LSST Applications 27.0.0,g0265f82a02+469cd937ee,g02d81e74bb+21ad69e7e1,g1470d8bcf6+cbe83ee85a,g2079a07aa2+e67c6346a6,g212a7c68fe+04a9158687,g2305ad1205+94392ce272,g295015adf3+81dd352a9d,g2bbee38e9b+469cd937ee,g337abbeb29+469cd937ee,g3939d97d7f+72a9f7b576,g487adcacf7+71499e7cba,g50ff169b8f+5929b3527e,g52b1c1532d+a6fc98d2e7,g591dd9f2cf+df404f777f,g5a732f18d5+be83d3ecdb,g64a986408d+21ad69e7e1,g858d7b2824+21ad69e7e1,g8a8a8dda67+a6fc98d2e7,g99cad8db69+f62e5b0af5,g9ddcbc5298+d4bad12328,ga1e77700b3+9c366c4306,ga8c6da7877+71e4819109,gb0e22166c9+25ba2f69a1,gb6a65358fc+469cd937ee,gbb8dafda3b+69d3c0e320,gc07e1c2157+a98bf949bb,gc120e1dc64+615ec43309,gc28159a63d+469cd937ee,gcf0d15dbbd+72a9f7b576,gdaeeff99f8+a38ce5ea23,ge6526c86ff+3a7c1ac5f1,ge79ae78c31+469cd937ee,gee10cc3b42+a6fc98d2e7,gf1cff7945b+21ad69e7e1,gfbcc870c63+9a11dc8c8f
LSST Data Management Base Package
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PsfexPsf.cc
Go to the documentation of this file.
1// -*- LSST-C++ -*-
2
3/*
4 * LSST Data Management System
5 * Copyright 2008, 2009, 2010 LSST Corporation.
6 *
7 * This product includes software developed by the
8 * LSST Project (http://www.lsst.org/).
9 *
10 * This program is free software: you can redistribute it and/or modify
11 * it under the terms of the GNU General Public License as published by
12 * the Free Software Foundation, either version 3 of the License, or
13 * (at your option) any later version.
14 *
15 * This program is distributed in the hope that it will be useful,
16 * but WITHOUT ANY WARRANTY; without even the implied warranty of
17 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
18 * GNU General Public License for more details.
19 *
20 * You should have received a copy of the LSST License Statement and
21 * the GNU General Public License along with this program. If not,
22 * see <http://www.lsstcorp.org/LegalNotices/>.
23 */
24
30#include <cmath>
31#include <cassert>
32#include <numeric>
33#include <memory>
34
35#include "lsst/base.h"
36#include "lsst/pex/exceptions.h"
40extern "C" {
41#include "vignet.h"
42}
46
47namespace lsst {
48namespace afw {
49namespace table {
50namespace io {
51
54
55} // namespace io
56} // namespace table
57} // namespace afw
58namespace meas {
59namespace extensions {
60namespace psfex {
61
62namespace afw = lsst::afw;
63
64PsfexPsf::PsfexPsf(
65 lsst::meas::extensions::psfex::Psf const& psf,
67 ) : ImagePsf(), _averagePosition(averagePosition),
68 _size(psf.impl->dim),
69 _comp(psf.impl->npix),
70 _context(psf.impl->poly->ndim)
71
72{
73 _poly = poly_copy(psf.impl->poly);
74
75 _pixstep = psf.impl->pixstep;
76
77 std::copy(psf.impl->size, psf.impl->size + psf.impl->dim, _size.begin());
78
79 std::copy(psf.impl->comp, psf.impl->comp + psf.impl->npix, _comp.begin());
80
81 for (int i = 0; i != psf.impl->poly->ndim; ++i) {
82 _context[i].first = psf.impl->contextoffset[i];
83 _context[i].second = psf.impl->contextscale[i];
84 }
85}
86
87 PsfexPsf::PsfexPsf() : ImagePsf(),
88 _averagePosition(geom::Point2I(0, 0)),
89 _poly(0),
90 _pixstep(0.0),
91 _size(),
92 _comp(),
93 _context()
94{
95 ;
96}
97
99{
100 poly_end(_poly);
101}
102
105 return std::make_shared<PsfexPsf>(*this);
106}
107
109PsfexPsf::resized(int width, int height) const {
