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duf.hpp
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duf.hpp
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/*
* Copyright (c) 2020 Eleobert do Espírito Santo eleobert@hotmail.com
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
#pragma once
#include <tuple>
#include <functional>
#include <map>
#include <algorithm>
#include <cassert>
#include <vector>
#include <cmath>
template<class T> struct internal_remove_member_pointer
{
typedef T type;
};
template<typename C, typename T>
struct internal_remove_member_pointer<T C::*>
{
typedef T type;
};
// special comparators used to handle nans
namespace internal_comparators
{
template<typename T>
constexpr auto equal(const T& a, const T& b)
{
if constexpr (std::is_floating_point<T>::value)
{
if(std::isnan(a) && std::isnan(b)) return true;
}
return a == b;
}
template<typename T>
constexpr auto less(const T& a, const T& b)
{
if constexpr (std::is_floating_point<T>::value)
{
if(std::isnan(b))
{
if(std::isnan(a))
{
return false;
}
return true;
}
}
return a < b;
}
template<size_t i, size_t size, typename... Elements>
struct tuple_less_t
{
constexpr static auto tuple_less(const std::tuple<Elements...>& a, const std::tuple<Elements...>& b) -> bool
{
return less(std::get<i>(a), std::get<i>(b)) || (!less(std::get<i>(b), std::get<i>(a)) &&
tuple_less_t<i + 1, size, Elements...>::tuple_less(a, b));
}
};
template<size_t size, typename... Elements>
struct tuple_less_t<size, size, Elements...>
{
constexpr static auto tuple_less(const std::tuple<Elements...>& a, const std::tuple<Elements...>& b) -> bool
{
return false;
}
};
// make tuple less from member pointers
template<typename... Members>
constexpr auto make_tuple_less()
{
constexpr auto size = sizeof...(Members);
return tuple_less_t<0u, size, typename internal_remove_member_pointer<Members>::type...>::tuple_less;
}
template<typename... Members>
constexpr auto make_tuple_more()
{
auto l = make_tuple_less<Members...>();
auto more = [l](const auto& a, const auto& b)
{
return l(b, a);
};
return more;
}
}
// use map so it will order by key
template<typename Container, typename... Members>
auto group_by(const Container& df, Members... members)
{
using key_type = std::tuple<typename internal_remove_member_pointer<Members>::type...>;
using namespace internal_comparators;
// First we get the indexes of the elements of each group, so we will know
// in advance their dataset size (we could just iterate and emplace back
// the element into its respective group, but this would resize the dataset
// at each insertion).
auto comp = make_tuple_less<Members...>();
auto groub_elements_counter = std::map<key_type, std::vector<int>, decltype(comp)>(comp);
for(size_t i = 0; i < df.size(); i++)
{
const auto key = std::make_tuple((df[i].*members)...);
groub_elements_counter[key].emplace_back(i);
}
// Now perform the actual grouping
auto result = std::map<key_type, Container, decltype(comp)>(comp);
for (auto& [key, indexes]: groub_elements_counter)
{
auto& group = result[key];
group = Container(indexes.size());
std::transform(indexes.begin(), indexes.end(), group.begin(),
[&df](auto index)
{
return df[index];
});
}
return result;
}
template<typename Container, typename... Members>
auto n_groups(const Container& df, Members... members)
{
using key_type = std::tuple<typename internal_remove_member_pointer<Members>::type...>;
auto groub_elements_counter = std::map<key_type, int>();
for(const auto& row: df)
{
const auto key = std::make_tuple((row.*members)...);
groub_elements_counter[key]++;
}
return static_cast<int>(groub_elements_counter.size());
}
template<typename Container, typename Pred>
auto which(const Container& c, Pred func)
{
auto indices = std::vector<int>();
for(size_t i = 0; i < c.size(); i++)
{
if(func(c[i]) == true)
{
indices.emplace_back(i);
}
}
return indices;
}
template<typename Container, typename Pred>
auto subset(const Container& c, Pred func)
{
auto indices = which(c, func);
auto result = Container(indices.size());
std::transform(indices.begin(), indices.end(), result.begin(),
[&c](auto index)
{
return c[index];
});
return result;
}
// only for internal use
template<typename T>
auto internal_concat(T& dst, const T& src) -> void
{
std::copy(src.begin(), src.end(), std::back_insert_iterator(dst));
}
// only for internal use
template<typename T, typename... Args>
auto internal_concat(T& out, const T& head, const Args&... args) -> void
{
internal_concat(out, head);
internal_concat(out, args...);
}
template<typename... Args>
[[nodiscard]]
auto concat(const Args&... args)
{
auto n_rows = (args.size() + ... );
using cont_type = std::common_type_t<Args...>;
auto result = cont_type();
result.reserve(n_rows);
internal_concat(result, args...);
return result;
}
template<typename C, typename T>
auto median(const C& c, T C::value_type::*member) -> double
{
if(c.size() % 2 != 0)
{
return static_cast<double>((c[c.size() / 2]).*member);
}
auto temp = c[(c.size()) / 2 - 1].*member + c[(c.size()) / 2].*member;
return static_cast<double>(temp / 2.0);
}
template<typename C, typename T>
auto sum(const C& c, T C::value_type::*member) -> double
{
typename std::remove_pointer<T>::type result{};
for(auto& row: c)
{
result += row.*member;
}
return result;
}
template<typename C, typename T, typename Pred>
auto internal_min(const C& c, T C::value_type::*member, Pred pred)
{
auto min_it = std::min_element(std::begin(c), std::end(c),
[member, pred](auto& a, auto& b)
{
return pred(a.*member, b.*member);
});
return min_it;
}
template<typename C, typename T>
auto min(const C& c, T C::value_type::*member)
{
return internal_min(c, member, std::less{});
}
template<typename C, typename T>
auto max(const C& c, T C::value_type::*member)
{
return internal_min(c, member, std::greater{});
}
template<typename Container, typename Pred, typename... Members>
auto internal_sort(Container& c, Pred pred, Members... members)
{
std::sort(std::begin(c), std::end(c),
[members..., pred](const auto& a, const auto& b)
{
auto a_tuple = std::make_tuple((a.*members)...);
auto b_tuple = std::make_tuple((b.*members)...);
return pred(a_tuple, b_tuple);
});
}
template<typename Container, typename... Members>
auto sort_asc(Container& c, Members... members)
{
using namespace internal_comparators;
internal_sort(c, make_tuple_less<Members...>(), members...);
}
template<typename Container, typename... Members>
auto sort_des(Container& c, Members... members)
{
using namespace internal_comparators;
internal_sort(c, make_tuple_more<Members...>(), members...);
}
template <typename C>
auto inplace_head(C& c, int n)
{
// TODO: make it work for negative numbers ??
