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LSST Data Management Base Package
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_statistics.cc
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1/*
2 * LSST Data Management System
3 * Copyright 2008-2016 AURA/LSST.
4 *
5 * This product includes software developed by the
6 * LSST Project (http://www.lsst.org/).
7 *
8 * This program is free software: you can redistribute it and/or modify
9 * it under the terms of the GNU General Public License as published by
10 * the Free Software Foundation, either version 3 of the License, or
11 * (at your option) any later version.
12 *
13 * This program is distributed in the hope that it will be useful,
14 * but WITHOUT ANY WARRANTY; without even the implied warranty of
15 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
16 * GNU General Public License for more details.
17 *
18 * You should have received a copy of the LSST License Statement and
19 * the GNU General Public License along with this program. If not,
20 * see <https://www.lsstcorp.org/LegalNotices/>.
21 */
22
23#include <pybind11/pybind11.h>
25#include <pybind11/stl.h>
26
28
29namespace py = pybind11;
30using namespace pybind11::literals;
31
32namespace lsst {
33namespace afw {
34namespace math {
35
36template <typename Pixel>
38 wrappers.wrap([](auto &mod) {
39 mod.def("makeStatistics",
40 (Statistics(*)(image::Image<Pixel> const &, image::Mask<image::MaskPixel> const &, int const,
42 "img"_a, "msk"_a, "flags"_a, "sctrl"_a = StatisticsControl());
43 mod.def("makeStatistics",
44 (Statistics(*)(image::MaskedImage<Pixel> const &, int const,
46 "mimg"_a, "flags"_a, "sctrl"_a = StatisticsControl());
47 mod.def("makeStatistics",
49 int const, StatisticsControl const &))makeStatistics<Pixel>,
50 "mimg"_a, "weights"_a, "flags"_a, "sctrl"_a = StatisticsControl());
51 mod.def("makeStatistics",
52 (Statistics(*)(image::Mask<image::MaskPixel> const &, int const, StatisticsControl const &))
53 makeStatistics, // this is not a template, just a regular overload
54 "msk"_a, "flags"_a, "sctrl"_a = StatisticsControl());
55 mod.def("makeStatistics",
56 (Statistics(*)(image::Image<Pixel> const &, int const,
58 "img"_a, "flags"_a, "sctrl"_a = StatisticsControl());
59 });
60}
61
62template <typename Pixel>
64 wrappers.wrap([](auto &mod) {
65 mod.def("makeStatistics",
66 (Statistics(*)(std::vector<Pixel> const &, int const,
68 "v"_a, "flags"_a, "sctrl"_a = StatisticsControl());
69 mod.def("makeStatistics",
70 (Statistics(*)(std::vector<Pixel> const &, std::vector<WeightPixel> const &, int const,
72 "v"_a, "vweights"_a, "flags"_a, "sctrl"_a = StatisticsControl());
73 });
74}
75
77 /* Module level */
78 wrappers.wrapType(py::enum_<Property>(wrappers.module, "Property", py::arithmetic()),
79 [](auto &mod, auto &enm) {
80 enm.value("NOTHING", Property::NOTHING);
81 enm.value("ERRORS", Property::ERRORS);
82 enm.value("NPOINT", Property::NPOINT);
83 enm.value("MEAN", Property::MEAN);
84 enm.value("STDEV", Property::STDEV);
85 enm.value("VARIANCE", Property::VARIANCE);
86 enm.value("MEDIAN", Property::MEDIAN);
87 enm.value("IQRANGE", Property::IQRANGE);
88 enm.value("MEANCLIP", Property::MEANCLIP);
89 enm.value("STDEVCLIP", Property::STDEVCLIP);
90 enm.value("VARIANCECLIP", Property::VARIANCECLIP);
91 enm.value("MIN", Property::MIN);
92 enm.value("MAX", Property::MAX);
93 enm.value("SUM", Property::SUM);
94 enm.value("MEANSQUARE", Property::MEANSQUARE);
95 enm.value("ORMASK", Property::ORMASK);
96 enm.value("NCLIPPED", Property::NCLIPPED);
97 enm.value("NMASKED", Property::NMASKED);
98 enm.export_values();
99 });
100
101 wrappers.wrap([](auto &mod) { mod.def("stringToStatisticsProperty", stringToStatisticsProperty); });
102
103 using PyClass = py::class_<StatisticsControl, std::shared_ptr<StatisticsControl>>;
104 auto control = wrappers.wrapType(PyClass(wrappers.module, "StatisticsControl"), [](auto &mod, auto &cls) {
105 cls.def(py::init<double, int, lsst::afw::image::MaskPixel, bool,
106 typename StatisticsControl::WeightsBoolean>(),
107 "numSigmaClip"_a = 3.0, "numIter"_a = 3, "andMask"_a = 0x0, "isNanSafe"_a = true,
108 "useWeights"_a = StatisticsControl::WEIGHTS_NONE);
109
110 cls.def("getMaskPropagationThreshold", &StatisticsControl::getMaskPropagationThreshold);