110 throw LSST_EXCEPT(pex::exceptions::LogicError, "Not Implemented");
111}
112
115{
116 double pos[MAXCONTEXT];
117 int const ndim = _context.size();
118 if (ndim != 2) { // we're only handling spatial variation for now
120 str(boost::format("Only spatial variation (ndim == 2) is supported; saw %d")
121 % ndim));
122
123 }
124 // where we want to evaluate the basis function's weights
125 if (!std::isfinite(position[0])) {
126 position = _averagePosition;
127 }
128
129 for (int i = 0; i < ndim; ++i) {
130 pos[i] = (position[i] - _context[i].first)/_context[i].second;
131 }
132
133 poly_func(_poly, pos); // evaluate polynomial
134
135 int const w = _size[0], h = _size[1];
136 std::vector<float> fullresIm(w*h); // accumulate full-resolution image into this buffer
137 /*
138 * Create a fixed Kernel out of each component, and then create a LinearCombinationKernel from them
139 */
140 const int nbasis = _size.size() > 2 ? _size[2] : 1; // number of basis functions
141 afw::math::KernelList kernels; kernels.reserve(nbasis); // the insides of the LinearCombinationKernel
142 std::vector<double> weights; weights.reserve(nbasis);
143
144 float const vigstep = 1/_pixstep;
145 float const dx = 0.0, dy = 0.0;
146
147 geom::Box2I bbox = _doComputeBBox(position, geom::Point2D(0, 0));
148 afw::detection::Psf::Image kim(bbox); // a basis function image, to be copied into a FixedKernel
149
150 int sampleW = bbox.getWidth();
151 int sampleH = bbox.getHeight();
152
153 std::vector<float> sampledBasis(sampleW*sampleH);
154
155 for (int i = 0; i != nbasis; ++i) {
156 /*
157 * Resample the basis function onto the output resolution (and potentially subpixel offset)
158 */
159 vignet_resample(const_cast<float *>(&_comp[i*w*h]), w, h,
160 &sampledBasis[0], sampleW, sampleH,
161 -dx*vigstep, -dy*vigstep, vigstep, 1.0);
162 //
163 // And copy it into place
164 //
165 {
166 float *pl = &sampledBasis[0];
167 for (int y = 0; y != sampleH; ++y) {
168 for (int x = 0; x != sampleW; ++x) {
169 kim(x, y) = *pl++;
170 }
171 }
172 }
173
174 kernels.push_back(std::make_shared<afw::math::FixedKernel>(kim));
175 weights.push_back(_poly->basis[i]);
176 }
177
178 _kernel = std::make_shared<afw::math::LinearCombinationKernel>(kernels, weights);
179
180 return _kernel;
181}
182
185 afw::image::Color const & color) const {
186 return _doComputeImage(position, color, position);
187}
188
191 afw::image::Color const& color) const
192{
193 return _doComputeImage(position, color, geom::Point2D(0, 0));
194}
195
197 afw::image::Color const & color) const {
198 return _doComputeBBox(position, geom::Point2D(0, 0));
199}
200
201geom::Box2I PsfexPsf::_doComputeBBox(geom::Point2D const & position,
202 geom::Point2D const & center) const {
203 int const w = _size[0], h = _size[1];
204 int sampleW = static_cast<int>(w*_pixstep);
205 int sampleH = static_cast<int>(h*_pixstep);
206
207 // Ensure that sizes are odd
208 if (sampleW % 2 == 0) sampleW += 1;
209 if (sampleH % 2 == 0) sampleH += 1;
210
211 float dx = center[0] - static_cast<int>(center[0]);
212 float dy = center[1] - static_cast<int>(center[1]);
213
214 if (dx > 0.5) dx -= 1.0;
215 if (dy > 0.5) dy -= 1.0;
216 // N.b. center[0] - dx == (int)center[x] until we reduced dx to (-0.5, 0.5].
