mirror of
https://github.com/Richard-Sti/csiborgtools.git
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ae92fd9b72
* 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
109 lines
4.4 KiB
Python
109 lines
4.4 KiB
Python
# Copyright (C) 2022 Richard Stiskalek
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# This program is free software; you can redistribute it and/or modify it
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# under the terms of the GNU General Public License as published by the
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# Free Software Foundation; either version 3 of the License, or (at your
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# option) any later version.
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#
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# This program is distributed in the hope that it will be useful, but
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# WITHOUT ANY WARRANTY; without even the implied warranty of
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General
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# Public License for more details.
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#
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# You should have received a copy of the GNU General Public License along
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# with this program; if not, write to the Free Software Foundation, Inc.,
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# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
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"""
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Script to calculate the HMF for CSIBORG and Quijote haloes.
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"""
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from argparse import ArgumentParser
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from datetime import datetime
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from distutils.util import strtobool
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import numpy
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from mpi4py import MPI
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from taskmaster import work_delegation
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from utils import get_nsims
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try:
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import csiborgtools
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except ModuleNotFoundError:
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import sys
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sys.path.append("../")
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import csiborgtools
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def get_counts(nsim, bins, paths, parser_args):
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"""
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Calculate and save the number of haloes in each mass bin.
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"""
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simname = parser_args.simname
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paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
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bounds = {"dist": (0, parser_args.Rmax)}
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if simname == "csiborg":
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cat = csiborgtools.read.CSiBORGHaloCatalogue(
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nsim, paths, bounds=bounds, load_fitted=False, load_initial=False)
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logmass = numpy.log10(cat["fof_totpartmass"])
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counts = csiborgtools.number_counts(logmass, bins)
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elif simname == "quijote":
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cat0 = csiborgtools.read.QuijoteHaloCatalogue(
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nsim, paths, nsnap=4, load_fitted=False, load_initial=False)
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nmax = int(cat0.box.boxsize // (2 * parser_args.Rmax))**3
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counts = numpy.full((nmax, len(bins) - 1), numpy.nan,
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dtype=numpy.float32)
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for nobs in range(nmax):
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cat = cat0.pick_fiducial_observer(nobs, rmax=parser_args.Rmax)
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logmass = numpy.log10(cat["group_mass"])
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counts[nobs, :] = csiborgtools.number_counts(logmass, bins)
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elif simname == "quijote_full":
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cat = csiborgtools.read.QuijoteHaloCatalogue(
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nsim, paths, nsnap=4, load_fitted=False, load_initial=False,
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load_backup=parser_args.from_quijote_backup)
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logmass = numpy.log10(cat["group_mass"])
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counts = csiborgtools.number_counts(logmass, bins)
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else:
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raise ValueError(f"Unknown simulation name `{simname}`.")
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fout = paths.halo_counts(simname, nsim, parser_args.from_quijote_backup)
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if parser_args.verbose:
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print(f"{datetime.now()}: saving halo counts to `{fout}`.")
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numpy.savez(fout, counts=counts, bins=bins, rmax=parser_args.Rmax)
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if __name__ == "__main__":
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parser = ArgumentParser()
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parser.add_argument("--simname", type=str,
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choices=["csiborg", "quijote", "quijote_full"],
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help="Simulation name.")
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parser.add_argument("--nsims", type=int, nargs="+", default=None,
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help="Indices of simulations to cross. If `-1` all .")
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parser.add_argument(
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"--Rmax", type=float, default=155,
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help="High-res region radius in Mpc / h. Ignored for `quijote_full`.")
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parser.add_argument("--from_quijote_backup",
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type=lambda x: bool(strtobool(x)), default=False,
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help="Flag to indicate Quijote backup data.")
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parser.add_argument("--lims", type=float, nargs="+", default=[11., 16.],
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help="Mass limits in Msun / h.")
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parser.add_argument("--bw", type=float, default=0.2,
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help="Bin width in dex.")
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parser.add_argument("--verbose", type=lambda x: bool(strtobool(x)),
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default=False, help="Verbosity flag.")
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parser_args = parser.parse_args()
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paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
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nsims = get_nsims(parser_args, paths)
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if len(parser_args.lims) != 2:
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raise ValueError("Mass limits must be a pair of floats.")
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bins = numpy.arange(*parser_args.lims, parser_args.bw, dtype=numpy.float32)
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def do_work(nsim):
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get_counts(nsim, bins, paths, parser_args)
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work_delegation(do_work, nsims, MPI.COMM_WORLD)
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