Created
February 18, 2017 20:12
-
-
Save Alexhuszagh/67efb078a82616ed07529ed97586646a to your computer and use it in GitHub Desktop.
Cartesian Product Implementation in C++
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
// :copyright: (c) 2017 Alex Huszagh. | |
// :license: MIT. | |
/** | |
* Cartesian product algorithm. | |
* | |
* Lazily calculates the cartesian product from a container of containers, | |
* of either linear (array, vector, set, unordered_set) or associative | |
* (map, unordered_map, multimap, unordered_multimap) containers. | |
* | |
* The code can be used as follows: | |
* | |
* std::vector<std::vector<int>> aa = {{1, 2, 3}, {4, 5, 6}}; | |
* product(aa, [](const auto &i) { | |
* std::cout << "["; | |
* for (auto j : i) { | |
* std::cout << j << ", "; | |
* } | |
* std::cout << "]" << std::endl; | |
* }); | |
* | |
* The above example would print: | |
* [1, 4, ] | |
* [1, 5, ] | |
* [1, 6, ] | |
* [2, 4, ] | |
* [2, 5, ] | |
* [2, 6, ] | |
* [3, 4, ] | |
* [3, 5, ] | |
* [3, 6, ] | |
* | |
* 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. | |
*/ | |
#include <algorithm> | |
#include <functional> | |
#include <vector> | |
// SFINAE | |
// ------ | |
template <typename T> | |
struct is_reference_wrapper: std::false_type | |
{}; | |
template <typename T> | |
struct is_reference_wrapper<std::reference_wrapper<T>>: std::true_type | |
{}; | |
template <typename T> | |
constexpr bool is_reference_wrapper_v = is_reference_wrapper<T>::value; | |
template <bool B, typename T, typename F> | |
using conditional_t = typename std::conditional<B, T, F>::type; | |
template <bool B, typename T = void> | |
using enable_if_t = typename std::enable_if<B, T>::type; | |
template <typename T> | |
using type_t = typename T::type; | |
template <typename T> | |
using value_t = typename T::value_type; | |
template <typename T> | |
using iterator_t = typename T::iterator; | |
template <typename T> | |
using const_iterator_t = typename T::const_iterator; | |
template <typename T> | |
using iterator_value_t = value_t<std::iterator_traits<T>>; | |
template <typename T> | |
using reference_t = typename T::reference_type; | |
template <typename T> | |
using mapped_t = typename T::mapped_type; | |
template <typename T> | |
using list_t = typename T::list_type; | |
template <typename T> | |
using matrix_t = typename T::matrix_type; | |
#define HAS_MEMBER_TYPE(member, name) \ | |
template<typename T> \ | |
class name \ | |
{ \ | |
protected: \ | |
struct U {}; \ | |
typedef conditional_t<std::is_class<T>::value, T, U> V; \ | |
\ | |
struct Fallback \ | |
{ \ | |
struct member {}; \ | |
}; \ | |
\ | |
struct Derived: V, Fallback \ | |
{}; \ | |
\ | |
template <typename C> static char &test(typename C::member*); \ | |
template <typename C> static long &test(...); \ | |
\ | |
public: \ | |
enum { \ | |
value = sizeof(test<Derived>(0)) == sizeof(long) \ | |
}; \ | |
}; | |
HAS_MEMBER_TYPE(mapped_type, has_mapped_type); | |
template <typename T> | |
constexpr bool has_mapped_type_v = has_mapped_type<T>::value; | |
// FUNCTIONS | |
// --------- | |
namespace detail | |
{ | |
// PRODUCT | |
// ------- | |
/** \brief Helper demangle and product reference types. | |
* | |
* Due to the various levels of indirection with our wrapper classes, | |
* we can have the inner container be a reference, or a value, and the | |
* `value_type` of that container be a reference, or a value. | |
* | |
* Since we want the output to be a vector of reference wrappers, | |
* appropriately detect when we are using references and when we | |
* are using values. | |
*/ | |
template <typename T> | |
struct ReferenceHelper | |
{ | |
typedef conditional_t<is_reference_wrapper_v<T>, T, std::reference_wrapper<const T>> type; | |
typedef type_t<type> container_type; | |
typedef value_t<container_type> value_type; | |
typedef const_iterator_t<container_type> iterator; | |
typedef conditional_t< | |
is_reference_wrapper_v<value_type>, | |
value_type, | |
std::reference_wrapper<const value_type> | |
> reference_type; | |
static iterator begin(const container_type &t) | |