217 // The + 0.5 is to handle floating point imprecision in this calculation
218 geom::Box2I bbox(geom::Point2I(static_cast<int>(center[0] - dx + 0.5) - sampleW/2,
219 static_cast<int>(center[1] - dy + 0.5) - sampleH/2),
220 geom::Extent2I(sampleW, sampleH));
221 return bbox;
222}
223
226 afw::image::Color const& color,
227 geom::Point2D const& center
228 ) const
229{
230 double pos[MAXCONTEXT];
231 int const ndim = _context.size();
232 if (ndim != 2) { // we're only handling spatial variation for now
234 str(boost::format("Only spatial variation (ndim == 2) is supported; saw %d")
235 % ndim));
236
237 }
238
239 for (int i = 0; i < ndim; ++i) {
240 pos[i] = (position[i] - _context[i].first)/_context[i].second;
241 }
242
243 poly_func(_poly, pos); // evaluate polynomial
244
245 int const w = _size[0], h = _size[1];
246 std::vector<float> fullresIm(w*h); // accumulate full-resolution image into this buffer
247 const int nbasis = _size.size() > 2 ? _size[2] : 1; // number of basis functions
248
249 /* Sum each component */
250 int const npix = w*h;
251 for (int i = 0; i != nbasis; ++i) {
252 float *pl = &fullresIm[0];
253 float const fac = _poly->basis[i];
254 float const *ppc = &_comp[i*w*h];
255
256 for (int j = 0; j != npix; ++j) {
257 pl[j] += fac*ppc[j];
258 }
259 }
260 /*
261 * We now have the image reconstructed at internal resolution; resample it onto the output resolution
262 * and subpixel offset
263 */
264 float const vigstep = 1/_pixstep;
265 float dx = center[0] - static_cast<int>(center[0]);
266 float dy = center[1] - static_cast<int>(center[1]);
267 if (dx > 0.5) dx -= 1.0;
268 if (dy > 0.5) dy -= 1.0;
269 //
270 // And copy it into place
271 //
272 geom::Box2I bbox = _doComputeBBox(position, center);
273 std::shared_ptr<afw::detection::Psf::Image> im = std::make_shared<afw::detection::Psf::Image>(bbox);
274
275 int sampleW = bbox.getWidth();
276 int sampleH = bbox.getHeight();
277
278 std::vector<float> sampledIm(sampleW*sampleH);
279
280 vignet_resample(&fullresIm[0], w, h,
281 &sampledIm[0], sampleW, sampleH,
282 -dx*vigstep, -dy*vigstep, vigstep, 1.0);
283 {
284 float *pl = &sampledIm[0];
285 float const sum = std::accumulate(pl, pl + sampleW*sampleH, static_cast<float>(0));
286 for (int y = 0; y != sampleH; ++y) {
287 for (int x = 0; x != sampleW; ++x) {
288 (*im)(x, y) = *pl++/sum;
289 }
290 }
291 }
292
293 return im;
294}
295
296/************************************************************************************************************/
297/*
298 * All the rest of this file handles persistence to FITS files
299 */
300namespace table = afw::table;
301
302namespace {
303
304class PsfexPsfSchema1 {
305public:
306 PsfexPsfSchema1() :
307 schema(),
308 ndim(schema.addField<int>("ndim", "Number of elements in group")),
309 ngroup(schema.addField<int>("ngroup", "Number of elements in degree")),
310 ncoeff(schema.addField<int>("ncoeff", "Number of coefficients")),
311
312 _size_size(schema.addField<int>("_size_size", "Size of _size array")),
313 _comp_size(schema.addField<int>("_comp_size", "Size of _comp array")),
314 _context_size(schema.addField<int>("_context_size", "Size of _context array")),
315 // Other scalars
316 averagePosition(afw::table::PointKey<double>::addFields(schema,"averagePosition","average position of stars used to make the PSF","pixel")),
317 _pixstep(schema.addField<float>("_pixstep", "oversampling", "pixel"))
318 {
319 ;
320 }
321
322 table::Schema schema;
323
324 // Sizes in _poly
325 table::Key<int> ndim;
326 table::Key<int> ngroup;
327 table::Key<int> ncoeff;
