From 9508b9e95b7fdd183ca2a91c693ff548ee6fb207 Mon Sep 17 00:00:00 2001
From: Matthew Carney <matthew.carney@ligo.org>
Date: Sun, 10 May 2020 17:31:05 -0500
Subject: [PATCH] Fixed EOSFamily bug that increased evaluation time and added
ability to choose units when plotting the EOS/Family.
---
bilby/core/utils.py | 1 +
bilby/gw/__init__.py | 3 +-
bilby/gw/conversion.py | 70 +-
bilby/gw/eos/__init__.py | 3 +
bilby/gw/eos/eos.py | 850 ++++++++++
.../eos_tables/LALSimNeutronStarEOS_ALF1.dat | 435 +++++
.../eos_tables/LALSimNeutronStarEOS_ALF2.dat | 453 ++++++
.../eos_tables/LALSimNeutronStarEOS_ALF3.dat | 441 +++++
.../eos_tables/LALSimNeutronStarEOS_ALF4.dat | 441 +++++
.../eos_tables/LALSimNeutronStarEOS_AP1.dat | 212 +++
.../eos_tables/LALSimNeutronStarEOS_AP2.dat | 212 +++
.../eos_tables/LALSimNeutronStarEOS_AP3.dat | 212 +++
.../eos_tables/LALSimNeutronStarEOS_AP4.dat | 210 +++
.../eos_tables/LALSimNeutronStarEOS_APR.dat | 500 ++++++
.../LALSimNeutronStarEOS_APR4_EPP.dat | 1447 +++++++++++++++++
.../eos_tables/LALSimNeutronStarEOS_BBB2.dat | 84 +
.../LALSimNeutronStarEOS_BGN1H1.dat | 123 ++
.../LALSimNeutronStarEOS_BHF_BBB2.dat | 499 ++++++
.../LALSimNeutronStarEOS_BPAL12.dat | 61 +
.../eos_tables/LALSimNeutronStarEOS_BSK19.dat | 310 ++++
.../eos_tables/LALSimNeutronStarEOS_BSK20.dat | 310 ++++
.../eos_tables/LALSimNeutronStarEOS_BSK21.dat | 310 ++++
.../eos_tables/LALSimNeutronStarEOS_ENG.dat | 108 ++
.../eos_tables/LALSimNeutronStarEOS_FPS.dat | 129 ++
.../eos_tables/LALSimNeutronStarEOS_GNH3.dat | 71 +
.../eos_tables/LALSimNeutronStarEOS_GS1.dat | 136 ++
.../eos_tables/LALSimNeutronStarEOS_GS2.dat | 100 ++
.../eos_tables/LALSimNeutronStarEOS_H1.dat | 114 ++
.../eos_tables/LALSimNeutronStarEOS_H2.dat | 114 ++
.../eos_tables/LALSimNeutronStarEOS_H3.dat | 98 ++
.../eos_tables/LALSimNeutronStarEOS_H4.dat | 664 ++++++++
.../eos_tables/LALSimNeutronStarEOS_H5.dat | 703 ++++++++
.../eos_tables/LALSimNeutronStarEOS_H6.dat | 509 ++++++
.../eos_tables/LALSimNeutronStarEOS_H7.dat | 703 ++++++++
.../eos_tables/LALSimNeutronStarEOS_HQC18.dat | 388 +++++
.../eos_tables/LALSimNeutronStarEOS_KDE0V.dat | 500 ++++++
.../LALSimNeutronStarEOS_KDE0V1.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_MPA1.dat | 102 ++
.../eos_tables/LALSimNeutronStarEOS_MS1.dat | 122 ++
.../eos_tables/LALSimNeutronStarEOS_MS1B.dat | 126 ++
.../LALSimNeutronStarEOS_MS1B_PP.dat | 1447 +++++++++++++++++
.../LALSimNeutronStarEOS_MS1_PP.dat | 1447 +++++++++++++++++
.../eos_tables/LALSimNeutronStarEOS_MS2.dat | 48 +
.../eos_tables/LALSimNeutronStarEOS_PAL6.dat | 148 ++
.../eos_tables/LALSimNeutronStarEOS_PCL2.dat | 134 ++
.../eos_tables/LALSimNeutronStarEOS_PS.dat | 165 ++
.../LALSimNeutronStarEOS_QMC700.dat | 117 ++
.../eos_tables/LALSimNeutronStarEOS_RS.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SK255.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SK272.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SKA.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SKB.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SKI2.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SKI3.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SKI4.dat | 497 ++++++
.../eos_tables/LALSimNeutronStarEOS_SKI5.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SKI6.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SKMP.dat | 498 ++++++
.../eos_tables/LALSimNeutronStarEOS_SKOP.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SLY.dat | 99 ++
.../eos_tables/LALSimNeutronStarEOS_SLY2.dat | 500 ++++++
.../LALSimNeutronStarEOS_SLY230A.dat | 500 ++++++
.../eos_tables/LALSimNeutronStarEOS_SLY4.dat | 100 ++
.../eos_tables/LALSimNeutronStarEOS_SLY9.dat | 498 ++++++
.../eos_tables/LALSimNeutronStarEOS_SQM1.dat | 176 ++
.../eos_tables/LALSimNeutronStarEOS_SQM2.dat | 180 ++
.../eos_tables/LALSimNeutronStarEOS_SQM3.dat | 176 ++
.../eos_tables/LALSimNeutronStarEOS_WFF1.dat | 109 ++
.../eos_tables/LALSimNeutronStarEOS_WFF2.dat | 109 ++
.../eos_tables/LALSimNeutronStarEOS_WFF3.dat | 107 ++
bilby/gw/eos/eos_tables/README | 57 +
bilby/gw/eos/eos_tables/polytrope_table.dat | 35 +
bilby/gw/eos/eos_tables/spec_param_table.dat | 35 +
bilby/gw/eos/tov_solver.py | 151 ++
bilby/gw/prior.py | 26 +
docs/examples.txt | 1 +
docs/index.txt | 1 +
.../injection_examples/bns_eos_example.py | 123 ++
.../injection_examples/reproduce_mpa1_eos.py | 27 +
setup.py | 3 +-
test/gw_eos_test.py | 69 +
test/utils_test.py | 3 +
82 files changed, 24954 insertions(+), 6 deletions(-)
create mode 100644 bilby/gw/eos/__init__.py
create mode 100644 bilby/gw/eos/eos.py
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF3.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF4.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP3.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP4.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_APR.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_APR4_EPP.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BBB2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BGN1H1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BHF_BBB2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BPAL12.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK19.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK20.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK21.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ENG.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_FPS.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GNH3.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GS1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GS2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H3.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H4.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H5.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H6.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H7.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_HQC18.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_KDE0V.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_KDE0V1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MPA1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1B.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1B_PP.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1_PP.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PAL6.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PCL2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PS.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_QMC700.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_RS.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SK255.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SK272.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKA.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKB.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI3.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI4.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI5.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI6.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKMP.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKOP.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY230A.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY4.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY9.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM3.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF1.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF2.dat
create mode 100644 bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF3.dat
create mode 100644 bilby/gw/eos/eos_tables/README
create mode 100644 bilby/gw/eos/eos_tables/polytrope_table.dat
create mode 100644 bilby/gw/eos/eos_tables/spec_param_table.dat
create mode 100644 bilby/gw/eos/tov_solver.py
create mode 100644 examples/gw_examples/injection_examples/bns_eos_example.py
create mode 100644 examples/gw_examples/injection_examples/reproduce_mpa1_eos.py
create mode 100644 test/gw_eos_test.py
diff --git a/bilby/core/utils.py b/bilby/core/utils.py
index d63161091..b8d2523e8 100644
--- a/bilby/core/utils.py
+++ b/bilby/core/utils.py
@@ -28,6 +28,7 @@ speed_of_light = 299792458.0 # m/s
parsec = 3.085677581491367e+16 # m
solar_mass = 1.9884099021470415e+30 # Kg
radius_of_earth = 6378136.6 # m
+gravitational_constant = 6.6743e-11 # m^3 kg^-1 s^-2
_TOL = 14
diff --git a/bilby/gw/__init__.py b/bilby/gw/__init__.py
index 51796dcc5..3242f0ebd 100644
--- a/bilby/gw/__init__.py
+++ b/bilby/gw/__init__.py
@@ -1,6 +1,5 @@
-from . import (conversion, cosmology, detector, likelihood, prior,
+from . import (conversion, cosmology, detector, eos, likelihood, prior,
result, source, utils, waveform_generator)
-
from .waveform_generator import WaveformGenerator
from .likelihood import GravitationalWaveTransient
from .detector import calibration
diff --git a/bilby/gw/conversion.py b/bilby/gw/conversion.py
index 469eef80e..e7d757071 100644
--- a/bilby/gw/conversion.py
+++ b/bilby/gw/conversion.py
@@ -9,6 +9,7 @@ from ..core.likelihood import MarginalizedLikelihoodReconstructionError
from ..core.utils import logger, solar_mass
from ..core.prior import DeltaFunction
from .utils import lalsim_SimInspiralTransformPrecessingNewInitialConditions
+from .eos.eos import SpectralDecompositionEOS, EOSFamily, IntegrateTOV
from .cosmology import get_cosmology
try:
@@ -284,7 +285,7 @@ def convert_to_lal_binary_neutron_star_parameters(parameters):
convert_to_lal_binary_black_hole_parameters(converted_parameters)
if not any([key in converted_parameters for key in
- ['lambda_1', 'lambda_2', 'lambda_tilde', 'delta_lambda_tilde']]):
+ ['lambda_1', 'lambda_2', 'lambda_tilde', 'delta_lambda_tilde', 'eos_spectral_gamma_0']]):
converted_parameters['lambda_1'] = 0
converted_parameters['lambda_2'] = 0
added_keys = added_keys + ['lambda_1', 'lambda_2']
@@ -301,16 +302,41 @@ def convert_to_lal_binary_neutron_star_parameters(parameters):
lambda_tilde_to_lambda_1_lambda_2(
converted_parameters['lambda_tilde'],
converted_parameters['mass_1'], converted_parameters['mass_2'])
- if 'lambda_2' not in converted_parameters.keys():
+ if 'lambda_2' not in converted_parameters.keys() and 'lambda_1' in converted_parameters.keys():
converted_parameters['lambda_2'] =\
converted_parameters['lambda_1']\
* converted_parameters['mass_1']**5\
/ converted_parameters['mass_2']**5
- elif converted_parameters['lambda_2'] is None:
+ elif 'lambda_2' in converted_parameters.keys() and converted_parameters['lambda_2'] is None:
converted_parameters['lambda_2'] =\
converted_parameters['lambda_1']\
* converted_parameters['mass_1']**5\
/ converted_parameters['mass_2']**5
+ elif 'eos_spectral_gamma_0' in converted_parameters.keys(): # FIXME: This is a clunky way to do this
+ # Pick out the eos parameters from dict of parameters and sort them
+ eos_parameter_keys = sorted([key for key in original_keys if 'eos_spectral_gamma_' in key])
+ gammas = [converted_parameters[key] for key in eos_parameter_keys]
+
+ eos = SpectralDecompositionEOS(gammas, sampling_flag=True, e0=1.2856e14, p0=5.3716e32)
+ if eos.warning_flag:
+ converted_parameters['lambda_1'] = 0.0
+ converted_parameters['lambda_2'] = 0.0
+ converted_parameters['eos_check'] = False
+ elif eos_family_physical_check(eos):
+ converted_parameters['lambda_1'] = 0.0
+ converted_parameters['lambda_2'] = 0.0
+ converted_parameters['eos_check'] = False
+ else:
+ fam = EOSFamily(eos)
+
+ if (converted_parameters['mass_1'] <= fam.maximum_mass and
+ converted_parameters['mass_2'] <= fam.maximum_mass):
+ converted_parameters['lambda_1'] = fam.lambda_from_mass(converted_parameters['mass_1'])
+ converted_parameters['lambda_2'] = fam.lambda_from_mass(converted_parameters['mass_2'])
+ else:
+ converted_parameters['lambda_1'] = 0.0
+ converted_parameters['lambda_2'] = 0.0
+ converted_parameters['eos_check'] = False
added_keys = [key for key in converted_parameters.keys()
if key not in original_keys]
@@ -318,6 +344,44 @@ def convert_to_lal_binary_neutron_star_parameters(parameters):
return converted_parameters, added_keys
+def eos_family_physical_check(eos):
+ """
+ Function that determines if the EoS family contains
+ sufficient number of points before maximum mass is reached.
