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LSST Data Management Base Package
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multiBandUtils.py
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1# This file is part of pipe_tasks.
2#
3# Developed for the LSST Data Management System.
4# This product includes software developed by the LSST Project
5# (https://www.lsst.org).
6# See the COPYRIGHT file at the top-level directory of this distribution
7# for details of code ownership.
8#
9# This program is free software: you can redistribute it and/or modify
10# it under the terms of the GNU General Public License as published by
11# the Free Software Foundation, either version 3 of the License, or
12# (at your option) any later version.
13#
14# This program is distributed in the hope that it will be useful,
15# but WITHOUT ANY WARRANTY; without even the implied warranty of
16# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
17# GNU General Public License for more details.
18#
19# You should have received a copy of the GNU General Public License
20# along with this program. If not, see <https://www.gnu.org/licenses/>.
21
22__all__ = ["CullPeaksConfig"]
23
24from lsst.pex.config import Config, RangeField
25
26
28 """Configuration for culling garbage peaks after merging footprints.
29
30 Peaks may also be culled after detection or during deblending; this configuration object
31 only deals with culling after merging Footprints.
32
33 These cuts are based on three quantities:
34 - nBands: the number of bands in which the peak was detected
35 - peakRank: the position of the peak within its family, sorted from brightest to faintest.
36 - peakRankNormalized: the peak rank divided by the total number of peaks in the family.
37
38 The formula that identifie peaks to cull is:
39
40 nBands < nBandsSufficient
41 AND (rank >= rankSufficient)
42 AND (rank >= rankConsider OR rank >= rankNormalizedConsider)
43
44 To disable peak culling, simply set nBandsSufficient=1.
45 """
46 nBandsSufficient = RangeField(dtype=int, default=2, min=1,
47 doc="Always keep peaks detected in this many bands")
48 rankSufficient = RangeField(dtype=int, default=20, min=1,
49 doc="Always keep this many peaks in each family")
50 rankConsidered = RangeField(dtype=int, default=30, min=1,
51 doc=("Keep peaks with less than this rank that also match the "
52 "rankNormalizedConsidered condition."))
53 rankNormalizedConsidered = RangeField(dtype=float, default=0.7, min=0.0,
54 doc=("Keep peaks with less than this normalized rank that"
55 " also match the rankConsidered condition."))