass2 * lal.MSUN_SI, eos_obj) - #ns_compactness = lal.G_SI * mass2 * lal.MSUN_SI / (r_ns * lal.C_SI**2) - raise NotImplementedError( - 'LALSimulation EOS interface not yet implemented!') - else: - raise NotImplementedError( - f'{eos} is not implemented! Available are: ' - f'{ns.NS_SEQUENCES + list(lalsim.SimNeutronStarEOSNames)}') - spin1a, _, spin1pol = _cartesian_to_spherical(spin1x, spin1y, spin1z) + ns_compactness, ns_b_mass = ns.initialize_eos(mass2, eos) eta = eta_from_mass1_mass2(mass1, mass2) # Fit parameters and tidal correction alpha = 0.406 @@ -506,6 +478,44 @@ def remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( return formatreturn(remnant_mass, input_is_array) +def remnant_mass_from_mass1_mass2_cartesian_spin_eos( + mass1, mass2, spin1x=0.0, spin1y=0.0, spin1z=0.0, eos='2H'): + """ + Function that determines the remnant disk mass of an NS-BH system + using the fit to numerical-relativity results discussed in + Foucart, Hinderer & Nissanke, PRD 98, 081501(R) (2018). + The BH spin may be misaligned with the orbital angular momentum. + In such cases the ISSO is approximated following the approach of + Stone, Loeb & Berger, PRD 87, 084053 (2013), which was originally + devised for a previous NS-BH remnant mass fit of + Foucart, PRD 86, 124007 (2012). + Note: NS spin is assumed to be 0! + + Parameters + ----------- + mass1 : float + The mass of the black hole, in solar masses. + mass2 : float + The mass of the neutron star, in solar masses. + spin1x : float, optional + The dimensionless x-component of the spin of mass1. Default = 0. + spin1y : float, optional + The dimensionless y-component of the spin of mass1. Default = 0. + spin1z : float, optional + The dimensionless z-component of the spin of mass1. Default = 0. + eos: str, optional + Name of the equation of state being adopted. Default is '2H'. + + Returns + ---------- + remnant_mass: float + The remnant mass in solar masses + """ + spin1a, _, spin1pol = _cartesian_to_spherical(spin1x, spin1y, spin1z) + return remnant_mass_from_mass1_mass2_spherical_spin_eos( + mass1, mass2, spin1a, spin1pol, eos) + + # # ============================================================================= # @@ -1627,5 +1637,6 @@ def nltides_gw_phase_diff_isco(f_low, f0, amplitude, n, m1, m2): 'chi_eff_from_spherical', 'chi_p_from_spherical', 'nltides_gw_phase_diff_isco', 'spin_from_pulsar_freq', 'freqlmn_from_other_lmn', 'taulmn_from_other_lmn', - 'remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos' + 'remnant_mass_from_mass1_mass2_spherical_spin_eos', + 'remnant_mass_from_mass1_mass2_cartesian_spin_eos' ] diff --git a/pycbc/distributions/constraints.py b/pycbc/distributions/constraints.py index 5db3e7f885b..7c95669cf1e 100644 --- a/pycbc/distributions/constraints.py +++ b/pycbc/distributions/constraints.py @@ -38,11 +38,12 @@ def __init__(self, constraint_arg, static_args=None, transforms=None, static_args.items(), key=lambda x: len(x[0]), reverse=True)) ) for arg, val in static_args.items(): + swp = f"'{val}'" if isinstance(val, str) else str(val) # Substitute static arg name for value if it appears in the # constraint_arg string at the beginning of a word and is not # followed by an underscore or equals sign constraint_arg = re.sub( - r'\b{}(?!\_|\=)'.format(arg), str(val), constraint_arg) + r'\b{}(?!\_|\=)'.format(arg), swp, constraint_arg) self.constraint_arg = constraint_arg self.transforms = transforms for kwarg in kwargs.keys(): diff --git a/pycbc/neutron_stars/ns_functions.py b/pycbc/neutron_stars/ns_functions.py index f4a3e5322a9..2b0b630a2b3 100644 --- a/pycbc/neutron_stars/ns_functions.py +++ b/pycbc/neutron_stars/ns_functions.py @@ -20,6 +20,7 @@ import numpy as np from scipy.optimize import root_scalar from scipy.interpolate import interp1d +import lalsimulation as lalsim from . import NS_SEQUENCES, NS_SEQUENCE_FILE_DIRECTORY ############################################################################## @@ -466,3 +467,50 @@ def ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence): f = interp1d(x, y) return f(ns_g_mass) + + +def initialize_eos(ns_mass, eos): + """Load an equation of state and return the compactness and baryonic + mass for a given neutron star mass + + Parameters + ---------- + ns_mass : float + The mass of the neutron star, in solar masses. + eos : str + Name of the equation of state. + + Returns + ------- + ns_compactness : float + Compactness parameter of the neutron star. + ns_b_mass : float + Baryonic mass of the neutron star. + """ + if eos in NS_SEQUENCES: + ns_seq, ns_max = load_ns_sequence(eos) + try: + if any(ns_mass > ns_max) and input_is_array: + raise ValueError( + f'Maximum NS mass for {eos} is {ns_max}, received masses ' + f'up to {max(ns_mass[ns_mass > ns_max])}') + except TypeError: + if ns_mass > ns_max and not input_is_array: + raise ValueError( + f'Maximum NS mass for {eos} is {ns_max}, received ' + f'{ns_mass}') + # Interpolate NS compactness and rest mass + ns_compactness = ns_g_mass_to_ns_compactness(ns_mass, ns_seq) + ns_b_mass = ns_g_mass_to_ns_b_mass(ns_mass, ns_seq) + elif eos in lalsim.SimNeutronStarEOSNames: + #eos_obj = lalsim.SimNeutronStarEOSByName(eos) + #eos_fam = lalsim.CreateSimNeutronStarFamily(eos_obj) + #r_ns = lalsim.SimNeutronStarRadius(ns_mass * lal.MSUN_SI, eos_obj) + #ns_compactness = lal.G_SI * ns_mass * lal.MSUN_SI / (r_ns * lal.C_SI**2) + raise NotImplementedError( + 'LALSimulation EOS interface not yet implemented!') + else: + raise NotImplementedError( + f'{eos} is not implemented! Available are: ' + f'{NS_SEQUENCES + list(lalsim.SimNeutronStarEOSNames)}') + return (ns_compactness, ns_b_mass) From 4bdb8a9e5ea8f1bca7c2ae464189162efd9eb22a Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Tue, 22 Mar 2022 08:43:46 -0700 Subject: [PATCH 17/61] Reorganising neutron_stars module --- pycbc/io/record.py | 2 +- pycbc/neutron_stars/__init__.py | 3 +- pycbc/neutron_stars/eos_utils.py | 160 ++++++++++++++++ .../{ns_functions.py => pg_isso_solver.py} | 172 +----------------- 4 files changed, 170 insertions(+), 167 deletions(-) create mode 100644 pycbc/neutron_stars/eos_utils.py rename pycbc/neutron_stars/{ns_functions.py => pg_isso_solver.py} (62%) diff --git a/pycbc/io/record.py b/pycbc/io/record.py index f5da3c42009..27398e56848 100644 --- a/pycbc/io/record.py +++ b/pycbc/io/record.py @@ -1916,7 +1916,7 @@ def spin2_polar(self): @property def remnant_mass(self): """Returns the remnant mass for an NS-BH binary.""" - return conversions.remnant_mass_from_mass1_mass2_spin1x_spin1y_spin1z_eos( + return conversions.remnant_mass_from_mass1_mass2_cartesian_spin_eos( self.mass1, self.mass2, self.spin1x, self.spin1y, self.spin1z) diff --git a/pycbc/neutron_stars/__init__.py b/pycbc/neutron_stars/__init__.py index 404029aa3d8..00356dfa5f1 100644 --- a/pycbc/neutron_stars/__init__.py +++ b/pycbc/neutron_stars/__init__.py @@ -5,4 +5,5 @@ NS_SEQUENCES = [ f.replace('equil_', '').replace('.dat', '') for f in os.listdir(NS_SEQUENCE_FILE_DIRECTORY) if f.endswith('.dat')] -from pycbc.neutron_stars.ns_functions import * +from pycbc.neutron_stars.eos_utils import * +from pycbc.neutron_stars.pg_isso_solver import * diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py new file mode 100644 index 00000000000..033a2a824d9 --- /dev/null +++ b/pycbc/neutron_stars/eos_utils.py @@ -0,0 +1,160 @@ +# Copyright (C) 2022 Francesco Pannarale, Andrew Williamson, +# Samuel Higginbotham +# +# This program is free software; you can redistribute it and/or modify it +# under the terms of the GNU General Public License as published by the +# Free Software Foundation; either version 3 of the License, or (at your +# option) any later version. +# +# This program is distributed in the hope that it will be useful, but +# WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General +# Public License for more details. +# +# You should have received a copy of the GNU General Public License along +# with this program; if not, write to the Free Software Foundation, Inc., +# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. +""" +Utility functions for handling NS equations of state +""" +import os.path +import numpy as np +from scipy.interpolate import interp1d +import lalsimulation as lalsim +from . import NS_SEQUENCES, NS_SEQUENCE_FILE_DIRECTORY + + +def load_ns_sequence(eos_name): + """ + Load the data of an NS non-rotating equilibrium sequence generated + using the equation of state (EOS) chosen by the user. + File format is: grav mass (Msun), baryonic mass (Msun), compactness + + Parameters + ----------- + eos_name: string + NS equation of state label ('2H' is the only supported + choice at the moment) + + Returns + ---------- + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + max_ns_g_mass: float + the maximum NS gravitational mass (in solar masses) in + the sequence (this is the mass of the most massive stable + NS) + """ + if eos_name not in NS_SEQUENCES: + raise NotImplementedError( + f'{eos_name} does not have an implemented NS sequence file! ' + f'To implement, the file {ns_sequence_file} must exist and ' + 'contain: NS gravitational mass (in solar masses), NS baryonic ' + 'mass (in solar masses), NS compactness (dimensionless)') + ns_sequence_file = os.path.join( + NS_SEQUENCE_FILE_DIRECTORY, 'equil_{}.dat'.format(eos_name)) + ns_sequence = np.loadtxt(ns_sequence_file) + max_ns_g_mass = max(ns_sequence[:, 0]) + return (ns_sequence, max_ns_g_mass) + + +def interp_grav_mass_to_baryon_mass(ns_g_mass, ns_sequence): + """ + Determines the baryonic mass of an NS given its gravitational + mass and an NS equilibrium sequence. + + Parameters + ----------- + ns_g_mass: float + NS gravitational mass (in solar masses) + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + + Returns + ---------- + float + The NS baryonic mass (in solar massesr**3*(r**2*(r-6)+chi**2*(3*r+4))+ + chi**4*(3*r*(r-2)+chi**2)) + """ + x = ns_sequence[:, 0] + y = ns_sequence[:, 1] + f = interp1d(x, y) + + return f(ns_g_mass) + + +def interp_grav_mass_to_compactness(ns_g_mass, ns_sequence): + """ + Determines the compactness of an NS given its + gravitational mass and an NS equilibrium sequence. + + Parameters + ----------- + ns_g_mass: float + NS gravitational mass (in solar masses) + ns_sequence: 3D-array + contains the sequence data in the form NS gravitational + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) + + Returns + ---------- + float + The NS compactness (dimensionless) + """ + x = ns_sequence[:, 0] + y = ns_sequence[:, 2] + f = interp1d(x, y) + + return f(ns_g_mass) + + +def initialize_eos(ns_mass, eos): + """Load an equation of state and return the compactness and baryonic + mass for a given neutron star mass + + Parameters + ---------- + ns_mass : float + The mass of the neutron star, in solar masses. + eos : str + Name of the equation of state. + + Returns + ------- + ns_compactness : float + Compactness parameter of the neutron star. + ns_b_mass : float + Baryonic mass of the neutron star. + """ + if eos in NS_SEQUENCES: + ns_seq, ns_max = load_ns_sequence(eos) + try: + if any(ns_mass > ns_max) and input_is_array: + raise ValueError( + f'Maximum NS mass for {eos} is {ns_max}, received masses ' + f'up to {max(ns_mass[ns_mass > ns_max])}') + except TypeError: + if ns_mass > ns_max and not input_is_array: + raise ValueError( + f'Maximum NS mass for {eos} is {ns_max}, received ' + f'{ns_mass}') + # Interpolate NS compactness and rest mass + ns_compactness = interp_grav_mass_to_compactness(ns_mass, ns_seq) + ns_b_mass = interp_grav_mass_to_baryon_mass(ns_mass, ns_seq) + elif eos in lalsim.SimNeutronStarEOSNames: + #eos_obj = lalsim.SimNeutronStarEOSByName(eos) + #eos_fam = lalsim.CreateSimNeutronStarFamily(eos_obj) + #r_ns = lalsim.SimNeutronStarRadius(ns_mass * lal.MSUN_SI, eos_obj) + #ns_compactness = lal.G_SI * ns_mass * lal.MSUN_SI / (r_ns * lal.C_SI**2) + raise NotImplementedError( + 'LALSimulation EOS interface not yet implemented!') + else: + raise NotImplementedError( + f'{eos} is not implemented! Available are: ' + f'{NS_SEQUENCES + list(lalsim.SimNeutronStarEOSNames)}') + return (ns_compactness, ns_b_mass) diff --git a/pycbc/neutron_stars/ns_functions.py b/pycbc/neutron_stars/pg_isso_solver.py similarity index 62% rename from pycbc/neutron_stars/ns_functions.py rename to pycbc/neutron_stars/pg_isso_solver.py index 2b0b630a2b3..5bde7d92a20 100644 --- a/pycbc/neutron_stars/ns_functions.