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#include <dlib/python.h> |
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#include <dlib/matrix.h> |
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#include <sstream> |
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#include <string> |
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#include "opaque_types.h" |
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#include <dlib/string.h> |
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#include <pybind11/stl_bind.h> |
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using namespace std; |
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using namespace dlib; |
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namespace py = pybind11; |
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std::shared_ptr<std::vector<double> > array_from_object(py::object obj) |
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{ |
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try { |
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long nr = obj.cast<long>(); |
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return std::make_shared<std::vector<double>>(nr); |
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} catch (py::cast_error&) { |
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py::list li = obj.cast<py::list>(); |
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const long nr = len(li); |
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auto temp = std::make_shared<std::vector<double>>(nr); |
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for ( long r = 0; r < nr; ++r) |
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{ |
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(*temp)[r] = li[r].cast<double>(); |
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} |
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return temp; |
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} |
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} |
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string array__str__ (const std::vector<double>& v) |
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{ |
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std::ostringstream sout; |
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for (unsigned long i = 0; i < v.size(); ++i) |
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{ |
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sout << v[i]; |
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if (i+1 < v.size()) |
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sout << "\n"; |
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} |
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return sout.str(); |
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} |
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string array__repr__ (const std::vector<double>& v) |
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{ |
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std::ostringstream sout; |
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sout << "dlib.array(["; |
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for (unsigned long i = 0; i < v.size(); ++i) |
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{ |
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sout << v[i]; |
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if (i+1 < v.size()) |
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sout << ", "; |
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} |
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sout << "])"; |
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return sout.str(); |
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} |
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string range__str__ (const std::pair<unsigned long,unsigned long>& p) |
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{ |
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std::ostringstream sout; |
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sout << p.first << ", " << p.second; |
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return sout.str(); |
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} |
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string range__repr__ (const std::pair<unsigned long,unsigned long>& p) |
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{ |
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std::ostringstream sout; |
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sout << "dlib.range(" << p.first << ", " << p.second << ")"; |
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return sout.str(); |
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} |
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struct range_iter |
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{ |
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std::pair<unsigned long,unsigned long> range; |
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unsigned long cur; |
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unsigned long next() |
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{ |
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if (cur < range.second) |
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{ |
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return cur++; |
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} |
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else |
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{ |
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PyErr_SetString(PyExc_StopIteration, "No more data."); |
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throw py::error_already_set(); |
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} |
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} |
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}; |
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range_iter make_range_iterator (const std::pair<unsigned long,unsigned long>& p) |
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{ |
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range_iter temp; |
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temp.range = p; |
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temp.cur = p.first; |
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return temp; |
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} |
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string pair__str__ (const std::pair<unsigned long,double>& p) |
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{ |
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std::ostringstream sout; |
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sout << p.first << ": " << p.second; |
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return sout.str(); |
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} |
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string pair__repr__ (const std::pair<unsigned long,double>& p) |
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{ |
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std::ostringstream sout; |
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sout << "dlib.pair(" << p.first << ", " << p.second << ")"; |
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return sout.str(); |
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} |
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string sparse_vector__str__ (const std::vector<std::pair<unsigned long,double> >& v) |
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{ |
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std::ostringstream sout; |
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for (unsigned long i = 0; i < v.size(); ++i) |
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{ |
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sout << v[i].first << ": " << v[i].second; |
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if (i+1 < v.size()) |
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sout << "\n"; |
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} |
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return sout.str(); |
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} |
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string sparse_vector__repr__ (const std::vector<std::pair<unsigned long,double> >& v) |
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{ |
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std::ostringstream sout; |
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sout << "< dlib.sparse_vector containing: \n" << sparse_vector__str__(v) << " >"; |
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return sout.str(); |
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} |
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unsigned long range_len(const std::pair<unsigned long, unsigned long>& r) |
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{ |
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if (r.second > r.first) |
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return r.second-r.first; |
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else |
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return 0; |
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} |
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template <typename T> |
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void resize(T& v, unsigned long n) { v.resize(n); } |
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void bind_basic_types(py::module& m) |
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{ |
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{ |
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typedef double item_type; |
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typedef std::vector<item_type> type; |
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typedef std::shared_ptr<type> type_ptr; |
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py::bind_vector<type, type_ptr >(m, "array", "This object represents a 1D array of floating point numbers. " |
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"Moreover, it binds directly to the C++ type std::vector<double>.") |
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.def(py::init(&array_from_object)) |
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.def("__str__", array__str__) |
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.def("__repr__", array__repr__) |
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.def("clear", &type::clear) |