+
+ e_min is chosen to be sufficiently small so that the entire
+ EoS is captured when converting to mass-radius space.
+
+ Returns True if family is valid, False if not.
+ """
+ e_min = 1.6e-10
+ e_central = eos.e_pdat[-1, 1]
+ loge_min = np.log(e_min)
+ loge_central = np.log(e_central)
+ logedat = np.linspace(loge_min, loge_central, num=eos.npts)
+ edat = np.exp(logedat)
+
+ # Generate m, r, and k2 lists
+ mdat = []
+ rdat = []
+ k2dat = []
+ for i in range(8):
+ tov_solver = IntegrateTOV(eos, edat[i])
+ m, r, k2 = tov_solver.integrate_TOV()
+ mdat.append(m)
+ rdat.append(r)
+ k2dat.append(k2)
+
+ # Check if maximum mass has been found
+ if i > 0 and mdat[i] <= mdat[i - 1]:
+ break
+
+ if len(mdat) < 8:
+ return False
+ else:
+ return True
+
+
def total_mass_and_mass_ratio_to_component_masses(mass_ratio, total_mass):
"""
Convert total mass and mass ratio of a binary to its component masses.
diff --git a/bilby/gw/eos/__init__.py b/bilby/gw/eos/__init__.py
new file mode 100644
index 000000000..36eba397f
--- /dev/null
+++ b/bilby/gw/eos/__init__.py
@@ -0,0 +1,3 @@
+from .tov_solver import IntegrateTOV
+from .eos import (SpectralDecompositionEOS,
+ EOSFamily, TabularEOS)
diff --git a/bilby/gw/eos/eos.py b/bilby/gw/eos/eos.py
new file mode 100644
index 000000000..17d99b9e0
--- /dev/null
+++ b/bilby/gw/eos/eos.py
@@ -0,0 +1,850 @@
+import os
+import numpy as np
+import matplotlib.pyplot as plt
+from scipy.integrate import cumtrapz, quad
+from scipy.interpolate import interp1d, CubicSpline
+from scipy.optimize import minimize_scalar
+
+from .tov_solver import IntegrateTOV
+from ...core import utils
+
+C_SI = utils.speed_of_light # m/s
+C_CGS = C_SI * 100.
+G_SI = utils.gravitational_constant # m^3 kg^-1 s^-2
+MSUN_SI = utils.solar_mass # Kg
+
+# Stores conversions from geometerized to cgs or si unit systems
+conversion_dict = {'pressure': {'cgs': C_SI ** 4. / G_SI * 10., 'si': C_SI ** 4. / G_SI, 'geom': 1.},
+ 'energy_density': {'cgs': C_SI ** 4. / G_SI * 10., 'si': C_SI ** 4. / G_SI, 'geom': 1.},
+ 'density': {'cgs': C_SI ** 2. / G_SI / 1000., 'si': C_SI ** 2. / G_SI, 'geom': 1.},
+ 'pseudo_enthalpy': {'dimensionless': 1.},
+ 'mass': {'g': C_SI ** 2. / G_SI * 1000, 'kg': C_SI ** 2. / G_SI, 'geom': 1.,
+ 'm_sol': C_SI ** 2. / G_SI / MSUN_SI},
+ 'radius': {'cm': 100., 'mass': 1., 'km': .001},
+ 'tidal_deformability': {'geom': 1.}}
+
+
+# construct dictionary of pre-shipped EOS pressure denstity table
+path_to_eos_tables = os.path.join(os.path.dirname(__file__), 'eos_tables')
+list_of_eos_tables = os.listdir(path_to_eos_tables)
+valid_eos_files = [i for i in list_of_eos_tables if 'LAL' in i]
+valid_eos_file_paths = [os.path.join(path_to_eos_tables, filename) for filename in valid_eos_files]
+valid_eos_names = [i.split('_')[-1].strip('.dat') for i in valid_eos_files]
+valid_eos_dict = dict(zip(valid_eos_names, valid_eos_file_paths))
+
+
+class TabularEOS(object):
+ """
+ Given a valid eos input format, such as 2-D array, an ascii file, or a string, parse, and interpolate
+
+ Parameters
+ ----------
+ eos (`numpy.ndarray`, `str`, ASCII TABLE):
+ if `numpy.ndarray` then user supplied pressure-density 2D numpy array.
+ if `str` then given a valid eos name, relevant preshipped ASCII table will be loaded
+ if ASCII TABLE then given viable file extensions, which include .txt,.dat, etc (np.loadtxt used),
+ read in pressure density from file.
+
+ sampling_flag (`bool`): Do you plan on sampling the parameterized EOS? Highly recommended. Defaults to False.
+
+ warning_flag (`bool`): Keeps track of status of various physical checks on EoS.
+
+ Attributes:
+ msg (str): Human readable string describing the exception.
+ code (int): Exception error code.
+ """
+
+ def __init__(self, eos, sampling_flag=False, warning_flag=False):
+
+ self.sampling_flag = sampling_flag
+ self.warning_flag = warning_flag
+
+ if type(eos) == str:
+ if eos in valid_eos_dict.keys():
+ table = np.loadtxt(valid_eos_dict[eos])
+ else:
+ table = np.loadtxt(eos)
+ elif type(eos) == np.ndarray:
+ table = eos
+ else:
+ raise ValueError("eos provided is invalid type please supply a str name, str path to ASCII file, "
+ "or a numpy array")
+
+ table = self.__remove_leading_zero(table)
+
+ # all have units of m^-2
+ self.pressure = table[:, 0]
+ self.energy_density = table[:, 1]
+
+ # Store minimum pressure and energy density
+ self.minimum_pressure = min(self.pressure)
+ self.minimum_energy_density = min(self.energy_density)
+ if (not self.check_monotonicity() and self.sampling_flag) or self.warning_flag:
+ # Not a monotonic or causal EOS, exiting.
+ self.warning_flag = True
+ else:
+ # plot analytic enthalpy
+
+ # interpolate *in log*
+
+ self.interp_energy_density_from_pressure = CubicSpline(np.log10(self.pressure),
+ np.log10(self.energy_density),
+ )
+
+ self.pseudo_enthalpy = np.zeros(self.pressure.shape[0])
+
+ # construct arrays to do cumulative integral
+ dhdp = 1. / (self.energy_density + self.pressure)
+
+ num_int_arg = np.exp(np.log(self.pressure) + np.log(dhdp))
+
+ pseudo_enthalpy_0 = self.pressure[0] / (self.energy_density[0] + self.pressure[0])
+
+ self.pseudo_enthalpy = cumtrapz(num_int_arg, np.log(self.pressure), initial=pseudo_enthalpy_0)
+
+ # interpolate entropy related quantities *in log*
+ self.interp_energy_density_from_pseudo_enthalpy = CubicSpline(np.log10(self.pseudo_enthalpy),
+ np.log10(self.energy_density))
+
+ self.interp_pressure_from_pseudo_enthalpy = CubicSpline(np.log10(self.pseudo_enthalpy),
+ np.log10(self.pressure))
+
+ self.interp_pseudo_enthalpy_from_energy_density = CubicSpline(np.log10(self.energy_density),
+ np.log10(self.pseudo_enthalpy))
+
+ # Create tables
+ self.__construct_all_tables()
+
+ # Store minimum enthalpy
+ self.minimum_pseudo_enthalpy = min(self.pseudo_enthalpy)
+ if not self.check_causality() and self.sampling_flag:
+ # Finally, ensure the EOS is causal if sampling
+ self.warning_flag = True
+
+ def __remove_leading_zero(self, table):
+ """
+ For interpolation of lalsimulation tables;
+ loglog interpolation breaks if the first entries are 0s
+ """
+
+ if table[0, 0] == 0. or table[0, 1] == 0.:
+ return table[1:, :]
+
+ else:
+ return table
+
+ def energy_from_pressure(self, pressure, interp_type='CubicSpline'):
+ """
+ Find value of energy_from_pressure
+ as in lalsimulation, return e = K * p**(3./5.) below min pressure
+
+ :param pressure (`float`): pressure in geometerized units.
+ :param interp_type (`str`): String specifying which interpolation type to use.
+ Currently implemented: 'CubicSpline', 'linear'.
+
+ :param energy_density (`float`): energy-density in geometerized units.
+ """
+ pressure = np.atleast_1d(pressure)
+ energy_returned = np.zeros(pressure.size)
+ indices_less_than_min = np.nonzero(pressure < self.minimum_pressure)
+ indices_greater_than_min = np.nonzero(pressure >= self.minimum_pressure)
+
+ # We do this special for less than min pressure
+ energy_returned[indices_less_than_min] = 10 ** (np.log10(self.energy_density[0]) +
+ (3. / 5.) * (np.log10(pressure[indices_less_than_min]) -
+ np.log10(self.pressure[0])))
+
+ if interp_type == 'CubicSpline':
+ energy_returned[indices_greater_than_min] = (
+ 10. ** self.interp_energy_density_from_pressure(np.log10(pressure[indices_greater_than_min])))
+ elif interp_type == 'linear':
+ energy_returned[indices_greater_than_min] = np.interp(pressure[indices_greater_than_min],
+ self.pressure,
+ self.energy_density)
+ else:
+ raise ValueError('Interpolation scheme must be linear or CubicSpline')
+
+ if energy_returned.size == 1:
+ return energy_returned[0]
+ else:
+ return energy_returned
+
+ def pressure_from_pseudo_enthalpy(self, pseudo_enthalpy, interp_type='CubicSpline'):
+ """
+ Find p(h)
+ as in lalsimulation, return p = K * h**(5./2.) below min enthalpy
+
+ :param pseudo_enthalpy (`float`): Dimensionless pseudo-enthalpy.
+ :interp_type (`str`): String specifying interpolation type.
+ Current implementations are 'CubicSpline', 'linear'.
+
+ :return pressure (`float`): pressure in geometerized units.
+ """
+ pseudo_enthalpy = np.atleast_1d(pseudo_enthalpy)
+ pressure_returned = np.zeros(pseudo_enthalpy.size)
+ indices_less_than_min = np.nonzero(pseudo_enthalpy < self.minimum_pseudo_enthalpy)
+ indices_greater_than_min = np.nonzero(pseudo_enthalpy >= self.minimum_pseudo_enthalpy)
+
+ pressure_returned[indices_less_than_min] = 10. ** (np.log10(self.pressure[0]) +
+ 2.5 * (np.log10(pseudo_enthalpy[indices_less_than_min]) -
+ np.log10(self.pseudo_enthalpy[0])))
+
+ if interp_type == 'CubicSpline':
+ pressure_returned[indices_greater_than_min] = (
+ 10. ** self.interp_pressure_from_pseudo_enthalpy(np.log10(pseudo_enthalpy[indices_greater_than_min])))
+ elif interp_type == 'linear':
+ pressure_returned[indices_greater_than_min] = np.interp(pseudo_enthalpy[indices_greater_than_min],
+ self.pseudo_enthalpy,
+ self.pressure)
+ else:
+ raise ValueError('Interpolation scheme must be linear or CubicSpline')
+
+ if pressure_returned.size == 1:
+ return pressure_returned[0]
+ else:
+ return pressure_returned
+
+ def energy_density_from_pseudo_enthalpy(self, pseudo_enthalpy, interp_type='CubicSpline'):
+ """
+ Find energy_density_from_pseudo_enthalpy(pseudo_enthalpy)
+ as in lalsimulation, return e = K * h**(3./2.) below min enthalpy
+
+ :param pseudo_enthalpy (`float`): Dimensionless pseudo-enthalpy.
+ :param interp_type (`str`): String specifying interpolation type.
+ Current implementations are 'CubicSpline', 'linear'.
+
+ :return energy_density (`float`): energy-density in geometerized units.
