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[TEP007] [WIP] Isotope Abundances class #756

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Jul 4, 2017
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3 changes: 1 addition & 2 deletions tardis/atomic.py
Original file line number Diff line number Diff line change
Expand Up @@ -493,7 +493,7 @@ def prepare_atom_data(self, selected_atomic_numbers, line_interaction_type='scat
self.lines = self.lines[self.lines['ion_number'] <= max_ion_number]

# self.lines.sort(['wavelength', 'line_id'], inplace=True)
self.lines.sort(['wavelength'], inplace=True)
self.lines.sort_values(by='wavelength', inplace=True)
self.lines.set_index('line_id', inplace=True)


Expand Down Expand Up @@ -672,4 +672,3 @@ def get_collision_matrix(self, species, t_electrons):
t_electrons.reshape((1, 1, t_electrons.shape[0]))) * \
self.g_ratio_matrices[species].reshape((no_of_levels, no_of_levels, 1))
return c_ul_matrix + c_lu_matrix.transpose(1, 0, 2)

89 changes: 89 additions & 0 deletions tardis/io/decay.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,89 @@
import pandas as pd
from pyne import nucname, material
from astropy import units as u

class IsotopeAbundances(pd.DataFrame):

@property
def _constructor(self):
return IsotopeAbundances

def _update_material(self):
self.comp_dicts = [{}] * len(self.columns)
for (atomic_number, mass_number), abundances in self.iterrows():
nuclear_symbol = '%s%d'.format(nucname.name(atomic_number),
mass_number)
for i in xrange(len(self.columns)):
self.comp_dicts[i][nuclear_symbol] = abundances[i]

@classmethod
def from_materials(cls, materials):
multi_index_tuples = set([])
for material in materials:
multi_index_tuples.update([cls.id_to_tuple(key)
for key in material.keys()])

index = pd.MultiIndex.from_tuples(
multi_index_tuples, names=['atomic_number', 'mass_number'])


abundances = pd.DataFrame(index=index, columns=xrange(len(materials)))

for i, material in enumerate(materials):
for key, value in material.items():
abundances.loc[cls.id_to_tuple(key), i] = value

return abundances




@staticmethod
def id_to_tuple(atomic_id):
return nucname.znum(atomic_id), nucname.anum(atomic_id)


def to_materials(self):
"""
Convert DataFrame to a list of materials interpreting the MultiIndex as
atomic_number and mass_number

Returns
-------
: ~list
list of pyne Materialss
:return:
"""

comp_dicts = [{}] * len(self.columns)
for (atomic_number, mass_number), abundances in self.iterrows():
nuclear_symbol = '{0:s}{1:d}'.format(nucname.name(atomic_number),
mass_number)
for i in xrange(len(self.columns)):
comp_dicts[i][nuclear_symbol] = abundances[i]
return [material.Material(comp_dict) for comp_dict in comp_dicts]



def decay(self, t):
"""
Decay the Model

Parameters
----------

t: ~float or ~astropy.units.Quantity
if float it will be understood as days

Returns:
: decayed abundances
"""

materials = self.to_materials()
t_second = u.Quantity(t, u.day).to(u.s).value

decayed_materials = [item.decay(t_second) for item in materials]

df = IsotopeAbundances.from_materials(decayed_materials)
df.sort_index(inplace=True)
return df
20 changes: 20 additions & 0 deletions tardis/io/tests/test_decay.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,20 @@
import pytest
import pandas as pd

from tardis.io.decay import IsotopeAbundances
from numpy.testing import assert_almost_equal

@pytest.fixture
def simple_abundance_model():
index = pd.MultiIndex.from_tuples([(28, 56)],
names=['atomic_number', 'mass_number'])
return IsotopeAbundances([[1.0, 1.0]], index=index)

def test_simple_decay(simple_abundance_model):
decayed_abundance = simple_abundance_model.decay(100)
assert_almost_equal(decayed_abundance.ix[26, 56][0], 0.55752)
assert_almost_equal(decayed_abundance.ix[26, 56][1], 0.55752)
assert_almost_equal(decayed_abundance.ix[27, 56][0], 0.4423791)
assert_almost_equal(decayed_abundance.ix[27, 56][1], 0.4423791)
assert_almost_equal(decayed_abundance.ix[28, 56][0], 1.1086e-05)
assert_almost_equal(decayed_abundance.ix[28, 56][1], 1.1086e-05)
2 changes: 1 addition & 1 deletion tardis/montecarlo/tests/test_formal_integral.py
Original file line number Diff line number Diff line change
Expand Up @@ -49,7 +49,7 @@ def test_trapezoid_integration(clib, N):
func = clib.trapezoid_integration
func.restype = c_double
h = 1.

N = int(N)
func.argtypes = [
ndpointer(c_double),
c_double,
Expand Down
23 changes: 14 additions & 9 deletions tardis_env27.yml
Original file line number Diff line number Diff line change
@@ -1,20 +1,25 @@
name: tardis

channels:
- defaults
- conda-forge

dependencies:
- python=2.7
- numpy=1.10
- scipy=0.17.0
- pandas=0.16.2
- pytables=3.2.2
- h5py=2.5
- matplotlib=1.4.3
- astropy=1.1.2
- numexpr=2.4.4
- numpy=1.12
- scipy=0.18
- pandas=0.20
- pytables
- h5py=2.6
- matplotlib=2.0
- astropy=1.3
- numexpr=2.6
- Cython=0.21
- networkx=1.10
- pytest=3.0
- pyyaml=3.12
- jsonschema=2.5.1

- pyne=0.5.3

# RTD requirements
- sphinx=1.5.1
Expand Down