111 cls.def("setMaskPropagationThreshold", &StatisticsControl::setMaskPropagationThreshold);
112 cls.def("getNumSigmaClip", &StatisticsControl::getNumSigmaClip);
113 cls.def("getNumIter", &StatisticsControl::getNumIter);
114 cls.def("getAndMask", &StatisticsControl::getAndMask);
115 cls.def("getNoGoodPixelsMask", &StatisticsControl::getNoGoodPixelsMask);
116 cls.def("getNanSafe", &StatisticsControl::getNanSafe);
117 cls.def("getWeighted", &StatisticsControl::getWeighted);
118 cls.def("getWeightedIsSet", &StatisticsControl::getWeightedIsSet);
119 cls.def("getCalcErrorFromInputVariance", &StatisticsControl::getCalcErrorFromInputVariance);
120 cls.def("getCalcErrorMosaicMode", &StatisticsControl::getCalcErrorMosaicMode);
121 cls.def("setNumSigmaClip", &StatisticsControl::setNumSigmaClip);
122 cls.def("setNumIter", &StatisticsControl::setNumIter);
123 cls.def("setAndMask", &StatisticsControl::setAndMask);
124 cls.def("setNoGoodPixelsMask", &StatisticsControl::setNoGoodPixelsMask);
125 cls.def("setNanSafe", &StatisticsControl::setNanSafe);
126 cls.def("setWeighted", &StatisticsControl::setWeighted);
127 cls.def("setCalcErrorFromInputVariance", &StatisticsControl::setCalcErrorFromInputVariance);
128 cls.def("setCalcErrorMosaicMode", &StatisticsControl::setCalcErrorMosaicMode);
129 });
130
131 wrappers.wrapType(py::enum_<StatisticsControl::WeightsBoolean>(control, "WeightsBoolean"),
132 [](auto &mod, auto &enm) {
133 enm.value("WEIGHTS_FALSE", StatisticsControl::WeightsBoolean::WEIGHTS_FALSE);
134 enm.value("WEIGHTS_TRUE", StatisticsControl::WeightsBoolean::WEIGHTS_TRUE);
135 enm.value("WEIGHTS_NONE", StatisticsControl::WeightsBoolean::WEIGHTS_NONE);
136 enm.export_values();
137 });
138
139 wrappers.wrapType(py::class_<Statistics>(wrappers.module, "Statistics"), [](auto &mod, auto &cls) {
140 cls.def("getResult", &Statistics::getResult, "prop"_a = Property::NOTHING);
141 cls.def("getError", &Statistics::getError, "prop"_a = Property::NOTHING);
142 cls.def("getValue", &Statistics::getValue, "prop"_a = Property::NOTHING);
143 cls.def("getOrMask", &Statistics::getOrMask);
144 });
145}
147 wrappers.addSignatureDependency("lsst.afw.image");
148 declareStatistics(wrappers);
151 declareStatistics<float>(wrappers);
152 declareStatistics<int>(wrappers);
153 // Declare vector overloads separately to prevent casting errors
154 // that otherwise (mysteriously) occur when overloads are tried
155 // in order.
160}
161} // namespace math
162} // namespace afw
163} // namespace lsst
A class to represent a 2-dimensional array of pixels.
Definition Image.h:51
Represent a 2-dimensional array of bitmask pixels.
Definition Mask.h:82
A class to manipulate images, masks, and variance as a single object.
Definition MaskedImage.h:74
Pass parameters to a Statistics object.
Definition Statistics.h:83
A class to evaluate image statistics.
Definition Statistics.h:222
A helper class for subdividing pybind11 module across multiple translation units (i....
Definition python.h:242
void addSignatureDependency(std::string const &name)
Indicate an external module that provides a type used in function/method signatures.
Definition python.h:357
void wrap(WrapperCallback function)
Add a set of wrappers without defining a class.
Definition python.h:369
PyType wrapType(PyType cls, ClassWrapperCallback function, bool setModuleName=true)
Add a type (class or enum) wrapper, deferring method and other attribute definitions until finish() i...
Definition python.h:391
pybind11::module module
The module object passed to the PYBIND11_MODULE block that contains this WrapperCollection.
Definition python.h:448
void declareStatistics(lsst::cpputils::python::WrapperCollection &wrappers)
py::class_< PixelAreaBoundedField, std::shared_ptr< PixelAreaBoundedField >, BoundedField > PyClass
Statistics makeStatistics(lsst::afw::image::Image< Pixel > const &img, lsst::afw::image::Mask< image::MaskPixel > const &msk, int const flags, StatisticsControl const &sctrl=StatisticsControl())
Handle a watered-down front-end to the constructor (no variance)
Definition Statistics.h:361
Property stringToStatisticsProperty(std::string const property)
Conversion function to switch a string to a Property (see Statistics.h)
void wrapStatistics(lsst::cpputils::python::WrapperCollection &)
void declareStatisticsVectorOverloads(lsst::cpputils::python::WrapperCollection &wrappers)