328 // Sizes of vectors
329 table::Key<int> _size_size;
330 table::Key<int> _comp_size;
331 table::Key<int> _context_size;
332 // Other scalars
333 table::PointKey<double> averagePosition;
334 table::Key<float> _pixstep;
335};
336
337class PsfexPsfSchema2 {
338public:
339 PsfexPsfSchema2(int const ndim, int const ngroup, int const ncoeff,
340 int size_size, int comp_size, int context_size) :
341
342 schema(),
343 group(schema.addField<table::Array<int> >("group", "Groups (of coefficients?)", ndim)),
344 degree(schema.addField<table::Array<int> >("degree", "Degree in each group", ngroup)),
345 basis(schema.addField<table::Array<double> >("basis", "Values of the basis functions", ncoeff)),
346 coeff(schema.addField<table::Array<double> >("coeff", "Polynomial coefficients", ncoeff)),
347 _size(schema.addField<table::Array<int> >("_size", "PSF dimensions", size_size)),
348 _comp(schema.addField<table::Array<float> >("_comp", "Complete pixel data", comp_size)),
349 _context_first( schema.addField<table::Array<double> >("_context_first",
350 "Offset to apply to context data", context_size)),
351 _context_second(schema.addField<table::Array<double> >("_context_second",
352 "Scale to apply to context data", context_size))
353 {
354 ;
355 }
356
357 table::Schema schema;
358 // _poly
359 table::Key<table::Array<int> > group; // len(group) == ndim
360 table::Key<table::Array<int> > degree; // len(degree) == ngroup
361 table::Key<table::Array<double> > basis; // len(basis) == ncoeff
362 table::Key<table::Array<double> > coeff; // len(coeff) == ncoeff
363 // vectors
364 table::Key<table::Array<int> > _size;
365 table::Key<table::Array<float> > _comp;
366 table::Key<table::Array<double> > _context_first;
367 table::Key<table::Array<double> > _context_second;
368};
369
370std::string getPsfexPsfPersistenceName() { return "PsfexPsf"; }
371
372} // anonymous
373
374/************************************************************************************************************/
375
376namespace detail { // PsfexPsfFactory needs to be a friend of PsfexPsf
377class PsfexPsfFactory : public table::io::PersistableFactory {
378public:
379
381read(InputArchive const & archive, CatalogVector const & catalogs) const {
382 LSST_ARCHIVE_ASSERT(catalogs.size() == 2u);
383
385
386 int ndim, ngroup, ncoeff;
387 int size_size, comp_size, context_size;
388 {
389 PsfexPsfSchema1 const & keys = PsfexPsfSchema1();
390 LSST_ARCHIVE_ASSERT(catalogs[0].size() == 1u);
391 LSST_ARCHIVE_ASSERT(catalogs[0].getSchema() == keys.schema);
392 table::BaseRecord const & record = catalogs[0].front();
393
394 // fields in _poly
395 ndim = record.get(keys.ndim);
396 ngroup = record.get(keys.ngroup);
397 ncoeff = record.get(keys.ncoeff);
398 // Other scalars
399 result->_averagePosition = record.get(keys.averagePosition);
400 result->_pixstep = record.get(keys._pixstep);
401 // sizes of vectors
402 size_size = record.get(keys._size_size);
403 comp_size = record.get(keys._comp_size);
404 context_size = record.get(keys._context_size);
405 }
406 // Now we can read the data
407 {
408 PsfexPsfSchema2 const keys(ndim, ngroup, ncoeff,
409 size_size, comp_size, context_size);
410
411 LSST_ARCHIVE_ASSERT(catalogs[1].size() == 1u);
412 LSST_ARCHIVE_ASSERT(catalogs[1].getSchema() == keys.schema);
413 table::BaseRecord const & record = catalogs[1].front();
414
415 // _poly
417 {
418 int const *begin = record.getElement(keys.group);
419 group.assign(begin, begin + ndim);
420
421 for (int i = 0; i != ndim; ++i) {
422 ++group[i]; // poly_init subtracts 1 from each element. Sigh.
