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A way to concatenate a vector of xt::xarrays
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#ifndef XTCONCATENATE_HPP | |
#define XTCONCATENATE_HPP | |
#include <cstddef> | |
#include <stdexcept> | |
#include <vector> | |
#include <xtensor/xarray.hpp> | |
template <typename S> | |
struct ShapeIndex | |
{ | |
const S& shape; | |
std::vector<size_t> index; | |
explicit ShapeIndex(const S& shape); | |
bool increment(); | |
}; | |
template <typename S> | |
ShapeIndex<S>::ShapeIndex(const S& shape) | |
: shape(shape), index(shape.size(), 0) | |
{} | |
template <typename S> | |
bool ShapeIndex<S>::increment() | |
{ | |
for(int dim = shape.size() -1; dim >= 0; --dim) { | |
if(index[dim] >= shape[dim] -1) | |
continue; | |
++index[dim]; | |
for(size_t lsd = dim +1; lsd < index.size(); ++lsd) // lsd = less significant dimension | |
index[lsd] = 0; | |
return true; | |
} | |
return false; | |
} | |
template <typename T> | |
xt::xarray<T> concatenate(const std::vector<xt::xarray<T>>& v, const size_t axis = 0) | |
{ | |
if(v.empty()) | |
return {}; | |
auto resShape = v.front().shape(); | |
if(axis >= resShape.size()) | |
throw std::out_of_range("axis is not a dimension of shape"); | |
for(size_t i = 1; i < v.size(); ++i) { | |
if(v[i].shape().size() != resShape.size()) | |
throw std::logic_error("shapes have different dimensionalities"); | |
for(size_t dim = 0; dim < resShape.size(); ++dim) { | |
if(dim == axis) | |
continue; | |
if(v[i].shape(dim) != resShape[dim]) | |
throw std::logic_error("incompatible shapes"); | |
} | |
resShape[axis] += v[i].shape(axis); | |
} | |
xt::xarray<T> result(resShape); | |
std::vector<size_t> dstIndex(resShape.size(), 0); | |
for(size_t i = 0; i < v.size(); ++i) { | |
const size_t axisIndexOffset = dstIndex[axis]; | |
ShapeIndex srcIndex(v[i].shape()); | |
do { | |
for(size_t dim = 0; dim < resShape.size(); ++dim) { | |
if(dim == axis) | |
dstIndex[dim] = axisIndexOffset + srcIndex.index[dim]; | |
else | |
dstIndex[dim] = srcIndex.index[dim]; | |
} | |
result[dstIndex] = v[i][srcIndex.index]; | |
} | |
while(srcIndex.increment()); | |
dstIndex[axis] += v[i].shape(axis); | |
} | |
return result; | |
} | |
#endif // XTCONCATENATE_HPP |
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