| // Copyright 2004-present Facebook. All Rights Reserved. |
| |
| #pragma once |
| |
| #include <c10/util/ArrayRef.h> |
| |
| #include <iterator> |
| #include <numeric> |
| #include <type_traits> |
| |
| namespace c10 { |
| |
| ///Sum of a list of integers; accumulates into the int64_t datatype |
| template<typename C, typename std::enable_if<std::is_integral<typename C::value_type>::value, int>::type = 0> |
| inline int64_t sum_integers(const C &container){ |
| //std::accumulate infers return type from `init` type, so if the `init` type is not large |
| //enough to hold the result, computation can overflow. We use `int64_t` here to avoid this. |
| return std::accumulate(container.begin(), container.end(), static_cast<int64_t>(0)); |
| } |
| |
| ///Sum of integer elements referred to by iterators; accumulates into the int64_t datatype |
| template<typename Iter, |
| typename std::enable_if<std::is_integral<typename std::iterator_traits<Iter>::value_type>::value, int>::type = 0> |
| inline int64_t sum_integers(Iter begin, Iter end){ |
| //std::accumulate infers return type from `init` type, so if the `init` type is not large |
| //enough to hold the result, computation can overflow. We use `int64_t` here to avoid this. |
| return std::accumulate(begin, end, static_cast<int64_t>(0)); |
| } |
| |
| ///Product of a list of integers; accumulates into the int64_t datatype |
| template<typename C, typename std::enable_if<std::is_integral<typename C::value_type>::value, int>::type = 0> |
| inline int64_t multiply_integers(const C &container){ |
| //std::accumulate infers return type from `init` type, so if the `init` type is not large |
| //enough to hold the result, computation can overflow. We use `int64_t` here to avoid this. |
| return std::accumulate(container.begin(), container.end(), static_cast<int64_t>(1), std::multiplies<int64_t>()); |
| } |
| |
| ///Product of integer elements referred to by iterators; accumulates into the int64_t datatype |
| template<typename Iter, |
| typename std::enable_if<std::is_integral<typename std::iterator_traits<Iter>::value_type>::value, int>::type = 0> |
| inline int64_t multiply_integers(Iter begin, Iter end){ |
| //std::accumulate infers return type from `init` type, so if the `init` type is not large |
| //enough to hold the result, computation can overflow. We use `int64_t` here to avoid this. |
| return std::accumulate(begin, end, static_cast<int64_t>(1), std::multiplies<int64_t>()); |
| } |
| |
| ///Return product of all dimensions starting from k |
| ///Returns 1 if k>=dims.size() |
| template<typename C, typename std::enable_if<std::is_integral<typename C::value_type>::value, int>::type = 0> |
| inline int64_t numelements_from_dim(const int k, const C &dims) { |
| TORCH_INTERNAL_ASSERT_DEBUG_ONLY(k>=0); |
| |
| if(k>dims.size()){ |
| return 1; |
| } else { |
| auto cbegin = dims.cbegin(); |
| std::advance(cbegin, k); |
| return multiply_integers(cbegin, dims.cend()); |
| } |
| } |
| |
| ///Product of all dims up to k (not including dims[k]) |
| ///Throws an error if k>dims.size() |
| template<typename C, typename std::enable_if<std::is_integral<typename C::value_type>::value, int>::type = 0> |
| inline int64_t numelements_to_dim(const int k, const C &dims) { |
| TORCH_INTERNAL_ASSERT(0<=k); |
| TORCH_INTERNAL_ASSERT((unsigned)k <= dims.size()); |
| |
| auto cend = dims.cbegin(); |
| std::advance(cend, k); |
| return multiply_integers(dims.cbegin(), cend); |
| } |
| |
| ///Product of all dims between k and l (including dims[k] and excluding dims[l]) |
| ///k and l may be supplied in either order |
| template<typename C, typename std::enable_if<std::is_integral<typename C::value_type>::value, int>::type = 0> |
| inline int64_t numelements_between_dim(int k, int l, const C &dims) { |
| TORCH_INTERNAL_ASSERT(0<=k); |
| TORCH_INTERNAL_ASSERT(0<=l); |
| |
| if(k>l){ |
| std::swap(k,l); |
| } |
| |
| TORCH_INTERNAL_ASSERT((unsigned)l < dims.size()); |
| |
| auto cbegin = dims.cbegin(); |
| auto cend = dims.cbegin(); |
| std::advance(cbegin, k); |
| std::advance(cend, l); |
| return multiply_integers(cbegin, cend); |
| } |
| |
| } // namespace facebook::detail |