std::transform_reduce

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Algorithm library
Constrained algorithms and algorithms on ranges (C++20)
Concepts and utilities: std::Sortable, std::projected, ...
Constrained algorithms: std::ranges::copy, std::ranges::sort, ...
Execution policies (C++17)
Non-modifying sequence operations
(C++11)(C++11)(C++11)
(C++17)
Modifying sequence operations
Operations on uninitialized storage
Partitioning operations
Sorting operations
(C++11)
Binary search operations
Set operations (on sorted ranges)
Heap operations
(C++11)
Minimum/maximum operations
(C++11)
(C++17)
Permutations
Numeric operations
(C++17)
transform_reduce
(C++17)
C library
 
Defined in header <numeric>
template<class InputIt1, class InputIt2, class T>
T transform_reduce(InputIt1 first1, InputIt1 last1, InputIt2 first2, T init);
(1) (since C++17)
template <class InputIt1, class InputIt2, class T, class BinaryOp1, class BinaryOp2>

T transform_reduce(InputIt1 first1, InputIt1 last1, InputIt2 first2,

                   T init, BinaryOp1 binary_op1, BinaryOp2 binary_op2);
(2) (since C++17)
template<class InputIt, class T, class BinaryOp, class UnaryOp>

T transform_reduce(InputIt first, InputIt last,

                   T init, BinaryOp binop, UnaryOp unary_op);
(3) (since C++17)
template<class ExecutionPolicy,

         class ForwardIt1, class ForwardIt2, class T>
T transform_reduce(ExecutionPolicy&& policy,

                   ForwardIt1 first1, ForwardIt1 last1, ForwardIt2 first2, T init);
(4) (since C++17)
template<class ExecutionPolicy,

         class ForwardIt1, class ForwardIt2, class T, class BinaryOp1, class BinaryOp2>
T transform_reduce(ExecutionPolicy&& policy,
                   ForwardIt1 first1, ForwardIt1 last1, ForwardIt2 first2,

                   T init, BinaryOp1 binary_op1, BinaryOp2 binary_op2);
(5) (since C++17)
template<class ExecutionPolicy,

         class ForwardIt, class T, class BinaryOp, class UnaryOp>
T transform_reduce(ExecutionPolicy&& policy,
                   ForwardIt first, ForwardIt last,

                   T init, BinaryOp binary_op, UnaryOp unary_op);
(6) (since C++17)
1) Equivalent to transform_reduce(first1, last1, first2, init, std::plus<>(), std::multiplies<>());, effectively parallelized version of the default std::inner_product
2) Applies binary_op2 to each pair of elements from the ranges [first; last) and the range starting at first2 and reduces the results (possibly permuted and aggregated in unspecified manner) along with the initial value init over binary_op1
3) Applies unary_op to each element in the range [first; last) and reduces the results (possibly permuted and aggregated in unspecified manner) along with the initial value init over binary_op.
4-6) Same as (1-3), but executed according to policy. This overload only participates in overload resolution if std::is_execution_policy_v<std::decay_t<ExecutionPolicy>> is true

The behavior is non-deterministic if binary_op/binary_op2 is not associative or not commutative.

The behavior is undefined if unary_op, binary_op, binary_op1, or binary_op2 modifies any element or invalidates any iterator in the input ranges, including their end iterators.

Parameters

first, last - the range of elements to apply the algorithm to
init - the initial value of the generalized sum
policy - the execution policy to use. See execution policy for details.
unary_op - unary FunctionObject that will be applied to each element of the input range. The return type must be acceptable as input to binary_op
binary_op - binary FunctionObject that will be applied in unspecified order to the results of unary_op, the results of other binary_op and init.
Type requirements
-
T must meet the requirements of MoveConstructible in order to use overloads (3,6). and the result of the expressions binary_op(init, unary_op(*first)), binary_op(unary_op(*first), init), binary_op(init, init), and binary_op(unary_op(*first), unary_op(*first)) must be convertible to T
-
T must meet the requirements of MoveConstructible in order to use overloads (2,5). and the result of the expressions binary_op1(init, binary_op2(*first1, *first2)), binary_op1(binary_op2(*first1, *first2), init), binary_op1(init, init), and binary_op1(binary_op2(*first1, *first2), binary_op2(*first1, *first2)) must be convertible to T
-
InputIt must meet the requirements of LegacyInputIterator.
-
ForwardIt must meet the requirements of LegacyForwardIterator.

Return value

2) Generalized sum of init and binary_op2(*first,*first2), binary_op2(*(first+1),*(first2+1)), ..., over binary_op1
3) Generalized sum of init and unary_op(*first), unary_op(*(first+1)), ... unary_op(*(last-1)) over binary_op,

where generalized sum GSUM(op, a
1
, ..., a
N
)
is defined as follows:

  • if N=1, a
    1
  • if N > 1, op(GSUM(op, b
    1
    , ..., b
    K
    ), GSUM(op, b
    M
    , ..., b
    N
    ))
    where
  • b
    1
    , ..., b
    N
    may be any permutation of a1, ..., aN and
  • 1 < K+1 = M ≤ N

in other words, the results of unary_op or of binary_op1 may be grouped and arranged in arbitrary order.

Complexity

1,2,4,5) O(last1 - first1) applications each of binary_op1 and binary_op2.
3,6) O(last - first) applications each of unary_op and binary_op.

Exceptions

The overloads with a template parameter named ExecutionPolicy report errors as follows:

  • If execution of a function invoked as part of the algorithm throws an exception and ExecutionPolicy is one of the standard policies, std::terminate is called. For any other ExecutionPolicy, the behavior is implementation-defined.
  • If the algorithm fails to allocate memory, std::bad_alloc is thrown.

Notes

In the unary-binary overload (3,6), unary_op is not applied to init

If first == last or first1 == last1, init is returned, unmodified

Example

transform_reduce can be used to parallelize std::inner_product:

#include <vector>
#include <functional>
#include <iostream>
#include <numeric>
#include <execution>
 
int main()
{
    std::vector<double> xvalues(10007, 1.0), yvalues(10007, 1.0);
 
    double result = std::transform_reduce(
        std::execution::par,
        xvalues.begin(), xvalues.end(),
        yvalues.begin(), 0.0
    );
    std::cout << result << '\n';
}

Output:

10007

See also

sums up a range of elements
(function template)
applies a function to a range of elements
(function template)
(C++17)
similar to std::accumulate, except out of order
(function template)