In [1]:
from IPython.parallel import Client
rc = Client()
In [2]:
rc.ids
Out[2]:
[0, 1, 2, 3, 4, 5, 6, 7]
In [3]:
%autopx
%autopx enabled
In [4]:
from mpi4py import MPI

MPI.COMM_WORLD.Get_rank()
Out[0:1]: 7
Out[1:1]: 0
Out[2:1]: 6
Out[3:1]: 1
Out[4:1]: 3
Out[5:1]: 5
Out[6:1]: 4
Out[7:1]: 2
In [5]:
import yt
yt.enable_parallelism()
import numpy as np
import os
import shutil
import h5py
import gc
import glob
In [6]:
os.chdir('/home/goldbaum/trove')
In [7]:
from yt.utilities.physical_constants import mh, G

def _total_dynamical_time(field, data):
    tdyn = np.sqrt(3*np.pi/(32*G*(data['density'] + data['dark_matter_density']))).in_units('s')
    return tdyn

def _sfr(field, data):
    sfr = np.where(data['density']*data.ds.parameters['Mu']/mh > 50, 
                   0.01*data['density']/data['total_dynamical_time'],
                   0)*yt.units.g/yt.units.cm**3/yt.units.s
    return sfr
In [8]:
from yt.data_objects.particle_filters import add_particle_filter

def star(pfilter, data):
    filter = data["io", "particle_type"] == 2
    return filter

add_particle_filter("stars", function=star, filtered_type='io', requires=["particle_type"])

def young_star(pfilter, data):
    filter = (data.ds.current_time - data["io", "creation_time"]).in_units('Myr') < 10
    return filter

add_particle_filter("young_stars", function=young_star, filtered_type='io', requires=["creation_time"])

def formed_star(pfilter, data):
    filter = data["io", "creation_time"] > 0
    return filter

add_particle_filter("formed_stars", function=formed_star, filtered_type="io", requires=["creation_time"])
In [17]:
base_dir = "./nofeedback_hgf/"
glob_pattern = "DD????/DD????"

output_dir = base_dir+"covering_grids/"

if yt.is_root():
    if not os.path.isdir(output_dir):
        os.mkdir(output_dir)

filenames = sorted(glob.glob(base_dir+glob_pattern))

ts = yt.load(filenames)
In [18]:
# Level of refinement
level = 10

# Dimensions of the base grid, assuming a cubic grid.
n_base = 64

galaxy_center = [0.5, 0.5, 0.5]

gas_fields = (('gas', 'density'), ('gas', 'thermal_energy'), 
              ('gas', 'velocity_x'), ('gas', 'velocity_y'), ('gas', 'velocity_z'),)
gas_units = ('g/cm**3', 'erg/g', 'cm/s', 'cm/s', 'cm/s')

sfr_fields = (('gas', 'sfr_density'),)
sfr_units = ('g/cm**3/s',)

star_fields = ((('stars', 'particle_mass'),) +
               tuple(('stars', 'particle_position_%s' % d) for d in 'xyz') + 
               tuple(('stars', 'particle_velocity_%s' % d) for d in 'xyz')) 
star_units = ('g', 'cm', 'cm', 'cm', 'cm/s', 'cm/s', 'cm/s', )

young_star_fields = ((('young_stars', 'particle_mass'),) +
                     tuple(('young_stars', 'particle_position_%s' % d) for d in 'xyz') + 
                     tuple(('young_stars', 'particle_velocity_%s' % d) for d in 'xyz')) 
young_star_units = ('g', 'cm', 'cm', 'cm', 'cm/s', 'cm/s', 'cm/s', )

formed_star_fields = ((('formed_stars', 'particle_mass'),) +
                      tuple(('formed_stars', 'particle_position_%s' % d) for d in 'xyz') +
                      tuple(('formed_stars', 'particle_velocity_%s' % d) for d in 'xyz'))
formed_star_units = ('g', 'cm', 'cm', 'cm', 'cm/s', 'cm/s', 'cm/s', )

dims = np.array([1024, 1024, 256])
In [19]:
def process_object(dd, filename, field_names, field_units):
    with h5py.File(filename) as data_file:
        for field, unit in zip(field_names, field_units):
            print "Creating covering grid for %s" % str(field)
            data = dd[field].in_units(unit)
            data_file.create_dataset(field[1], data=data, compression='lzf')

class CacheHandler(object):
    def __init__(self, use_species, species_name, output_directory, ds):
        self.use_species = use_species
        self._species_name = species_name
        self._ds_name = str(ds)
        self._output_dir = output_directory + '/{}/'.format(species_name)
        if not os.path.exists(self._output_dir):
            os.makedirs(self._output_dir)
        if os.path.exists(self.filename):
            self.use_species=False

    @property
    def filename(self):
        return self._output_dir + self._ds_name + '_' + self._species_name.replace('_','-') + '_covering_grid.h5'

def process_dataset(ds, use_gas=True, use_sfr=True, use_stars=True, 
                    use_young_stars=True, use_formed_stars=True):
    gas = CacheHandler(use_gas, 'gas', output_dir, ds)
    sfr = CacheHandler(use_sfr, 'sfr', output_dir, ds)
    stars = CacheHandler(use_stars, 'stars', output_dir, ds)
    young_stars = CacheHandler(use_young_stars, 'young_stars', output_dir, ds)
    formed_stars = CacheHandler(use_formed_stars, 'formed_stars', output_dir, ds)

    handlers = (gas, sfr, stars, young_stars, formed_stars)
    do_species = (handler.use_species for handler in handlers)