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -1,4 +1,5 @@ -# Copyright (C) 2015 Francesco Pannarale +# Copyright (C) 2022 Francesco Pannarale, Andrew Williamson, +# Samuel Higginbotham # # This program is free software; you can redistribute it and/or modify it # under the terms of the GNU General Public License as published by the @@ -13,20 +14,13 @@ # You should have received a copy of the GNU General Public License along # with this program; if not, write to the Free Software Foundation, Inc., # 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. - -import os.path -import sys -import logging +""" +Innermost Stable Spherical Orbit (ISSO) solver in the Perez-Giz (PG) +formalism [see Stone, Loeb, Berger, PRD 87, 084053 (2013)]. +""" import numpy as np from scipy.optimize import root_scalar -from scipy.interpolate import interp1d -import lalsimulation as lalsim -from . import NS_SEQUENCES, NS_SEQUENCE_FILE_DIRECTORY -############################################################################## -# Innermost Stable Spherical Orbit (ISSO) solver in the Perez-Giz (PG) # -# formalism [see Stone, Loeb, Berger, PRD 87, 084053 (2013)]. # -############################################################################## def ISCO_eq(r, chi): """ @@ -281,7 +275,7 @@ def PG_ISSO_eq_dr2(r, chi, incl): + 30 * r**4 * ( 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - 56 * chi4 * sin2i) - + r**3 * (480 * chi6 * sin2i - 960 * chi6 * sin4i) + + r**3 * (480 * chi6 * sin2i - 960 * chi6 * sin4i) + r**2 * ( 252 * chi8 * sin4i - 72 * chi8 * sin2i - 576 * chi6 * sin4i) - r * 168 * chi8 * sin4i @@ -362,155 +356,3 @@ def PG_ISSO_solver(chi, incl): oob = (solution < 1) | (solution > 9) n += 1 return solution - - -############################################################################## -# 2H 2-piecewise polytropic EOS, NS non-rotating equilibrium sequence # -# File format is: grav mass (Msun) baryonic mass (Msun) compactness # -# # -# Eventually, the function should call an NS sequence generator within LAL # -# the EOS prescribed by the user and store it. # -############################################################################## -def load_ns_sequence(eos_name): - """ - Load the data of an NS non-rotating equilibrium sequence - generated using the equation of state (EOS) chosen by the - user. [Only the 2H 2-piecewise polytropic EOS is currently - supported. This yields NSs with large radiss (15-16km).] - - Parameters - ----------- - eos_name: string - NS equation of state label ('2H' is the only supported - choice at the moment) - - Returns - ---------- - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - max_ns_g_mass: float - the maximum NS gravitational mass (in solar masses) in - the sequence (this is the mass of the most massive stable - NS) - """ - if eos_name not in NS_SEQUENCES: - raise NotImplementedError( - f'{eos_name} does not have an implemented NS sequence file! ' - f'To implement, the file {ns_sequence_file} must exist and ' - 'contain: NS gravitational mass (in solar masses), NS baryonic ' - 'mass (in solar masses), NS compactness (dimensionless)') - ns_sequence_file = os.path.join( - NS_SEQUENCE_FILE_DIRECTORY, 'equil_{}.dat'.format(eos_name)) - ns_sequence = np.loadtxt(ns_sequence_file) - max_ns_g_mass = max(ns_sequence[:,0]) - return (ns_sequence, max_ns_g_mass) - - -############################################################################## -# Given an NS equilibrium sequence and gravitational mass (in Msun), return # -# the NS baryonic mass (in Msun). # -############################################################################## -def ns_g_mass_to_ns_b_mass(ns_g_mass, ns_sequence): - """ - Determines the baryonic mass of an NS given its gravitational - mass and an NS equilibrium sequence. - - Parameters - ----------- - ns_g_mass: float - NS gravitational mass (in solar masses) - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - - Returns - ---------- - float - The NS baryonic mass (in solar massesr**3*(r**2*(r-6)+chi**2*(3*r+4))+ - chi**4*(3*r*(r-2)+chi**2)) - """ - x = ns_sequence[:,0] - y = ns_sequence[:,1] - f = interp1d(x, y) - - return f(ns_g_mass) - - -############################################################################## -# Given an NS equilibrium sequence and gravitational mass (in Msun), return # -# the NS compactness. # -############################################################################## -def ns_g_mass_to_ns_compactness(ns_g_mass, ns_sequence): - """ - Determines the compactness of an NS given its - gravitational mass and an NS equilibrium sequence. - - Parameters - ----------- - ns_g_mass: float - NS gravitational mass (in solar masses) - ns_sequence: 3D-array - contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) - - Returns - ---------- - float - The NS compactness (dimensionless) - """ - x = ns_sequence[:,0] - y = ns_sequence[:,2] - f = interp1d(x, y) - - return f(ns_g_mass) - - -def initialize_eos(ns_mass, eos): - """Load an equation of state and return the compactness and baryonic - mass for a given neutron star mass - - Parameters - ---------- - ns_mass : float - The mass of the neutron star, in solar masses. - eos : str - Name of the equation of state. - - Returns - ------- - ns_compactness : float - Compactness parameter of the neutron star. - ns_b_mass : float - Baryonic mass of the neutron star. - """ - if eos in NS_SEQUENCES: - ns_seq, ns_max = load_ns_sequence(eos) - try: - if any(ns_mass > ns_max) and input_is_array: - raise ValueError( - f'Maximum NS mass for {eos} is {ns_max}, received masses ' - f'up to {max(ns_mass[ns_mass > ns_max])}') - except TypeError: - if ns_mass > ns_max and not input_is_array: - raise ValueError( - f'Maximum NS mass for {eos} is {ns_max}, received ' - f'{ns_mass}') - # Interpolate NS compactness and rest mass - ns_compactness = ns_g_mass_to_ns_compactness(ns_mass, ns_seq) - ns_b_mass = ns_g_mass_to_ns_b_mass(ns_mass, ns_seq) - elif eos in lalsim.SimNeutronStarEOSNames: - #eos_obj = lalsim.SimNeutronStarEOSByName(eos) - #eos_fam = lalsim.CreateSimNeutronStarFamily(eos_obj) - #r_ns = lalsim.SimNeutronStarRadius(ns_mass * lal.MSUN_SI, eos_obj) - #ns_compactness = lal.G_SI * ns_mass * lal.MSUN_SI / (r_ns * lal.C_SI**2) - raise NotImplementedError( - 'LALSimulation EOS interface not yet implemented!') - else: - raise NotImplementedError( - f'{eos} is not implemented! Available are: ' - f'{NS_SEQUENCES + list(lalsim.SimNeutronStarEOSNames)}') - return (ns_compactness, ns_b_mass) From f7961a75410898d73976d248a9bd9d0c7887ff1a Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Wed, 23 Mar 2022 08:23:57 -0700 Subject: [PATCH 18/61] Some fixes to isso solver --- pycbc/neutron_stars/pg_isso_solver.py | 26 ++++++++++++-------------- 1 file changed, 12 insertions(+), 14 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 5bde7d92a20..67fef91512c 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -317,7 +317,7 @@ def PG_ISSO_solver(chi, incl): args=(sc)).root for g0, sc in zip(initial_guess, sgnchi)]) # If the inclination is 0 or pi, just output the ISCO radius - equatorial = (incl == 0) | (incl == np.pi) + equatorial = np.isclose(incl, 0) | np.isclose(incl, np.pi) if all(equatorial): return rISCO_limit @@ -329,30 +329,28 @@ def PG_ISSO_solver(chi, incl): fprime2=ISSO_eq_at_pole_dr2, args=(c)).root for g0, c in zip(initial_guess, chi)]) # If the inclination is pi/2, just output the ISSO radius at the pole(s) - polar = (incl == np.pi/2) + polar = np.isclose(incl, np.pi / 2) if all(polar): return rISSO_at_pole_limit # Otherwise, find the ISSO radius for a generic inclination - initial_guess_h = np.maximum(rISCO_limit, rISSO_at_pole_limit) - initial_guess_l = np.minimum(rISCO_limit, rISSO_at_pole_limit) + initial_guess = np.maximum(rISCO_limit, rISSO_at_pole_limit) solution = np.array([ root_scalar( PG_ISSO_eq, x0=g0, fprime=PG_ISSO_eq_dr, fprime2=PG_ISSO_eq_dr2, - bracket=(l, g0), args=(c, inc)).root - for g0, l, c, inc in zip(initial_guess_h, initial_guess_l, chi, incl)]) + args=(c, inc)).root + for g0, c, inc in zip(initial_guess, chi, incl)]) oob = (solution < 1) | (solution > 9) - n = 1 - while any(oob): - if n > 5: - raise RuntimeError('Unable to obtain some solutions!') + if any(oob): + initial_guess = np.minimum(rISCO_limit, rISSO_at_pole_limit) solution = np.array([ root_scalar( PG_ISSO_eq, x0=g0, fprime=PG_ISSO_eq_dr, - fprime2=PG_ISSO_eq_dr2, bracket=(g0, h), args=(c, inc)).root - if ob else sol for g0, h, c, inc, ob, sol - in zip(initial_guess_l, initial_guess_h, chi, incl, oob, solution) + fprime2=PG_ISSO_eq_dr2, args=(c, inc)).root + if ob else sol for g0, c, inc, ob, sol + in zip(initial_guess, chi, incl, oob, solution) ]) oob = (solution < 1) | (solution > 9) - n += 1 + if any(oob): + raise RuntimeError('Unable to obtain some solutions!') return solution From fad9d12d394399bb03dff73880024280d12d3295 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Wed, 23 Mar 2022 10:07:54 -0700 Subject: [PATCH 19/61] Adding 2D interpolation for ISSO radii --- pycbc/conversions.py | 31 ++++++------ pycbc/neutron_stars/__init__.py | 6 +-- pycbc/neutron_stars/eos_utils.py | 46 +++++++++++++++++- .../{ns_sequences => ns_data}/equil_2H.dat | 0 pycbc/neutron_stars/ns_data/isso_inc_chi.pkl | Bin 0 -> 83635 bytes pycbc/neutron_stars/pg_isso_solver.py | 13 +++++ setup.py | 2 +- 7 files changed, 76 insertions(+), 22 deletions(-) rename pycbc/neutron_stars/{ns_sequences => ns_data}/equil_2H.dat (100%) create mode 100644 pycbc/neutron_stars/ns_data/isso_inc_chi.pkl diff --git a/pycbc/conversions.py b/pycbc/conversions.py index c81fbda19df..ad4dac65ea0 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -422,7 +422,7 @@ def lambda_from_mass_tov_file(mass, tov_file, distance=0.): def remnant_mass_from_mass1_mass2_spherical_spin_eos( - mass1, mass2, spin1a=0.0, spin1pol=0.0, eos='2H'): + mass1, mass2, spin1a=0.0, spin1pol=0.0, eos='2H', solve=False): """ Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in @@ -444,8 +444,12 @@ def remnant_mass_from_mass1_mass2_spherical_spin_eos( The dimensionless magnitude of the spin of mass1. Default = 0. spin1pol : float, optional The tilt angle of the spin of mass1. Default = 0 (aligned w L). - eos: str, optional + eos : str, optional Name of the equation of state being adopted. Default is '2H'. + solve : bool, optional + Whether to solve for the ISSO radius of each system. Otherwise + load pre-computed grid of values and interpolate. + Default = False. Returns ---------- @@ -463,23 +467,14 @@ def remnant_mass_from_mass1_mass2_spherical_spin_eos( raise ValueError(f'Require mass1 >= mass2. {mass1} < {mass2}') ns_compactness, ns_b_mass = ns.initialize_eos(mass2, eos) eta = eta_from_mass1_mass2(mass1, mass2) - # Fit parameters and tidal correction - alpha = 0.406 - beta = 0.139 - gamma = 0.255 - delta = 1.761 - # The remnant mass over the NS rest mass - fit = ( - alpha / eta ** (1/3) * (1 - 2 * ns_compactness) - - beta * ns_compactness / eta * ns.PG_ISSO_solver(spin1a, spin1pol) - + gamma - ) - remnant_mass = ns_b_mass * numpy.where(fit > 0.0, fit, 0.0) ** delta + remnant_mass = ns.foucart18( + eta, ns_compactness, ns_b_mass, spin1a, spin1pol, solve=solve) return formatreturn(remnant_mass, input_is_array) def remnant_mass_from_mass1_mass2_cartesian_spin_eos( - mass1, mass2, spin1x=0.0, spin1y=0.0, spin1z=0.0, eos='2H'): + mass1, mass2, spin1x=0.0, spin1y=0.0, spin1z=0.0, eos='2H', + solve=False): """ Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in @@ -505,6 +500,10 @@ def remnant_mass_from_mass1_mass2_cartesian_spin_eos( The dimensionless z-component of the spin of mass1. Default = 0. eos: str, optional Name of the equation of state being adopted. Default is '2H'. + solve : bool, optional + Whether to solve for the ISSO radius of each system. Otherwise + load pre-computed grid of values and interpolate. + Default = False. Returns ---------- @@ -513,7 +512,7 @@ def remnant_mass_from_mass1_mass2_cartesian_spin_eos( """ spin1a, _, spin1pol = _cartesian_to_spherical(spin1x, spin1y, spin1z) return remnant_mass_from_mass1_mass2_spherical_spin_eos( - mass1, mass2, spin1a, spin1pol, eos) + mass1, mass2, spin1a, spin1pol, eos=eos, solve=solve) # diff --git a/pycbc/neutron_stars/__init__.py b/pycbc/neutron_stars/__init__.py index 00356dfa5f1..33c02d9529d 100644 --- a/pycbc/neutron_stars/__init__.py +++ b/pycbc/neutron_stars/__init__.py @@ -1,9 +1,9 @@ import os.path # Setup the directory with the NS equilibrium sequence(s) -NS_SEQUENCE_FILE_DIRECTORY = os.path.join( - os.path.dirname(__file__), 'ns_sequences') +NS_DATA_DIRECTORY = os.path.join( + os.path.dirname(__file__), 'ns_data') NS_SEQUENCES = [ f.replace('equil_', '').replace('.dat', '') - for f in os.listdir(NS_SEQUENCE_FILE_DIRECTORY) if f.endswith('.dat')] + for f in os.listdir(NS_DATA_DIRECTORY) if f.endswith('.dat')] from pycbc.neutron_stars.eos_utils import * from pycbc.neutron_stars.pg_isso_solver import * diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index 033a2a824d9..26c98338282 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -21,7 +21,8 @@ import numpy as np from scipy.interpolate import interp1d import lalsimulation as lalsim -from . import NS_SEQUENCES, NS_SEQUENCE_FILE_DIRECTORY +from . import NS_SEQUENCES, NS_DATA_DIRECTORY +from .pg_isso_solver import PG_ISSO_solver, pg_isso_interp def load_ns_sequence(eos_name): @@ -54,7 +55,7 @@ def load_ns_sequence(eos_name): 'contain: NS gravitational mass (in solar masses), NS baryonic ' 'mass (in solar masses), NS compactness (dimensionless)') ns_sequence_file = os.path.join( - NS_SEQUENCE_FILE_DIRECTORY, 'equil_{}.dat'.format(eos_name)) + NS_DATA_DIRECTORY, 'equil_{}.dat'.format(eos_name)) ns_sequence = np.loadtxt(ns_sequence_file) max_ns_g_mass = max(ns_sequence[:, 0]) return (ns_sequence, max_ns_g_mass) @@ -158,3 +159,44 @@ def initialize_eos(ns_mass, eos): f'{eos} is not implemented! Available are: ' f'{NS_SEQUENCES + list(lalsim.SimNeutronStarEOSNames)}') return (ns_compactness, ns_b_mass) + + +def foucart18( + eta, ns_compactness, ns_b_mass, bh_spin_mag, bh_spin_pol, solve=False): + """Function that determines the remnant disk mass of an NS-BH system + using the fit to numerical-relativity results discussed in + Foucart, Hinderer & Nissanke, PRD 98, 081501(R) (2018). + + Parameters + ---------- + eta : float + The symmetric mass ratio of the system + (note: primary is assumed to be the BH). + ns_compactness : float + NS compactness parameter. + ns_b_mass : float + Baryonic mass of the NS. + bh_spin_mag: float + Dimensionless spin magnitude of the BH. + bh_spin_pol : float + The tilt angle of the BH spin. + solve: bool, optional + Whether to solve for the ISSO radius of each system via the + PG_ISSO_solver routine. Otherwise load pre-computed grid of + values and interpolate. Default = False. + """ + if solve: + isso = PG_ISSO_solver(bh_spin_mag, bh_spin_pol) + else: + isso = pg_isso_interp(bh_spin_pol, bh_spin_mag) + # Fit parameters and tidal correction + alpha = 0.406 + beta = 0.139 + gamma = 0.255 + delta = 1.761 + fit = ( + alpha / eta ** (1/3) * (1 - 2 * ns_compactness) + - beta * ns_compactness / eta * isso + + gamma + ) + return ns_b_mass * np.where(fit > 0.0, fit, 0.0) ** delta diff --git a/pycbc/neutron_stars/ns_sequences/equil_2H.dat b/pycbc/neutron_stars/ns_data/equil_2H.dat similarity index 100% rename from pycbc/neutron_stars/ns_sequences/equil_2H.dat rename to pycbc/neutron_stars/ns_data/equil_2H.dat diff --git a/pycbc/neutron_stars/ns_data/isso_inc_chi.pkl b/pycbc/neutron_stars/ns_data/isso_inc_chi.pkl new file mode 100644 index 0000000000000000000000000000000000000000..038aeff83129538d516967468503c28873837e8c GIT binary patch literal 83635 zcma%@c{r4B*!~&&j4}I6g%FjpMN&j_iHgXU7E9UJvWD!5l)X|}LZvJb5`~J=q9QGl zrDPYfQ`wjIo^Nx!|GmfWH-9t-X6Cu?XXZ24bzbNB6vkzD%Fe|zK;FgO$HCjvwFgPqTA7e5P zxBvH7FJ3*4NH0DuPFpYj3tj>yURY^8PCb`MFC6=U_C5igXa$1*j=aMQA02hUOUT5F zAg#xBloK6W-HT{oV6cA$-TwPWkHg1{WE;I(hqbW($8F6 zS2MdN()|>KU$cMzj_H2xE|ajKp8faF%q5)pxznq@upjr8`MRmoc|f$8{rFa9%uR;_ zM@uwQR=R`z{4Qo(>W)}pMmPI)dYB%eK_QK+d)cqo$275f<`FCMll{8= z%xyZHwpwBX?AIS;u9nj_U6A<2KF$zxk#u2isnjt0cq7ct>DnD9Hjc87JH~w3CMYAh zd7ORx3Fg7B+yu9z3HCZBnXgT1FVrSavez@kRH+#XTc0|`Ue|Bt-R**bXRrTeukR0Y zb-vuG_Ow6jb^c|>iWr_$&G^e+?=*8M!PDW|jcN9}XPEAsiN_~z&al@%%j`N;dgMUn zEPEewOymBqMtQgA*!!7hzB)Rs%ab+F-q!+i+k1wVP4)tNe~Zi<4OR83oJICNmzb-H z&9|+-yTsn_GBajfu)J^HGJD@E%!R8N8yoUh*!$;zvIwh7^urwR?>un8xcWrg>t+u4 z_r7p~^mJIX_YqF`cV0Nb=054Xcq=FTd*3l|-T8L-$DLsb>vt~r_qpPRkOMz`&RcN9zw^iqWxRe~%0IZ_-}}x3U8nJzt1^8XfaNhOIwMqR zCSG(lstjks{~vBa)S`XefmfLoYa@q^D{e6V{hY}y^ZdYm{g2Fl-y)yc$N9|E`R@r0?Bg{sS*x+U_=SDk zM&^IZZE0j5|0`3BwcWK%>~%CTog7)WX7+kon5?rxEoxz}tCcy;TJGOg_WHgtcl~z) zzO&c)o%!F(MYgfm`-AzRo^|`dUUxf__TLM3u-D(g{O@#GcCz=;#Xe3Kdp}+5<8`t3 z)y+O`H+z5G?Bn;a_u0ceGIerG0fh_2zwtR?0t-|_c6-e$0&OrqwIZ*vG*~?-p3ewALHzOjI-B2@qgZX zt@80&{lB=aVc{lh;w6G`JMe8|q?ag*w|BcZInHg2K~;|dR=tPzKK#XiO$wF=Q|7fS~%&tv&lo$1gs%&8@?mkx9Hf(q;<=^#*j&nJh24tgDe8$Pzv zfb(I(zP2YcfUO>uAChT6c}nWL<3oeAKaFO`jcFjJ-le=KM}yBUO9R1J8Z6XVba(bs z;St>`M(Pz6&TVkmxBn&;29%>u8wF9p-^$KM

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z@}n%}72l+sEH?A+qMS?w4t=1U zu(L7Ug7@x*LBzIB71s`igSWJ)V(3 zIoUbYzn^k4y(hSda&k(hI+1b`ywRzcaxyl4+=_DYtl~%* 9) if any(oob): - initial_guess = np.minimum(rISCO_limit, rISSO_at_pole_limit) solution = np.array([ root_scalar( - PG_ISSO_eq, x0=g0, fprime=PG_ISSO_eq_dr, + PG_ISSO_eq, x0=g0, fprime=PG_ISSO_eq_dr, bracket=bracket, fprime2=PG_ISSO_eq_dr2, args=(c, inc)).root - if ob else sol for g0, c, inc, ob, sol - in zip(initial_guess, chi, incl, oob, solution) + if ob else sol for g0, bracket, c, inc, ob, sol + in zip(initial_lo, brackets, chi, incl, oob, solution) ]) oob = (solution < 1) | (solution > 9) if any(oob): @@ -357,11 +361,49 @@ def PG_ISSO_solver(chi, incl): return solution +def concat_grid(bounds): + out = np.concatenate([ + np.linspace(0, lim[0], lim[1], endpoint=False) if ii == 0 + else ( + np.linspace(chi_lims[ii-1][0], lim[0], lim[1]) + if ii == len(bounds) + else np.linspace(bounds[ii-1][0], lim[0], lim[1], endpoint=False) + ) + for ii, lim in enumerate(bounds)]) + return out + + +def generate_isso_bivariate_interp(): + """Constructs a grid in spin magnitude and spin tilt angle then + solves for the ISSO radius (in mass units). Uses the resulting + grid to create a bivariate spine which is saved to disk. + Note: the grid density need not be uniform, and so has been tuned + by hand to be more dense in regions of steeper gradient in order to + keep the fractional interpolation error over the full span of + parameter values to less than 1e-5. + """ + import pickle + import os.path + chis = concat_grid(( + (0.5, 25), (0.75, 20), (0.95, 30), (0.99, 20), (0.995, 50), + (0.9975, 50), (1, 101))) + incs = concat_grid(( + (0.125 * np.pi, 50), (0.375 * np.pi, 300), (0.5 * np.pi, 50), + (0.9 * np.pi, 50), (np.pi, 26))) + chig, incg = np.meshgrid(chis, incs) + roots = np.empty_like(chig) + for i, (chi, inc) in enumerate(zip(chig, incg)): + # more dense at larger chi + roots[i] = PG_ISSO_solver(chi, inc) + bivar = RectBivariateSpline(incs, chis, roots) + with open(os.path.join(NS_DATA_DIRECTORY, 'isso_inc_chi.pkl'), 'wb') as f: + pickle.dump(bivar, f) + def load_isso_bivariate_interp(): - from six.moves import cPickle + import pickle import os.path with open(os.path.join(NS_DATA_DIRECTORY, 'isso_inc_chi.pkl'), 'rb') as f: - func = cPickle.load(f) + func = pickle.load(f) return func From 1b4c3daef5cede90160bd13683ea75ad5126d2c3 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Thu, 12 May 2022 05:22:51 -0700 Subject: [PATCH 21/61] Change in setup.py, needed for tox --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 92f025dac52..646f839aadc 100755 --- a/setup.py +++ b/setup.py @@ -304,7 +304,7 @@ def run(self): packages = find_packages(), package_data = {'pycbc.workflow': find_files('pycbc/workflow'), 'pycbc.results': find_files('pycbc/results'), - 'pycbc.neutron_stars': find_files('pycbc/neutron_stars/ns_data')}, + 'pycbc.neutron_stars': find_files('pycbc/neutron_stars')}, ext_modules = ext, python_requires='>=3.7', classifiers=[ From 4e4e4991ea4ea225b501cc35642c1ab1b0bcd4e4 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Tue, 17 May 2022 03:13:44 -0700 Subject: [PATCH 22/61] Fix docstrings --- pycbc/neutron_stars/pg_isso_solver.py | 26 +++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index ae941d2efdd..38605099a10 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -39,8 +39,8 @@ def ISCO_eq(r, chi): Returns ---------- float - ``(r * (r - 6))**2 - - chi**2 * (2 * r * (3 * r + 14) - 9 * chi**2)`` + ``(r * (r - 6))**2`` + ``- chi**2 * (2 * r * (3 * r + 14) - 9 * chi**2)`` """ return (r * (r - 6))**2 - chi**2 * (2 * r * (3 * r + 14) - 9 * chi**2) @@ -96,8 +96,8 @@ def ISSO_eq_at_pole(r, chi): Returns ------- float - ``r**3 * (r**2 * (r - 6) + chi**2 * (3 * r + 4)) - + chi**4 * (3 * r * (r - 2) + chi**2) + ``r**3 * (r**2 * (r - 6) + chi**2 * (3 * r + 4))`` + ``+ chi**4 * (3 * r * (r - 2) + chi**2)`` """ chi2 = chi * chi return ( @@ -167,16 +167,16 @@ def PG_ISSO_eq(r, chi, incl): Returns ------- float - ``r**8 * Z + chi**2 * (1 - cos_incl**2) - *(chi**2 * (1 - cos_incl**2) * Y - 2 * r**4 * X)`` + ``r**8 * Z + chi**2 * (1 - cos_incl**2)`` + ``* (chi**2 * (1 - cos_incl**2) * Y - 2 * r**4 * X)`` where - ``X = chi**2 * (chi**2 * (3 * chi**2 + 4 * r * (2 * r - 3)) - + r**2 * (15 * r * (r - 4) + 28)) - - 6 * r**4 * (r**2 - 4)`` - ``Y = chi**4 * (chi**4 + r**2 * (7 * r * (3 * r - 4) + 36)) - + 6 * r * (r - 2) - * (chi**6 + 2 * r**3 - * (chi**2 * (3 * r + 2) + 3 * r**2 * (r - 2)))`` + ``X = chi**2 * (chi**2 * (3 * chi**2 + 4 * r * (2 * r - 3))`` + ``+ r**2 * (15 * r * (r - 4) + 28))`` + ``- 6 * r**4 * (r**2 - 4)`` + ``Y = chi**4 * (chi**4 + r**2 * (7 * r * (3 * r - 4) + 36))`` + ``+ 6 * r * (r - 2)`` + ``* (chi**6 + 2 * r**3`` + ``* (chi**2 * (3 * r + 2) + 3 * r**2 * (r - 2)))`` ``Z = ISCO_eq(r, chi)`` """ chi2 = chi * chi From 8ee3bc070728b3c64895b8725a9dc64a63df8058 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Tue, 17 May 2022 06:06:45 -0700 Subject: [PATCH 23/61] Fixing doc strings --- pycbc/conversions.py | 26 ++++---- pycbc/neutron_stars/eos_utils.py | 52 ++++++++------- pycbc/neutron_stars/pg_isso_solver.py | 94 +++++++++++++++++---------- 3 files changed, 100 insertions(+), 72 deletions(-) diff --git a/pycbc/conversions.py b/pycbc/conversions.py index ad4dac65ea0..a7a2d2eadd5 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -422,7 +422,7 @@ def lambda_from_mass_tov_file(mass, tov_file, distance=0.): def remnant_mass_from_mass1_mass2_spherical_spin_eos( - mass1, mass2, spin1a=0.0, spin1pol=0.0, eos='2H', solve=False): + mass1, mass2, spin1a=0.0, spin1pol=0.0, eos='2H', interp=True): """ Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in @@ -446,10 +446,11 @@ def remnant_mass_from_mass1_mass2_spherical_spin_eos( The tilt angle of the spin of mass1. Default = 0 (aligned w L). eos : str, optional Name of the equation of state being adopted. Default is '2H'. - solve : bool, optional - Whether to solve for the ISSO radius of each system. Otherwise - load pre-computed grid of values and interpolate. - Default = False. + interp: bool, optional + Whether to interpolate over a pre-computed grid of values of + the ISSO for systems with BH spin magnitude < 0.9. Otherwise + solve via the PG_ISSO_solver routine for all systems. + Default = True. Returns ---------- @@ -468,13 +469,13 @@ def remnant_mass_from_mass1_mass2_spherical_spin_eos( ns_compactness, ns_b_mass = ns.initialize_eos(mass2, eos) eta = eta_from_mass1_mass2(mass1, mass2) remnant_mass = ns.foucart18( - eta, ns_compactness, ns_b_mass, spin1a, spin1pol, solve=solve) + eta, ns_compactness, ns_b_mass, spin1a, spin1pol, interp=interp) return formatreturn(remnant_mass, input_is_array) def remnant_mass_from_mass1_mass2_cartesian_spin_eos( mass1, mass2, spin1x=0.0, spin1y=0.0, spin1z=0.0, eos='2H', - solve=False): + interp=True): """ Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in @@ -500,10 +501,11 @@ def remnant_mass_from_mass1_mass2_cartesian_spin_eos( The dimensionless z-component of the spin of mass1. Default = 0. eos: str, optional Name of the equation of state being adopted. Default is '2H'. - solve : bool, optional - Whether to solve for the ISSO radius of each system. Otherwise - load pre-computed grid of values and interpolate. - Default = False. + interp: bool, optional + Whether to interpolate over a pre-computed grid of values of + the ISSO for systems with BH spin magnitude < 0.9. Otherwise + solve via the PG_ISSO_solver routine for all systems. + Default = True. Returns ---------- @@ -512,7 +514,7 @@ def remnant_mass_from_mass1_mass2_cartesian_spin_eos( """ spin1a, _, spin1pol = _cartesian_to_spherical(spin1x, spin1y, spin1z) return remnant_mass_from_mass1_mass2_spherical_spin_eos( - mass1, mass2, spin1a, spin1pol, eos=eos, solve=solve) + mass1, mass2, spin1a, spin1pol, eos=eos, interp=interp) # diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index 26c98338282..a47fd7a698f 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -39,10 +39,10 @@ def load_ns_sequence(eos_name): Returns ---------- - ns_sequence: 3D-array + ns_sequence: numpy.array contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) max_ns_g_mass: float the maximum NS gravitational mass (in solar masses) in the sequence (this is the mass of the most massive stable @@ -64,22 +64,20 @@ def load_ns_sequence(eos_name): def interp_grav_mass_to_baryon_mass(ns_g_mass, ns_sequence): """ Determines the baryonic mass of an NS given its gravitational - mass and an NS equilibrium sequence. + mass and an NS equilibrium sequence (in solar masses). Parameters ----------- ns_g_mass: float NS gravitational mass (in solar masses) - ns_sequence: 3D-array + ns_sequence: numpy.array contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) Returns ---------- float - The NS baryonic mass (in solar massesr**3*(r**2*(r-6)+chi**2*(3*r+4))+ - chi**4*(3*r*(r-2)+chi**2)) """ x = ns_sequence[:, 0] y = ns_sequence[:, 1] @@ -90,22 +88,21 @@ def interp_grav_mass_to_baryon_mass(ns_g_mass, ns_sequence): def interp_grav_mass_to_compactness(ns_g_mass, ns_sequence): """ - Determines the compactness of an NS given its - gravitational mass and an NS equilibrium sequence. + Determines the dimensionless compactness parameter of an NS given + its gravitational mass and an NS equilibrium sequence. Parameters ----------- ns_g_mass: float NS gravitational mass (in solar masses) - ns_sequence: 3D-array + ns_sequence: numpy.array contains the sequence data in the form NS gravitational - mass (in solar masses), NS baryonic mass (in solar - masses), NS compactness (dimensionless) + mass (in solar masses), NS baryonic mass (in solar + masses), NS compactness (dimensionless) Returns ---------- float - The NS compactness (dimensionless) """ x = ns_sequence[:, 0] y = ns_sequence[:, 2] @@ -162,10 +159,13 @@ def initialize_eos(ns_mass, eos): def foucart18( - eta, ns_compactness, ns_b_mass, bh_spin_mag, bh_spin_pol, solve=False): + eta, ns_compactness, ns_b_mass, bh_spin_mag, bh_spin_pol, interp=True): """Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in - Foucart, Hinderer & Nissanke, PRD 98, 081501(R) (2018). + `Foucart, Hinderer & Nissanke, PRD 98, 081501(R) (2018)`_. + + .. _Foucart, Hinderer & Nissanke, PRD 98, 081501(R) (2018): + https://doi.org/10.1103/PhysRevD.98.081501 Parameters ---------- @@ -180,15 +180,19 @@ def foucart18( Dimensionless spin magnitude of the BH. bh_spin_pol : float The tilt angle of the BH spin. - solve: bool, optional - Whether to solve for the ISSO radius of each system via the - PG_ISSO_solver routine. Otherwise load pre-computed grid of - values and interpolate. Default = False. + interp: bool, optional + Whether to interpolate over a pre-computed grid of values of + the ISSO for systems with BH spin magnitude < 0.9. Otherwise + solve via the PG_ISSO_solver routine for all systems. + Default = True. """ - if solve: - isso = PG_ISSO_solver(bh_spin_mag, bh_spin_pol) + if interp: + isso = np.empty_like(bh_spin_mag) + solve = bh_spin_mag > 0.9 + isso[~solve] = pg_isso_interp(bh_spin_pol[~solve], bh_spin_mag[~solve]) + isso[solve] = PG_ISSO_solver(bh_spin_mag[solve], bh_spin_pol[solve]) else: - isso = pg_isso_interp(bh_spin_pol, bh_spin_mag) + isso = PG_ISSO_solver(bh_spin_mag, bh_spin_pol) # Fit parameters and tidal correction alpha = 0.406 beta = 0.139 diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 38605099a10..1f67a0e3922 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -16,7 +16,10 @@ # 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. """ Innermost Stable Spherical Orbit (ISSO) solver in the Perez-Giz (PG) -formalism [see Stone, Loeb, Berger, PRD 87, 084053 (2013)]. +formalism. See `Stone, Loeb, Berger, PRD 87, 084053 (2013)`_. + +.. _Stone, Loeb, Berger, PRD 87, 084053 (2013): + http://dx.doi.org/10.1103/PhysRevD.87.084053 """ import numpy as np from scipy.optimize import root_scalar @@ -25,9 +28,10 @@ def ISCO_eq(r, chi): - """ - Polynomial that enables the calculation of the Kerr innermost - stable circular orbit (ISCO) radius via its roots. + """Polynomial that enables the calculation of the Kerr innermost + stable circular orbit (ISCO) radius via its roots, + + .. math:: Z(r) = [r (r-6)]^2 - \chi^2 [2r (3r+14) - 9 \chi^2]\,. Parameters ----------- @@ -39,14 +43,12 @@ def ISCO_eq(r, chi): Returns ---------- float - ``(r * (r - 6))**2`` - ``- chi**2 * (2 * r * (3 * r + 14) - 9 * chi**2)`` """ return (r * (r - 6))**2 - chi**2 * (2 * r * (3 * r + 14) - 9 * chi**2) def ISCO_eq_dr(r, chi): - """Partial derivative of ISCO_eq wrt r + """Partial derivative of :func:`ISCO_eq` with respect to r. Parameters ---------- @@ -63,7 +65,7 @@ def ISCO_eq_dr(r, chi): def ISCO_eq_dr2(r, chi): - """Double partial derivative of ISCO_eq wrt r + """Double partial derivative of :func:`ISCO_eq` with respect to r. Parameters ---------- @@ -80,11 +82,18 @@ def ISCO_eq_dr2(r, chi): def ISSO_eq_at_pole(r, chi): - """ - Polynomial that enables the calculation of the Kerr polar - (inclination = +/- pi/2) innermost stable spherical orbit - (ISSO) radius via its roots. Physical solutions are - between 6 and 1+sqrt[3]+sqrt[3+2sqrt[3]]. + r"""Polynomial that enables the calculation of the Kerr polar + (:math:`\iota = \pm \pi / 2`) innermost stable spherical orbit + (ISSO) radius via the roots of + + .. math:: + + P(r) &= r^3 [r^2 (r - 6) + \chi^2 (3 r + 4)] \\ + &\quad + \chi^4 [3 r (r - 2) + \chi^2] \, , + + where :math:`\chi` is the BH dimensionless spin parameter. Physical + solutions are between 6 and + :math:`1 + \sqrt{3} + \sqrt{3 + 2 \sqrt{3}}`. Parameters ---------- @@ -96,8 +105,6 @@ def ISSO_eq_at_pole(r, chi): Returns ------- float - ``r**3 * (r**2 * (r - 6) + chi**2 * (3 * r + 4))`` - ``+ chi**4 * (3 * r * (r - 2) + chi**2)`` """ chi2 = chi * chi return ( @@ -106,7 +113,7 @@ def ISSO_eq_at_pole(r, chi): def ISSO_eq_at_pole_dr(r, chi): - """Partial derivative of ISSO_eq_at_pole wrt r + """Partial derivative of :func:`ISSO_eq_at_pole` with respect to r. Parameters ---------- @@ -128,7 +135,8 @@ def ISSO_eq_at_pole_dr(r, chi): def ISSO_eq_at_pole_dr2(r, chi): - """Double partial derivative of ISSO_eq_at_pole wrt r + """Double partial derivative of :func:`ISSO_eq_at_pole` with + respect to r. Parameters ---------- @@ -148,11 +156,35 @@ def ISSO_eq_at_pole_dr2(r, chi): def PG_ISSO_eq(r, chi, incl): - """Polynomial that enables the calculation of a generic innermost - stable spherical orbit (ISSO) radius via its roots. Physical - solutions are between the equatorial ISSO (aka the ISCO) radius - and the polar ISSO radius. - See Stone, Loeb, Berger, PRD 87, 084053 (2013). + r"""Polynomial that enables the calculation of a generic innermost + stable spherical orbit (ISSO) radius via the roots in :math:`r` of + + .. math:: + + S(r) &= r^8 Z(r) + \chi^2 (1 - \cos(\iota)^2) \\ + &\quad * [\chi^2 (1 - \cos(\iota)^2) Y(r) - 2 r^4 X(r)]\,, + + where + + .. math:: + + X(r) &= \chi^2 (\chi^2 (3 \chi^2 + 4 r (2 r - 3)) \\ + &\quad + r^2 (15 r (r - 4) + 28)) - 6 r^4 (r^2 - 4) \, , + + .. math:: + + Y(r) &= \chi^4 (\chi^4 + r^2 [7 r (3 r - 4) + 36]) \\ + &\quad + 6 r (r - 2) \\ + &\qquad * (\chi^6 + 2 r^3 + [\chi^2 (3 r + 2) + 3 r^2 (r - 2)]) \, , + + and :math:`Z(r) =` :func:`ISCO_eq`. Physical solutions are between + the equatorial ISSO (i.e. the ISCO) radius (:func:`ISCO_eq`) and + the polar ISSO radius (:func:`ISSO_eq_at_pole`). + See `Stone, Loeb, Berger, PRD 87, 084053 (2013)`_. + + .. _Stone, Loeb, Berger, PRD 87, 084053 (2013): + http://dx.doi.org/10.1103/PhysRevD.87.084053 Parameters ---------- @@ -167,17 +199,6 @@ def PG_ISSO_eq(r, chi, incl): Returns ------- float - ``r**8 * Z + chi**2 * (1 - cos_incl**2)`` - ``* (chi**2 * (1 - cos_incl**2) * Y - 2 * r**4 * X)`` - where - ``X = chi**2 * (chi**2 * (3 * chi**2 + 4 * r * (2 * r - 3))`` - ``+ r**2 * (15 * r * (r - 4) + 28))`` - ``- 6 * r**4 * (r**2 - 4)`` - ``Y = chi**4 * (chi**4 + r**2 * (7 * r * (3 * r - 4) + 36))`` - ``+ 6 * r * (r - 2)`` - ``* (chi**6 + 2 * r**3`` - ``* (chi**2 * (3 * r + 2) + 3 * r**2 * (r - 2)))`` - ``Z = ISCO_eq(r, chi)`` """ chi2 = chi * chi chi4 = chi2 * chi2 @@ -203,7 +224,7 @@ def PG_ISSO_eq(r, chi, incl): def PG_ISSO_eq_dr(r, chi, incl): - """Partial derivative of ISSO equation wrt r. + """Partial derivative of :func:`PG_ISSO_eq` with respect to r. Parameters ---------- @@ -244,7 +265,8 @@ def PG_ISSO_eq_dr(r, chi, incl): def PG_ISSO_eq_dr2(r, chi, incl): - """Second partial derivative of ISSO equation wrt r. + """Second partial derivative of :func:`PG_ISSO_eq` with respect to + r. Parameters ---------- @@ -288,7 +310,7 @@ def PG_ISSO_solver(chi, incl): """Function that determines the radius of the innermost stable spherical orbit (ISSO) for a Kerr BH and a generic inclination angle between the BH spin and the orbital angular momentum. - This function finds the appropriat root of PG_ISSO_eq. + This function finds the appropriate root of :func:`PG_ISSO_eq`. Parameters ---------- From 59f8bfdf824a6455390e65576f3949744b3207b4 Mon Sep 17 00:00:00 2001 From: Andrew Williamson Date: Tue, 24 May 2022 03:13:27 -0700 Subject: [PATCH 24/61] Remove old pycbc_dark_vs_bright_injections code --- bin/pycbc_dark_vs_bright_injections | 201 ---------------------------- 1 file changed, 201 deletions(-) delete mode 100755 bin/pycbc_dark_vs_bright_injections diff --git a/bin/pycbc_dark_vs_bright_injections b/bin/pycbc_dark_vs_bright_injections deleted file mode 100755 index fb310965843..00000000000 --- a/bin/pycbc_dark_vs_bright_injections +++ /dev/null @@ -1,201 +0,0 @@ -#!/usr/bin/env python - -# Copyright (C) 2015 Francesco Pannarale -# -# This program is free software; you can redistribute it and/or modify it -# under the terms of the GNU General Public License as published by the -# Free Software Foundation; either version 3 of the License, or (at your -# option) any later version. -# -# This program is distributed in the hope that it will be useful, but -# WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General -# Public License for more details. -# -# You should have received a copy of the GNU General Public License along -# with this program; if not, write to the Free Software Foundation, Inc., -# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. - -""" -Given an xml(.gz) table with CBC injections, this script separates them into: -(1) (potentially) EM bright sources, i.e. BNS + (potentially) bright NSBH; -(2) EM dim sources, i.e. BBH + dark NSBH. -The two sets are stored into two separate output files. -""" - -__author__ = "Francesco Pannarale" -__email__ = "francesco.pannarale@ligo.org" -__version__ = "1.1" -__date__ = "28.09.2015" - -import argparse -import logging -import numpy -import pycbc -import pycbc.inject -import pycbc.tmpltbank.em_progenitors -from pycbc.conversions import eta_from_mass1_mass2 -from ligo.lw import utils as ligolw_utils -from ligo.lw import lsctables -from random import sample -from copy import deepcopy - -parser = argparse.ArgumentParser(description=__doc__) -parser.add_argument('-i', dest='inj_xml', required=True, help='Input LIGOLW injections file.') -parser.add_argument('--output-bright', dest='output_bright', required=True, - help="Output LIGOLW file containing potentially EM bright injections.") -parser.add_argument('--output-dim', dest='output_dim', required=True, - help="Output LIGOLW file containing EM dim injections.") -parser.add_argument('--eos', dest='eos', required=True, - help="Select the EOS to be used for the NS when calculating" - "the remnant disk mass. Only 2H is currently supported.") -parser.add_argument('--ns-bh-boundary', type=float, required=True, - help="Mass boundary between neutron stars and black holes. " - "Components below this mass are considered neutron " - "stars. Components at/above are considered black holes." - "UNITS=Solar mass") -parser.add_argument('--remnant-mass-threshold', type=float, required=True, - help="Setting this filters EM dim NS-BH binaries: if the" - "remnant disk mass does not exceed this value, the NS-BH" - "binary is dropped from the bank. UNITS=Solar mass") -parser.add_argument("-z", "--write-compress", action="store_true", help="Write compressed xml.gz files.") -parser.add_argument("--frame-axis-view", action="store_true", - help="The x, y, z spin components are wrt the line of site.") -parser.add_argument("-v", "--verbose", action="store_true", default=False, - help="Extended standard output.") -parser.add_argument("-k", "--max-keep", type=int, default=None, - help="Upper limit on the number of injections in the " - "bright output file.") -opts = parser.parse_args() - -log_fmt = '%(asctime)s %(message)s' -log_date_fmt = '%Y-%m-%d %H:%M:%S' -logging.basicConfig(level=logging.INFO, format=log_fmt, datefmt=log_date_fmt) - -if opts.verbose: - logging.info("Loading injections") -injections = pycbc.inject.InjectionSet(opts.inj_xml) - -if opts.verbose: - logging.info("Loading neutron star equilibrium configurations") -ns_sequence, max_ns_g_mass = pycbc.tmpltbank.em_progenitors.load_ns_sequence(opts.eos) - -# (Potentially) EM bright sources: table and name of the file that will store it -output_bright = opts.output_bright -if opts.write_compress: - if not output_bright.endswith('gz'): - output_bright = output_bright+'.gz' -# make a list of columns that are present in the input table. -# The : split is needed for columns like `process:process_id`, -# which must be listed as `process:process_id` in `lsctables.New()`, -# but are listed as just `process_id` in the `columnnames` attribute -used_columns = [] -for col in injections.table.validcolumns: - att = col.split(':')[-1] - if att in injections.table.columnnames: - used_columns.append(col) - -out_sim_inspiral_bright = lsctables.New(lsctables.SimInspiralTable, - columns=used_columns) - -if opts.max_keep is not None: - out_sim_inspiral_bright_trimmed = deepcopy(out_sim_inspiral_bright) -# EM dim sources: table and name of the file that will store