423 }
424 }
426 {
427 int const *begin = record.getElement(keys.degree);
428 degree.assign(begin, begin + ngroup);
429 }
430 result->_poly = poly_init(&group[0], group.size(), &degree[0], degree.size());
431 LSST_ARCHIVE_ASSERT(result->_poly->ncoeff == ncoeff);
432
433 {
434 double const *begin = record.getElement(keys.basis);
435 std::copy(begin, begin + ncoeff, result->_poly->basis);
436 }
437 {
438 double const *begin = record.getElement(keys.coeff);
439 std::copy(begin, begin + ncoeff, result->_poly->coeff);
440 }
441 // vectors
442 {
443 int const *begin = record.getElement(keys._size);
444 result->_size.assign(begin, begin + size_size);
445 }
446 {
447 float const *begin = record.getElement(keys._comp);
448 result->_comp.assign(begin, begin + comp_size);
449 }
450 {
451 double const *begin1 = record.getElement(keys._context_first);
452 double const *begin2 = record.getElement(keys._context_second);
453 result->_context.resize(context_size);
454 for (int i = 0; i != context_size; ++i) {
455 result->_context[i].first = begin1[i];
456 result->_context[i].second = begin2[i];
457 }
458 }
459 }
460
461 return result;
462}
463
464explicit PsfexPsfFactory(std::string const & name) : table::io::PersistableFactory(name) {}
465
466};
467}
468
469namespace {
470 detail::PsfexPsfFactory registration(getPsfexPsfPersistenceName());
471}
472
473/************************************************************************************************************/
474
475std::string PsfexPsf::getPythonModule() const { return "lsst.meas.extensions.psfex"; }
476
477std::string PsfexPsf::getPersistenceName() const { return getPsfexPsfPersistenceName(); }
478
480 // First write the dimensions of the various arrays to an HDU, so we can construct the second
481 // HDU using them when we read the Psf back
482 {
483 PsfexPsfSchema1 const keys;
484 afw::table::BaseCatalog cat = handle.makeCatalog(keys.schema);
486
487 // Sizes in _poly
488 record->set(keys.ndim, _poly->ndim);
489 record->set(keys.ngroup, _poly->ngroup);
490 record->set(keys.ncoeff, _poly->ncoeff);
491 // Other scalars
492 record->set(keys.averagePosition, _averagePosition);
493 record->set(keys._pixstep, _pixstep);
494 record->set(keys._size_size, _size.size());
495 record->set(keys._comp_size, _comp.size());
496 record->set(keys._context_size, _context.size());
497
498 handle.saveCatalog(cat);
499 }
500 // Now we can write the data
501 {
502 PsfexPsfSchema2 const keys(_poly->ndim, _poly->ngroup, _poly->ncoeff,
503 _size.size(), _comp.size(), _context.size());
504 afw::table::BaseCatalog cat = handle.makeCatalog(keys.schema);
505 // _poly
507 {
508 int *begin = record->getElement(keys.group);
509 std::copy(_poly->group, _poly->group + _poly->ndim, begin);
510 }
511 {
512 int *begin = record->getElement(keys.degree);
513 std::copy(_poly->degree, _poly->degree + _poly->ngroup, begin);
514 }
515 {
516 double *begin = record->getElement(keys.basis);
517 std::copy(_poly->basis, _poly->basis + _poly->ncoeff, begin);
518 }
519 {
520 double *begin = record->getElement(keys.coeff);
521 std::copy(_poly->coeff, _poly->coeff + _poly->ncoeff, begin);
522 }
523 // vectors
524 {
525 int *begin = record->getElement(keys._size);
526 std::copy(_size.begin(), _size.end(), begin);
527 }
528 {
529 float *begin = record->getElement(keys._comp);
530 std::copy(_comp.begin(), _comp.end(), begin);
531 }
532 {
533 double *begin1 = record->getElement(keys._context_first);
534 double *begin2 = record->getElement(keys._context_second);
535 for (unsigned int i = 0; i != _context.size(); ++i) {
536 begin1[i] = _context[i].first;
537 begin2[i] = _context[i].second;
538 }
539 }
540
541 handle.saveCatalog(cat);
542 }
543}
544
545}}}}
py::object result
Definition _schema.cc:429
AmpInfoBoxKey bbox
Definition Amplifier.cc:117
#define LSST_EXCEPT(type,...)
Create an exception with a given type.
Definition Exception.h:48
Utilities for persisting KernelPsf and subclasses thereof.
int y
Definition SpanSet.cc:48
T accumulate(T... args)
#define LSST_ARCHIVE_ASSERT(EXPR)
An assertion macro used to validate the structure of an InputArchive.
Definition Persistable.h:48
table::Schema schema
Definition python.h:134
Basic LSST definitions.
T begin(T... args)
Describe the colour of a source.
Definition Color.h:25
Base class for all records.
Definition BaseRecord.h:31
Field< T >::Value get(Key< T > const &key) const
Return the value of a field for the given key.
Definition BaseRecord.h:151
Field< T >::Element * getElement(Key< T > const &key)
Return a pointer to the underlying elements of a field (non-const).
Definition BaseRecord.h:93
std::shared_ptr< RecordT > addNew()
Create a new record, add it to the end of the catalog, and return a pointer to it.
Definition Catalog.h:489
An object passed to Persistable::write to allow it to persist itself.
void saveCatalog(BaseCatalog const &catalog)
Save a catalog in the archive.
