csiborgtools/scripts/match_singlematch.py
Richard Stiskalek fdb0df8d4c
Add mmain and other major updates (#44)
* Move paths to a separate file

* Add mmain reader

* Add a verbosity flag

* Fix imports

* Fix bug

* Rename files

* Return ultimate parents

* Add script to generate mmain

* Remove mmain path

* edit path

* Add mmain path

* Change function name

* Rename function

* Turn off verbose

* Fix list requirement

* Edit init match paths

* Fix init pathing

* Edit paths docs

* Edit dumpdir name

* Rename path

* Fix split paths

* Remove unused import

* Add comment

* Update readme

* remove read mmain

* Rename haloatalogue

* Fix minor bugs

* Update nbs

* Add create directory option

* Move split jobs

* Move spliot jobs

* Remove splitting

* Add import

* Edit script

* Deeper split folder

* Fix paths bug

* Rename catalogue

* Rename Catalogue

* Add new clumpread

* Edit paths

* add knn paths

* Update commenting

* Update imports

* Add more conversions

* Update temp file

* Add a note

* Add catalogue

* Cooment

* Update TODO

* Update script

* add nb

* Update

* pep8

* edit paths & pep8

* Fix knn auto paths

* add paths docs

* Add auto and cross knn paths

* Add new paths

* Simplify tpcf reading

* pep8 patch

* update readme

* Update progress

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* pep8

* Pep 8 and restructure

* add lambda spin

* add clump and halo

* add checks

* Edit halo profile fit

* Update gitignore

* backup script
2023-04-18 11:02:36 +02:00

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3.6 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.
"""A script to calculate overlap between two CSiBORG realisations."""
from argparse import ArgumentParser
from datetime import datetime
from os.path import join
import numpy
from scipy.ndimage import gaussian_filter
try:
import csiborgtools
except ModuleNotFoundError:
import sys
sys.path.append("../")
import csiborgtools
import utils
# Argument parser
parser = ArgumentParser()
parser.add_argument("--nsim0", type=int)
parser.add_argument("--nsimx", type=int)
parser.add_argument("--nmult", type=float)
parser.add_argument("--sigma", type=float)
args = parser.parse_args()
# File paths
paths = csiborgtools.read.CSiBORGPaths(**csiborgtools.paths_glamdring)
fout = join(utils.dumpdir, "overlap",
"cross_{}_{}.npz".format(args.nsim0, args.nsimx))
smooth_kwargs = {"sigma": args.sigma, "mode": "constant", "cval": 0.0}
overlapper = csiborgtools.match.ParticleOverlap()
# Load catalogues
print("{}: loading catalogues {} and {}."
.format(datetime.now(), args.nsim0, args.nsimx), flush=True)
cat0 = csiborgtools.read.ClumpsCatalogue(args.nsim0, paths)
catx = csiborgtools.read.ClumpsCatalogue(args.nsimx, paths)
print("{}: loading simulation {} and converting positions to cell numbers."
.format(datetime.now(), args.nsim0), flush=True)
with open(paths.initmatch_path(args.nsim0, "particles"), "rb") as f:
clumps0 = numpy.load(f, allow_pickle=True)
overlapper.clumps_pos2cell(clumps0)
print("{}: loading simulation {} and converting positions to cell numbers."
.format(datetime.now(), args.nsimx), flush=True)
with open(paths.initmatch_path(args.nsimx, "particles"), 'rb') as f:
clumpsx = numpy.load(f, allow_pickle=True)
overlapper.clumps_pos2cell(clumpsx)
print("{}: generating the background density fields.".format(datetime.now()),
flush=True)
delta_bckg = overlapper.make_bckg_delta(clumps0)
delta_bckg = overlapper.make_bckg_delta(clumpsx, delta=delta_bckg)
print("{}: crossing the simulations.".format(datetime.now()), flush=True)
matcher = csiborgtools.match.RealisationsMatcher()
ref_indxs, cross_indxs, match_indxs, ngp_overlap = matcher.cross(
cat0, catx, clumps0, clumpsx, delta_bckg)
print("{}: smoothing the background field.".format(datetime.now()), flush=True)
gaussian_filter(delta_bckg, output=delta_bckg, **smooth_kwargs)
print("{}: calculating smoothed overlaps.".format(datetime.now()), flush=True)
smoothed_overlap = matcher.smoothed_cross(clumps0, clumpsx, delta_bckg,
ref_indxs, cross_indxs, match_indxs,
smooth_kwargs)
# Dump the result
print("Saving results to `{}`.".format(fout), flush=True)
with open(fout, "wb") as f:
numpy.savez(fout, ref_indxs=ref_indxs, cross_indxs=cross_indxs,
match_indxs=match_indxs, ngp_overlap=ngp_overlap,
smoothed_overlap=smoothed_overlap, sigma=args.sigma)
print("All finished.", flush=True)