it -output_dim = opts.output_dim -out_sim_inspiral_dim = deepcopy(out_sim_inspiral_bright) -if opts.write_compress: - if not output_dim.endswith('gz'): - output_dim = output_dim+'.gz' - -for i, inj in enumerate(injections.table): - if opts.verbose: - logging.info('%d/%d', i, len(injections.table)) - m1 = inj.mass1 - m2 = inj.mass2 - # BNS are all considered potentially EM bright - if numpy.logical_and(m1 < opts.ns_bh_boundary, m2 < opts.ns_bh_boundary): - out_sim_inspiral_bright.append(inj) - # NSBH systems - elif numpy.logical_not(numpy.logical_and(m1 >= opts.ns_bh_boundary, m2 >= opts.ns_bh_boundary)): - eta = inj.eta if inj.eta is not None else eta_from_mass1_mass2(m1, m2) - s1x = inj.spin1x - s1y = inj.spin1y - s1z = inj.spin1z - s2x = inj.spin2x - s2y = inj.spin2y - s2z = inj.spin2z - incl = inj.inclination - # 1 = NS, 2 = BH - if m1 < m2: - ns_mass = m1 - bh_spin_magnitude = numpy.sqrt(s2x*s2x + s2y*s2y + s2z*s2z) - if opts.frame_axis_view: - # Scalar product between spin and orbital angular momentum - # (the x, y, z spin components are wrt the line of site) - bh_spin_para = s2x*numpy.sin(incl)+s2z*numpy.cos(incl) - else: - # The x, y, z spin components are wrt the orbital angular momentum - bh_spin_para = s2z - bh_spin_inclination = numpy.arccos(bh_spin_para/bh_spin_magnitude) - # 2 = NS, 1 = BH - else: - ns_mass = m2 - bh_spin_magnitude = numpy.sqrt(s1x*s1x + s1y*s1y + s1z*s1z) - if opts.frame_axis_view: - # Scalar product between spin and orbital angular momentum - # (the x, y, z spin components are wrt the line of site) - bh_spin_para = s1x*numpy.sin(incl)+s1z*numpy.cos(incl) - else: - # The x, y, z spin components are wrt the orbital angular momentum - bh_spin_para = s1z - bh_spin_inclination = numpy.arccos(bh_spin_para/bh_spin_magnitude) - # remnant_mass is the remnant disk mass, it is compared to the - # threshold set by the user to discriminate dim and bright - remnant_mass = pycbc.tmpltbank.em_progenitors.remnant_mass( \ - eta, ns_mass, ns_sequence, bh_spin_magnitude, bh_spin_inclination) - if remnant_mass > opts.remnant_mass_threshold: - out_sim_inspiral_bright.append(inj) - else: - out_sim_inspiral_dim.append(inj) - # BBH are all considered EM dark - else: - out_sim_inspiral_dim.append(inj) - -if opts.max_keep is not None and \ - len(out_sim_inspiral_bright) > int(opts.max_keep): - out_sim_inspiral_bright_trimmed.extend(sample(out_sim_inspiral_bright, - int(opts.max_keep))) - logging.info("Found %d/%d (potentially) EM bright injections. Trimming to " - "keep only %d. Storing them to %s." - % (len(out_sim_inspiral_bright), len(injections.table), - len(out_sim_inspiral_bright_trimmed), - output_bright)) -else: - logging.info("Found %d/%d (potentially) EM bright injections. Storing them" - " to %s." % (len(out_sim_inspiral_bright), - len(injections.table), output_bright)) -logging.info("Found %d/%d EM dim injections. Storing them to %s." - % (len(out_sim_inspiral_dim), len(injections.table), output_dim)) - -if opts.verbose: - logging.info('Writing output') -llw_doc = injections.indoc -llw_root = llw_doc.childNodes[0] -llw_root.removeChild(injections.table) -if opts.max_keep is not None and \ - len(out_sim_inspiral_bright) > int(opts.max_keep): - llw_root.appendChild(out_sim_inspiral_bright_trimmed) - ligolw_utils.write_filename(llw_doc, output_bright, - gz=output_bright.endswith('gz')) - llw_root.removeChild(out_sim_inspiral_bright_trimmed) - output_bright = output_bright.replace("POTENTIALLY_BRIGHT", - "POTENTIALLY_BRIGHT_UNTRIMMED") - logging.info(output_bright) -llw_root.appendChild(out_sim_inspiral_bright) -ligolw_utils.write_filename(llw_doc, output_bright, - gz=output_bright.endswith('gz')) -llw_root.removeChild(out_sim_inspiral_bright) -llw_root.appendChild(out_sim_inspiral_dim) -ligolw_utils.write_filename(llw_doc, output_dim, - gz=output_dim.endswith('gz')) -logging.info('Done') From 1902416adbaef26dbc21bcfdf34601ba9467cfae Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 25 Jul 2022 13:07:23 +0100 Subject: [PATCH 25/61] Added newline at end of file to conform to codeclimate check --- pycbc/tmpltbank/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/tmpltbank/__init__.py b/pycbc/tmpltbank/__init__.py index 527bb52272d..952cdfccb30 100644 --- a/pycbc/tmpltbank/__init__.py +++ b/pycbc/tmpltbank/__init__.py @@ -5,4 +5,4 @@ from pycbc.tmpltbank.brute_force_methods import * from pycbc.tmpltbank.option_utils import * from pycbc.tmpltbank.partitioned_bank import * -from pycbc.tmpltbank.bank_conversions import * \ No newline at end of file +from pycbc.tmpltbank.bank_conversions import * From fec33b76dcdd439cb35bea90aeb060bf9c40370c Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 25 Jul 2022 13:08:48 +0100 Subject: [PATCH 26/61] removed trailing whitespace --- pycbc/distributions/constraints.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/distributions/constraints.py b/pycbc/distributions/constraints.py index 7c95669cf1e..f07203b79c0 100644 --- a/pycbc/distributions/constraints.py +++ b/pycbc/distributions/constraints.py @@ -39,7 +39,7 @@ def __init__(self, constraint_arg, static_args=None, transforms=None, ) for arg, val in static_args.items(): swp = f"'{val}'" if isinstance(val, str) else str(val) - # Substitute static arg name for value if it appears in the + # Substitute static arg name for value if it appears in the # constraint_arg string at the beginning of a word and is not # followed by an underscore or equals sign constraint_arg = re.sub( From 883852ee36c2602c4012ac52c1528068b323f5b3 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 25 Jul 2022 13:11:13 +0100 Subject: [PATCH 27/61] removed trailing whitespaces --- pycbc/neutron_stars/pg_isso_solver.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 1f67a0e3922..1bd2a7852fc 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -17,7 +17,7 @@ """ Innermost Stable Spherical Orbit (ISSO) solver in the Perez-Giz (PG) formalism. See `Stone, Loeb, Berger, PRD 87, 084053 (2013)`_. - + .. _Stone, Loeb, Berger, PRD 87, 084053 (2013): http://dx.doi.org/10.1103/PhysRevD.87.084053 """ @@ -90,7 +90,7 @@ def ISSO_eq_at_pole(r, chi): P(r) &= r^3 [r^2 (r - 6) + \chi^2 (3 r + 4)] \\ &\quad + \chi^4 [3 r (r - 2) + \chi^2] \, , - + where :math:`\chi` is the BH dimensionless spin parameter. Physical solutions are between 6 and :math:`1 + \sqrt{3} + \sqrt{3 + 2 \sqrt{3}}`. @@ -182,7 +182,7 @@ def PG_ISSO_eq(r, chi, incl): the equatorial ISSO (i.e. the ISCO) radius (:func:`ISCO_eq`) and the polar ISSO radius (:func:`ISSO_eq_at_pole`). See `Stone, Loeb, Berger, PRD 87, 084053 (2013)`_. - + .. _Stone, Loeb, Berger, PRD 87, 084053 (2013): http://dx.doi.org/10.1103/PhysRevD.87.084053 From 600c0215cb181e3c8bbca76263196048dcf154b0 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 25 Jul 2022 13:12:58 +0100 Subject: [PATCH 28/61] Removed imports outside of toplevel --- pycbc/neutron_stars/pg_isso_solver.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 1bd2a7852fc..5fb15ce712e 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -25,6 +25,8 @@ from scipy.optimize import root_scalar from scipy.interpolate import RectBivariateSpline from . import NS_DATA_DIRECTORY +import pickle +import os.path def ISCO_eq(r, chi): @@ -404,8 +406,6 @@ def generate_isso_bivariate_interp(): keep the fractional interpolation error over the full span of parameter values to less than 1e-5. """ - import pickle - import os.path chis = concat_grid(( (0.5, 25), (0.75, 20), (0.95, 30), (0.99, 20), (0.995, 50), (0.9975, 50), (1, 101))) @@ -422,8 +422,6 @@ def generate_isso_bivariate_interp(): pickle.dump(bivar, f) def load_isso_bivariate_interp(): - import pickle - import os.path with open(os.path.join(NS_DATA_DIRECTORY, 'isso_inc_chi.pkl'), 'rb') as f: func = pickle.load(f) return func From 0696f4c2e80cb9b75bae8f3af11781e0ce72ccce Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 25 Jul 2022 13:15:08 +0100 Subject: [PATCH 29/61] removed trailing whitespaces --- pycbc/neutron_stars/eos_utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index a47fd7a698f..47276829e50 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -163,10 +163,10 @@ def foucart18( """Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in `Foucart, Hinderer & Nissanke, PRD 98, 081501(R) (2018)`_. - + .. _Foucart, Hinderer & Nissanke, PRD 98, 081501(R) (2018): https://doi.org/10.1103/PhysRevD.98.081501 - + Parameters ---------- eta : float From 91efbffc3bc6e9b874ea097a729288bb2a5f852d Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 25 Jul 2022 13:53:15 +0100 Subject: [PATCH 30/61] Empty-Commit, retrigger checks From b4600c3b34b25eee5f2ed139212d8ed815e0eeda Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 25 Jul 2022 17:12:08 +0100 Subject: [PATCH 31/61] correctly importing pickle and os.path at top of pg_isso_solver.py --- pycbc/neutron_stars/pg_isso_solver.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 5fb15ce712e..87f469fe5fa 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -21,12 +21,13 @@ .. _Stone, Loeb, Berger, PRD 87, 084053 (2013): http://dx.doi.org/10.1103/PhysRevD.87.084053 """ +import pickle +import os.path import numpy as np from scipy.optimize import root_scalar from scipy.interpolate import RectBivariateSpline from . import NS_DATA_DIRECTORY -import pickle -import os.path + def ISCO_eq(r, chi): From ec8670fa99c6c7359098357634ecc7be0726a7a7 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Thu, 28 Jul 2022 17:09:45 +0100 Subject: [PATCH 32/61] Creating 3 variables in which previously repeated lines of calculation are performed (in need of new names, potenatially better solution available) --- pycbc/neutron_stars/pg_isso_solver.py | 27 ++++++++++++--------------- 1 file changed, 12 insertions(+), 15 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 87f469fe5fa..3e73772dfde 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -28,7 +28,13 @@ from scipy.interpolate import RectBivariateSpline from . import NS_DATA_DIRECTORY +trig1 = 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i + - 56 * chi4 * sin2i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of +trig2 = 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 + - 48 * chi2 * sin2i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of + +trig3 = 120 * chi4 * sin2i - 144 * chi4 * sin4i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of def ISCO_eq(r, chi): """Polynomial that enables the calculation of the Kerr innermost @@ -225,7 +231,6 @@ def PG_ISSO_eq(r, chi, incl): return r4 * r4 * Z + chi2 * sin_incl2 * (chi2 * sin_incl2 * Y - 2 * r4 * X) - def PG_ISSO_eq_dr(r, chi, incl): """Partial derivative of :func:`PG_ISSO_eq` with respect to r. @@ -254,13 +259,9 @@ def PG_ISSO_eq_dr(r, chi, incl): return ( 12 * r**11 - 132 * r**10 + r**9 * (120 * chi2 * sin2i - 60 * chi2 + 360) - r**8 * 252 * chi2 - + 8 * r**7 * ( - 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - - 48 * chi2 * sin2i) - + 7 * r**6 * (120 * chi4 * sin2i - 144 * chi4 * sin4i) - + 6 * r**5 * ( - 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - - 56 * chi4 * sin2i) + + 8 * r**7 * (trig2) + + 7 * r**6 * (trig3) + + 6 * r**5 * (trig1) + r**4 * (120 * chi6 * sin2i - 240 * chi6 * sin4i) + r**3 * (84 * chi8 * sin4i - 24 * chi8 * sin2i - 192 * chi6 * sin4i) - 84 * r**2 * chi8 * sin4i @@ -295,13 +296,9 @@ def PG_ISSO_eq_dr2(r, chi, incl): return ( 132 * r**10 - 1320 * r**9 + 90 * r**8 * (12 * chi2 * sin2i - 6 * chi2 + 36) - 2016 * chi2 * r**7 - + 56 * r**6 * ( - 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - - 48 * chi2 * sin2i) - + 42 * r**5 * (120 * chi4 * sin2i - 144 * chi4 * sin4i) - + 30 * r**4 * ( - 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - - 56 * chi4 * sin2i) + + 56 * r**6 * (trig2) + + 42 * r**5 * (trig3) + + 30 * r**4 * (trig1) + r**3 * (480 * chi6 * sin2i - 960 * chi6 * sin4i) + r**2 * ( 252 * chi8 * sin4i - 72 * chi8 * sin2i - 576 * chi6 * sin4i) From 3a503abb61a7a80b2cf985c2577d946d89e4928c Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Thu, 28 Jul 2022 23:47:54 +0100 Subject: [PATCH 33/61] fixed issue with unnecessary indents --- pycbc/neutron_stars/pg_isso_solver.