{ | |
return t.begin(); | |
} | |
static iterator end(const container_type &t) | |
{ | |
return t.end(); | |
} | |
}; | |
/** \brief Calculate cartesian product with zero data copies. | |
*/ | |
template < | |
typename BidirIter, | |
typename Function | |
> | |
void product_impl(BidirIter first, | |
BidirIter last, | |
Function function) | |
{ | |
typedef ReferenceHelper<iterator_value_t<BidirIter>> Helper; | |
typedef iterator_t<Helper> Iterator; | |
typedef reference_t<Helper> Reference; | |
// sanity check | |
if (first == last) { | |
return; | |
} | |
// fill vector for function calls | |
const size_t size = last - first; | |
std::vector<Iterator> iterators; | |
std::vector<Reference> values; | |
iterators.reserve(size); | |
values.reserve(size); | |
std::for_each(first, last, [&](const auto &value) { | |
iterators.emplace_back(--Helper::begin(value)); | |
values.emplace_back(*Helper::begin(value)); | |
}); | |
// iterate over all elements | |
auto it = first; | |
while (it >= first) { | |
const size_t k = it - first; | |
if (it == last) { | |
function(values); | |
--it; | |
} else if (iterators[k] != --Helper::end(*it)) { | |
values[k] = *++iterators[k]; | |
++it; | |
} else { | |
iterators[k] = --Helper::begin(*it); | |
--it; | |
} | |
} | |
} | |
// LINEAR - LINEAR | |
// --------------- | |
/** \brief Type detection for linear collection of linear collections. | |
*/ | |
template <typename T> | |
struct LinearLinearHelper | |
{ | |
typedef value_t<T> first_type; | |
typedef value_t<first_type> second_type; | |
typedef std::reference_wrapper<const second_type> reference_type; | |
typedef std::vector<reference_type> list_type; | |
typedef std::vector<list_type> matrix_type; | |
}; | |
/** \brief Product wrapper for linear collection of linear collections. | |
*/ | |
template < | |
typename Container, | |
typename Function | |
> | |
void linearLinear(const Container &container, | |
Function function) | |
{ | |
typedef LinearLinearHelper<Container> Helper; | |
typedef typename Helper::list_type List; | |
typedef typename Helper::matrix_type Matrix; | |
Matrix matrix; | |
matrix.reserve(container.size()); | |
for (const auto &outer: container) { | |
List list; | |
list.reserve(outer.size()); | |
for (const auto &inner: outer) { | |
list.emplace_back(std::cref(inner)); | |
} | |
matrix.emplace_back(std::move(list)); | |
} | |
product_impl(matrix.begin(), matrix.end(), function); | |
} | |
// LINEAR - ASSOCIATIVE | |
// -------------------- | |
/** \brief Type detection for linear collection of associative collections. | |
*/ | |
template <typename T> | |
struct LinearAssociativeHelper | |
{ | |
typedef value_t<T> first_type; | |
typedef mapped_t<first_type> second_type; | |
typedef std::reference_wrapper<const second_type> reference_type; | |
typedef std::vector<reference_type> list_type; | |
typedef std::vector<list_type> matrix_type; | |
}; | |
/** \brief Product wrapper for linear collection of associative collections. | |
*/ | |
template < | |
typename Container, | |
typename Function | |
> | |
void linearAssociative(const Container &container, | |
Function function) | |
{ | |
typedef LinearAssociativeHelper<Container> Helper; | |
typedef typename Helper::list_type List; | |
typedef typename Helper::matrix_type Matrix; | |
Matrix matrix; | |
matrix.reserve(container.size()); | |
for (const auto &outer: container) { | |
List list; | |
list.reserve(outer.size()); | |
for (const auto &inner: outer) { | |
list.emplace_back(std::cref(inner.second)); | |
} | |
matrix.emplace_back(std::move(list)); | |
} | |
product_impl(matrix.begin(), matrix.end(), function); | |
} | |
// ASSOCIATIVE - LINEAR | |
// -------------------- | |
/** \brief Type detection for associative collection of linear collections. | |
*/ | |
template <typename T> | |
struct AssociativeLinearHelper | |
{ | |
typedef mapped_t<T> first_type; | |
typedef value_t<first_type> second_type; | |
typedef std::reference_wrapper<const second_type> reference_type; | |
typedef std::vector<reference_type> list_type; | |
typedef std::vector<list_type> matrix_type; | |
}; | |