BaseCatalog makeCatalog(Schema const &schema)
Return a new, empty catalog with the given schema.
static std::shared_ptr< T > dynamicCast(std::shared_ptr< Persistable > const &ptr)
Dynamically cast a shared_ptr.
An integer coordinate rectangle.
Definition Box.h:55
Represent a PSF as a linear combination of PSFEX (== Karhunen-Loeve) basis functions.
Definition PsfexPsf.h:40
std::shared_ptr< lsst::afw::math::LinearCombinationKernel const > getKernel(lsst::geom::Point2D=lsst::geom::Point2D(std::numeric_limits< double >::quiet_NaN())) const
Return the PSF's basis functions as a spatially-invariant LinearCombinationKernel with unit weights.
Definition PsfexPsf.cc:114
void write(lsst::afw::table::io::OutputArchiveHandle &handle) const override
Write the object to one or more catalogs.
Definition PsfexPsf.cc:479
lsst::geom::Box2I doComputeBBox(lsst::geom::Point2D const &position, lsst::afw::image::Color const &color) const override
Compute the bbox of the kernel image at the specified position/color.
Definition PsfexPsf.cc:196
std::shared_ptr< lsst::afw::detection::Psf::Image > doComputeImage(lsst::geom::Point2D const &position, lsst::afw::image::Color const &color) const override
Compute an image of the Psf at the specified position/colour, at pixel position in the output image.
Definition PsfexPsf.cc:184
std::shared_ptr< lsst::afw::detection::Psf > clone() const override
Polymorphic deep copy; should usually be unnecessary as Psfs are immutable.x.
Definition PsfexPsf.cc:104
virtual std::shared_ptr< lsst::afw::detection::Psf::Image > _doComputeImage(lsst::geom::Point2D const &position, lsst::afw::image::Color const &color, lsst::geom::Point2D const &center) const
Compute an image of the Psf at the specified position/colour, at pixel position in the output image.
Definition PsfexPsf.cc:225
std::shared_ptr< lsst::afw::detection::Psf::Image > doComputeKernelImage(lsst::geom::Point2D const &position, lsst::afw::image::Color const &color) const override
Compute an image of the Psf at the specified position/colour, at pixel (0.0, 0.0) in the output image...
Definition PsfexPsf.cc:190
std::string getPersistenceName() const override
Name used in table persistence.
Definition PsfexPsf.cc:477
std::shared_ptr< afw::detection::Psf > resized(int width, int height) const override
Return a clone with specified kernel dimensions.
Definition PsfexPsf.cc:109
std::string getPythonModule() const override
The python module name (for use in table persistence)
Definition PsfexPsf.cc:475
virtual std::shared_ptr< table::io::Persistable > read(InputArchive const &archive, CatalogVector const &catalogs) const
Definition PsfexPsf.cc:381
Reports invalid arguments.
Definition Runtime.h:66
Reports errors in the logical structure of the program.
Definition Runtime.h:46
T copy(T... args)
T end(T... args)
T isfinite(T... args)
Low-level polynomials (including special polynomials) in C++.
T push_back(T... args)
T reserve(T... args)
T size(T... args)
afw::table::PointKey< double > averagePosition
Definition CoaddPsf.cc:353
double w
Definition CoaddPsf.cc:69
table::Key< int > ncoeff
Definition PsfexPsf.cc:327
table::Key< int > _context_size
Definition PsfexPsf.cc:331
table::Key< int > ndim
Definition PsfexPsf.cc:325
table::Key< int > ngroup
Definition PsfexPsf.cc:326
table::Key< table::Array< int > > degree
Definition PsfexPsf.cc:360
table::Key< table::Array< float > > _comp
Definition PsfexPsf.cc:365
table::Key< float > _pixstep
Definition PsfexPsf.cc:334
table::Key< table::Array< double > > _context_first
Definition PsfexPsf.cc:366
table::Key< table::Array< double > > coeff
Definition PsfexPsf.cc:362
table::Key< table::Array< double > > basis
Definition PsfexPsf.cc:361
table::Key< table::Array< double > > _context_second
Definition PsfexPsf.cc:367
table::Key< table::Array< int > > group
Definition PsfexPsf.cc:359
table::Key< int > _comp_size
Definition PsfexPsf.cc:330
table::Key< int > _size_size
Definition PsfexPsf.cc:329