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 3e73772dfde..c02c52a7bd0 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -28,11 +28,9 @@ from scipy.interpolate import RectBivariateSpline from . import NS_DATA_DIRECTORY -trig1 = 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - - 56 * chi4 * sin2i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of +trig1 = 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - 56 * chi4 * sin2i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of -trig2 = 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - - 48 * chi2 * sin2i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of +trig2 = 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - 48 * chi2 * sin2i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of trig3 = 120 * chi4 * sin2i - 144 * chi4 * sin4i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of From d66b23b6f5fd8702b6d3686ceb178207d169e8d0 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Fri, 29 Jul 2022 00:01:00 +0100 Subject: [PATCH 34/61] changed variables to functions after negecting to realise they relied on called variables. Still in need of more informative names, potentially room for more elegant solution --- pycbc/neutron_stars/pg_isso_solver.py | 24 +++++++++++++++--------- 1 file changed, 15 insertions(+), 9 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index c02c52a7bd0..aaed7c402d1 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -28,11 +28,17 @@ from scipy.interpolate import RectBivariateSpline from . import NS_DATA_DIRECTORY -trig1 = 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - 56 * chi4 * sin2i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of +def trig1(chi6, sin4i, sin2i, chi4): + #repeated line condensed into a single called function. Preferable if a more informative name can be thought of + return 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - 56 * chi4 * sin2i -trig2 = 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - 48 * chi2 * sin2i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of +def trig2(chi4, sin4i, sin2i, chi2): + #repeated line condensed into a single called function. Preferable if a more informative name can be thought of + 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - 48 * chi2 * sin2i -trig3 = 120 * chi4 * sin2i - 144 * chi4 * sin4i #repeated line condensed into a single called variable. Preferable if a more informative name can be thought of +def trig3(chi4, sin2i, sin4i): + #repeated line condensed into a single called function. Preferable if a more informative name can be thought of + 120 * chi4 * sin2i - 144 * chi4 * sin4i def ISCO_eq(r, chi): """Polynomial that enables the calculation of the Kerr innermost @@ -257,9 +263,9 @@ def PG_ISSO_eq_dr(r, chi, incl): return ( 12 * r**11 - 132 * r**10 + r**9 * (120 * chi2 * sin2i - 60 * chi2 + 360) - r**8 * 252 * chi2 - + 8 * r**7 * (trig2) - + 7 * r**6 * (trig3) - + 6 * r**5 * (trig1) + + 8 * r**7 * trig2(chi4, sin4i, sin2i, chi2) + + 7 * r**6 * trig3(chi4, sin2i, sin4i) + + 6 * r**5 * trig1(chi6, sin4i, sin2i, chi4) + r**4 * (120 * chi6 * sin2i - 240 * chi6 * sin4i) + r**3 * (84 * chi8 * sin4i - 24 * chi8 * sin2i - 192 * chi6 * sin4i) - 84 * r**2 * chi8 * sin4i @@ -294,9 +300,9 @@ def PG_ISSO_eq_dr2(r, chi, incl): return ( 132 * r**10 - 1320 * r**9 + 90 * r**8 * (12 * chi2 * sin2i - 6 * chi2 + 36) - 2016 * chi2 * r**7 - + 56 * r**6 * (trig2) - + 42 * r**5 * (trig3) - + 30 * r**4 * (trig1) + + 56 * r**6 * trig2(chi4, sin4i, sin2i, chi2) + + 42 * r**5 * trig3(chi4, sin2i, sin4i) + + 30 * r**4 * trig1(chi6, sin4i, sin2i, chi4) + r**3 * (480 * chi6 * sin2i - 960 * chi6 * sin4i) + r**2 * ( 252 * chi8 * sin4i - 72 * chi8 * sin2i - 576 * chi6 * sin4i) From fe802b1adbcdeee1e0c707424540e51c6362c90b Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Tue, 2 Aug 2022 14:06:50 +0100 Subject: [PATCH 35/61] removed trailing whitespaces --- pycbc/neutron_stars/pg_isso_solver.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index aaed7c402d1..a0f111986f1 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -30,11 +30,11 @@ def trig1(chi6, sin4i, sin2i, chi4): #repeated line condensed into a single called function. Preferable if a more informative name can be thought of - return 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - 56 * chi4 * sin2i + return 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - 56 * chi4 * sin2i def trig2(chi4, sin4i, sin2i, chi2): #repeated line condensed into a single called function. Preferable if a more informative name can be thought of - 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - 48 * chi2 * sin2i + 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - 48 * chi2 * sin2i def trig3(chi4, sin2i, sin4i): #repeated line condensed into a single called function. Preferable if a more informative name can be thought of From d76947937d1fd0042ba30579cdf7bef99c6b98e3 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Tue, 2 Aug 2022 14:42:18 +0100 Subject: [PATCH 36/61] Fixing error in trig functions (missing return) --- pycbc/neutron_stars/pg_isso_solver.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index a0f111986f1..380d67d1ff8 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -34,11 +34,11 @@ def trig1(chi6, sin4i, sin2i, chi4): def trig2(chi4, sin4i, sin2i, chi2): #repeated line condensed into a single called function. Preferable if a more informative name can be thought of - 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - 48 * chi2 * sin2i + return 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - 48 * chi2 * sin2i def trig3(chi4, sin2i, sin4i): #repeated line condensed into a single called function. Preferable if a more informative name can be thought of - 120 * chi4 * sin2i - 144 * chi4 * sin4i + return 120 * chi4 * sin2i - 144 * chi4 * sin4i def ISCO_eq(r, chi): """Polynomial that enables the calculation of the Kerr innermost From c4c1d57fcb5234e7e374e98637020f8fd78b6413 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Tue, 9 Aug 2022 17:17:02 +0100 Subject: [PATCH 37/61] removed functions aimed at avoiding repeated code. Deemed unnecessary --- pycbc/neutron_stars/pg_isso_solver.py | 32 ++++++++++++--------------- 1 file changed, 14 insertions(+), 18 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 380d67d1ff8..4366d1a9eee 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -28,18 +28,6 @@ from scipy.interpolate import RectBivariateSpline from . import NS_DATA_DIRECTORY -def trig1(chi6, sin4i, sin2i, chi4): - #repeated line condensed into a single called function. Preferable if a more informative name can be thought of - return 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i - 56 * chi4 * sin2i - -def trig2(chi4, sin4i, sin2i, chi2): - #repeated line condensed into a single called function. Preferable if a more informative name can be thought of - return 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 - 48 * chi2 * sin2i - -def trig3(chi4, sin2i, sin4i): - #repeated line condensed into a single called function. Preferable if a more informative name can be thought of - return 120 * chi4 * sin2i - 144 * chi4 * sin4i - def ISCO_eq(r, chi): """Polynomial that enables the calculation of the Kerr innermost stable circular orbit (ISCO) radius via its roots, @@ -263,9 +251,13 @@ def PG_ISSO_eq_dr(r, chi, incl): return ( 12 * r**11 - 132 * r**10 + r**9 * (120 * chi2 * sin2i - 60 * chi2 + 360) - r**8 * 252 * chi2 - + 8 * r**7 * trig2(chi4, sin4i, sin2i, chi2) - + 7 * r**6 * trig3(chi4, sin2i, sin4i) - + 6 * r**5 * trig1(chi6, sin4i, sin2i, chi4) + + 8 * r**7 * ( + 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 + - 48 * chi2 * sin2i) + + 7 * r**6 * (120 * chi4 * sin2i - 144 * chi4 * sin4i) + + 6 * r**5 * ( + 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i + - 56 * chi4 * sin2i) + r**4 * (120 * chi6 * sin2i - 240 * chi6 * sin4i) + r**3 * (84 * chi8 * sin4i - 24 * chi8 * sin2i - 192 * chi6 * sin4i) - 84 * r**2 * chi8 * sin4i @@ -300,9 +292,13 @@ def PG_ISSO_eq_dr2(r, chi, incl): return ( 132 * r**10 - 1320 * r**9 + 90 * r**8 * (12 * chi2 * sin2i - 6 * chi2 + 36) - 2016 * chi2 * r**7 - + 56 * r**6 * trig2(chi4, sin4i, sin2i, chi2) - + 42 * r**5 * trig3(chi4, sin2i, sin4i) - + 30 * r**4 * trig1(chi6, sin4i, sin2i, chi4) + + 56 * r**6 * ( + 36 * chi4 * sin4i - 30 * chi4 * sin2i + 9 * chi4 + - 48 * chi2 * sin2i) + + 42 * r**5 * (120 * chi4 * sin2i - 144 * chi4 * sin4i) + + 30 * r**4 * ( + 36 * chi6 * sin4i - 16 * chi6 * sin2i + 144 * chi4 * sin4i + - 56 * chi4 * sin2i) + r**3 * (480 * chi6 * sin2i - 960 * chi6 * sin4i) + r**2 * ( 252 * chi8 * sin4i - 72 * chi8 * sin2i - 576 * chi6 * sin4i) From 85576b66bc84cc8663c233d599b75f699b16a9ac Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Tue, 9 Aug 2022 18:42:48 +0100 Subject: [PATCH 38/61] rectified mislabeled parameter chi_lims to bounds as required by function --- pycbc/neutron_stars/pg_isso_solver.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 4366d1a9eee..5f81c64a273 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -387,7 +387,7 @@ def concat_grid(bounds): out = np.concatenate([ np.linspace(0, lim[0], lim[1], endpoint=False) if ii == 0 else ( - np.linspace(chi_lims[ii-1][0], lim[0], lim[1]) + np.linspace(bounds[ii-1][0], lim[0], lim[1]) if ii == len(bounds) else np.linspace(bounds[ii-1][0], lim[0], lim[1], endpoint=False) ) From 391858fc6ddfca9997f7d87e466e6367e2e0842c Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Wed, 10 Aug 2022 17:30:36 +0100 Subject: [PATCH 39/61] introducing latest version of remnant mass function in coord_utils get_randm_mass function. Minor rewrite to earlier portion sof function to acommodate this change --- pycbc/tmpltbank/coord_utils.py | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/pycbc/tmpltbank/coord_utils.py b/pycbc/tmpltbank/coord_utils.py index 4ca6722d82f..cc184befcfa 100644 --- a/pycbc/tmpltbank/coord_utils.py +++ b/pycbc/tmpltbank/coord_utils.py @@ -181,7 +181,7 @@ def get_random_mass_point_particles(numPoints, massRangeParams): return mass1, mass2, spin1z, spin2z -def get_random_mass(numPoints, massRangeParams): +def get_random_mass(numPoints, massRangeParams, eos): """ This function will generate a large set of points within the chosen mass and spin space, and with the desired minimum remnant disk mass (this applies @@ -195,6 +195,8 @@ def get_random_mass(numPoints, massRangeParams): Number of systems to simulate massRangeParams : massRangeParameters instance Instance holding all the details of mass ranges and spin ranges. + eos: + Name of neutron star equation of state (eos). String Returns -------- @@ -223,7 +225,7 @@ def get_random_mass(numPoints, massRangeParams): # only systems that can yield (at least) the desired remnant # disk mass and that pass the mass and spin range cuts. else: - ns_sequence, max_ns_g_mass = load_ns_sequence(massRangeParams.ns_eos) + max_ns_g_mass = load_ns_sequence(massRangeParams.ns_eos)[1] boundary_mass = massRangeParams.ns_bh_boundary_mass if max_ns_g_mass < boundary_mass: warn_msg = "WARNING: " @@ -285,14 +287,11 @@ def get_random_mass(numPoints, massRangeParams): mass2_nsbh = mass2_not_bbh[mask_nsbh] spin1z_nsbh = spin1z_not_bbh[mask_nsbh] spin2z_nsbh = spin2z_not_bbh[mask_nsbh] - # [Store etas of all NSBHs] - eta_nsbh = conversions.eta_from_mass1_mass2(mass1_nsbh, mass2_nsbh) # [mask_bright_nsbh will identify NSBH systems with high enough # threshold mass] mask_bright_nsbh = numpy.zeros(len(mass1_nsbh), dtype=bool) if eta_nsbh.size != 0: - remnant = conversions.remnant_mass(eta_nsbh, mass2_nsbh, ns_sequence, - spin1z_nsbh, 0.) + remnant = conversions.remnant_mass_from_mass1_mass2_cartesian_spin_eos(mass1_nsbh, mass2_nsbh, spin1x=0.0, spin1y=0.0, spin1z_nsbh, eos, interp=True) mask_bright_nsbh[remnant > massRangeParams.remnant_mass_threshold] = True From bfaa2f087d95cc5a5958eb5648fe83f7dc045e78 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Wed, 10 Aug 2022 19:08:40 +0100 Subject: [PATCH 40/61] added short description of concat_grid function --- pycbc/neutron_stars/pg_isso_solver.py | 1 + 1 file changed, 1 insertion(+) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 5f81c64a273..3e03f662220 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -384,6 +384,7 @@ def PG_ISSO_solver(chi, incl): def concat_grid(bounds): + '''Constructs non-uniform grid given specified bounds''' out = np.concatenate([ np.linspace(0, lim[0], lim[1], endpoint=False) if ii == 0 else ( From 36c3f7af5d804bf0f7f922b56d6b73139aaf8f48 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Wed, 10 Aug 2022 19:12:18 +0100 Subject: [PATCH 41/61] Moved ns_sequence_file initialisation above it's first use to avoid error --- pycbc/neutron_stars/eos_utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index 47276829e50..947b54e9e06 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -48,14 +48,14 @@ def load_ns_sequence(eos_name): the sequence (this is the mass of the most massive stable NS) """ + ns_sequence_file = os.path.join( + NS_DATA_DIRECTORY, 'equil_{}.dat'.format(eos_name)) if eos_name not in NS_SEQUENCES: raise NotImplementedError( f'{eos_name} does not have an implemented NS sequence file! ' f'To implement, the file {ns_sequence_file} must exist and ' 'contain: NS gravitational mass (in solar masses), NS baryonic ' 'mass (in solar masses), NS compactness (dimensionless)') - ns_sequence_file = os.path.join( - NS_DATA_DIRECTORY, 'equil_{}.dat'.format(eos_name)) ns_sequence = np.loadtxt(ns_sequence_file) max_ns_g_mass = max(ns_sequence[:, 0]) return (ns_sequence, max_ns_g_mass) From 9d305c71fb09b6241b7adad183121e4dd4f35864 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Thu, 11 Aug 2022 18:08:02 +0100 Subject: [PATCH 42/61] fixed issue with methods used to call variables in remnant mass function --- pycbc/tmpltbank/coord_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/tmpltbank/coord_utils.py b/pycbc/tmpltbank/coord_utils.py index cc184befcfa..d2e942b67e3 100644 --- a/pycbc/tmpltbank/coord_utils.py +++ b/pycbc/tmpltbank/coord_utils.py @@ -291,7 +291,7 @@ def get_random_mass(numPoints, massRangeParams, eos): # threshold mass] mask_bright_nsbh = numpy.zeros(len(mass1_nsbh), dtype=bool) if eta_nsbh.size != 0: - remnant = conversions.remnant_mass_from_mass1_mass2_cartesian_spin_eos(mass1_nsbh, mass2_nsbh, spin1x=0.0, spin1y=0.0, spin1z_nsbh, eos, interp=True) + remnant = conversions.remnant_mass_from_mass1_mass2_cartesian_spin_eos(mass1_nsbh, mass2_nsbh, spin1x=0.0, spin1y=0.0, spin1z=spin1z_nsbh, eos=eos, interp=True) mask_bright_nsbh[remnant > massRangeParams.remnant_mass_threshold] = True From ee204afbaf77af508a8f2740001d5134b010a4d0 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 22 Aug 2022 13:45:46 +0100 Subject: [PATCH 43/61] introduced eos as a variable in the get_random_mass function in order to work with updated remnant_mass funtion --- pycbc/tmpltbank/coord_utils.