assert(n >= 0);
if(n >= c.size())
{
return;
}
c.resize(n);
}
template<typename R, typename C, typename T>
auto extract(const C& c, T C::value_type::*member)
{
auto res = R(c.size());
std::transform(c.begin(), c.end(), res.begin(),
[member](const auto& row)
{
return row.*member;
});
return res;
}
template<typename Container, typename Member, typename... Members>
auto unique(Container c, Member member, Members... members)
{
using namespace internal_comparators;
auto l = make_tuple_less<Member, Members...>();
internal_sort(c, l, member, members...);
auto eq = [](const auto& a, const auto& b, auto ptr)
{
return equal(a.*ptr, b.*ptr);
};
auto it = std::unique(c.begin(), c.end(),
[eq, member, members...](const auto& a, const auto& b)
{
return eq(a, b, member) && (eq(a, b, members) && ...);
});
c.resize(it - std::begin(c));
return c;
}
template<typename C, typename T>
auto fill(C& c, T C::value_type::*member, T value)
{
for(auto& e: c)
{
e.*member = value;
}
}
/* Returns the value if the second argument is a member pointers. Otherwise returns val.
*/
template<typename C, typename T>
auto get_val(const C& c, T val)
{
if constexpr (std::is_member_object_pointer<decltype(val)>::value)
{
return c.*val;
}
else return val;
}
/* Apply binary operation to at least 2 operands, with left associativity, eg:
* a + b + c => ((a + b) + c)
*/
template<typename Op, typename Member1, typename Member2, typename... OtherMembers>
auto variadic_bin_op(const Op op, Member1 member1, Member2 member2,
OtherMembers... others)
{
if constexpr (sizeof...(OtherMembers) > 0)
{
return variadic_bin_op(op, op(member1, member2), others...);
}
return op(member1, member2);
}
template<typename R, typename Container, typename Prod, typename Member1, typename Member2,
typename... OtherMembers>
auto inner_prod(const Container& c, Prod prod, Member1 member1, Member2 member2,
OtherMembers... others)
{
R res(c.size());
for(auto i = 0ul; i < c.size(); i++)
{
auto& row = c[i];
res[i] = variadic_bin_op(prod, get_val(row, member1), get_val(row, member2),
get_val(row, others)...);
}
return res;
}
template<typename R, typename Container, typename Member1, typename Member2,
typename... OtherMembers>
auto inner_sum(const Container& c, Member1 member1, Member2 member2,
OtherMembers... others)
{
using res_t = typename internal_remove_member_pointer<Member1>::type;
return inner_prod<R>(c, std::plus<res_t>(), member1, member2, others...);
}
template<typename C, typename T1, typename T2>
auto set_values(C& c, T1 C::value_type::*member, T2 values)
{
assert(c.size() == values.size());
for(auto i = 0ul; i < c.size(); i++)
{
c[i].*member = values[i];
}
}
template<typename Container, typename Pred, typename... Members>
auto internal_is_sorted(Container& c, Pred pred, Members... members) -> bool
{
return std::is_sorted(std::begin(c), std::end(c),
[members..., pred](const auto& a, const auto& b)
{
auto a_tuple = std::make_tuple((a.*members)...);
auto b_tuple = std::make_tuple((b.*members)...);
return pred(a_tuple, b_tuple);
});
}
template<typename Container, typename... Members>
auto is_sorted_asc(Container& c, Members... members) -> bool
{
using namespace internal_comparators;
return internal_is_sorted(c, make_tuple_less<Members...>(), members...);
}
template<typename Container, typename... Members>
auto is_sorted_des(Container& c, Members... members) -> bool
{
using namespace internal_comparators;
return internal_is_sorted(c, make_tuple_more<Members...>(), members...);
}