csiborgtools/scripts/field_obs_vp.py
Richard Stiskalek ae92fd9b72
Velocity observer (#86)
* Continue if r200c not defined

* Remove smooth scale

* Remove smooth scale

* Edit Max Matching plot

* Add peculiar velocity

* Add Vobs calculation

* Edit docs

* Add Vobs plot

* Improve plotting

* Edit naming convention

* Make a note

* Add new cat options

* Update density field RSP calculation

* Update field 2 rsp

* Move functions and shorten documentation

* Improve transforms and comments

* Update docs

* Update imports

* Edit calculation

* Add docs

* Remove imports

* Add Quijote flags

* Edit documentation

* Shorten documentation

* Edit func calls

* Shorten

* Docs edits

* Edit docs

* Shorten docs

* Short docs edits

* Simplify docs a little bit

* Save plotting

* Update env
2023-08-30 23:27:20 +01:00

108 lines
4.2 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.
"""
Script to calculate the peculiar velocity of an observer in the centre of the
CSiBORG box.
"""
from argparse import ArgumentParser
from distutils.util import strtobool
import numpy
from mpi4py import MPI
from taskmaster import work_delegation
from tqdm import tqdm
from utils import get_nsims
try:
import csiborgtools
except ModuleNotFoundError:
import sys
sys.path.append("../")
import csiborgtools
def observer_peculiar_velocity(nsim, parser_args):
"""
Calculate the peculiar velocity of an observer in the centre of the box
for several smoothing scales.
"""
pos = numpy.array([0.5, 0.5, 0.5]).reshape(-1, 3)
boxsize = 677.7
smooth_scales = [0, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0, 3.5, 4.0]
observer_vp = numpy.full((len(smooth_scales), 3), numpy.nan,
dtype=numpy.float32)
paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
field_path = paths.field("velocity", parser_args.MAS, parser_args.grid,
nsim, in_rsp=False)
field0 = numpy.load(field_path)
for j, smooth_scale in enumerate(tqdm(smooth_scales,
desc="Smoothing the fields",
disable=not parser_args.verbose)):
if smooth_scale > 0:
field = [None, None, None]
for k in range(3):
field[k] = csiborgtools.field.smoothen_field(
field0[k], smooth_scale, boxsize)
else:
field = field0
v = csiborgtools.field.evaluate_cartesian(
field[0], field[1], field[2], pos=pos)
observer_vp[j, 0] = v[0][0]
observer_vp[j, 1] = v[1][0]
observer_vp[j, 2] = v[2][0]
fout = paths.observer_peculiar_velocity(parser_args.MAS, parser_args.grid,
nsim)
if parser_args.verbose:
print(f"Saving to ... `{fout}`")
numpy.savez(fout, smooth_scales=smooth_scales, observer_vp=observer_vp)
return observer_vp
###############################################################################
# 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", "rspdensity", "velocity", "radvel",
"potential", "environment"],
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("--verbose", type=lambda x: bool(strtobool(x)),
help="Verbosity flag for reading in particles.")
parser.add_argument("--simname", type=str, default="csiborg",
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):
return observer_peculiar_velocity(nsim, parser_args)
work_delegation(main, nsims, comm, master_verbose=True)