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/pycbc/tmpltbank/coord_utils.py b/pycbc/tmpltbank/coord_utils.py index d2e942b67e3..59fcc7d145f 100644 --- a/pycbc/tmpltbank/coord_utils.py +++ b/pycbc/tmpltbank/coord_utils.py @@ -181,7 +181,7 @@ def get_random_mass_point_particles(numPoints, massRangeParams): return mass1, mass2, spin1z, spin2z -def get_random_mass(numPoints, massRangeParams, eos): +def get_random_mass(numPoints, massRangeParams, eos='2H'): """ This function will generate a large set of points within the chosen mass and spin space, and with the desired minimum remnant disk mass (this applies @@ -195,9 +195,9 @@ def get_random_mass(numPoints, massRangeParams, eos): Number of systems to simulate massRangeParams : massRangeParameters instance Instance holding all the details of mass ranges and spin ranges. - eos: - Name of neutron star equation of state (eos). String - + eos : string + Name of equation of state of neuron star. + Returns -------- mass1 : float From 45dc28278bb9d8ad3ff62b8915809060f53d45c6 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 22 Aug 2022 17:25:08 +0100 Subject: [PATCH 44/61] adding new lines between function definitions --- pycbc/neutron_stars/pg_isso_solver.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 3e03f662220..d6a7c71288d 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -28,6 +28,7 @@ from scipy.interpolate import RectBivariateSpline from . import NS_DATA_DIRECTORY + def ISCO_eq(r, chi): """Polynomial that enables the calculation of the Kerr innermost stable circular orbit (ISCO) radius via its roots, @@ -223,6 +224,7 @@ def PG_ISSO_eq(r, chi, incl): return r4 * r4 * Z + chi2 * sin_incl2 * (chi2 * sin_incl2 * Y - 2 * r4 * X) + def PG_ISSO_eq_dr(r, chi, incl): """Partial derivative of :func:`PG_ISSO_eq` with respect to r. @@ -420,6 +422,7 @@ def generate_isso_bivariate_interp(): with open(os.path.join(NS_DATA_DIRECTORY, 'isso_inc_chi.pkl'), 'wb') as f: pickle.dump(bivar, f) + def load_isso_bivariate_interp(): with open(os.path.join(NS_DATA_DIRECTORY, 'isso_inc_chi.pkl'), 'rb') as f: func = pickle.load(f) From eb527c76e10fc07ced2a634c447307766051c75d Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 22 Aug 2022 17:39:18 +0100 Subject: [PATCH 45/61] re-introduced eta_nsbh in get_random_mass as it is required later in the function --- pycbc/tmpltbank/coord_utils.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/pycbc/tmpltbank/coord_utils.py b/pycbc/tmpltbank/coord_utils.py index 59fcc7d145f..2259aa3df16 100644 --- a/pycbc/tmpltbank/coord_utils.py +++ b/pycbc/tmpltbank/coord_utils.py @@ -287,6 +287,8 @@ def get_random_mass(numPoints, massRangeParams, eos='2H'): mass2_nsbh = mass2_not_bbh[mask_nsbh] spin1z_nsbh = spin1z_not_bbh[mask_nsbh] spin2z_nsbh = spin2z_not_bbh[mask_nsbh] + # [Store etas of all NSBHs] + eta_nsbh = conversions.eta_from_mass1_mass2(mass1_nsbh, mass2_nsbh) # [mask_bright_nsbh will identify NSBH systems with high enough # threshold mass] mask_bright_nsbh = numpy.zeros(len(mass1_nsbh), dtype=bool) From 3f26b524135d7b51a8b293994ef5ec9feb87eae2 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 22 Aug 2022 19:03:50 +0100 Subject: [PATCH 46/61] moved module level imports to top of init file --- pycbc/neutron_stars/__init__.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pycbc/neutron_stars/__init__.py b/pycbc/neutron_stars/__init__.py index 33c02d9529d..f24e92da29c 100644 --- a/pycbc/neutron_stars/__init__.py +++ b/pycbc/neutron_stars/__init__.py @@ -1,3 +1,5 @@ +from pycbc.neutron_stars.eos_utils import * +from pycbc.neutron_stars.pg_isso_solver import * import os.path # Setup the directory with the NS equilibrium sequence(s) NS_DATA_DIRECTORY = os.path.join( @@ -5,5 +7,3 @@ NS_SEQUENCES = [ f.replace('equil_', '').replace('.dat', '') for f in os.listdir(NS_DATA_DIRECTORY) if f.endswith('.dat')] -from pycbc.neutron_stars.eos_utils import * -from pycbc.neutron_stars.pg_isso_solver import * From d44c6dacec21f11b94b21dcc0c493d31287cab27 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 22 Aug 2022 19:32:52 +0100 Subject: [PATCH 47/61] moved module level imports back to bottom of init file as moving to top seemed to break code --- pycbc/neutron_stars/__init__.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pycbc/neutron_stars/__init__.py b/pycbc/neutron_stars/__init__.py index f24e92da29c..33c02d9529d 100644 --- a/pycbc/neutron_stars/__init__.py +++ b/pycbc/neutron_stars/__init__.py @@ -1,5 +1,3 @@ -from pycbc.neutron_stars.eos_utils import * -from pycbc.neutron_stars.pg_isso_solver import * import os.path # Setup the directory with the NS equilibrium sequence(s) NS_DATA_DIRECTORY = os.path.join( @@ -7,3 +5,5 @@ NS_SEQUENCES = [ f.replace('equil_', '').replace('.dat', '') for f in os.listdir(NS_DATA_DIRECTORY) if f.endswith('.dat')] +from pycbc.neutron_stars.eos_utils import * +from pycbc.neutron_stars.pg_isso_solver import * From 058320a458f9688ebd01c9054f873197cc247031 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Tue, 23 Aug 2022 00:58:34 +0100 Subject: [PATCH 48/61] removed trailing whitespace --- pycbc/neutron_stars/pg_isso_solver.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index d6a7c71288d..124a5d12648 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -422,7 +422,7 @@ def generate_isso_bivariate_interp(): with open(os.path.join(NS_DATA_DIRECTORY, 'isso_inc_chi.pkl'), 'wb') as f: pickle.dump(bivar, f) - + def load_isso_bivariate_interp(): with open(os.path.join(NS_DATA_DIRECTORY, 'isso_inc_chi.pkl'), 'rb') as f: func = pickle.load(f) From ab2ff2ab32cf33c486ffb9a80f4ceb1d8d410187 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Wed, 24 Aug 2022 15:34:00 +0100 Subject: [PATCH 49/61] Initialised input_is_array variable and added functionality to check if input variable is an array. If it is, input_is_array is set to True --- pycbc/neutron_stars/eos_utils.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index 947b54e9e06..91a6932a8ce 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -129,6 +129,8 @@ def initialize_eos(ns_mass, eos): ns_b_mass : float Baryonic mass of the neutron star. """ + if str(type(arr)) == '': + input_is_array = True if eos in NS_SEQUENCES: ns_seq, ns_max = load_ns_sequence(eos) try: From f9946e0e28a8b9efc21d9000d4ca410b1975e7cb Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 29 Aug 2022 23:11:38 +0100 Subject: [PATCH 50/61] resolved issue with undefined variable erroneously added in code which checks if an input is an array --- pycbc/neutron_stars/eos_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index 91a6932a8ce..905f522306a 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -129,7 +129,7 @@ def initialize_eos(ns_mass, eos): ns_b_mass : float Baryonic mass of the neutron star. """ - if str(type(arr)) == '': + if str(type(ns_mass)) == '': input_is_array = True if eos in NS_SEQUENCES: ns_seq, ns_max = load_ns_sequence(eos) From 9c17498b66aff2c5be552a9621be5950d75f1607 Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Fri, 2 Sep 2022 15:50:40 +0100 Subject: [PATCH 51/61] addrd r prefix to doctring in an attempt to resolve issues related to use of backslashes --- pycbc/neutron_stars/pg_isso_solver.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 124a5d12648..92f7adc5ff5 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -30,7 +30,7 @@ def ISCO_eq(r, chi): - """Polynomial that enables the calculation of the Kerr innermost + r"""Polynomial that enables the calculation of the Kerr innermost stable circular orbit (ISCO) radius via its roots, .. math:: Z(r) = [r (r-6)]^2 - \chi^2 [2r (3r+14) - 9 \chi^2]\,. From 169a65463564385bba2b224dbcfa3ed4192bf28c Mon Sep 17 00:00:00 2001 From: SamuelH-97 <78215902+SamuelH-97@users.noreply.github.com> Date: Mon, 26 Sep 2022 14:19:32 +0100 Subject: [PATCH 52/61] Replace code which checks if input is an array with more reliable method Co-authored-by: Tito Dal Canton --- pycbc/neutron_stars/eos_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index 905f522306a..04a28e0c150 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -129,7 +129,7 @@ def initialize_eos(ns_mass, eos): ns_b_mass : float Baryonic mass of the neutron star. """ - if str(type(ns_mass)) == '': + if isinstance(ns_mass, numpy.ndarray): input_is_array = True if eos in NS_SEQUENCES: ns_seq, ns_max = load_ns_sequence(eos) From 5ee27efe96c655fb759c4b412ca4db1db4597cfe Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 26 Sep 2022 14:32:36 +0100 Subject: [PATCH 53/61] Updated docstrings to more accurately represent the forms of inputs and outputs in a number of functions --- pycbc/neutron_stars/eos_utils.py | 12 ++++++------ pycbc/neutron_stars/pg_isso_solver.py | 6 +++--- 2 files changed, 9 insertions(+), 9 deletions(-) diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index 04a28e0c150..bf388d7e8df 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -117,7 +117,7 @@ def initialize_eos(ns_mass, eos): Parameters ---------- - ns_mass : float + ns_mass : {float, array} The mass of the neutron star, in solar masses. eos : str Name of the equation of state. @@ -171,16 +171,16 @@ def foucart18( Parameters ---------- - eta : float + eta : {float, array} The symmetric mass ratio of the system (note: primary is assumed to be the BH). - ns_compactness : float + ns_compactness : {float, array} NS compactness parameter. - ns_b_mass : float + ns_b_mass : {float, array} Baryonic mass of the NS. - bh_spin_mag: float + bh_spin_mag: {float, array} Dimensionless spin magnitude of the BH. - bh_spin_pol : float + bh_spin_pol : {float, array} The tilt angle of the BH spin. interp: bool, optional Whether to interpolate over a pre-computed grid of values of diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 92f7adc5ff5..b23d48dabb0 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -316,15 +316,15 @@ def PG_ISSO_solver(chi, incl): Parameters ---------- - chi: float + chi: {float, array} the BH dimensionless spin parameter - incl: float + incl: {float, array} the inclination angle between the BH spin and the orbital angular momentum in radians Returns ------- - solution: float + solution: array the radius of the orbit in BH mass units """ # Auxiliary variables From 61691d0f3f141bf5fe745b0290ccd70ebcb3f3dd Mon Sep 17 00:00:00 2001 From: SamuelH-97 <78215902+SamuelH-97@users.noreply.github.com> Date: Mon, 26 Sep 2022 14:33:19 +0100 Subject: [PATCH 54/61] Fixed typo in docstring Co-authored-by: Tito Dal Canton --- pycbc/tmpltbank/coord_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/tmpltbank/coord_utils.py b/pycbc/tmpltbank/coord_utils.py index 2259aa3df16..eedf4d1a83f 100644 --- a/pycbc/tmpltbank/coord_utils.py +++ b/pycbc/tmpltbank/coord_utils.py @@ -196,7 +196,7 @@ def get_random_mass(numPoints, massRangeParams, eos='2H'): massRangeParams : massRangeParameters instance Instance holding all the details of mass ranges and spin ranges. eos : string - Name of equation of state of neuron star. + Name of equation of state of neutron star. Returns -------- From c3b25fb790942e3d8f9848eaf5a09c488f27e327 Mon Sep 17 00:00:00 2001 From: SamuelH-97 <78215902+SamuelH-97@users.noreply.github.com> Date: Mon, 26 Sep 2022 14:33:58 +0100 Subject: [PATCH 55/61] Reformatted code to agree with codeclimate Co-authored-by: Tito Dal Canton --- pycbc/tmpltbank/coord_utils.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/pycbc/tmpltbank/coord_utils.py b/pycbc/tmpltbank/coord_utils.py index eedf4d1a83f..9db7bee128a 100644 --- a/pycbc/tmpltbank/coord_utils.py +++ b/pycbc/tmpltbank/coord_utils.py @@ -293,7 +293,15 @@ def get_random_mass(numPoints, massRangeParams, eos='2H'): # threshold mass] mask_bright_nsbh = numpy.zeros(len(mass1_nsbh), dtype=bool) if eta_nsbh.size != 0: - remnant = conversions.remnant_mass_from_mass1_mass2_cartesian_spin_eos(mass1_nsbh, mass2_nsbh, spin1x=0.0, spin1y=0.0, spin1z=spin1z_nsbh, eos=eos, interp=True) + remnant = conversions.remnant_mass_from_mass1_mass2_cartesian_spin_eos( + mass1_nsbh, + mass2_nsbh, + spin1x=0.0, + spin1y=0.0, + spin1z=spin1z_nsbh, + eos=eos, + interp=True + ) mask_bright_nsbh[remnant > massRangeParams.remnant_mass_threshold] = True From c16af9be2debf2d4d57f5c24c5a9ff221b16650e Mon Sep 17 00:00:00 2001 From: Samuel Higginbotham Date: Mon, 26 Sep 2022 14:45:51 +0100 Subject: [PATCH 56/61] Removed hardcoded output path for generate_isso_bivariate_interp() --- pycbc/neutron_stars/pg_isso_solver.py | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index b23d48dabb0..44ddd98f4c0 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -398,14 +398,20 @@ def concat_grid(bounds): return out -def generate_isso_bivariate_interp(): +def generate_isso_bivariate_interp(outpath): """Constructs a grid in spin magnitude and spin tilt angle then solves for the ISSO radius (in mass units). Uses the resulting - grid to create a bivariate spine which is saved to disk. + grid to create a bivariate spline which is saved to disk. Call this + function to generate `isso_inc_chi.pkl`. Note: the grid density need not be uniform, and so has been tuned by hand to be more dense in regions of steeper gradient in order to keep the fractional interpolation error over the full span of parameter values to less than 1e-5. + + Parameters + ---------- + outpath: string + Path to output file """ chis = concat_grid(( (0.5, 25), (0.75, 20), (0.95, 30), (0.99, 20), (0.995, 50), @@ -419,7 +425,7 @@ def generate_isso_bivariate_interp(): # more dense at larger chi roots[i] = PG_ISSO_solver(chi, inc) bivar = RectBivariateSpline(incs, chis, roots) - with open(os.path.join(NS_DATA_DIRECTORY, 'isso_inc_chi.pkl'), 'wb') as f: + with open(outpath, 'wb') as f: pickle.dump(bivar, f) From 10dd3cc0aa6a2ef7d819e44743f913b0db051cca Mon Sep 17 00:00:00 2001 From: Tito Dal Canton Date: Mon, 26 Sep 2022 16:53:16 +0200 Subject: [PATCH 57/61] Fix wrong import name --- pycbc/neutron_stars/eos_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index bf388d7e8df..eacfaad713d 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -129,7 +129,7 @@ def initialize_eos(ns_mass, eos): ns_b_mass : float Baryonic mass of the neutron star. """ - if isinstance(ns_mass, numpy.ndarray): + if isinstance(ns_mass, np.ndarray): input_is_array = True if eos in NS_SEQUENCES: ns_seq, ns_max = load_ns_sequence(eos) From 636fbdac3bdc534bb6585a776955cf83f56075f7 Mon Sep 17 00:00:00 2001 From: SamuelH-97 <78215902+SamuelH-97@users.noreply.github.com> Date: Mon, 3 Oct 2022 12:44:07 +0100 Subject: [PATCH 58/61] Updated comments in constraint function Co-authored-by: Francesco Pannarale --- pycbc/distributions/constraints.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/pycbc/distributions/constraints.py b/pycbc/distributions/constraints.py index f07203b79c0..2da1f3478f9 100644 --- a/pycbc/distributions/constraints.py +++ b/pycbc/distributions/constraints.py @@ -41,7 +41,10 @@ def __init__(self, constraint_arg, static_args=None, transforms=None, swp = f"'{val}'" if isinstance(val, str) else str(val) # Substitute static arg name for value if it appears in the # constraint_arg string at the beginning of a word and is not - # followed by an underscore or equals sign + # followed by an underscore or equals sign. + # This ensures that static_args that are also kwargs in function calls are + # handled correctly, i.e., the kwarg is not touched while its value is replaced + # with the static_arg value. constraint_arg = re.sub( r'\b{}(?!\_|\=)'.format(arg), swp, constraint_arg) self.constraint_arg = constraint_arg From d981400c164ef7c6e7f061e7c9fe3bb9da92e5c7 Mon Sep 17 00:00:00 2001 From: Tito Dal Canton Date: Thu, 6 Oct 2022 04:52:14 -0700 Subject: [PATCH 59/61] Remove ISSO interpolant, will bring back a better version later --- pycbc/neutron_stars/eos_utils.py | 17 +----- pycbc/neutron_stars/ns_data/isso_inc_chi.pkl | Bin 1133759 -> 0 bytes pycbc/neutron_stars/pg_isso_solver.py | 60 +------------------ 3 files changed, 5 insertions(+), 72 deletions(-) delete mode 100644 pycbc/neutron_stars/ns_data/isso_inc_chi.pkl diff --git a/pycbc/neutron_stars/eos_utils.py b/pycbc/neutron_stars/eos_utils.py index eacfaad713d..a26c8441ca8 100644 --- a/pycbc/neutron_stars/eos_utils.py +++ b/pycbc/neutron_stars/eos_utils.py @@ -22,7 +22,7 @@ from scipy.interpolate import interp1d import lalsimulation as lalsim from . import NS_SEQUENCES, NS_DATA_DIRECTORY -from .pg_isso_solver import PG_ISSO_solver, pg_isso_interp +from .pg_isso_solver import PG_ISSO_solver def load_ns_sequence(eos_name): @@ -161,7 +161,7 @@ def initialize_eos(ns_mass, eos): def foucart18( - eta, ns_compactness, ns_b_mass, bh_spin_mag, bh_spin_pol, interp=True): + eta, ns_compactness, ns_b_mass, bh_spin_mag, bh_spin_pol): """Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in `Foucart, Hinderer & Nissanke, PRD 98, 081501(R) (2018)`_. @@ -182,19 +182,8 @@ def foucart18( Dimensionless spin magnitude of the BH. bh_spin_pol : {float, array} The tilt angle of the BH spin. - interp: bool, optional - Whether to interpolate over a pre-computed grid of values of - the ISSO for systems with BH spin magnitude < 0.9. Otherwise - solve via the PG_ISSO_solver routine for all systems. - Default = True. """ - if interp: - isso = np.empty_like(bh_spin_mag) - solve = bh_spin_mag > 0.9 - isso[~solve] = pg_isso_interp(bh_spin_pol[~solve], bh_spin_mag[~solve]) - isso[solve] = PG_ISSO_solver(bh_spin_mag[solve], bh_spin_pol[solve]) - else: - isso = PG_ISSO_solver(bh_spin_mag, bh_spin_pol) + isso = PG_ISSO_solver(bh_spin_mag, bh_spin_pol) # Fit parameters and tidal correction alpha = 0.406 beta = 0.139 diff --git a/pycbc/neutron_stars/ns_data/isso_inc_chi.pkl b/pycbc/neutron_stars/ns_data/isso_inc_chi.pkl deleted file mode 100644 index fa6effadc62ba6b79a4bfd1aaa07fd6e450bdc2f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1133759 zcmaIecU+DC|3C2d-qWZQQnD3gJ})IArIJd~lmKZ{>Ba>pIuD&g*qQkJsz!0=JWoliR5?tKB?(oxM+;JmKK$ zy!x1%?t2z|86M$!iMV+1vdA z8w@xd^%fPexBnC7ui9xorBck^PYFy*hV6R0w3NNSGH78I>l|16#oli@6gG&gSfcTp zz5fb0(3*O~Bc_6V9F_3RtT?RrUM2f@{=mlX{TEc@{;-ehFFey0IeRhwFZ=kaVE*$} zK1~T#?BlG4YYO{MY`R~~KHeIbxpB(*?t>ckao2(;XSD6;!&>(7|ASVax0Xi9|6m^L 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mqzav-3fo_%ide40N|d9Mi?Ee5ych8^z diff --git a/pycbc/neutron_stars/pg_isso_solver.py b/pycbc/neutron_stars/pg_isso_solver.py index 44ddd98f4c0..ea0aab33f09 100644 --- a/pycbc/neutron_stars/pg_isso_solver.py +++ b/pycbc/neutron_stars/pg_isso_solver.py @@ -14,6 +14,7 @@ # You should have received a copy of the GNU General Public License along # with this program; if not, write to the Free Software Foundation, Inc., # 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. + """ Innermost Stable Spherical Orbit (ISSO) solver in the Perez-Giz (PG) formalism. See `Stone, Loeb, Berger, PRD 87, 084053 (2013)`_. @@ -21,12 +22,9 @@ .. _Stone, Loeb, Berger, PRD 87, 084053 (2013): http://dx.doi.org/10.1103/PhysRevD.87.084053 """ -import pickle -import os.path + import numpy as np from scipy.optimize import root_scalar -from scipy.interpolate import RectBivariateSpline -from . import NS_DATA_DIRECTORY def ISCO_eq(r, chi): @@ -383,57 +381,3 @@ def PG_ISSO_solver(chi, incl): if any(oob): raise RuntimeError('Unable to obtain some solutions!') return solution - - -def concat_grid(bounds): - '''Constructs non-uniform grid given specified bounds''' - out = np.concatenate([ - np.linspace(0, lim[0], lim[1], endpoint=False) if ii == 0 - else ( - np.linspace(bounds[ii-1][0], lim[0], lim[1]) - if ii == len(bounds) - else np.linspace(bounds[ii-1][0], lim[0], lim[1], endpoint=False) - ) - for ii, lim in enumerate(bounds)]) - return out - - -def generate_isso_bivariate_interp(outpath): - """Constructs a grid in spin magnitude and spin tilt angle then - solves for the ISSO radius (in mass units). Uses the resulting - grid to create a bivariate spline which is saved to disk. Call this - function to generate `isso_inc_chi.pkl`. - Note: the grid density need not be uniform, and so has been tuned - by hand to be more dense in regions of steeper gradient in order to - keep the fractional interpolation error over the full span of - parameter values to less than 1e-5. - - Parameters - ---------- - outpath: string - Path to output file - """ - chis = concat_grid(( - (0.5, 25), (0.75, 20), (0.95, 30), (0.99, 20), (0.995, 50), - (0.9975, 50), (1, 101))) - incs = concat_grid(( - (0.125 * np.pi, 50), (0.375 * np.pi, 300), (0.5 * np.pi, 50), - (0.9 * np.pi, 50), (np.pi, 26))) - chig, incg = np.meshgrid(chis, incs) - roots = np.empty_like(chig) - for i, (chi, inc) in enumerate(zip(chig, incg)): - # more dense at larger chi - roots[i] = PG_ISSO_solver(chi, inc) - bivar = RectBivariateSpline(incs, chis, roots) - with open(outpath, 'wb') as f: - pickle.dump(bivar, f) - - -def load_isso_bivariate_interp(): - with open(os.path.join(NS_DATA_DIRECTORY, 'isso_inc_chi.pkl'), 'rb') as f: - func = pickle.load(f) - return func - - -def pg_isso_interp(incl, chi): - return load_isso_bivariate_interp()(incl, chi, grid=False) From f49809cd60e7456c2df2f529e79385ffad6b221b Mon Sep 17 00:00:00 2001 From: Tito Dal Canton Date: Fri, 7 Oct 2022 01:44:41 -0700 Subject: [PATCH 60/61] Forgot a few things --- pycbc/conversions.py | 19 ++++--------------- 1 file changed, 4 insertions(+), 15 deletions(-) diff --git a/pycbc/conversions.py b/pycbc/conversions.py index a7a2d2eadd5..b77abb5a457 100644 --- a/pycbc/conversions.py +++ b/pycbc/conversions.py @@ -422,7 +422,7 @@ def lambda_from_mass_tov_file(mass, tov_file, distance=0.): def remnant_mass_from_mass1_mass2_spherical_spin_eos( - mass1, mass2, spin1a=0.0, spin1pol=0.0, eos='2H', interp=True): + mass1, mass2, spin1a=0.0, spin1pol=0.0, eos='2H'): """ Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in @@ -446,11 +446,6 @@ def remnant_mass_from_mass1_mass2_spherical_spin_eos( The tilt angle of the spin of mass1. Default = 0 (aligned w L). eos : str, optional Name of the equation of state being adopted. Default is '2H'. - interp: bool, optional - Whether to interpolate over a pre-computed grid of values of - the ISSO for systems with BH spin magnitude < 0.9. Otherwise - solve via the PG_ISSO_solver routine for all systems. - Default = True. Returns ---------- @@ -469,13 +464,12 @@ def remnant_mass_from_mass1_mass2_spherical_spin_eos( ns_compactness, ns_b_mass = ns.initialize_eos(mass2, eos) eta = eta_from_mass1_mass2(mass1, mass2) remnant_mass = ns.foucart18( - eta, ns_compactness, ns_b_mass, spin1a, spin1pol, interp=interp) + eta, ns_compactness, ns_b_mass, spin1a, spin1pol) return formatreturn(remnant_mass, input_is_array) def remnant_mass_from_mass1_mass2_cartesian_spin_eos( - mass1, mass2, spin1x=0.0, spin1y=0.0, spin1z=0.0, eos='2H', - interp=True): + mass1, mass2, spin1x=0.0, spin1y=0.0, spin1z=0.0, eos='2H'): """ Function that determines the remnant disk mass of an NS-BH system using the fit to numerical-relativity results discussed in @@ -501,11 +495,6 @@ def remnant_mass_from_mass1_mass2_cartesian_spin_eos( The dimensionless z-component of the spin of mass1. Default = 0. eos: str, optional Name of the equation of state being adopted. Default is '2H'. - interp: bool, optional - Whether to interpolate over a pre-computed grid of values of - the ISSO for systems with BH spin magnitude < 0.9. Otherwise - solve via the PG_ISSO_solver routine for all systems. - Default = True. Returns ---------- @@ -514,7 +503,7 @@ def remnant_mass_from_mass1_mass2_cartesian_spin_eos( """ spin1a, _, spin1pol = _cartesian_to_spherical(spin1x, spin1y, spin1z) return remnant_mass_from_mass1_mass2_spherical_spin_eos( - mass1, mass2, spin1a, spin1pol, eos=eos, interp=interp) + mass1, mass2, spin1a, spin1pol, eos=eos) # From 3d255a02d96c2f130bf5a6680239190388576464 Mon Sep 17 00:00:00 2001 From: Francesco Pannarale Date: Thu, 13 Oct 2022 14:35:57 +0200 Subject: [PATCH 61/61] Update pycbc/tmpltbank/coord_utils.py Co-authored-by: Tito Dal Canton --- pycbc/tmpltbank/coord_utils.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/pycbc/tmpltbank/coord_utils.py b/pycbc/tmpltbank/coord_utils.py index 9db7bee128a..c1bb38a7f62 100644 --- a/pycbc/tmpltbank/coord_utils.py +++ b/pycbc/tmpltbank/coord_utils.py @@ -299,8 +299,7 @@ def get_random_mass(numPoints, massRangeParams, eos='2H'): spin1x=0.0, spin1y=0.0, spin1z=spin1z_nsbh, - eos=eos, - interp=True + eos=eos ) mask_bright_nsbh[remnant >

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