+ """
+ pseudo_enthalpy = np.atleast_1d(pseudo_enthalpy)
+ energy_returned = np.zeros(pseudo_enthalpy.size)
+ indices_less_than_min = np.nonzero(pseudo_enthalpy < self.minimum_pseudo_enthalpy)
+ indices_greater_than_min = np.nonzero(pseudo_enthalpy >= self.minimum_pseudo_enthalpy)
+
+ energy_returned[indices_less_than_min] = 10 ** (np.log10(self.energy_density[0]) +
+ 1.5 * (np.log10(pseudo_enthalpy[indices_less_than_min]) -
+ np.log10(self.pseudo_enthalpy[0])))
+ if interp_type == 'CubicSpline':
+ x = np.log10(pseudo_enthalpy[indices_greater_than_min])
+ energy_returned[indices_greater_than_min] = 10 ** self.interp_energy_density_from_pseudo_enthalpy(x)
+ elif interp_type == 'linear':
+ energy_returned[indices_greater_than_min] = np.interp(pseudo_enthalpy[indices_greater_than_min],
+ self.pseudo_enthalpy,
+ self.energy_density)
+ else:
+ raise ValueError('Interpolation scheme must be linear or CubicSpline')
+
+ if energy_returned.size == 1:
+ return energy_returned[0]
+ else:
+ return energy_returned
+
+ def pseudo_enthalpy_from_energy_density(self, energy_density, interp_type='CubicSpline'):
+ """
+ Find h(epsilon)
+ as in lalsimulation, return h = K * e**(2./3.) below min enthalpy
+
+ :param energy_density (`float`): energy-density in geometerized units.
+ :param interp_type (`str`): String specifying interpolation type.
+ Current implementations are 'CubicSpline', 'linear'.
+
+ :return pseudo_enthalpy (`float`): Dimensionless pseudo-enthalpy.
+ """
+ energy_density = np.atleast_1d(energy_density)
+ pseudo_enthalpy_returned = np.zeros(energy_density.size)
+ indices_less_than_min = np.nonzero(energy_density < self.minimum_energy_density)
+ indices_greater_than_min = np.nonzero(energy_density >= self.minimum_energy_density)
+
+ pseudo_enthalpy_returned[indices_less_than_min] = 10 ** (np.log10(self.pseudo_enthalpy[0]) + (2. / 3.) *
+ (np.log10(energy_density[indices_less_than_min]) -
+ np.log10(self.energy_density[0])))
+
+ if interp_type == 'CubicSpline':
+ x = np.log10(energy_density[indices_greater_than_min])
+ pseudo_enthalpy_returned[indices_greater_than_min] = 10**self.interp_pseudo_enthalpy_from_energy_density(x)
+ elif interp_type == 'linear':
+ pseudo_enthalpy_returned[indices_greater_than_min] = np.interp(energy_density[indices_greater_than_min],
+ self.energy_density,
+ self.pseudo_enthalpy)
+ else:
+ raise ValueError('Interpolation scheme must be linear or CubicSpline')
+
+ if pseudo_enthalpy_returned.size == 1:
+ return pseudo_enthalpy_returned[0]
+ else:
+ return pseudo_enthalpy_returned
+
+ def dedh(self, pseudo_enthalpy, rel_dh=1e-5, interp_type='CubicSpline'):
+ """
+ Value of [depsilon/dh](p)
+
+ :param pseudo_enthalpy (`float`): Dimensionless pseudo-enthalpy.
+ :param interp_type (`str`): String specifying interpolation type.
+ Current implementations are 'CubicSpline', 'linear'.
+ :param rel_dh (`float`): Relative step size in pseudo-enthalpy space.
+
+ :return dedh (`float`): Derivative of energy-density with respect to pseudo-enthalpy
+ evaluated at `pseudo_enthalpy` in geometerized units.
+ """
+
+ # step size=fraction of value
+ dh = pseudo_enthalpy * rel_dh
+
+ eps_upper = self.energy_density_from_pseudo_enthalpy(pseudo_enthalpy + dh, interp_type=interp_type)
+ eps_lower = self.energy_density_from_pseudo_enthalpy(pseudo_enthalpy - dh, interp_type=interp_type)
+
+ return (eps_upper - eps_lower) / (2. * dh)
+
+ def dedp(self, pressure, rel_dp=1e-5, interp_type='CubicSpline'):
+ """
+ Find value of [depsilon/dp](p)
+
+ :param pressure (`float`): pressure in geometerized units.
+ :param rel_dp (`float`): Relative step size in pressure space.
+ :param interp_type (`float`): String specifying interpolation type.
+ Current implementations are 'CubicSpline', 'linear'.
+
+ :return dedp (`float`): Derivative of energy-density with respect to pressure
+ evaluated at `pressure`.
+ """
+
+ # step size=fraction of value
+ dp = pressure * rel_dp
+
+ eps_upper = self.energy_from_pressure(pressure + dp, interp_type=interp_type)
+ eps_lower = self.energy_from_pressure(pressure - dp, interp_type=interp_type)
+
+ return (eps_upper - eps_lower) / (2. * dp)
+
+ def velocity_from_pseudo_enthalpy(self, pseudo_enthalpy, interp_type='CubicSpline'):
+ """
+ Returns the speed of sound in geometerized units in the
+ neutron star at the specified pressure.
+
+ Assumes the equation
+ vs = c (de/dp)^{-1/2}
+
+ :param pseudo_enthalpy (`float`): Dimensionless pseudo-enthalpy.
+ :param interp_type (`str`): String specifying interpolation type.
+ Current implementations are 'CubicSpline', 'linear'.
+
+ :return v_s (`float`): Speed of sound at `pseudo-enthalpy` in geometerized units.
+ """
+ pressure = self.pressure_from_pseudo_enthalpy(pseudo_enthalpy, interp_type=interp_type)
+ return self.dedp(pressure, interp_type=interp_type) ** -0.5
+
+ def check_causality(self):
+ """
+ Checks to see if the equation of state is causal i.e. the speed
+ of sound in the star is less than the speed of light.
+ Returns True if causal, False if not.
+ """
+ pmax = self.pressure[-1]
+ emax = self.energy_from_pressure(pmax)
+ hmax = self.pseudo_enthalpy_from_energy_density(emax)
+ vsmax = self.velocity_from_pseudo_enthalpy(hmax)
+ if vsmax < 1.1:
+ return True
+ else:
+ return False
+
+ def check_monotonicity(self):
+ """
+ Checks to see if the equation of state is monotonically increasing
+ in energy density-pressure space. Returns True if monotonic, False if not.
+ """
+ e1 = self.energy_density[1:]
+ e2 = self.energy_density[:-1]
+ ediff = e1 - e2
+ e_negatives = len(np.where(ediff < 0))
+
+ p1 = self.pressure[1:]
+ p2 = self.pressure[:-1]
+ pdiff = p1 - p2
+ p_negatives = len(np.where(pdiff < 0))
+ if e_negatives > 1 or p_negatives > 1:
+ return False
+ else:
+ return True
+
+ def __get_plot_range(self, data):
+ """
+ Determines default plot range based on data provided.
+ """
+ low = np.amin(data)
+ high = np.amax(data)
+ dx = 0.05 * (high - low)
+
+ xmin = low - dx
+ xmax = high + dx
+ xlim = [xmin, xmax]
+
+ return xlim
+
+ def __construct_all_tables(self):
+ """Pressure and epsilon already tabular, now create array of enthalpies"""
+ edat = self.energy_density
+ hdat = [self.pseudo_enthalpy_from_energy_density(e) for e in edat]
+ self.pseudo_enthalpy = np.array(hdat)
+
+ def plot(self, rep, xlim=None, ylim=None, units=None):
+ """
+ Given a representation in the form 'energy_density-pressure', plot the EoS in that space.
+
+ Parameters
+ ----------
+ rep: str
+ Representation to plot. For example, plotting in energy_density-pressure space,
+ specify 'energy_density-pressure'
+ xlim: list
+ Plotting bounds for x-axis in the form [low, high].
+ Defaults to 'None' which will plot from 10% below min x value to 10% above max x value
+ ylim: list
+ Plotting bounds for y-axis in the form [low, high].
+ Defaults to 'None' which will plot from 10% below min y value to 10% above max y value
+ units: str
+ Specifies unit system to plot. Currently can plot in CGS:'cgs', SI:'si', or geometerized:'geom'
+
+ Returns
+ -------
+ fig: matplotlib.figure.Figure
+ EOS plot.
+ """
+
+ # Set data based on specified representation
+ varnames = rep.split('-')
+
+ assert varnames[0] != varnames[
+ 1], 'Cannot plot the same variable against itself. Please choose another representation'
+
+ # Correspondence of rep parameter, data, and latex symbol
+ # rep_dict = {'energy_density': [self.epsilon, r'$\epsilon$'],
+ # 'pressure': [self.p, r'$p$'], 'pseudo_enthalpy': [pseudo_enthalpy, r'$h$']}
+
+ # FIXME: The second element in these arrays should be tex labels, but tex's not working rn
+ rep_dict = {'energy_density': [self.energy_density, 'energy_density'],
+ 'pressure': [self.pressure, 'pressure'],
+ 'pseudo_enthalpy': [self.pseudo_enthalpy, 'pseudo_enthalpy']}
+
+ xname = varnames[1]
+ yname = varnames[0]
+
+ # Set units
+ eos_default_units = {'pressure': 'cgs', 'energy_density': 'cgs', 'density': 'cgs',
+ 'pseudo_enthalpy': 'dimensionless'}
+ if units is None:
+ units = [eos_default_units[yname], eos_default_units[xname]] # Default unit system is cgs
+ elif isinstance(units, str):
+ units = [units, units] # If only one unit system given, use for both
+
+ xunits = units[1]
+ yunits = units[0]
+
+ # Ensure valid units
+ if xunits not in list(conversion_dict[xname].keys()) or yunits not in list(conversion_dict[yname].keys()):
+ s = '''
+ Invalid unit system. Valid variable-unit pairs are:
+ p: {p_units}
+ e: {e_units}
+ rho: {rho_units}
+ h: {h_units}.
+ '''.format(p_units=list(conversion_dict['pressure'].keys()),
+ e_units=list(conversion_dict['energy_density'].keys()),
+ rho_units=list(conversion_dict['density'].keys()),
+ h_units=list(conversion_dict['pseudo_enthalpy'].keys()))
+ raise ValueError(s)
+
+ xdat = rep_dict[xname][0] * conversion_dict[xname][xunits]
+ ydat = rep_dict[yname][0] * conversion_dict[yname][yunits]
+
+ xlabel = rep_dict[varnames[1]][1].replace('_', ' ')
+ ylabel = rep_dict[varnames[0]][1].replace('_', ' ') + '(' + xlabel + ')'
+
+ # Determine plot ranges. Currently shows 10% wider than actual data range.
+ if xlim is None:
+ xlim = self.__get_plot_range(xdat)
+
+ if ylim is None:
+ ylim = self.__get_plot_range(ydat)
+
+ fig, ax = plt.subplots()
+
+ ax.loglog(xdat, ydat)
+ ax.set_xlim(xlim)
+ ax.set_ylim(ylim)
+ ax.set_xlabel(xlabel)
+ ax.set_ylabel(ylabel)
+
+ return fig
+
+
+def spectral_adiabatic_index(gammas, x):
+ arg = 0
+ for i in range(len(gammas)):
+ arg += gammas[i] * x ** i
+
+ return np.exp(arg)
+
+
+class SpectralDecompositionEOS(TabularEOS):
+ """
+ Parameterized EOS using a spectral
+ decomposition per Lindblom
+ arXiv: 1009.0738v2. Inherits from TabularEOS.
+
+ Parameters
+ ----------
+ gammas: list
+ List of adiabatic expansion parameters used
+ to construct the equation of state in various
+ spaces.
+ p0: float
+ The starting point in pressure of the high-density EoS. This is stitched to
+ the low-density portion of the SLY EoS model. The default value chosen is set to
+ a sufficiently low pressure so that the high-density EoS will never be
+ overconstrained.
