csiborgtools/scripts/field_prop.py
Richard Stiskalek 63b6cdbe72
Forward model fields to RSP (#66)
* Add radial velocity field

* Add overdensity plot

* Flip velocities too

* Add field calculations

* Add RSP mapping

* Add potential in RSP

* Add projected field plotting
2023-06-05 17:24:20 +02:00

169 lines
7.1 KiB
Python

# Copyright (C) 2022 Richard Stiskalek
# This program is free software; you can redistribute it and/or modify it
# under the terms of the GNU General Public License as published by the
# Free Software Foundation; either version 3 of the License, or (at your
# option) any later version.
#
# This program is distributed in the hope that it will be useful, but
# WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General
# Public License for more details.
#
# You should have received a copy of the GNU General Public License along
# with this program; if not, write to the Free Software Foundation, Inc.,
# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
"""
MPI script to calculate density field-derived fields in the CSiBORG
simulations' final snapshot.
"""
from argparse import ArgumentParser
from datetime import datetime
from distutils.util import strtobool
import numpy
from mpi4py import MPI
try:
import csiborgtools
except ModuleNotFoundError:
import sys
sys.path.append("../")
import csiborgtools
from taskmaster import work_delegation
from utils import get_nsims
###############################################################################
# Density field #
###############################################################################
def density_field(nsim, parser_args):
paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
nsnap = max(paths.get_snapshots(nsim))
box = csiborgtools.read.CSiBORGBox(nsnap, nsim, paths)
parts = csiborgtools.read.read_h5(paths.particles(nsim))["particles"]
gen = csiborgtools.field.DensityField(box, parser_args.MAS)
field = gen(parts, parser_args.grid, in_rsp=parser_args.in_rsp,
verbose=parser_args.verbose)
fout = paths.field("density", parser_args.MAS, parser_args.grid,
nsim, parser_args.in_rsp)
print(f"{datetime.now()}: saving output to `{fout}`.")
numpy.save(fout, field)
###############################################################################
# Velocity field #
###############################################################################
def velocity_field(nsim, parser_args):
if parser_args.in_rsp:
raise NotImplementedError("Velocity field in RSP is not implemented.")
paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
mpart = 1.1641532e-10 # Particle mass in CSiBORG simulations.
nsnap = max(paths.get_snapshots(nsim))
box = csiborgtools.read.CSiBORGBox(nsnap, nsim, paths)
parts = csiborgtools.read.read_h5(paths.particles(nsim))["particles"]
gen = csiborgtools.field.VelocityField(box, parser_args.MAS)
field = gen(parts, parser_args.grid, mpart, verbose=parser_args.verbose)
fout = paths.field("velocity", parser_args.MAS, parser_args.grid,
nsim, in_rsp=False)
print(f"{datetime.now()}: saving output to `{fout}`.")
numpy.save(fout, field)
###############################################################################
# Potential field #
###############################################################################
def potential_field(nsim, parser_args):
paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
nsnap = max(paths.get_snapshots(nsim))
box = csiborgtools.read.CSiBORGBox(nsnap, nsim, paths)
# Load the real space overdensity field
density_gen = csiborgtools.field.DensityField(box, parser_args.MAS)
rho = numpy.load(paths.field("density", parser_args.MAS, parser_args.grid,
nsim, in_rsp=False))
rho = density_gen.overdensity_field(rho)
# Calculate the real space potentiel field
gen = csiborgtools.field.PotentialField(box, parser_args.MAS)
field = gen(rho)
if parser_args.in_rsp:
parts = csiborgtools.read.read_h5(paths.particles(nsim))["particles"]
field = csiborgtools.field.field2rsp(field, parts=parts, box=box,
verbose=parser_args.verbose)
fout = paths.field(parser_args.kind, parser_args.MAS, parser_args.grid,
nsim, parser_args.in_rsp)
print(f"{datetime.now()}: saving output to `{fout}`.")
numpy.save(fout, field)
###############################################################################
# Radial velocity field #
###############################################################################
def radvel_field(nsim, parser_args):
if parser_args.in_rsp:
raise NotImplementedError("Radial vel. field in RSP not implemented.")
paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
nsnap = max(paths.get_snapshots(nsim))
box = csiborgtools.read.CSiBORGBox(nsnap, nsim, paths)
vel = numpy.load(paths.field("velocity", parser_args.MAS, parser_args.grid,
nsim, parser_args.in_rsp))
gen = csiborgtools.field.VelocityField(box, parser_args.MAS)
field = gen.radial_velocity(vel)
fout = paths.field("radvel", parser_args.MAS, parser_args.grid,
nsim, parser_args.in_rsp)
print(f"{datetime.now()}: saving output to `{fout}`.")
numpy.save(fout, field)
###############################################################################
# Command line interface #
###############################################################################
if __name__ == "__main__":
parser = ArgumentParser()
parser.add_argument("--nsims", type=int, nargs="+", default=None,
help="IC realisations. `-1` for all simulations.")
parser.add_argument("--kind", type=str,
choices=["density", "velocity", "radvel", "potential"],
help="What derived field to calculate?")
parser.add_argument("--MAS", type=str,
choices=["NGP", "CIC", "TSC", "PCS"])
parser.add_argument("--grid", type=int, help="Grid resolution.")
parser.add_argument("--in_rsp", type=lambda x: bool(strtobool(x)),
help="Calculate in RSP?")
parser.add_argument("--verbose", type=lambda x: bool(strtobool(x)),
help="Verbosity flag for reading in particles.")
parser_args = parser.parse_args()
comm = MPI.COMM_WORLD
paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
nsims = get_nsims(parser_args, paths)
def main(nsim):
if parser_args.kind == "density":
density_field(nsim, parser_args)
elif parser_args.kind == "velocity":
velocity_field(nsim, parser_args)
elif parser_args.kind == "radvel":
radvel_field(nsim, parser_args)
elif parser_args.kind == "potential":
potential_field(nsim, parser_args)
else:
raise RuntimeError(f"Field {parser_args.kind} is not implemented.")
work_delegation(main, nsims, comm, master_verbose=True)