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CSiBORG FoF switch (#75)
* Add moving FoF membership files * add FoF membership path * Add notes where its PHEW * Add FoF catalogue path * Correct typo * Add more functionalities * Make work with halo IDs from FoF * Edit print statement * Fix copy bug * copy * Add FoF catalogue reading * Clean up script * Fix typo * Little edits * Fix naming convention * Rename key * Remove loading substructure particles * Rename CSiBORG Cat * Rename clumps cat * Rename cat * Remove misplaced import * Switch to halos * rm import * structfit of only halos * Add FoF halo reading * Add a short comment * Fix __getitem__ to work with int * Fix problems * Improve __getitem__ * Add more conversion * Fix indexing * Fix __getitem__ assertion * Fix numbers * Rename * Fix verbosity flags * Add full Quijote HMF option * Add plot of Quijote only * Add quijote full paths * Fix the fit_init script * Renam arg * Update .gitignore * add default argument name * Change default verbosity flag * Modernise script structure * Fix dictionary * Fix reading to include m200c * Modernise script * Add args
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19 changed files with 659 additions and 466 deletions
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scripts/mv_fofmembership.py
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scripts/mv_fofmembership.py
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# 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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Short script to move and change format of the CSiBORG FoF membership files
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calculated by Julien. Additionally, also orders the particles in the same way
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as the PHEW halo finder output.
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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 gc import collect
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from os.path import join
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from shutil import copy
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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 tqdm import trange
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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 copy_membership(nsim, verbose=True):
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"""
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Copy the FoF particle halo membership to the CSiBORG directory and write it
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as a NumPy array instead of a text file.
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Parameters
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----------
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nsim : int
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IC realisation index.
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verbose : bool, optional
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Verbosity flag.
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"""
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paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
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fpath = join("/mnt/extraspace/jeg/greenwhale/Constrained_Sims",
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f"sim_{nsim}/particle_membership_{nsim}_FOF.txt")
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if verbose:
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print(f"Loading from ... `{fpath}`.")
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data = numpy.genfromtxt(fpath, dtype=int)
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fout = paths.fof_membership(nsim)
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if verbose:
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print(f"Saving to ... `{fout}`.")
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numpy.save(fout, data)
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def copy_catalogue(nsim, verbose=True):
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"""
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Move the FoF catalogue to the CSiBORG directory.
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Parameters
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----------
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nsim : int
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IC realisation index.
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verbose : bool, optional
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Verbosity flag.
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"""
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paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
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source = join("/mnt/extraspace/jeg/greenwhale/Constrained_Sims",
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f"sim_{nsim}/halo_catalog_{nsim}_FOF.txt")
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dest = paths.fof_cat(nsim)
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if verbose:
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print("Copying`{}` to `{}`.".format(source, dest))
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copy(source, dest)
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def sort_fofid(nsim, verbose=True):
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"""
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Read the FoF particle halo membership and sort the halo IDs to the ordering
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of particles in the PHEW clump IDs.
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Parameters
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----------
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nsim : int
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IC realisation index.
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verbose : bool, optional
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Verbosity flag.
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"""
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paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
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nsnap = max(paths.get_snapshots(nsim))
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fpath = paths.fof_membership(nsim)
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if verbose:
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print(f"{datetime.now()}: loading from ... `{fpath}`.")
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# Columns are halo ID, particle ID.
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fof = numpy.load(fpath)
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reader = csiborgtools.read.ParticleReader(paths)
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pars_extract = ["x"] # Dummy variable
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__, pids = reader.read_particle(nsnap, nsim, pars_extract,
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return_structured=False, verbose=verbose)
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del __
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collect()
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# Map the particle IDs in pids to their corresponding PHEW array index
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if verbose:
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print(f"{datetime.now()}: mapping particle IDs to their indices.")
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pids_idx = {pid: i for i, pid in enumerate(pids)}
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if verbose:
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print(f"{datetime.now()}: mapping FoF HIDs to their array indices.")
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# Unassigned particle IDs are assigned a halo ID of 0. Same as PHEW.
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fof_hids = numpy.zeros(pids.size, dtype=numpy.int32)
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for i in trange(fof.shape[0]) if verbose else range(fof.shape[0]):
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hid, pid = fof[i]
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fof_hids[pids_idx[pid]] = hid
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fout = paths.fof_membership(nsim, sorted=True)
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if verbose:
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print(f"Saving the sorted data to ... `{fout}`")
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numpy.save(fout, fof_hids)
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def main(nsim, verbose=True):
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copy_membership(nsim, verbose=verbose)
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copy_catalogue(nsim, verbose=verbose)
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sort_fofid(nsim, verbose=verbose)
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if __name__ == "__main__":
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parser = ArgumentParser()
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parser.add_argument("--simname", type=str, default="csiborg",
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choices=["csiborg", "quijote"],
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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` processes all simulations.") # noqa
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args = parser.parse_args()
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paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)
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nsims = get_nsims(args, paths)
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comm = MPI.COMM_WORLD
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work_delegation(main, nsims, comm)
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