+ e0/c**2: float
+ The starting point in energy-density of the high-density EoS. This is stitched to
+ the low-density portion of the SLY EoS model. The default value chosen is set to
+ a sufficiently low energy density so that the high-density EoS will never be
+ overconstrained.
+ xmax: float
+ highest dimensionless pressure value in EoS
+ npts: float (optional)
+ number of points in pressure-energy density data.
+ """
+
+ def __init__(self, gammas, p0=3.01e33, e0=2.03e14, xmax=None, npts=100, sampling_flag=False, warning_flag=False):
+ self.warning_flag = warning_flag
+ self.gammas = gammas
+ self.p0 = p0
+ self.e0 = e0
+ self.xmax = xmax
+ self.npts = npts
+ if self.xmax is None:
+ self.xmax = self.__determine_xmax()
+ self.sampling_flag = sampling_flag
+ self.__construct_a_of_x_table()
+
+ # Construct pressure-energy density table and
+ # set up interpolating functions.
+
+ if self.warning_flag and self.sampling_flag:
+ # If sampling prior is enabled and adiabatic check
+ # has failed, empty the array values
+ self.e_pdat = np.zeros((2, 2))
+ else:
+ self.e_pdat = self.__construct_e_of_p_table()
+
+ super().__init__(self.e_pdat, sampling_flag=self.sampling_flag, warning_flag=self.warning_flag)
+
+ def __determine_xmax(self, a_max=6.0):
+ highest_order_gamma = np.abs(self.gammas[-1])[0]
+ expansion_order = float(len(self.gammas) - 1)
+
+ xmax = (np.log(a_max) / highest_order_gamma) ** (1. / expansion_order)
+ return xmax
+
+ def __mu_integrand(self, x):
+
+ return 1. / spectral_adiabatic_index(self.gammas, x)
+
+ def mu(self, x):
+
+ return np.exp(-quad(self.__mu_integrand, 0, x)[0])
+
+ def __eps_integrand(self, x):
+
+ return np.exp(x) * self.mu(x) / spectral_adiabatic_index(self.gammas, x)
+
+ def energy_density(self, x, eps0):
+
+ quad_result, quad_err = quad(self.__eps_integrand, 0, x)
+ eps_of_x = (eps0 * C_CGS ** 2.) / self.mu(x) + self.p0 / self.mu(x) * quad_result
+ return eps_of_x
+
+ def __construct_a_of_x_table(self):
+
+ xdat = np.linspace(0, self.xmax, num=self.npts)
+
+ # Generate adiabatic index points until a point is out of prior range
+ if self.sampling_flag:
+ adat = np.empty(self.npts)
+ for i in range(self.npts):
+ if 0.6 < spectral_adiabatic_index(self.gammas, xdat[i]) < 4.6:
+ adat[i] = spectral_adiabatic_index(self.gammas, xdat[i])
+ else:
+ break
+
+ # Truncate arrays to last point within range
+ adat = adat[:i]
+ xmax_new = xdat[i - 1]
+
+ # If EOS is too short, set prior to 0, else resample the function and set new xmax
+ if xmax_new < 4. or i == 0:
+ self.warning_flag = True
+ else:
+ xdat = np.linspace(0, xmax_new, num=self.npts)
+ adat = spectral_adiabatic_index(self.gammas, xdat)
+ self.xmax = xmax_new
+ else:
+ adat = spectral_adiabatic_index(self.gammas, xdat)
+
+ self.adat = adat
+
+ def __construct_e_of_p_table(self):
+
+ """
+ Creates p, epsilon table for a given set of spectral parameters
+ """
+
+ # make p range
+ # to match lalsimulation tables: array = [pressure, density]
+ x_range = np.linspace(0, self.xmax, self.npts)
+ p_range = self.p0 * np.exp(x_range)
+
+ eos_vals = np.zeros((self.npts, 2))
+ eos_vals[:, 0] = p_range
+
+ for i in range(0, len(x_range)):
+ eos_vals[i, 1] = self.energy_density(x_range[i], self.e0)
+
+ # convert eos to geometrized units in *m^-2*
+ # IMPORTANT
+ eos_vals = eos_vals * 0.1 * G_SI / C_SI ** 4
+
+ # doing as those before me have done and using SLY4 as low density region
+ # SLY4 in geometrized units
+ low_density_path = os.path.join(os.path.dirname(__file__), 'eos_tables', 'LALSimNeutronStarEOS_SLY4.dat')
+ low_density = np.loadtxt(low_density_path)
+
+ cutoff = eos_vals[0, :]
+
+ # Then find overlap point
+ break_pt = len(low_density)
+ for i in range(1, len(low_density)):
+ if low_density[-i, 0] < cutoff[0] and low_density[-i, 1] < cutoff[1]:
+ break_pt = len(low_density) - i + 1
+ break
+
+ # stack EOS arrays
+ eos_vals = np.vstack((low_density[0:break_pt, :], eos_vals))
+
+ return eos_vals
+
+
+class EOSFamily(object):
+
+ """Create a EOS family and get mass-radius information
+
+ Parameters:
+ eos (`object`): Supply a `TabularEOS` class (or subclass)
+ npts (`float`): Number of points to calculate for mass-radius relation.
+ Default is 500.
+
+ Note:
+ The mass-radius and mass-k2 data should be
+ populated here via the TOV solver upon object construction.
+ """
+ def __init__(self, eos, npts=500):
+ self.eos = eos
+
+ # FIXME: starting_energy_density is set somewhat arbitrarily
+ starting_energy_density = 1.6e-10
+ ending_energy_density = max(self.eos.energy_density)
+ log_starting_energy_density = np.log(starting_energy_density)
+ log_ending_energy_density = np.log(ending_energy_density)
+ log_energy_density_grid = np.linspace(log_starting_energy_density,
+ log_ending_energy_density,
+ num=npts)
+ energy_density_grid = np.exp(log_energy_density_grid)
+
+ # Generate m, r, and k2 lists
+ mass = []
+ radius = []
+ k2love_number = []
+ for i in range(len(energy_density_grid)):
+ tov_solver = IntegrateTOV(self.eos, energy_density_grid[i])
+ m, r, k2 = tov_solver.integrate_TOV()
+ mass.append(m)
+ radius.append(r)
+ k2love_number.append(k2)
+
+ # Check if maximum mass has been found
+ if i > 0 and mass[i] <= mass[i - 1]:
+ break
+
+ # If we're not at the end of the array, determine actual maximum mass. Else, assume
+ # last point is the maximum mass and proceed.
+ if i < (npts - 1):
+ # Now replace ith point with interpolated maximum mass
+ # This is done by interpolating the last three points and then
+ # minimizing the negative of the interpolated function
+ x = [energy_density_grid[i - 2], energy_density_grid[i - 1], energy_density_grid[i]]
+ y = [mass[i - 2], mass[i - 1], mass[i]]
+
+ f = interp1d(x, y, kind='quadratic', bounds_error=False, fill_value='extrapolate')
+
+ res = minimize_scalar(lambda x: -f(x))
+
+ # Integrate max energy density to get maximum mass
+ tov_solver = IntegrateTOV(self.eos, res.x)
+ mfin, rfin, k2fin = tov_solver.integrate_TOV()
+
+ mass[-1] = mfin
+ radius[-1] = rfin
+ k2love_number[-1] = k2fin
+
+ # Currently, everything is in geometerized units.
+ # The mass variables have dimensions of length, k2 is dimensionless
+ # and radii have dimensions of length. Calculate dimensionless lambda
+ # with these quantities, then convert to SI.
+
+ # Calculating dimensionless lambda values from k2, radii, and mass
+ tidal_deformability = [2. / 3. * k2 * r ** 5. / m ** 5. for k2, r, m in
+ zip(k2love_number, radius, mass)]
+
+ # As a last resort, if highest mass is still smaller than second
+ # to last point, remove the last point from each array
+ if mass[-1] < mass[-2]:
+ mass = mass[:-1]
+ radius = radius[:-1]
+ k2love_number = k2love_number[:-1]
+ tidal_deformability = tidal_deformability[:-1]
+
+ self.mass = np.array(mass)
+ self.radius = np.array(radius)
+ self.k2love_number = np.array(k2love_number)
+ self.tidal_deformability = np.array(tidal_deformability)
+ self.maximum_mass = mass[-1] * conversion_dict['mass']['m_sol']
+
+ def radius_from_mass(self, m):
+ """
+ :param m: mass of neutron star in solar masses
+ :return: radius of neutron star in meters
+ """
+ f = CubicSpline(self.mass, self.radius, bc_type='natural', extrapolate=True)
+
+ mass_converted_to_geom = m * MSUN_SI * G_SI / C_SI ** 2.
+ return f(mass_converted_to_geom)
+
+ def k2_from_mass(self, m):
+ """
+ :param m: mass of neutron star in solar masses.
+ :return: dimensionless second tidal love number.
+ """
+ f = CubicSpline(self.mass, self.k2love_number, bc_type='natural', extrapolate=True)
+
+ m_geom = m * MSUN_SI * G_SI / C_SI ** 2.
+ return f(m_geom)
+
+ def lambda_from_mass(self, m):
+ """
+ Convert from equation of state model parameters to
+ component tidal parameters.
+
+ :param m: Mass of neutron star in solar masses.
+ :return: Tidal parameter of neutron star of mass m.
+ """
+
+ # Get lambda from mass and equation of state
+
+ r = self.radius_from_mass(m)
+ k = self.k2_from_mass(m)
+ m_geom = m * MSUN_SI * G_SI / C_SI ** 2.
+ c = m_geom / r
+ lmbda = (2. / 3.) * k / c ** 5.
+
+ return lmbda
+
+ def __get_plot_range(self, data):
+ low = np.amin(data)
+ high = np.amax(data)
+ dx = 0.05 * (high - low)
+
+ xmin = low - dx
+ xmax = high + dx
+ xlim = [xmin, xmax]
+
+ return xlim
+
+ def plot(self, rep, xlim=None, ylim=None, units=None):
+ """
+ Given a representation in the form 'm-r', plot the family in that space.
+
+ Parameters
+ ----------
+ rep: str
+ Representation to plot. For example, plotting in mass-radius space, specify 'm-r'
+ xlim: list
+ Plotting bounds for x-axis in the form [low, high].
+ Defaults to 'None' which will plot from 10% below min x value to 10% above max x value
+ ylim: list
+ Plotting bounds for y-axis in the form [low, high].
+ Defaults to 'None' which will plot from 10% below min y value to 10% above max y value
+ units: str
+ Specifies unit system to plot. Currently can plot in CGS:'cgs', SI:'si', or geometerized:'geom'
+
+ Returns
+ -------
+ fig: matplotlib.figure.Figure
+ EOS Family plot.
+ """
+
+ # Set data based on specified representation
+ varnames = rep.split('-')
+
+ assert varnames[0] != varnames[
+ 1], 'Cannot plot the same variable against itself. Please choose another representation'
+
+ # Correspondence of rep parameter, data, and latex symbol
+ rep_dict = {'mass': [self.mass, r'$M$'], 'radius': [self.radius, r'$R$'], 'k2': [self.k2love_number, r'$k_2$'],
+ 'tidal_deformability': [self.tidal_deformability, r'$l$']}
+
+ xname = varnames[1]
+ yname = varnames[0]
+
+ # Set units
+ fam_default_units = {'mass': 'm_sol', 'radius': 'km', 'tidal_deformability': 'geom'}
+ if units is None:
+ units = [fam_default_units[yname], fam_default_units[xname]] # Default unit system is cgs
+ elif isinstance(units, str):
+ units = [units, units] # If only one unit system given, use for both
+
+ xunits = units[1]
+ yunits = units[0]
+
+ # Ensure valid units
+ if xunits not in list(conversion_dict[xname].keys()) or yunits not in list(conversion_dict[yname].keys()):
+ s = '''
+ Invalid unit system. Valid variable-unit pairs are:
+ m: {m_units}
+ r: {r_units}
+ l: {l_units}.
+ '''.format(m_units=list(conversion_dict['mass'].keys()),
+ r_units=list(conversion_dict['radius'].keys()),
+ l_units=list(conversion_dict['tidal_deformability'].keys()))
+ raise ValueError(s)
+
+ xdat = rep_dict[varnames[1]][0] * conversion_dict[xname][xunits]
+ ydat = rep_dict[varnames[0]][0] * conversion_dict[yname][yunits]
+
+ xlabel = rep_dict[varnames[1]][1].replace('_', ' ')
+ ylabel = rep_dict[varnames[0]][1].replace('_', ' ') + '(' + xlabel + ')'
+
+ # Determine plot ranges. Currently shows 10% wider than actual data range.
+ if xlim is None:
+ xlim = self.__get_plot_range(xdat)
+
+ if ylim is None:
+ ylim = self.__get_plot_range(ydat)
+
+ # Plot the data with appropriate labels
+ fig, ax = plt.subplots()
+
+ ax.loglog(xdat, ydat)
+ ax.set_xlim(xlim)
+ ax.set_ylim(ylim)
+ ax.set_xlabel(xlabel)
+ ax.set_ylabel(ylabel)
+
+ return fig
diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF1.dat
new file mode 100644
index 000000000..037833a3d
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF1.dat
@@ -0,0 +1,435 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF2.dat
new file mode 100644
index 000000000..82195f469
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF2.dat
@@ -0,0 +1,453 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF3.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF3.dat
new file mode 100644
index 000000000..cf85a1108
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF3.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF4.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF4.dat
new file mode 100644
index 000000000..931f28a00
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ALF4.dat
@@ -0,0 +1,441 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP1.dat
new file mode 100644
index 000000000..d4ad844ba
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP1.dat
@@ -0,0 +1,212 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP2.dat
new file mode 100644
index 000000000..7943e111f
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP2.dat
@@ -0,0 +1,212 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP3.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP3.dat
new file mode 100644
index 000000000..a0b0d128d
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP3.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP4.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP4.dat
new file mode 100644
index 000000000..e85ea660f
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_AP4.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_APR.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_APR.dat
new file mode 100644
index 000000000..322dac291
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_APR.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_APR4_EPP.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_APR4_EPP.dat
new file mode 100644
index 000000000..a8e340236
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_APR4_EPP.dat
@@ -0,0 +1,1447 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BBB2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BBB2.dat
new file mode 100644
index 000000000..784b6e6e6
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BBB2.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BGN1H1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BGN1H1.dat
new file mode 100644
index 000000000..e3355728d
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BGN1H1.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BHF_BBB2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BHF_BBB2.dat
new file mode 100644
index 000000000..a7b147058
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BHF_BBB2.dat
@@ -0,0 +1,499 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BPAL12.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BPAL12.dat
new file mode 100644
index 000000000..3753874ca
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BPAL12.dat
@@ -0,0 +1,61 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK19.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK19.dat
new file mode 100644
index 000000000..3462aca33
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK19.dat
@@ -0,0 +1,310 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK20.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK20.dat
new file mode 100644
index 000000000..6920de93a
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK20.dat
@@ -0,0 +1,310 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK21.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK21.dat
new file mode 100644
index 000000000..721a5bd3f
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_BSK21.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ENG.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ENG.dat
new file mode 100644
index 000000000..fa1d0094a
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_ENG.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_FPS.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_FPS.dat
new file mode 100644
index 000000000..61d3d47ec
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_FPS.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GNH3.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GNH3.dat
new file mode 100644
index 000000000..ef44a5389
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GNH3.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GS1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GS1.dat
new file mode 100644
index 000000000..d5248ff67
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GS1.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GS2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GS2.dat
new file mode 100644
index 000000000..56c9f09b8
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_GS2.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H1.dat
new file mode 100644
index 000000000..3b45d7f45
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H1.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H2.dat
new file mode 100644
index 000000000..b9719ccdc
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H2.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H3.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H3.dat
new file mode 100644
index 000000000..91d7331fa
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H3.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H4.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H4.dat
new file mode 100644
index 000000000..30e1c8a96
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H4.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H5.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H5.dat
new file mode 100644
index 000000000..798c4b2d0
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H5.dat
@@ -0,0 +1,703 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H6.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H6.dat
new file mode 100644
index 000000000..058cbbb62
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H6.dat
@@ -0,0 +1,509 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H7.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H7.dat
new file mode 100644
index 000000000..a2885798a
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_H7.dat
@@ -0,0 +1,703 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_HQC18.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_HQC18.dat
new file mode 100644
index 000000000..c2d561857
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_HQC18.dat
@@ -0,0 +1,388 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_KDE0V.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_KDE0V.dat
new file mode 100644
index 000000000..8ed447f48
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_KDE0V.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_KDE0V1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_KDE0V1.dat
new file mode 100644
index 000000000..32f95b6ab
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_KDE0V1.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MPA1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MPA1.dat
new file mode 100644
index 000000000..5389fa78c
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MPA1.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1.dat
new file mode 100644
index 000000000..d29ef59e3
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1B.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1B.dat
new file mode 100644
index 000000000..936c640b7
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1B.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1B_PP.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1B_PP.dat
new file mode 100644
index 000000000..35f11e64f
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1B_PP.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1_PP.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1_PP.dat
new file mode 100644
index 000000000..ba1bf8ef0
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS1_PP.dat
@@ -0,0 +1,1447 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS2.dat
new file mode 100644
index 000000000..d81251f99
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_MS2.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PAL6.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PAL6.dat
new file mode 100644
index 000000000..a4e407ece
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PAL6.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PCL2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PCL2.dat
new file mode 100644
index 000000000..3ef8193a3
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PCL2.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PS.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PS.dat
new file mode 100644
index 000000000..821f63224
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_PS.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_QMC700.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_QMC700.dat
new file mode 100644
index 000000000..135112417
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_QMC700.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_RS.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_RS.dat
new file mode 100644
index 000000000..30d3e3274
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_RS.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SK255.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SK255.dat
new file mode 100644
index 000000000..89d826941
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SK255.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SK272.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SK272.dat
new file mode 100644
index 000000000..09f887f22
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SK272.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKA.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKA.dat
new file mode 100644
index 000000000..7767531b4
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKA.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKB.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKB.dat
new file mode 100644
index 000000000..561ae0bb2
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKB.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI2.dat
new file mode 100644
index 000000000..236a2e88c
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI2.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI3.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI3.dat
new file mode 100644
index 000000000..8a6e38fff
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI3.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI4.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI4.dat
new file mode 100644
index 000000000..c7c242245
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI4.dat
@@ -0,0 +1,497 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI5.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI5.dat
new file mode 100644
index 000000000..ade1a7dd6
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI5.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI6.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI6.dat
new file mode 100644
index 000000000..7edb9e37b
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKI6.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKMP.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKMP.dat
new file mode 100644
index 000000000..21f3dfba8
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKMP.dat
@@ -0,0 +1,498 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKOP.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKOP.dat
new file mode 100644
index 000000000..94c3203a4
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SKOP.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY.dat
new file mode 100644
index 000000000..d66364537
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY2.dat
new file mode 100644
index 000000000..f89b443b4
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY2.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY230A.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY230A.dat
new file mode 100644
index 000000000..d40652dfe
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY230A.dat
@@ -0,0 +1,500 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY4.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY4.dat
new file mode 100644
index 000000000..d76a28d52
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY4.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY9.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY9.dat
new file mode 100644
index 000000000..719aebe09
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SLY9.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM1.dat
new file mode 100644
index 000000000..f7d7b2f69
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM1.dat
@@ -0,0 +1,176 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM2.dat
new file mode 100644
index 000000000..edb62dcfc
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM2.dat
@@ -0,0 +1,180 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM3.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM3.dat
new file mode 100644
index 000000000..8138bb81b
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_SQM3.dat
@@ -0,0 +1,176 @@
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF1.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF1.dat
new file mode 100644
index 000000000..25f584db9
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF1.dat
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diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF2.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF2.dat
new file mode 100644
index 000000000..6a79cb260
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF2.dat
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+9.667492787516198150e-11 6.996521749012781951e-10
+1.326136303099965940e-10 7.780301030456002072e-10
+1.816939343424294358e-10 8.680824894720501051e-10
+2.497778146353216342e-10 9.723856577821115306e-10
+3.462898931693405282e-10 1.094284964593281662e-09
+4.851433912360920202e-10 1.239277307435935208e-09
+6.794912385229835478e-10 1.414428442743732784e-09
+9.368053702182131892e-10 1.627937080685972284e-09
+1.266306693673469275e-09 1.890738675745091642e-09
+1.692081554675983441e-09 2.218712252111028178e-09
+2.248590258848298139e-09 2.632390792347466044e-09
+2.941699209313355597e-09 3.135527357659222437e-09
+3.250913358468830341e-09 3.358463565408347285e-09
diff --git a/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF3.dat b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF3.dat
new file mode 100644
index 000000000..78968b913
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/LALSimNeutronStarEOS_WFF3.dat
@@ -0,0 +1,107 @@
+8.343631758107906939e-38 5.760646279117794535e-24
+8.343631580857245259e-37 5.804959210497264011e-24
+8.343631580857246261e-36 5.834500972728693026e-24
+8.343632038754789638e-35 6.019136798346299425e-24
+9.995903227680446623e-34 8.567115626089990214e-24
+1.156545764779204987e-32 1.211212891068081416e-23
+1.404386579748772230e-31 3.330835445636685513e-23
+4.807924266210808738e-30 1.565714166351965477e-22
+1.569554700758486418e-28 8.493260962020868104e-22
+8.049543353278943375e-27 7.710404093022768032e-21
+4.104091370047027957e-26 1.936463467731056542e-20
+2.008249911992246865e-25 4.864791994918719978e-20
+9.508463995767528335e-25 1.221552490862560189e-19
+4.350321992736018382e-24 3.069390689624394171e-19
+1.914897940977587221e-23 7.710403472645451774e-19
+8.058701481400324577e-23 1.936463526814610684e-18
+3.230836530483839324e-22 4.865530760907105231e-18
+4.344561346220565862e-22 6.124748887463802070e-18
+1.185467223548028312e-21 1.222290965864442148e-17
+3.166435353222566329e-21 2.438673691541350992e-17
+8.310692455186995649e-21 4.866269349644829091e-17
+2.151232156996131378e-20 9.711859588326032257e-17
+5.515154112228532168e-20 1.937940497497618577e-16
+7.218533151432849524e-20 2.440150869016797848e-16
+1.345731328335471147e-19 3.867756947236045186e-16
+2.502336294835788531e-19 6.130657183780712154e-16
+3.411041192947317021e-19 7.717789064604915480e-16
+4.160220775893210012e-19 9.719244456511960121e-16
+5.667146953719447417e-19 1.223768099027223581e-15
+1.050801028651695126e-18 1.939417719285730906e-15
+1.946359918714167429e-18 3.075298853003307365e-15
+3.603505884888307650e-18 4.875131897516413091e-15
+4.677349567547897744e-18 6.138781246310792288e-15
+6.362707709195922889e-18 7.725174671335268573e-15
+8.657661113518540592e-18 9.734015669972665520e-15
+1.177195562914600537e-17 1.225245236621271518e-14
+1.601016575098847113e-17 1.543557848371115445e-14
+2.067776666506359893e-17 1.943110352785689595e-14
+2.812081797163315919e-17 2.446797680216988522e-14
+3.823149159380315039e-17 3.081207326570878991e-14
+4.914569977792957113e-17 3.880312335400026662e-14
+6.682349839757224197e-17 4.886948667400894403e-14
+9.087197812587819867e-17 6.153552400687944153e-14
+1.235023519019284382e-16 7.747331269963000231e-14
+1.679450037352667011e-16 9.763557314036988077e-14
+2.145471643418675691e-16 1.228937920342251212e-13
+2.389043447093903019e-16 1.361875875494194413e-13
+2.717843425129702121e-16 1.547989144463240331e-13
+3.695233117251393371e-16 1.949757237840322556e-13
+4.804674567344333288e-16 2.455660272401238043e-13
+6.447788056504376238e-16 3.175002571949458142e-13
+6.517949865510213109e-16 3.293908150529345195e-13
+6.899629978881484835e-16 3.861110313286516761e-13
+7.515870871085186872e-16 4.881778664403938197e-13
+8.121477846155580033e-16 5.881767815932402550e-13
+8.946727017443121825e-16 7.184559915858633373e-13
+1.006192902542618365e-15 8.832991116900644424e-13
+1.155718643767072154e-15 1.086398862554044061e-12
+7.676304817456970829e-15 4.979650793175945485e-12
+1.543108296379582921e-14 9.968102406680427431e-12
+2.760068786837303554e-14 1.496209898218646766e-11
+4.257281997657390986e-14 1.996073869786751675e-11
+5.976164118305871066e-14 2.496343966934196134e-11
+7.890639198287446824e-14 2.996979377696051078e-11
+9.986878938579774424e-14 3.497950131939547704e-11
+1.225771948780156742e-13 3.999233512038171375e-11
+1.470013966750235114e-13 4.500811940634606012e-11
+1.731387863856208694e-13 5.002671562635437316e-11
+2.010059936669178797e-13 5.504801418041396961e-11
+2.306335097686296808e-13 6.007192762486492674e-11
+2.620620831408644871e-13 6.509838624111351862e-11
+2.953402346752597119e-13 7.012733419520121531e-11
+3.305224999692504982e-13 7.515872761758915987e-11
+3.676681649380139186e-13 8.019253238752491231e-11
+4.068403455881154881e-13 8.522872236053583188e-11
+4.481053100337267393e-13 9.026727803904911050e-11
+4.915319762864164615e-13 9.530818642468284165e-11
+5.366579771317881245e-13 1.003514389503217084e-10
+6.654887552750764822e-13 1.505356135774784107e-10
+9.417142076584915197e-13 1.651365127854106677e-10
+1.315778437624766928e-12 1.811764879619010982e-10
+1.844358809624988934e-12 1.988046394096580936e-10
+2.590306817584597915e-12 2.181936432465267456e-10
+3.616012529120234999e-12 2.395428488608075952e-10
+4.965313208688967488e-12 2.630672480117237507e-10
+6.699694777143037590e-12 2.890083683596909142e-10
+8.925869267353961862e-12 3.176445082149592634e-10
+1.177056031193463181e-11 3.492917542518317845e-10
+1.534499615768668161e-11 3.843003316221151691e-10
+1.987652631750916932e-11 4.230679524070584484e-10
+2.608973483615271959e-11 4.660578538263907704e-10
+3.478045650681588122e-11 5.138951590836362909e-10
+4.648644014856295550e-11 5.674274025588364606e-10
+6.176991496480676693e-11 6.274684321437168722e-10
+8.125690666035884282e-11 6.948926283081699716e-10
+1.059559660368495774e-10 7.708641822628360821e-10
+1.374279838417617545e-10 8.569536811049546632e-10
+1.768513576308784685e-10 9.548359471377399458e-10
+2.250665878871369434e-10 1.066271236006408421e-09
+2.857241986707212381e-10 1.193658662008917531e-09
+3.629884151158555122e-10 1.339955398381686866e-09
+4.592748077673763819e-10 1.508613234856397581e-09
+5.773377440854940115e-10 1.703943848438825219e-09
+7.226800092767401284e-10 1.931814419200647826e-09
+9.026546417394116988e-10 2.199481781266264633e-09
+1.118541408978315126e-09 2.509021598971413502e-09
+1.213809254333994764e-09 2.644107947359895549e-09
diff --git a/bilby/gw/eos/eos_tables/README b/bilby/gw/eos/eos_tables/README
new file mode 100644
index 000000000..c6b15a4b7
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/README
@@ -0,0 +1,57 @@
+This file is a copy of what can be found at http://xtreme.as.arizona.edu/NeutronStars/
+
+This folder contains files for various equations of state proposed for
+the interiors of neutron stars. Each file has three columns (unless otherwise
+specified):
+(i) baryon density, (ii) pressure (p/c^2), (iii) energy density (epsilon/c^2).
+The average mass of a baryon is taken to be 1.66 times 10^{-24} g
+and the units of all three columns are g/cm^3.
+
+The naming convention comes from Lattimer & Prakash 2001, ApJ, 550,
+426 and Read et al. 2009, PRD, 79, 124032 with some additional
+equations of state from Ozel & Freire 2016, ARAA, in press. The names
+of the various files have an initial set of letters that correspond to
+a particular set of calculations and a set of numbers that correspond
+to different parameters in the calculations.
+
+H1-H7: B. D. Lackey, M. Nayyar, 73, 024021 (2006)
+
+alf1-alf4: M. Alford, M. Braby, M. Paris, and S. Reddy, Astrophys.
+J. 629, 969 (2005)
+
+ap1-ap4: A. Akmal, V. R. Pandharipande, Phys. Rev. C 58, 1804 (1998)
+
+bbb2: M. Baldo, I. Bombaci, and G.F. Burgio, Astron. Astrophys. 328, 274 (1997)
+
+bgn1h1: S. Balberg and A. Gal, Nucl. Phys. A625, 435 (1997)
+
+bpal12: W. Zuo, I. Bombaci, and U. Lombardo, Phys. Rev. C 60, 024605 (1999)
+
+bsk: A. Potehkin, A. Fantina, N. Chamel, J. Pearson, & S. Goriely A&A, 560, 48 (2013)
+
+eng: L. Engvik et al., Astrophys. J. 469, 794 (1996)
+
+fps: B. Friedman and V. R. Pandharipande, Nucl. Phys. A361, 502 (1981)
+
+gnh3: N. K. Glendenning, Astrophys. J. 293, 470 (1985)
+
+gs1-2: N. K. Glendenning and J. Schaffner-Bielich, Phys. Rev. C
+60, 025803 (1999)
+
+mpa1: H. Muther, M. Prakash, and T. L. Ainsworth, Phys. Lett. B 199,
+469 (1987)
+
+ms1-2: H. Muller and B. D. Serot, Nucl. Phys. A606, 508 (1996).
+
+pal6: M. Prakash, T. L. Ainsworth, and Rev. Lett. 61, 2518 (1988).
+
+pcl2: M. Prakash, J. R. Cooke, and J. M. Lattimer, Phys. Rev. D
+52, 661 (1995)
+
+qmc700: J. Stone, P. Guichon, H. Matevosyan, A. Thomas, Nucl Phys. A 792, 341 (2007)
+
+sly: F. Douchin and P. Haensel, Astron. Astrophys. 380, 151 (2001)
+
+sqm1-3: Prakash, M., Cooke, J. R., & Lattimer, J. M. 1995, Phys. Rev., D52, 661
+
+wff1-3: R. B. Wiringa, V. Fiks, and A. Fabrocini, Phys. Rev. C 38, 1010 (1988)
diff --git a/bilby/gw/eos/eos_tables/polytrope_table.dat b/bilby/gw/eos/eos_tables/polytrope_table.dat
new file mode 100644
index 000000000..4d3ee94bf
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/polytrope_table.dat
@@ -0,0 +1,35 @@
+#eos logP1 gamma1 gamma2 gamma3
+PAL6 34.380 2.227 2.189 2.159
+SLy 34.384 3.005 2.988 2.851
+AP1 33.943 2.442 3.256 2.908
+AP2 34.126 2.643 3.014 2.945
+AP3 34.392 3.166 3.573 3.281
+AP4 34.269 2.830 3.445 3.348
+FPS 34.283 2.985 2.863 2.600
+WFF1 34.031 2.519 3.791 3.660
+WFF2 34.233 2.888 3.475 3.517
+WFF3 34.283 3.329 2.952 2.589
+BBB2 34.331 3.418 2.835 2.832
+BPAL12 34.358 2.209 2.201 2.176
+ENG 34.437 3.514 3.130 3.168
+MPA1 34.495 3.446 3.572 2.887
+MS1 34.858 3.224 3.033 1.325
+MS2 34.605 2.447 2.184 1.855
+MS1b 34.855 3.456 3.011 1.425
+PS 34.671 2.216 1.640 2.365
+GS1 34.504 2.350 1.267 2.421
+GS2 34.642 2.519 1.571 2.314
+BGN1H1 34.623 3.258 1.472 2.464
+GNH3 34.648 2.664 2.194 2.304
+H1 34.564 2.595 1.845 1.897
+H2 34.617 2.775 1.855 1.858
+H3 34.646 2.787 1.951 1.901
+H4 34.669 2.909 2.246 2.144
+H5 34.609 2.793 1.974 1.915
+H6 34.593 2.637 2.121 2.064
+H7 34.559 2.621 2.048 2.006
+PCL2 34.507 2.554 1.880 1.977
+ALF1 34.055 2.013 3.389 2.033
+ALF2 34.616 4.070 2.411 1.890
+ALF3 34.283 2.883 2.653 1.952
+ALF4 34.314 3.009 3.438 1.803
diff --git a/bilby/gw/eos/eos_tables/spec_param_table.dat b/bilby/gw/eos/eos_tables/spec_param_table.dat
new file mode 100644
index 000000000..a2d5834a0
--- /dev/null
+++ b/bilby/gw/eos/eos_tables/spec_param_table.dat
@@ -0,0 +1,35 @@
+#EOS gamma1 gamma2 gamma3 gamma4 p0 epsilon0 xmax
+PAL6 0.8622 -0.0677 0.0181 -0.0017 3.01e33 2.03e14 5.79
+SLY 0.9865 0.1110 -0.0301 0.0022 1.64e33 2.05e14 6.73
+AP1 0.4132 0.5594 -0.1270 0.0085 1.16e33 2.02e14 7.38
+AP2 0.7065 0.2866 -0.0659 0.0047 1.34e33 2.02e14 7.27
+AP3 0.9214 0.2097 -0.0383 0.0019 1.51e33 2.02e14 6.87
+AP4 0.8651 0.1548 -0.0151 -0.0002 1.50e33 2.02e14 7.04
+FPS 1.1561 -0.0468 0.0081 -0.0010 1.19e33 2.04e14 7.04
+WFF1 0.6785 0.2626 -0.0215 -0.0008 1.14e33 2.04e14 7.48
+WFF2 0.8079 0.2680 -0.0558 0.0039 1.32e33 2.04e14 7.25
+WFF3 1.4126 -0.1797 0.0389 -0.0035 0.81e33 2.03e14 7.32
+BBB2 0.7390 0.4555 -0.1406 0.0121 1.37e33 2.05e14 6.97
+BPAL12 1.1081 -0.3078 0.0891 -0.0081 2.51e33 2.05e14 6.08
+ENG 0.9820 0.2716 -0.0862 0.0075 1.33e33 2.04e14 6.98
+MPA1 1.0215 0.1653 -0.0235 -0.0004 1.51e33 2.04e14 6.63
+MS1 0.9189 0.1432 0.0122 -0.0094 4.54e33 2.04e14 5.05
+MS2 0.9598 -0.0527 0.0091 -0.0035 4.10e33 2.04e14 4.77
+MS1b 1.2132 -0.0648 0.0561 -0.0111 3.18e33 2.03e14 5.40
+PS 1.3896 -0.8472 0.2636 -0.0218 5.49e33 2.05e14 4.77
+GS1 1.8662 -1.4266 0.4450 -0.0389 3.22e33 2.04e14 6.28
+GS2 1.4580 -0.7219 0.1828 -0.0117 4.06e33 2.04e14 4.99
+BGN1H1 1.3450 -0.0996 -0.0833 0.0161 2.30e33 2.05e14 6.40
+GNH3 1.0366 -0.0044 -0.0440 0.0075 3.77e33 2.06e14 5.26
+H1 1.0653 0.0362 -0.1098 0.0179 3.17e33 2.04e14 5.04
+H2 1.0743 0.2250 -0.2029 0.0290 2.96e33 2.04e14 4.98
+H3 1.1340 0.0925 -0.1303 0.0190 3.12e33 2.04e14 4.91
+H4 1.0526 0.1695 -0.1200 0.0150 3.16e33 2.04e14 5.21
+H5 1.0106 0.2765 -0.2011 0.0270 2.97e33 2.04e14 5.09
+H6 1.0650 -0.0196 -0.0474 0.0077 3.35e33 2.04e14 4.80
+H7 0.9582 0.1619 -0.1294 0.0177 3.19e33 2.04e14 5.22
+PCL2 1.0410 0.0173 -0.0904 0.0150 2.90e33 2.04e14 5.44
+ALF1 1.0143 -0.3102 0.1809 -0.0248 1.50e33 2.05e14 6.21
+ALF2 0.4613 1.5237 -0.5817 0.0571 1.50e33 2.05e14 5.79
+ALF3 0.8536 0.2405 -0.0743 0.0041 1.50e33 2.05e14 6.14
+ALF4 0.8806 0.0656 0.0765 -0.0177 1.50e33 2.05e14 5.97
diff --git a/bilby/gw/eos/tov_solver.py b/bilby/gw/eos/tov_solver.py
new file mode 100644
index 000000000..2d0cba62f
--- /dev/null
+++ b/bilby/gw/eos/tov_solver.py
@@ -0,0 +1,151 @@
+# Monica Rizzo, 2019
+
+import numpy as np
+from scipy.integrate import solve_ivp
+
+
+class IntegrateTOV:
+ """Class that given an initial pressure a mass radius value and a k2-love number
+
+ Attributes:
+ eos (:obj:): .
+ attr2 (:obj:`int`, optional): Description of `attr2`.
+
+ """
+
+ def __init__(self, eos, eps_0):
+ """Example of docstring on the __init__ method.
+
+ The __init__ method may be documented in either the class level
+ docstring, or as a docstring on the __init__ method itself.
+
+ Either form is acceptable, but the two should not be mixed. Choose one
+ convention to document the __init__ method and be consistent with it.
+
+ Note:
+ Do not include the `self` parameter in the ``Args`` section.
+
+ Args:
+ param1 (str): Description of `param1`.
+ param2 (:obj:`int`, optional): Description of `param2`. Multiple
+ lines are supported.
+ param3 (:obj:`list` of :obj:`str`): Description of `param3`.
+
+ """
+ self.eos = eos
+ # determine central values
+ pseudo_enthalpy0 = self.eos.pseudo_enthalpy_from_energy_density(eps_0)
+
+ # evolve first step analytically
+ self.pseudo_enthalpy = pseudo_enthalpy0 - 1e-3 * pseudo_enthalpy0
+
+ mass0, radius0 = self.__mass_radius_cent(pseudo_enthalpy0, self.pseudo_enthalpy)
+
+ # k2 integration starting vals
+ H0 = radius0 ** 2
+ B0 = 2. * radius0
+
+ self.y = np.array([mass0, radius0, H0, B0])
+
+ def __mass_radius_cent(self, pseudo_enthalpy0, pseudo_enthalpy):
+ """
+ Calculate approximate mass/radius central values (for starting integration)
+
+ Eqns 7 + 8 from http://www.ccom.ucsd.edu/~lindblom/Publications/50_1992ApJ...398..569L.pdf
+ """
+
+ eps_c = self.eos.energy_density_from_pseudo_enthalpy(pseudo_enthalpy0)
+ p_c = self.eos.pressure_from_pseudo_enthalpy(pseudo_enthalpy0)
+ depsdh_c = self.eos.dedh(pseudo_enthalpy0)
+
+ radius = ((3. * (pseudo_enthalpy0 - pseudo_enthalpy)) / (2. * np.pi * (eps_c + 3. * p_c))) ** 0.5 \
+ * (1. - 0.25 * (eps_c - 3. * p_c - (3. / 5.) * depsdh_c) *
+ ((pseudo_enthalpy0 - pseudo_enthalpy) / (eps_c + 3. * p_c)))
+
+ mass = (4. * np.pi) / 3. * eps_c * radius ** 3 * (1. - (3. / 5.) *
+ depsdh_c * (pseudo_enthalpy0 - pseudo_enthalpy) / eps_c)
+
+ return mass, radius
+
+ def __tov_eqns(self, h, y):
+ """
+ Taken from http://www.ccom.ucsd.edu/~lindblom/Publications/50_1992ApJ...398..569L.pdf
+
+ TOV equations in terms of pseudo-enthalpy; evolves in mass and radius
+ H and B equations taken from:
+
+ https://journals.aps.org/prd/pdf/10.1103/PhysRevD.81.123016
+
+ Transformed (hopefully to evolve in H(h) and B(h)
+ """
+
+ m = y[0]
+ r = y[1]
+ H = y[2]
+ B = y[3]
+ eps = self.eos.energy_density_from_pseudo_enthalpy(h, interp_type='CubicSpline')
+ p = self.eos.pressure_from_pseudo_enthalpy(h, interp_type='CubicSpline')
+ depsdp = self.eos.dedp(p, interp_type='CubicSpline')
+
+ dmdh = (- (4. * np.pi * eps * r ** 3 * (r - 2. * m)) /
+ (m + 4. * np.pi * r ** 3 * p))
+
+ drdh = -(r * (r - 2. * m)) / (m + 4. * np.pi * r ** 3 * p)
+
+ dHdh = B * drdh
+
+ # taken from Damour & Nagar
+ e_lam = (1. - 2. * m / r) ** (-1)
+
+ C1 = 2. / r + e_lam * (2. * m / r ** 2. + 4. * np.pi * r * (p - eps))
+ C0 = (e_lam * (- 6. / r ** 2. + 4. * np.pi * (eps + p) *
+ depsdp + 4. * np.pi * (5. * eps + 9. * p)) -
+ (2. * (m + 4. * np.pi * r ** 3. * p) /
+ (r ** 2. - 2. * m * r)) ** 2.)
+
+ dBdh = -(C1 * B + C0 * H) * drdh
+
+ y_dot = np.array([dmdh, drdh, dHdh, dBdh])
+
+ return y_dot
+
+ def __calc_k2(self, R, Beta, H, C):
+ """
+ Using evolved quantities, calculate the k2 love
+
+ https://journals.aps.org/prd/pdf/10.1103/PhysRevD.81.123016
+
+ https://journals.aps.org/prd/pdf/10.1103/PhysRevD.80.084035
+ """
+
+ y = (R * Beta) / H
+
+ num = ((8. / 5.) * (1. - 2. * C) ** 2 *
+ C ** 5 * (2. * C * (y - 1.) - y + 2.))
+ denom = (2. * C * (4. * (y + 1.) * C ** 4 + (6. * y - 4.) * C ** 3 +
+ (26. - 22. * y) * C ** 2 + 3. * (5. * y - 8.) *
+ C - 3. * y + 6.) - 3. * (1. - 2 * C) ** 2 *
+ (2. * C * (y - 1.) - y + 2.) *
+ np.log(1. / (1. - 2. * C)))
+
+ return num / denom
+
+ def integrate_TOV(self):
+ """
+ Evolves TOV+k2 equations and returns final quantities
+ """
+
+ # integration settings the same as in lalsimulation
+ rel_err = 1e-4
+ abs_err = 0.0
+
+ result = solve_ivp(self.__tov_eqns, (self.pseudo_enthalpy, 1e-16), self.y, rtol=rel_err,
+ atol=abs_err)
+ m_fin = result.y[0, -1]
+ r_fin = result.y[1, -1]
+ H_fin = result.y[2, -1]
+ B_fin = result.y[3, -1]
+
+ k_2 = self.__calc_k2(r_fin, B_fin, H_fin, m_fin / r_fin)
+
+ return m_fin, r_fin, k_2
diff --git a/bilby/gw/prior.py b/bilby/gw/prior.py
index c8472ebf9..75c25df87 100644
--- a/bilby/gw/prior.py
+++ b/bilby/gw/prior.py
@@ -308,6 +308,32 @@ class AlignedSpin(Interped):
boundary=boundary)
+class EOSCheck(Constraint):
+ def __init__(self, minimum=-np.inf, maximum=np.inf):
+ """
+ Constraint used for EoS sampling. Converts the result of various
+ checks on the EoS and its parameters into a prior that can reject
+ unphysical samples. Necessary for EoS sampling.
+ """
+
+ super().__init__(minimum=minimum, maximum=maximum, name=None, latex_label=None, unit=None)
+
+ def prob(self, val):
+ """
+ Returns the result of the equation of state check in the conversion function.
+ """
+ return val
+
+ def ln_prob(self, val):
+
+ if val:
+ result = 0.0
+ elif not val:
+ result = -np.inf
+
+ return result
+
+
class CBCPriorDict(PriorDict):
@property
def minimum_chirp_mass(self):
diff --git a/docs/examples.txt b/docs/examples.txt
index ca2fb7d05..bc5c9e922 100644
--- a/docs/examples.txt
+++ b/docs/examples.txt
@@ -15,6 +15,7 @@ Examples
- `Create your own time-domain source model <https://git.ligo.org/lscsoft/bilby/blob/master/examples/gw_examples/injection_examples/create_your_own_time_domain_source_model.py>`__
- `How to specify the prior <https://git.ligo.org/lscsoft/bilby/blob/master/examples/gw_examples/injection_examples/how_to_specify_the_prior.py>`__
- `Using a partially marginalized likelihood <https://git.ligo.org/lscsoft/bilby/blob/master/examples/gw_examples/injection_examples/marginalized_likelihood.py>`__
+ - `Injecting and recovering a neutron-star equation of state <https://git.ligo.org/lscsoft/bilby/blob/master/examples/gw_examples/injection_examples/bns_eos_example.py>`__
3. `Examples using open
diff --git a/docs/index.txt b/docs/index.txt
index 45c4b1198..dbc2948a9 100644
--- a/docs/index.txt
+++ b/docs/index.txt
@@ -23,6 +23,7 @@ Welcome to bilby's documentation!
gw_prior
conversion
gw_references
+ gw_eos
writing-documentation
hyperparameters
containers
diff --git a/examples/gw_examples/injection_examples/bns_eos_example.py b/examples/gw_examples/injection_examples/bns_eos_example.py
new file mode 100644
index 000000000..b1e5e029b
--- /dev/null
+++ b/examples/gw_examples/injection_examples/bns_eos_example.py
@@ -0,0 +1,123 @@
+#!/usr/bin/env python
+"""
+Tutorial to demonstrate running parameter estimation on a binary neutron star
+system taking into account tidal deformabilities.
+
+This example estimates the masses using a uniform prior in both component masses
+and also estimates the tidal deformabilities using a uniform prior in both
+tidal deformabilities
+"""
+
+from __future__ import division, print_function
+
+import numpy as np
+
+import bilby
+from bilby.gw.eos import TabularEOS, EOSFamily
+
+# Specify the output directory and the name of the simulation.
+outdir = 'outdir'
+label = 'bns_eos_example'
+bilby.core.utils.setup_logger(outdir=outdir, label=label)
+
+# Set up a random seed for result reproducibility. This is optional!
+np.random.seed(88170235)
+
+# We are going to inject a binary neutron star waveform. We first establish a
+# dictionary of parameters that includes all of the different waveform
+# parameters, including masses of the two black holes (mass_1, mass_2),
+# aligned spins of both black holes (chi_1, chi_2), etc.
+
+# We're also going to 'inject' the MPA1 equation of state.
+# This is done by injecting masses for the two neutron-stars,
+# assuming a specific equation of state, and calculating
+# corresponding tidal deformability parameters from the EoS and
+# masses.
+mpa1_eos = TabularEOS('MPA1')
+mpa1_fam = EOSFamily(mpa1_eos)
+
+mass_1 = 1.5
+mass_2 = 1.3
+lambda_1 = mpa1_fam.lambda_from_mass(mass_1)
+lambda_2 = mpa1_fam.lambda_from_mass(mass_2)
+
+
+injection_parameters = dict(
+ mass_1=mass_1, mass_2=mass_2, chi_1=0.02, chi_2=0.02, luminosity_distance=50.,
+ theta_jn=0.4, psi=2.659, phase=1.3, geocent_time=1126259642.413,
+ ra=1.375, dec=-1.2108, lambda_1=lambda_1, lambda_2=lambda_2)
+
+# Set the duration and sampling frequency of the data segment that we're going
+# to inject the signal into. For the
+# TaylorF2 waveform, we cut the signal close to the isco frequency
+duration = 32
+sampling_frequency = 2 * 1024
+start_time = injection_parameters['geocent_time'] + 2 - duration
+
+# Fixed arguments passed into the source model. The analysis starts at 40 Hz.
