csiborgtools/scripts/match_finsnap.py
Richard Stiskalek 2185846e90
CDF for nearest neighbour (#63)
* Updat ebounds

* fix mistake

* add plot script

* fix which sims

* Add Poisson

* Just docs

* Hide things to __main__

* Rename paths

* Move old script

* Remove radpos

* Paths renaming

* Paths renaming

* Remove trunk stuff

* Add import

* Add nearest neighbour search

* Add Quijote fiducial indices

* Add final snapshot matching

* Add fiducial observer selection

* add boxsizes

* Add reading functions

* Little stuff

* Bring back the fiducial observer

* Add arguments

* Add quijote paths

* Add notes

* Get this running

* Add yaml

* Remove Poisson stuff

* Get the 2PCF script running

* Add not finished htings

* Remove comment

* Verbosity only on 0th rank!

* Update plotting style

* Add nearest neighbour CDF

* Save radial distance too

* Add centres

* Add basic plotting
2023-05-21 22:46:28 +01:00

102 lines
3.5 KiB
Python

# 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 find the nearest neighbour of each halo in a given halo catalogue
from the remaining catalogues in the suite (CSIBORG or Quijote). The script is
MPI parallelized over the reference simulations.
"""
from argparse import ArgumentParser
from datetime import datetime
from distutils.util import strtobool
import numpy
import yaml
from mpi4py import MPI
from taskmaster import work_delegation
from utils import open_catalogues
try:
import csiborgtools
except ModuleNotFoundError:
import sys
sys.path.append("../")
import csiborgtools
def find_neighbour(args, nsim, cats, paths, comm):
"""
Find the nearest neighbour of each halo in the given catalogue.
Parameters
----------
args : argparse.Namespace
Command line arguments.
nsim : int
Simulation index.
cats : dict
Dictionary of halo catalogues. Keys are simulation indices, values are
the catalogues.
paths : csiborgtools.paths.Paths
Paths object.
comm : mpi4py.MPI.Comm
MPI communicator.
Returns
-------
None
"""
ndist, cross_hindxs = csiborgtools.match.find_neighbour(nsim, cats)
mass_key = "totpartmass" if args.simname == "csiborg" else "group_mass"
cat0 = cats[nsim]
mass = cat0[mass_key]
rdist = cat0.radial_distance(in_initial=False)
fout = paths.cross_nearest(args.simname, args.run, nsim)
if args.verbose:
print(f"Rank {comm.Get_rank()} writing to `{fout}`.", flush=True)
numpy.savez(fout, ndist=ndist, cross_hindxs=cross_hindxs, mass=mass,
rdist=rdist)
if __name__ == "__main__":
parser = ArgumentParser()
parser.add_argument("--run", type=str, help="Run name")
parser.add_argument("--simname", type=str, choices=["csiborg", "quijote"],
help="Simulation name")
parser.add_argument("--nsims", type=int, nargs="+", default=None,
help="Indices of simulations to cross. If `-1` processes all simulations.") # noqa
parser.add_argument("--Rmax", type=float, default=155/0.705,
help="High-resolution region radius")
parser.add_argument("--verbose", type=lambda x: bool(strtobool(x)),
default=False)
args = parser.parse_args()
with open("./match_finsnap.yml", "r") as file:
config = yaml.safe_load(file)
comm = MPI.COMM_WORLD
paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
cats = open_catalogues(args, config, paths, comm)
def do_work(nsim):
return find_neighbour(args, nsim, cats, paths, comm)
work_delegation(do_work, list(cats.keys()), comm,
master_verbose=args.verbose)
comm.Barrier()
if comm.Get_rank() == 0:
print(f"{datetime.now()}: all finished. Quitting.")