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.def("resize", resize<type>) |
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.def("extend", extend_vector_with_python_list<item_type>) |
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.def(py::pickle(&getstate<type>, &setstate<type>)); |
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} |
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{ |
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typedef matrix<double,0,1> item_type; |
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typedef std::vector<item_type > type; |
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py::bind_vector<type>(m, "vectors", "This object is an array of vector objects.") |
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.def("clear", &type::clear) |
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.def("resize", resize<type>) |
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.def("extend", extend_vector_with_python_list<item_type>) |
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.def(py::pickle(&getstate<type>, &setstate<type>)); |
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} |
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{ |
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typedef std::vector<matrix<double,0,1> > item_type; |
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typedef std::vector<item_type > type; |
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py::bind_vector<type>(m, "vectorss", "This object is an array of arrays of vector objects.") |
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.def("clear", &type::clear) |
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.def("resize", resize<type>) |
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.def("extend", extend_vector_with_python_list<item_type>) |
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.def(py::pickle(&getstate<type>, &setstate<type>)); |
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} |
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typedef pair<unsigned long,unsigned long> range_type; |
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py::class_<range_type>(m, "range", "This object is used to represent a range of elements in an array.") |
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.def(py::init<unsigned long,unsigned long>()) |
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.def(py::init([](unsigned long end){return range_type(0,end); })) |
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.def_readwrite("begin",&range_type::first, "The index of the first element in the range. This is represented using an unsigned integer.") |
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.def_readwrite("end",&range_type::second, "One past the index of the last element in the range. This is represented using an unsigned integer.") |
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.def("__str__", range__str__) |
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.def("__repr__", range__repr__) |
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.def("__iter__", &make_range_iterator) |
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.def("__len__", &range_len) |
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.def(py::pickle(&getstate<range_type>, &setstate<range_type>)); |
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py::class_<range_iter>(m, "_range_iter") |
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.def("next", &range_iter::next) |
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.def("__next__", &range_iter::next); |
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{ |
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typedef std::pair<unsigned long, unsigned long> item_type; |
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typedef std::vector<item_type > type; |
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py::bind_vector<type>(m, "ranges", "This object is an array of range objects.") |
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.def("clear", &type::clear) |
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.def("resize", resize<type>) |
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.def("extend", extend_vector_with_python_list<item_type>) |
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.def(py::pickle(&getstate<type>, &setstate<type>)); |
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} |
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{ |
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typedef std::vector<std::pair<unsigned long, unsigned long> > item_type; |
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typedef std::vector<item_type > type; |
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py::bind_vector<type>(m, "rangess", "This object is an array of arrays of range objects.") |
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.def("clear", &type::clear) |
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.def("resize", resize<type>) |
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.def("extend", extend_vector_with_python_list<item_type>) |
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.def(py::pickle(&getstate<type>, &setstate<type>)); |
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} |
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typedef pair<unsigned long,double> pair_type; |
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py::class_<pair_type>(m, "pair", "This object is used to represent the elements of a sparse_vector.") |
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.def(py::init<unsigned long,double>()) |
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.def_readwrite("first",&pair_type::first, "This field represents the index/dimension number.") |
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.def_readwrite("second",&pair_type::second, "This field contains the value in a vector at dimension specified by the first field.") |
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.def("__str__", pair__str__) |
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.def("__repr__", pair__repr__) |
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.def(py::pickle(&getstate<pair_type>, &setstate<pair_type>)); |
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{ |
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typedef std::vector<pair_type> type; |
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py::bind_vector<type>(m, "sparse_vector", |
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"This object represents the mathematical idea of a sparse column vector. It is \n\ |
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simply an array of dlib.pair objects, each representing an index/value pair in \n\ |
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the vector. Any elements of the vector which are missing are implicitly set to \n\ |
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zero. \n\ |
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\n\ |
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Unless otherwise noted, any routines taking a sparse_vector assume the sparse \n\ |
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vector is sorted and has unique elements. That is, the index values of the \n\ |
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pairs in a sparse_vector should be listed in increasing order and there should \n\ |
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not be duplicates. However, some functions work with \"unsorted\" sparse \n\ |
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vectors. These are dlib.sparse_vector objects that have either duplicate \n\ |
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entries or non-sorted index values. Note further that you can convert an \n\ |
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\"unsorted\" sparse_vector into a properly sorted sparse vector by calling \n\ |
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dlib.make_sparse_vector() on it. " |
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) |
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.def("__str__", sparse_vector__str__) |
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.def("__repr__", sparse_vector__repr__) |
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.def("clear", &type::clear) |
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.def("resize", resize<type>) |
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.def("extend", extend_vector_with_python_list<pair_type>) |
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.def(py::pickle(&getstate<type>, &setstate<type>)); |
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} |
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{ |
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typedef std::vector<pair_type> item_type; |
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typedef std::vector<item_type > type; |
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py::bind_vector<type>(m, "sparse_vectors", "This object is an array of sparse_vector objects.") |
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.def("clear", &type::clear) |
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.def("resize", resize<type>) |
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.def("extend", extend_vector_with_python_list<item_type>) |
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.def(py::pickle(&getstate<type>, &setstate<type>)); |
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} |
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{ |
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typedef std::vector<std::vector<pair_type> > item_type; |
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typedef std::vector<item_type > type; |
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py::bind_vector<type>(m, "sparse_vectorss", "This object is an array of arrays of sparse_vector objects.") |
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.def("clear", &type::clear) |
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.def("resize", resize<type>) |
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.def("extend", extend_vector_with_python_list<item_type>) |
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.def(py::pickle(&getstate<type>, &setstate<type>)); |
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} |
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} |
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