+# Note that the EoS sampling is agnostic to waveform model as long as the approximant
+# can include tides.
+waveform_arguments = dict(waveform_approximant='IMRPhenomPv2_NRTidal',
+ reference_frequency=50., minimum_frequency=40.0)
+
+# Create the waveform_generator using a LAL Binary Neutron Star source function
+waveform_generator = bilby.gw.WaveformGenerator(
+ duration=duration, sampling_frequency=sampling_frequency,
+ frequency_domain_source_model=bilby.gw.source.lal_binary_neutron_star,
+ parameter_conversion=bilby.gw.conversion.convert_to_lal_binary_neutron_star_parameters,
+ waveform_arguments=waveform_arguments)
+
+# Set up interferometers. In this case we'll use three interferometers
+# (LIGO-Hanford (H1), LIGO-Livingston (L1), and Virgo (V1)).
+# These default to their design sensitivity and start at 40 Hz.
+interferometers = bilby.gw.detector.InterferometerList(['H1', 'L1', 'V1'])
+for interferometer in interferometers:
+ interferometer.minimum_frequency = 40
+interferometers.set_strain_data_from_power_spectral_densities(
+ sampling_frequency=sampling_frequency, duration=duration,
+ start_time=start_time)
+interferometers.inject_signal(parameters=injection_parameters,
+ waveform_generator=waveform_generator)
+
+# We're going to sample in chirp_mass, symmetric_mass_ratio, and
+# specific EoS model parameters. We're using a 4-parameter
+# spectrally-decomposed EoS parameterization from Lindblom (2010).
+# BNS have aligned spins by default, if you want to allow precessing spins
+# pass aligned_spin=False to the BNSPriorDict
+priors = bilby.gw.prior.BNSPriorDict()
+for key in ['psi', 'geocent_time', 'ra', 'dec', 'chi_1', 'chi_2',
+ 'theta_jn', 'luminosity_distance', 'phase']:
+ priors[key] = injection_parameters[key]
+priors.pop('mass_1')
+priors.pop('mass_2')
+priors.pop('lambda_1')
+priors.pop('lambda_2')
+priors['chirp_mass'] = bilby.core.prior.Gaussian(
+ 1.215, 0.1, name='chirp_mass', unit='$M_{\\odot}$')
+priors['symmetric_mass_ratio'] = bilby.core.prior.Uniform(
+ 0.1, 0.25, name='symmetric_mass_ratio')
+priors['eos_spectral_gamma_0'] = bilby.core.prior.Uniform(0.2, 2.0, name='gamma0', latex_label='$\\gamma_0')
+priors['eos_spectral_gamma_1'] = bilby.core.prior.Uniform(-1.6, 1.7, name='gamma1', latex_label='$\\gamma_1')
+priors['eos_spectral_gamma_2'] = bilby.core.prior.Uniform(-0.6, 0.6, name='gamma2', latex_label='$\\gamma_2')
+priors['eos_spectral_gamma_3'] = bilby.core.prior.Uniform(-0.02, 0.02, name='gamma3', latex_label='$\\gamma_3')
+
+# The eos_check prior imposes several hard physical constraints on samples like
+# enforcing causality and monotinicity of the EoSs. In almost ever conceivable
+# sampling scenario, this should be enabled.
+priors['eos_check'] = bilby.gw.prior.EOSCheck()
+
+# Initialise the likelihood by passing in the interferometer data (IFOs)
+# and the waveform generator
+likelihood = bilby.gw.GravitationalWaveTransient(
+ interferometers=interferometers, waveform_generator=waveform_generator,
+ time_marginalization=False, phase_marginalization=False,
+ distance_marginalization=False, priors=priors)
+
+# Run sampler. In this case we're going to use the `dynesty` sampler
+result = bilby.run_sampler(
+ likelihood=likelihood, priors=priors, sampler='dynesty', npoints=1000,
+ injection_parameters=injection_parameters, outdir=outdir, label=label,
+ conversion_function=bilby.gw.conversion.generate_all_bns_parameters,
+ resume=True)
+
+result.plot_corner()
diff --git a/examples/gw_examples/injection_examples/reproduce_mpa1_eos.py b/examples/gw_examples/injection_examples/reproduce_mpa1_eos.py
new file mode 100644
index 000000000..699b56c10
--- /dev/null
+++ b/examples/gw_examples/injection_examples/reproduce_mpa1_eos.py
@@ -0,0 +1,27 @@
+#!/usr/bin/env python
+"""
+A script to demonstrate how to create and plot EoS's with Bilby
+"""
+from bilby.gw import eos
+
+# In this script we're going to use Bilby to plot the MPA1 EoS from tabulated data
+# and plot its representation as a spectral decomposition EoS.
+
+# First, we specify the spectral parameter values for the MPA1 EoS.
+MPA1_gammas = [1.0215, 0.1653, -0.0235, -0.0004]
+MPA1_p0 = 1.51e33 # Pressure in CGS
+MPA1_e0_c2 = 2.04e14 # \epsilon_0 / c^2 in CGS
+MPA1_xmax = 6.63 # Dimensionless ending pressure
+
+# Create the spectral decomposition EoS class
+MPA1_spectral = eos.SpectralDecompositionEOS(MPA1_gammas, p0=MPA1_p0, e0=MPA1_e0_c2, xmax=MPA1_xmax, npts=100)
+
+# And create another from tabulated data
+MPA1_tabulated = eos.TabularEOS('MPA1')
+
+# Now let's plot them
+# To do so, we specify a representation and plot ranges.
+MPA1_spectral_plot = MPA1_spectral.plot('pressure-energy_density', xlim=[1e22, 1e36], ylim=[1e9, 1e36])
+MPA1_tabular_plot = MPA1_tabulated.plot('pressure-energy_density', xlim=[1e22, 1e36], ylim=[1e9, 1e36])
+MPA1_spectral_plot.savefig('spectral_mpa1.pdf')
+MPA1_tabular_plot.savefig('tabular_mpa1.pdf')
diff --git a/setup.py b/setup.py
index 72d3cf5b3..b120771cf 100644
--- a/setup.py
+++ b/setup.py
@@ -79,10 +79,11 @@ setup(name='bilby',
version=VERSION,
packages=['bilby', 'bilby.core', 'bilby.core.prior', 'bilby.core.sampler',
'bilby.gw', 'bilby.gw.detector', 'bilby.gw.sampler',
- 'bilby.hyper', 'cli_bilby'],
+ 'bilby.hyper', 'bilby.gw.eos', 'cli_bilby'],
package_dir={'bilby': 'bilby', 'cli_bilby': 'cli_bilby'},
package_data={'bilby.gw': ['prior_files/*'],
'bilby.gw.detector': ['noise_curves/*.txt', 'detectors/*'],
+ 'bilby.gw.eos': ['eos_tables/*.dat'],
'bilby': [version_file]},
python_requires='>=3.5',
install_requires=[
diff --git a/test/gw_eos_test.py b/test/gw_eos_test.py
new file mode 100644
index 000000000..7fada352a
--- /dev/null
+++ b/test/gw_eos_test.py
@@ -0,0 +1,69 @@
+from __future__ import division, absolute_import
+import unittest
+import numpy
+import lalsimulation as lalsim
+from bilby.gw.eos import SpectralDecompositionEOS, EOSFamily, TabularEOS
+from bilby.core import utils
+
+
+KNOWN_TOV_RESULT = 1
+KNOWN_EOS_PRIOR_RESULTS = 1
+ENERGY_FROM_PRESSURE_RESULTS = 0.04047517810698063
+EOS_FROM_TABLE = EOSFamily(TabularEOS('AP4', True))
+EOS_FROM_SPRECTRAL_DECOMPOSITION = EOSFamily(SpectralDecompositionEOS(gammas=[0.8651, 0.1548, -0.0151, -0.0002],
+ p0=1.5e33,
+ e0=2.02e14,
+ xmax=7.04))
+MASSES_TO_TEST = numpy.linspace(0.9, 2.0, 12)
+PRESSURE = 1e-11
+ENTHALPY = 1.2
+ENERGY_DENSITY = 9.541419e-11
+
+# Setup for MPA1 Comparison
+PRESSURE_0 = 5.3716e32
+ENERGY_DENSITY_0 = 1.1555e35 / (utils.speed_of_light * 100) ** 2.
+XMAX = 12.3081
+
+GAMMAS = [1.0215, 0.1653, -0.0235, -0.0004]
+LALSIM_MPA1 = lalsim.SimNeutronStarEOS4ParameterSpectralDecomposition(GAMMAS[0], GAMMAS[1], GAMMAS[2], GAMMAS[3])
+BILBY_MPA1 = SpectralDecompositionEOS(GAMMAS, PRESSURE_0, ENERGY_DENSITY_0, XMAX)
+
+MPA1_PRESSURES = BILBY_MPA1.e_pdat.T[0]
+LALSIM_MPA1_ENERGY_DENSITY = [lalsim.SimNeutronStarEOSEnergyDensityOfPressureGeometerized(PRESSURE, LALSIM_MPA1)
+ for PRESSURE in MPA1_PRESSURES[:-1]]
+BILBY_MPA1_ENERGY_DENSITY = BILBY_MPA1.e_pdat.T[1][:-1]
+
+
+class TestEOSFamily(unittest.TestCase):
+ def test_spectral_decomposition_energy_from_pressure(self):
+ self.assertAlmostEqual(EOS_FROM_TABLE.eos.energy_from_pressure(PRESSURE),
+ 3.2736497985232014e-10)
+
+ self.assertAlmostEqual(EOS_FROM_SPRECTRAL_DECOMPOSITION.eos.energy_from_pressure(PRESSURE),
+ 3.270622527256167e-10)
+
+ def test_spectral_decomposition_pressure_from_pseudo_enthalpy(self):
+ self.assertAlmostEqual(EOS_FROM_TABLE.eos.pressure_from_pseudo_enthalpy(ENTHALPY),
+ 2.7338376042831513e-09)
+
+ self.assertAlmostEqual(EOS_FROM_SPRECTRAL_DECOMPOSITION.eos.pressure_from_pseudo_enthalpy(ENTHALPY),
+ 2.754018499535077e-09)
+
+ def test_spectral_decomposition_energy_density_from_pseudo_enthalpy(self):
+ self.assertAlmostEqual(EOS_FROM_TABLE.eos.energy_density_from_pseudo_enthalpy(ENTHALPY),
+ 2.9486942467903607e-09)
+
+ self.assertAlmostEqual(EOS_FROM_SPRECTRAL_DECOMPOSITION.eos.energy_density_from_pseudo_enthalpy(ENTHALPY),
+ 3.0402598495601078e-09)
+
+ def test_spectral_decomposition_pseudo_enthalpy_from_energy_density(self):
+ self.assertAlmostEqual(EOS_FROM_TABLE.eos.pseudo_enthalpy_from_energy_density(ENERGY_DENSITY),
+ 0.024415755781136812)
+ print(EOS_FROM_SPRECTRAL_DECOMPOSITION.eos.pseudo_enthalpy_from_energy_density(ENERGY_DENSITY))
+ self.assertAlmostEqual(EOS_FROM_SPRECTRAL_DECOMPOSITION.eos.pseudo_enthalpy_from_energy_density(ENERGY_DENSITY),
+ 0.02420629785967365)
+
+
+class TestBilbyLALSimComparison(unittest.TestCase):
+ def test_spectral_decomposition_MPA1(self):
+ numpy.testing.assert_allclose(LALSIM_MPA1_ENERGY_DENSITY, BILBY_MPA1_ENERGY_DENSITY, rtol=1e6)
diff --git a/test/utils_test.py b/test/utils_test.py
index 499113646..557c5ad4e 100644
--- a/test/utils_test.py
+++ b/test/utils_test.py
@@ -34,6 +34,9 @@ class TestConstants(unittest.TestCase):
1e-5,
)
+ def test_gravitational_constant(self):
+ self.assertEqual(bilby.core.utils.gravitational_constant, lal.G_SI)
+
class TestFFT(unittest.TestCase):
def setUp(self):
--
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