/** \brief Product wrapper for associative collection of linear collections. | |
*/ | |
template < | |
typename Container, | |
typename Function | |
> | |
void associativeLinear(const Container &container, | |
Function function) | |
{ | |
typedef AssociativeLinearHelper<Container> Helper; | |
typedef list_t<Helper> List; | |
typedef matrix_t<Helper> Matrix; | |
Matrix matrix; | |
matrix.reserve(container.size()); | |
for (const auto &outer: container) { | |
List list; | |
list.reserve(outer.second.size()); | |
for (const auto &inner: outer.second) { | |
list.emplace_back(std::cref(inner)); | |
} | |
matrix.emplace_back(std::move(list)); | |
} | |
product_impl(matrix.begin(), matrix.end(), function); | |
} | |
// ASSOCIATIVE - ASSOCIATIVE | |
// ------------------------- | |
/** \brief Type detection for associative collection of associative collections. | |
*/ | |
template <typename T> | |
struct AssociativeAssociativeHelper | |
{ | |
typedef mapped_t<T> first_type; | |
typedef mapped_t<first_type> second_type; | |
typedef std::reference_wrapper<const second_type> reference_type; | |
typedef std::vector<reference_type> list_type; | |
typedef std::vector<list_type> matrix_type; | |
}; | |
/** \brief Product wrapper for associative collection of associative collections. | |
*/ | |
template < | |
typename Container, | |
typename Function | |
> | |
void associativeAssociative(const Container &container, | |
Function function) | |
{ | |
typedef AssociativeAssociativeHelper<Container> Helper; | |
typedef typename Helper::list_type List; | |
typedef typename Helper::matrix_type Matrix; | |
Matrix matrix; | |
matrix.reserve(container.size()); | |
for (const auto &outer: container) { | |
List list; | |
list.reserve(outer.second.size()); | |
for (const auto &inner: outer.second) { | |
list.emplace_back(std::cref(inner.second)); | |
} | |
matrix.emplace_back(std::move(list)); | |
} | |
product_impl(matrix.begin(), matrix.end(), function); | |
} | |
// SFINAE | |
// ------ | |
/** \brief Associative-like type-wrapper. | |
*/ | |
template <typename T> | |
struct AssociativeLike | |
{ | |
typedef value_t<T> mapped_type; | |
}; | |
/** \brief Base class to check if it contains associative containers. | |
*/ | |
template <typename T> | |
struct IsAssociativeImpl | |
{ | |
static constexpr bool outer = has_mapped_type_v<T>; | |
typedef mapped_t<conditional_t<outer, T, AssociativeLike<T>>> U; | |
static constexpr bool inner = has_mapped_type_v<U>; | |
}; | |
/** \brief Check if linear collection of linear collections. | |
*/ | |
template <typename T> | |
struct IsLinearLinear | |
{ | |
enum { | |
value = !(IsAssociativeImpl<T>::outer || IsAssociativeImpl<T>::inner) | |
}; | |
}; | |
/** \brief Check if linear collection of associative collections. | |
*/ | |
template <typename T> | |
struct IsLinearAssociative | |
{ | |
enum { | |
value = !IsAssociativeImpl<T>::outer && IsAssociativeImpl<T>::inner | |
}; | |
}; | |
/** \brief Check if associative collection of linear collections. | |
*/ | |
template <typename T> | |
struct IsAssociativeLinear | |
{ | |
enum { | |
value = IsAssociativeImpl<T>::outer && !IsAssociativeImpl<T>::inner | |
}; | |
}; | |
/** \brief Check if associative collection of associative collections. | |
*/ | |
template <typename T> | |
struct IsAssociativeAssociative | |
{ | |
enum { | |
value = IsAssociativeImpl<T>::outer && IsAssociativeImpl<T>::inner | |
}; | |
}; | |
template <typename T> | |
constexpr bool IsLinearLinearV = IsLinearLinear<T>::value; | |
template <typename T> | |
constexpr bool IsLinearAssociativeV = IsLinearAssociative<T>::value; | |
template <typename T> | |
constexpr bool IsAssociativeLinearV = IsAssociativeLinear<T>::value; | |
template <typename T> | |
constexpr bool IsAssociativeAssociativeV = IsAssociativeAssociative<T>::value; | |
// PRODUCT | |
// ------- | |
/** \brief Deduce container type and invoke correct dispatcher. | |
*/ | |
struct ProducerHelper | |
{ | |
template <typename T, typename Function> | |
enable_if_t<IsLinearLinearV<T>, void> | |
static product(const T &t, | |
Function function) | |