    if any(do_species):
        pass
    else:
        return

    ds.add_field('total_dynamical_time', _total_dynamical_time, units='s')
    ds.add_field('sfr_density', _sfr, units='g/cm**3/s')
    ds.add_particle_filter('stars')
    ds.add_particle_filter('young_stars')
    ds.add_particle_filter('formed_stars')

    center = ds.arr(galaxy_center, 'code_length')

    left_edge = center - ds.length_unit*dims/(2.*n_base*2**level)
    right_edge = center + ds.length_unit*dims/(2.*n_base*2**level)

    cg = ds.smoothed_covering_grid(level, left_edge=left_edge, dims=dims)
    ad = ds.all_data()

    if gas.use_species is True:
        process_object(cg, gas.filename, gas_fields, gas_units)

    if sfr.use_species is True:
        process_object(cg, sfr.filename, sfr_fields, sfr_units)

    if stars.use_species is True:
        process_object(ad, stars.filename, star_fields, star_units)
        
    if young_stars.use_species is True:
        process_object(ad, young_stars.filename, young_star_fields, young_star_units)

    if formed_stars.use_species is True:
        process_object(ad, formed_stars.filename, formed_star_fields, formed_star_units)
In [20]:
for ds in ts.piter():
    process_dataset(ds)
    print "finished {}".format(str(ds))
[stdout:0] 
finished DD0007
finished DD0015
finished DD0023
finished DD0031
finished DD0039
finished DD0047
finished DD0055
finished DD0063
finished DD0071
finished DD0079
finished DD0087
finished DD0095
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0103
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0111
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0119
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0127
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0135
[stdout:1] 
finished DD0000
finished DD0008
finished DD0016
finished DD0024
finished DD0032
finished DD0040
finished DD0048
finished DD0056
finished DD0064
finished DD0072
finished DD0080
finished DD0088
finished DD0096
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0104
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0112
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0120
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0128
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0136
[stdout:2] 
finished DD0006
finished DD0014
finished DD0022
finished DD0030
finished DD0038
finished DD0046
finished DD0054
finished DD0062
finished DD0070
finished DD0078
finished DD0086
finished DD0094
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0102
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0110
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0118
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0126
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0134
[stdout:3] 
finished DD0001
finished DD0009
finished DD0017
finished DD0025
finished DD0033
finished DD0041
finished DD0049
finished DD0057
finished DD0065
finished DD0073
finished DD0081
finished DD0089
finished DD0097
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0105
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0113
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0121
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0129
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0137
[stdout:4] 
finished DD0003
finished DD0011
finished DD0019
finished DD0027
finished DD0035
finished DD0043
finished DD0051
finished DD0059
finished DD0067
finished DD0075
finished DD0083
finished DD0091
finished DD0099
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0107
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0115
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0123
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0131
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0139
[stdout:5] 
finished DD0005
finished DD0013
finished DD0021
finished DD0029
finished DD0037
finished DD0045
finished DD0053
finished DD0061
finished DD0069
finished DD0077
finished DD0085
finished DD0093
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0101
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0109
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0117
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0125
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0133
[stdout:6] 
finished DD0004
finished DD0012
finished DD0020
finished DD0028
finished DD0036
finished DD0044
finished DD0052
finished DD0060
finished DD0068
finished DD0076
finished DD0084
finished DD0092
finished DD0100
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0108
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0116
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0124
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0132
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0140
[stdout:7] 
finished DD0002
finished DD0010
finished DD0018
finished DD0026
finished DD0034
finished DD0042
finished DD0050
finished DD0058
finished DD0066
finished DD0074
finished DD0082
finished DD0090
finished DD0098
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0106
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0114
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0122
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0130
Creating covering grid for ('gas', 'density')
Creating covering grid for ('gas', 'thermal_energy')
Creating covering grid for ('gas', 'velocity_x')
Creating covering grid for ('gas', 'velocity_y')
Creating covering grid for ('gas', 'velocity_z')
Creating covering grid for ('gas', 'sfr_density')
Creating covering grid for ('stars', 'particle_mass')
Creating covering grid for ('stars', 'particle_position_x')
Creating covering grid for ('stars', 'particle_position_y')
Creating covering grid for ('stars', 'particle_position_z')
Creating covering grid for ('stars', 'particle_velocity_x')
Creating covering grid for ('stars', 'particle_velocity_y')
Creating covering grid for ('stars', 'particle_velocity_z')
Creating covering grid for ('young_stars', 'particle_mass')
Creating covering grid for ('young_stars', 'particle_position_x')
Creating covering grid for ('young_stars', 'particle_position_y')
Creating covering grid for ('young_stars', 'particle_position_z')
Creating covering grid for ('young_stars', 'particle_velocity_x')
Creating covering grid for ('young_stars', 'particle_velocity_y')
Creating covering grid for ('young_stars', 'particle_velocity_z')
Creating covering grid for ('formed_stars', 'particle_mass')
Creating covering grid for ('formed_stars', 'particle_position_x')
Creating covering grid for ('formed_stars', 'particle_position_y')
Creating covering grid for ('formed_stars', 'particle_position_z')
Creating covering grid for ('formed_stars', 'particle_velocity_x')
Creating covering grid for ('formed_stars', 'particle_velocity_y')
Creating covering grid for ('formed_stars', 'particle_velocity_z')
finished DD0138
In [21]:
%autopx
%autopx disabled

Down here are some utility cells that we can use to look at the data after it's been saved to the hdf5 files.

%matplotlib inline from matplotlib import pyplot as plt from matplotlib.colors import LogNorm fig, ax = plt.subplots() fig.set_size_inches(10, 8) with h5py.File('./nofeedback/covering_grids/DD0099_covering_grid.h5') as f: im = ax.imshow(np.sum(f['gas/sfr_density'][:], axis=-1), norm=LogNorm()) cb = fig.colorbar(im)