osb/source/core/StarMultiArrayInterpolator.hpp

537 lines
18 KiB
C++
Raw Permalink Normal View History

#pragma once
2023-06-20 04:33:09 +00:00
#include "StarMultiArray.hpp"
#include "StarInterpolation.hpp"
namespace Star {
template <typename MultiArrayT, typename PositionT>
struct MultiArrayInterpolator2 {
typedef MultiArrayT MultiArray;
typedef PositionT Position;
typedef typename MultiArray::Element Element;
static size_t const Rank = MultiArray::Rank;
typedef Array<size_t, Rank> IndexList;
typedef Array<size_t, Rank> SizeList;
typedef Array<Position, Rank> PositionList;
typedef Array<Position, 2> WeightList;
typedef std::function<WeightList(Position)> WeightFunction;
WeightFunction weightFunction;
BoundMode boundMode;
MultiArrayInterpolator2(WeightFunction wf, BoundMode b = BoundMode::Clamp)
: weightFunction(wf), boundMode(b) {}
Element interpolate(MultiArray const& array, PositionList const& coord) const {
IndexList imin;
IndexList imax;
PositionList offset;
for (size_t i = 0; i < Rank; ++i) {
auto binfo = getBound2(coord[i], array.size(i), boundMode);
imin[i] = binfo.i0;
imax[i] = binfo.i1;
offset[i] = binfo.offset;
}
return interpolateSub(array, imin, imax, offset, IndexList(), 0);
}
Element interpolateSub(
MultiArray const& array,
IndexList const& imin, IndexList const& imax,
PositionList const& offset, IndexList const& index,
size_t const dim) const {
IndexList minIndex = index;
IndexList maxIndex = index;
minIndex[dim] = imin[dim];
maxIndex[dim] = imax[dim];
WeightList weights = weightFunction(offset[dim]);
if (dim == Rank - 1) {
return weights[0] * array(minIndex) + weights[1] * array(maxIndex);
} else {
return
weights[0] * interpolateSub(array, imin, imax, offset, minIndex, dim+1) +
weights[1] * interpolateSub(array, imin, imax, offset, maxIndex, dim+1);
}
}
};
template <typename MultiArrayT, typename PositionT>
struct MultiArrayInterpolator4 {
typedef MultiArrayT MultiArray;
typedef PositionT Position;
typedef typename MultiArray::Element Element;
static size_t const Rank = MultiArray::Rank;
typedef Array<size_t, Rank> IndexList;
typedef Array<size_t, Rank> SizeList;
typedef Array<Position, Rank> PositionList;
typedef Array<Position, 4> WeightList;
typedef std::function<WeightList(Position)> WeightFunction;
WeightFunction weightFunction;
BoundMode boundMode;
MultiArrayInterpolator4(WeightFunction wf, BoundMode b = BoundMode::Clamp)
: weightFunction(wf), boundMode(b) {}
Element interpolate(MultiArray const& array, PositionList const& coord) const {
IndexList index0;
IndexList index1;
IndexList index2;
IndexList index3;
PositionList offset;
for (size_t i = 0; i < Rank; ++i) {
auto bound = getBound4(coord[i], array.size(i), boundMode);
index0[i] = bound.i0;
index1[i] = bound.i1;
index2[i] = bound.i2;
index3[i] = bound.i3;
offset[i] = bound.offset;
}
return interpolateSub(array, index0, index1, index2, index3, offset, IndexList(), 0);
}
Element interpolateSub(
MultiArray const& array,
IndexList const& i0, IndexList const& i1,
IndexList const& i2, IndexList const& i3,
PositionList const& offset, IndexList const& index,
size_t const dim) const {
IndexList index0 = index;
IndexList index1 = index;
IndexList index2 = index;
IndexList index3 = index;
index0[dim] = i0[dim];
index1[dim] = i1[dim];
index2[dim] = i2[dim];
index3[dim] = i3[dim];
WeightList weights = weightFunction(offset[dim]);
if (dim == Rank - 1) {
return
weights[0] * array(index0) +
weights[1] * array(index1) +
weights[2] * array(index2) +
weights[3] * array(index3);
} else {
return
weights[0] * interpolateSub(array, i0, i1, i2, i3, offset, index0, dim+1) +
weights[1] * interpolateSub(array, i0, i1, i2, i3, offset, index1, dim+1) +
weights[2] * interpolateSub(array, i0, i1, i2, i3, offset, index2, dim+1) +
weights[3] * interpolateSub(array, i0, i1, i2, i3, offset, index3, dim+1);
}
}
};
template <typename MultiArrayT, typename PositionT>
struct MultiArrayPiecewiseInterpolator {
typedef MultiArrayT MultiArray;
typedef PositionT Position;
typedef typename MultiArray::Element Element;
static size_t const Rank = MultiArray::Rank;
typedef Array<size_t, Rank> IndexList;
typedef Array<size_t, Rank> SizeList;
typedef Array<Position, Rank> PositionList;
typedef Array<Position, 2> WeightList;
typedef std::function<WeightList(Position)> WeightFunction;
struct PiecewiseRange {
size_t dim;
Position offset;
bool operator<(PiecewiseRange const& pr) const {
return pr.offset < offset;
}
};
typedef Array<PiecewiseRange, Rank> PiecewiseRangeList;
WeightFunction weightFunction;
BoundMode boundMode;
MultiArrayPiecewiseInterpolator(WeightFunction wf, BoundMode b = BoundMode::Clamp)
: weightFunction(wf), boundMode(b) {}
// O(n) for n-dimensions.
Element interpolate(MultiArray const& array, PositionList const& coord) const {
PiecewiseRangeList piecewiseRangeList;
IndexList minIndex;
IndexList maxIndex;
for (size_t i = 0; i < Rank; ++i) {
PiecewiseRange range;
range.dim = i;
auto bound = getBound2(coord[i], array.size(i), boundMode);
minIndex[i] = bound.i0;
maxIndex[i] = bound.i1;
range.offset = bound.offset;
piecewiseRangeList[i] = range;
}
std::sort(piecewiseRangeList.begin(), piecewiseRangeList.end());
IndexList location = minIndex;
Element result = array(location);
Element last = result;
Element current;
for (size_t i = 0; i < Rank; ++i) {
auto const& pr = piecewiseRangeList[i];
location[pr.dim] = maxIndex[pr.dim];
current = array(location);
WeightList weights = weightFunction(pr.offset);
result += last * (weights[0] - 1) + current * weights[1];
last = current;
}
return result;
}
};
// Template specializations for Rank 2
template <typename ElementT, typename PositionT>
struct MultiArrayInterpolator2<MultiArray<ElementT, 2>, PositionT> {
typedef Star::MultiArray<ElementT, 2> MultiArray;
typedef PositionT Position;
typedef typename MultiArray::Element Element;
static size_t const Rank = 2;
typedef Array<size_t, Rank> IndexList;
typedef Array<size_t, Rank> SizeList;
typedef Array<Position, Rank> PositionList;
typedef Array<Position, 2> WeightList;
typedef std::function<WeightList(Position)> WeightFunction;
WeightFunction weightFunction;
BoundMode boundMode;
MultiArrayInterpolator2(WeightFunction wf, BoundMode b = BoundMode::Clamp)
: weightFunction(wf), boundMode(b) {}
Element interpolate(MultiArray const& array, PositionList const& coord) const {
IndexList imin;
IndexList imax;
PositionList offset;
for (size_t i = 0; i < Rank; ++i) {
auto bound = getBound2(coord[i], array.size(i), boundMode);
imin[i] = bound.i0;
imax[i] = bound.i1;
offset[i] = bound.offset;
}
WeightList xweights = weightFunction(offset[0]);
WeightList yweights = weightFunction(offset[1]);
return
xweights[0] * (yweights[0] * array(imin[0], imin[1]) + yweights[1] * array(imin[0], imax[1])) +
xweights[1] * (yweights[0] * array(imax[0], imin[1]) + yweights[1] * array(imax[0], imax[1]));
}
};
template <typename ElementT, typename PositionT>
struct MultiArrayInterpolator4<MultiArray<ElementT, 2>, PositionT> {
typedef Star::MultiArray<ElementT, 2> MultiArray;
typedef PositionT Position;
typedef typename MultiArray::Element Element;
static size_t const Rank = 2;
typedef Array<size_t, Rank> IndexList;
typedef Array<size_t, Rank> SizeList;
typedef Array<Position, Rank> PositionList;
typedef Array<Position, 4> WeightList;
typedef std::function<WeightList(Position)> WeightFunction;
WeightFunction weightFunction;
BoundMode boundMode;
MultiArrayInterpolator4(WeightFunction wf, BoundMode b = BoundMode::Clamp)
: weightFunction(wf), boundMode(b) {}
Element interpolate(MultiArray const& array, PositionList const& coord) const {
IndexList index0;
IndexList index1;
IndexList index2;
IndexList index3;
PositionList offset;
for (size_t i = 0; i < Rank; ++i) {
auto bound = getBound4(coord[i], array.size(i), boundMode);
index0[i] = bound.i0;
index1[i] = bound.i1;
index2[i] = bound.i2;
index3[i] = bound.i3;
offset[i] = bound.offset;
}
WeightList xweights = weightFunction(offset[0]);
WeightList yweights = weightFunction(offset[1]);
return
xweights[0] * (
yweights[0] * array(index0[0], index0[1]) +
yweights[1] * array(index0[0], index1[1]) +
yweights[2] * array(index0[0], index2[1]) +
yweights[3] * array(index0[0], index3[1])
) +
xweights[1] * (
yweights[0] * array(index1[0], index0[1]) +
yweights[1] * array(index1[0], index1[1]) +
yweights[2] * array(index1[0], index2[1]) +
yweights[3] * array(index1[0], index3[1])
) +
xweights[2] * (
yweights[0] * array(index2[0], index0[1]) +
yweights[1] * array(index2[0], index1[1]) +
yweights[2] * array(index2[0], index2[1]) +
yweights[3] * array(index2[0], index3[1])
) +
xweights[3] * (
yweights[0] * array(index3[0], index0[1]) +
yweights[1] * array(index3[0], index1[1]) +
yweights[2] * array(index3[0], index2[1]) +
yweights[3] * array(index3[0], index3[1])
);
}
};
// Template specializations for Rank 3
template <typename ElementT, typename PositionT>
struct MultiArrayInterpolator2<MultiArray<ElementT, 3>, PositionT> {
typedef Star::MultiArray<ElementT, 3> MultiArray;
typedef PositionT Position;
typedef typename MultiArray::Element Element;
static size_t const Rank = 3;
typedef Array<size_t, Rank> IndexList;
typedef Array<size_t, Rank> SizeList;
typedef Array<Position, Rank> PositionList;
typedef Array<Position, 2> WeightList;
typedef std::function<WeightList(Position)> WeightFunction;
WeightFunction weightFunction;
BoundMode boundMode;
MultiArrayInterpolator2(WeightFunction wf, BoundMode b = BoundMode::Clamp)
: weightFunction(wf), boundMode(b) {}
Element interpolate(MultiArray const& array, PositionList const& coord) const {
IndexList imin;
IndexList imax;
PositionList offset;
for (size_t i = 0; i < Rank; ++i) {
auto bound = getBound2(coord[i], array.size(i), boundMode);
imin[i] = bound.i0;
imax[i] = bound.i1;
offset[i] = bound.offset;
}
WeightList xweights = weightFunction(offset[0]);
WeightList yweights = weightFunction(offset[1]);
WeightList zweights = weightFunction(offset[2]);
return
xweights[0] * (
yweights[0] * (
zweights[0] * array(imin[0], imin[1], imin[2]) +
zweights[1] * array(imin[0], imin[1], imax[2])
) +
yweights[1] * (
zweights[0] * array(imin[0], imax[1], imin[2]) +
zweights[1] * array(imin[0], imax[1], imax[2])
)
) +
xweights[1] * (
yweights[0] * (
zweights[0] * array(imax[0], imin[1], imin[2]) +
zweights[1] * array(imax[0], imin[1], imax[2])
) +
yweights[1] * (
zweights[0] * array(imax[0], imax[1], imin[2]) +
zweights[1] * array(imax[0], imax[1], imax[2])
)
);
}
};
template <typename ElementT, typename PositionT>
struct MultiArrayInterpolator4<MultiArray<ElementT, 3>, PositionT> {
typedef Star::MultiArray<ElementT, 3> MultiArray;
typedef PositionT Position;
typedef typename MultiArray::Element Element;
static size_t const Rank = 3;
typedef Array<size_t, Rank> IndexList;
typedef Array<size_t, Rank> SizeList;
typedef Array<Position, Rank> PositionList;
typedef Array<Position, 4> WeightList;
typedef std::function<WeightList(Position)> WeightFunction;
WeightFunction weightFunction;
BoundMode boundMode;
MultiArrayInterpolator4(WeightFunction wf, BoundMode b = BoundMode::Clamp)
: weightFunction(wf), boundMode(b) {}
Element interpolate(MultiArray const& array, PositionList const& coord) const {
IndexList index0;
IndexList index1;
IndexList index2;
IndexList index3;
PositionList offset;
for (size_t i = 0; i < Rank; ++i) {
auto bound = getBound4(coord[i], array.size(i), boundMode);
index0[i] = bound.i0;
index1[i] = bound.i1;
index2[i] = bound.i2;
index3[i] = bound.i3;
offset[i] = bound.offset;
}
WeightList xweights = weightFunction(offset[0]);
WeightList yweights = weightFunction(offset[1]);
WeightList zweights = weightFunction(offset[2]);
return
xweights[0] * (
yweights[0] * (
zweights[0] * array(index0[0], index0[1], index0[2]) +
zweights[1] * array(index0[0], index0[1], index1[2]) +
zweights[2] * array(index0[0], index0[1], index2[2]) +
zweights[3] * array(index0[0], index0[1], index3[2])
) +
yweights[1] * (
zweights[0] * array(index0[0], index1[1], index0[2]) +
zweights[1] * array(index0[0], index1[1], index1[2]) +
zweights[2] * array(index0[0], index1[1], index2[2]) +
zweights[3] * array(index0[0], index1[1], index3[2])
) +
yweights[2] * (
zweights[0] * array(index0[0], index2[1], index0[2]) +
zweights[1] * array(index0[0], index2[1], index1[2]) +
zweights[2] * array(index0[0], index2[1], index2[2]) +
zweights[3] * array(index0[0], index2[1], index3[2])
) +
yweights[3] * (
zweights[0] * array(index0[0], index3[1], index0[2]) +
zweights[1] * array(index0[0], index3[1], index1[2]) +
zweights[2] * array(index0[0], index3[1], index2[2]) +
zweights[3] * array(index0[0], index3[1], index3[2])
)
) +
xweights[1] * (
yweights[0] * (
zweights[0] * array(index1[0], index0[1], index0[2]) +
zweights[1] * array(index1[0], index0[1], index1[2]) +
zweights[2] * array(index1[0], index0[1], index2[2]) +
zweights[3] * array(index1[0], index0[1], index3[2])
) +
yweights[1] * (
zweights[0] * array(index1[0], index1[1], index0[2]) +
zweights[1] * array(index1[0], index1[1], index1[2]) +
zweights[2] * array(index1[0], index1[1], index2[2]) +
zweights[3] * array(index1[0], index1[1], index3[2])
) +
yweights[2] * (
zweights[0] * array(index1[0], index2[1], index0[2]) +
zweights[1] * array(index1[0], index2[1], index1[2]) +
zweights[2] * array(index1[0], index2[1], index2[2]) +
zweights[3] * array(index1[0], index2[1], index3[2])
) +
yweights[3] * (
zweights[0] * array(index1[0], index3[1], index0[2]) +
zweights[1] * array(index1[0], index3[1], index1[2]) +
zweights[2] * array(index1[0], index3[1], index2[2]) +
zweights[3] * array(index1[0], index3[1], index3[2])
)
) +
xweights[2] * (
yweights[0] * (
zweights[0] * array(index2[0], index0[1], index0[2]) +
zweights[1] * array(index2[0], index0[1], index1[2]) +
zweights[2] * array(index2[0], index0[1], index2[2]) +
zweights[3] * array(index2[0], index0[1], index3[2])
) +
yweights[1] * (
zweights[0] * array(index2[0], index1[1], index0[2]) +
zweights[1] * array(index2[0], index1[1], index1[2]) +
zweights[2] * array(index2[0], index1[1], index2[2]) +
zweights[3] * array(index2[0], index1[1], index3[2])
) +
yweights[2] * (
zweights[0] * array(index2[0], index2[1], index0[2]) +
zweights[1] * array(index2[0], index2[1], index1[2]) +
zweights[2] * array(index2[0], index2[1], index2[2]) +
zweights[3] * array(index2[0], index2[1], index3[2])
) +
yweights[3] * (
zweights[0] * array(index2[0], index3[1], index0[2]) +
zweights[1] * array(index2[0], index3[1], index1[2]) +
zweights[2] * array(index2[0], index3[1], index2[2]) +
zweights[3] * array(index2[0], index3[1], index3[2])
)
) +
xweights[3] * (
yweights[0] * (
zweights[0] * array(index3[0], index0[1], index0[2]) +
zweights[1] * array(index3[0], index0[1], index1[2]) +
zweights[2] * array(index3[0], index0[1], index2[2]) +
zweights[3] * array(index3[0], index0[1], index3[2])
) +
yweights[1] * (
zweights[0] * array(index3[0], index1[1], index0[2]) +
zweights[1] * array(index3[0], index1[1], index1[2]) +
zweights[2] * array(index3[0], index1[1], index2[2]) +
zweights[3] * array(index3[0], index1[1], index3[2])
) +
yweights[2] * (
zweights[0] * array(index3[0], index2[1], index0[2]) +
zweights[1] * array(index3[0], index2[1], index1[2]) +
zweights[2] * array(index3[0], index2[1], index2[2]) +
zweights[3] * array(index3[0], index2[1], index3[2])
) +
yweights[3] * (
zweights[0] * array(index3[0], index3[1], index0[2]) +
zweights[1] * array(index3[0], index3[1], index1[2]) +
zweights[2] * array(index3[0], index3[1], index2[2]) +
zweights[3] * array(index3[0], index3[1], index3[2])
)
);
}
};
}