{ | |
return detail::linearLinear(t, function); | |
} | |
template <typename T, typename Function> | |
enable_if_t<IsLinearAssociativeV<T>, void> | |
static product(const T &t, | |
Function function) | |
{ | |
return detail::linearAssociative(t, function); | |
} | |
template <typename T, typename Function> | |
enable_if_t<IsAssociativeLinearV<T>, void> | |
static product(const T &t, | |
Function function) | |
{ | |
return detail::associativeLinear(t, function); | |
} | |
template <typename T, typename Function> | |
enable_if_t<IsAssociativeAssociativeV<T>, void> | |
static product(const T &t, | |
Function function) | |
{ | |
return detail::associativeAssociative(t, function); | |
} | |
}; | |
/** \brief Invoke the appropriate product function. | |
*/ | |
template < | |
typename Container, | |
typename Function | |
> | |
void product(const Container &container, | |
Function function) | |
{ | |
return ProducerHelper::product(container, function); | |
} | |
} /* detail */ | |
// PRODUCT | |
// ------- | |
/** \brief Wrapper for implied cartesian product. | |
*/ | |
template < | |
typename Container, | |
typename Function | |
> | |
void product(const Container &container, | |
Function function) | |
{ | |
return detail::product(container, function); | |
} | |
// MAIN | |
// ---- | |
#include <chrono> | |
#include <iostream> | |
#include <unordered_map> | |
#include <unordered_set> | |
int main(void) | |
{ | |
std::vector<std::vector<int>> aa = {{1, 2, 3}, {4, 5, 6}}; | |
std::vector<std::unordered_map<int, int>> am = {{{2, 3}}, {{5, 6}}}; | |
std::unordered_map<int, std::vector<int>> ma = {{1, {2, 3}}, {4, {5, 6}}}; | |
std::unordered_map<int, std::unordered_map<int, int>> mm = {{1, {{2, 3}}}, {4, {{5, 6}}}}; | |
// TYPE-CHECKING | |
std::cout << "-------------------" << std::endl; | |
std::cout << " Array-Array Type: " << std::endl; | |
std::cout << "-------------------" << std::endl; | |
product(aa, [](const auto &i) { | |
std::cout << "["; | |
for (auto j : i) { | |
std::cout << j << ", "; | |
} | |
std::cout << "]" << std::endl; | |
}); | |
std::cout << "-------------------" << std::endl; | |
std::cout << std::endl; | |
std::cout << std::endl; | |
std::cout << "-------------------" << std::endl; | |
std::cout << " Array-Map Type: " << std::endl; | |
std::cout << "-------------------" << std::endl; | |
product(am, [](const auto &i) { | |
std::cout << "["; | |
for (auto j : i) { | |
std::cout << j << ", "; | |
} | |
std::cout << "]" << std::endl; | |
}); | |
std::cout << "-------------------" << std::endl; | |
std::cout << std::endl; | |
std::cout << std::endl; | |
std::cout << "-------------------" << std::endl; | |
std::cout << " Map-Array Type: " << std::endl; | |
std::cout << "-------------------" << std::endl; | |
product(ma, [](const auto &i) { | |
std::cout << "["; | |
for (auto j : i) { | |
std::cout << j << ", "; | |
} | |
std::cout << "]" << std::endl; | |
}); | |
std::cout << "-------------------" << std::endl; | |
std::cout << std::endl; | |
std::cout << std::endl; | |
std::cout << "-------------------" << std::endl; | |
std::cout << " Map-Map Type: " << std::endl; | |
std::cout << "-------------------" << std::endl; | |
product(mm, [](const auto &i) { | |
std::cout << "["; | |
for (auto j : i) { | |
std::cout << j << ", "; | |
} | |
std::cout << "]" << std::endl; | |
}); | |
std::cout << "-------------------" << std::endl; | |
std::cout << std::endl; | |
std::cout << std::endl; | |
// BENCHMARKING | |
// 2.73 s in Python | |
// 291 ms in Clang, -O3 | |
// 235 ms in G++, -O3 | |
std::vector<std::vector<int>> v(2); | |
v[0].reserve(10000); | |
v[1].reserve(10000); | |
for (int i = 0; i < 10000; ++i) { | |
v[0].emplace_back(i); | |
v[1].emplace_back(10000+i); | |
} | |
typedef std::chrono::high_resolution_clock Clock; | |
auto t1 = Clock::now(); | |
product(v, [](volatile auto &i) { | |
}); | |
auto t2 = Clock::now(); | |
std::cout << "Benchmark is: " | |
<< std::chrono::duration_cast<std::chrono::milliseconds>(t2 - t1).count() | |
<< " ms" << std::endl; | |
return 0; | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment