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// Copyright (c) 2024-2025 Advanced Micro Devices, Inc. All rights reserved.
//
// 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.
/*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
/*! \file thrust/system/hip/hipstdpar/impl/numeric.hpp
* \brief <tt>Numeric operations</tt> implementation detail header for HIPSTDPAR.
*/
#pragma once
#if defined(__HIPSTDPAR__)
# include <thrust/adjacent_difference.h>
# include <thrust/execution_policy.h>
# include <thrust/inner_product.h>
# include <thrust/reduce.h>
# include <thrust/scan.h>
# include <thrust/transform.h>
# include <thrust/transform_reduce.h>
# include <thrust/transform_scan.h>
# include <algorithm>
# include <execution>
# include <type_traits>
# include <utility>
# include "hipstd.hpp"
namespace std
{
// BEGIN ADJACENT_DIFFERENCE
template <typename I, typename O, enable_if_t<::hipstd::is_offloadable_iterator<I, O>()>* = nullptr>
inline O adjacent_difference(execution::parallel_unsequenced_policy, I fi, I li, O fo)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::adjacent_difference(::thrust::device, fi, li, fo);
}
template <typename I, typename O, enable_if_t<!::hipstd::is_offloadable_iterator<I, O>()>* = nullptr>
inline O adjacent_difference(execution::parallel_unsequenced_policy, I fi, I li, O fo)
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category,
typename iterator_traits<O>::iterator_category>();
return ::std::adjacent_difference(::std::execution::par, fi, li, fo);
}
template <typename I,
typename O,
typename Op,
enable_if_t<::hipstd::is_offloadable_iterator<I, O>() && ::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline O adjacent_difference(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op op)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::adjacent_difference(::thrust::device, fi, li, fo, ::std::move(op));
}
template <typename I,
typename O,
typename Op,
enable_if_t<!::hipstd::is_offloadable_iterator<I, O>() || !::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline O adjacent_difference(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op op)
{
if constexpr (!::hipstd::is_offloadable_iterator<I, O>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category,
typename iterator_traits<O>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op>())
{
::hipstd::unsupported_callable_type<Op>();
}
return ::std::adjacent_difference(::std::execution::par, fi, li, fo, ::std::move(op));
}
// END ADJACENT_DIFFERENCE
// BEGIN REDUCE
template <typename I, enable_if_t<::hipstd::is_offloadable_iterator<I>()>* = nullptr>
inline typename iterator_traits<I>::value_type reduce(execution::parallel_unsequenced_policy, I f, I l)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::reduce(::thrust::device, f, l);
}
template <typename I, enable_if_t<!::hipstd::is_offloadable_iterator<I>()>* = nullptr>
inline typename iterator_traits<I>::value_type reduce(execution::parallel_unsequenced_policy, I f, I l)
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category>();
return ::std::reduce(::std::execution::par, f, l);
}
template <typename I, typename T, enable_if_t<::hipstd::is_offloadable_iterator<I>()>* = nullptr>
inline T reduce(execution::parallel_unsequenced_policy, I f, I l, T x)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::reduce(::thrust::device, f, l, ::std::move(x));
}
template <typename I, typename T, enable_if_t<!::hipstd::is_offloadable_iterator<I>()>* = nullptr>
inline T reduce(execution::parallel_unsequenced_policy, I f, I l, T x)
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category>();
return ::std::reduce(::std::execution::par, f, l, ::std::move(x));
}
template <typename I,
typename T,
typename Op,
enable_if_t<::hipstd::is_offloadable_iterator<I>() && ::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline T reduce(execution::parallel_unsequenced_policy, I f, I l, T x, Op op)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::reduce(::thrust::device, f, l, ::std::move(x), ::std::move(op));
}
template <typename I,
typename T,
typename Op,
enable_if_t<!::hipstd::is_offloadable_iterator<I>() || !::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline T reduce(execution::parallel_unsequenced_policy, I f, I l, T x, Op op)
{
if constexpr (!::hipstd::is_offloadable_iterator<I>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op>())
{
::hipstd::unsupported_callable_type<Op>();
}
return ::std::reduce(::std::execution::par, f, l, ::std::move(x), ::std::move(op));
}
// END REDUCE
// BEGIN EXCLUSIVE_SCAN
template <typename I, typename O, typename T, enable_if_t<::hipstd::is_offloadable_iterator<I, O>()>* = nullptr>
inline O exclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, T x)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::exclusive_scan(::thrust::device, fi, li, fo, ::std::move(x));
}
template <typename I, typename O, typename T, enable_if_t<!::hipstd::is_offloadable_iterator<I, O>()>* = nullptr>
inline O exclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, T x)
{
::hipstd::unsupported_iterator_category<typename std::iterator_traits<I>::iterator_category,
typename std::iterator_traits<O>::iterator_category>();
return ::std::exclusive_scan(::std::execution::par, fi, li, fo, ::std::move(x));
}
template <typename I,
typename O,
typename T,
typename Op,
enable_if_t<::hipstd::is_offloadable_iterator<I, O>() && ::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline O exclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, T x, Op op)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::exclusive_scan(::thrust::device, fi, li, fo, ::std::move(x), ::std::move(op));
}
template <typename I,
typename O,
typename T,
typename Op,
enable_if_t<!::hipstd::is_offloadable_iterator<I, O>() || !::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline O exclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, T x, Op op)
{
if constexpr (!::hipstd::is_offloadable_iterator<I, O>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category,
typename iterator_traits<O>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op>())
{
::hipstd::unsupported_callable_type<Op>();
}
return ::std::exclusive_scan(::std::execution::par, fi, li, fo, ::std::move(x), ::std::move(op));
}
// END EXCLUSIVE_SCAN
// BEGIN INCLUSIVE_SCAN
template <typename I, typename O, typename T, enable_if_t<::hipstd::is_offloadable_iterator<I, O>()>* = nullptr>
inline O inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::inclusive_scan(::thrust::device, fi, li, fo);
}
template <typename I, typename O, typename T, enable_if_t<!::hipstd::is_offloadable_iterator<I, O>()>* = nullptr>
inline O inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo)
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category,
typename iterator_traits<O>::iterator_category>();
return ::std::inclusive_scan(::std::execution::par, fi, li, fo);
}
template <typename I,
typename O,
typename Op,
enable_if_t<::hipstd::is_offloadable_iterator<I, O>() && ::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline O inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op op)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::inclusive_scan(::thrust::device, fi, li, fo, ::std::move(op));
}
template <typename I,
typename O,
typename Op,
enable_if_t<!::hipstd::is_offloadable_iterator<I, O>() || !::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline O inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op op)
{
if constexpr (!::hipstd::is_offloadable_iterator<I, O>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category,
typename iterator_traits<O>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op>())
{
::hipstd::unsupported_callable_type<Op>();
}
return ::std::inclusive_scan(::std::execution::par, fi, li, fo, ::std::move(op));
}
template <typename I,
typename O,
typename Op,
typename T,
enable_if_t<::hipstd::is_offloadable_iterator<I, O>() && ::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline O inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op op, T x)
{ // TODO: this is highly inefficient due to rocThrust not exposing
// this particular interface where the user provides x.
::hipstd::warn_if_no_xnack();
if (fi == li)
{
return fo;
}
::hipstd::__maybe_bind_globals();
auto lo = ::thrust::inclusive_scan(::thrust::device, fi, li, fo, op);
auto fn = [op = ::std::move(op), x = ::std::move(x)](auto&& y) { return op(x, y); };
using fn_t = decltype(fn);
if constexpr (::std::is_trivially_destructible_v<fn_t>)
{
return ::thrust::transform(::thrust::device, fo, lo, fo, ::std::move(fn));
}
else
{
::hipstd::detail::device_callable_guard<fn_t> guard(::std::move(fn));
O result;
try
{
result = ::thrust::transform(
::thrust::device, fo, lo, fo, ::hipstd::detail::callable_proxy<fn_t>{guard.get()});
}
catch (...)
{
(void) ::hipDeviceSynchronize();
throw;
}
::thrust::hip_rocprim::throw_on_error(
::hipDeviceSynchronize(), "hipstdpar inclusive_scan: failed to synchronize");
guard.destroy_and_free();
return result;
}
}
template <typename I,
typename O,
typename Op,
typename T,
enable_if_t<!::hipstd::is_offloadable_iterator<I, O>() || !::hipstd::is_offloadable_callable<Op>()>* = nullptr>
inline O inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op op, T x)
{
if constexpr (!::hipstd::is_offloadable_iterator<I, O>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category,
typename iterator_traits<O>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op>())
{
::hipstd::unsupported_callable_type<Op>();
}
return ::std::inclusive_scan(::std::execution::par, fi, li, fo, ::std::move(op), ::std::move(x));
}
// END INCLUSIVE_SCAN
// BEGIN TRANSFORM_REDUCE
template <typename I0, typename I1, typename T, enable_if_t<::hipstd::is_offloadable_iterator<I0, I1>()>* = nullptr>
inline T transform_reduce(execution::parallel_unsequenced_policy, I0 f0, I0 l0, I1 f1, T x)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::inner_product(::thrust::device, f0, l0, f1, ::std::move(x));
}
template <typename I0, typename I1, typename T, enable_if_t<!::hipstd::is_offloadable_iterator<I0, I1>()>* = nullptr>
inline T transform_reduce(execution::parallel_unsequenced_policy, I0 f0, I0 l0, I1 f1, T x)
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I0>::iterator_category,
typename iterator_traits<I1>::iterator_category>();
return ::std::transform_reduce(::std::execution::par, f0, l0, f1, ::std::move(x));
}
template <
typename I0,
typename I1,
typename T,
typename Op0,
typename Op1,
enable_if_t<::hipstd::is_offloadable_iterator<I0, I1>() && ::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline T transform_reduce(execution::parallel_unsequenced_policy, I0 f0, I0 l0, I1 f1, T x, Op0 op0, Op1 op1)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::inner_product(::thrust::device, f0, l0, f1, ::std::move(x), ::std::move(op0), ::std::move(op1));
}
template <
typename I0,
typename I1,
typename T,
typename Op0,
typename Op1,
enable_if_t<!::hipstd::is_offloadable_iterator<I0, I1>() || !::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline T transform_reduce(execution::parallel_unsequenced_policy, I0 f0, I0 l0, I1 f1, T x, Op0 op0, Op1 op1)
{
if constexpr (!::hipstd::is_offloadable_iterator<I0, I1>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I0>::iterator_category,
typename iterator_traits<I1>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op0, Op1>())
{
::hipstd::unsupported_callable_type<Op0, Op1>();
}
return ::std::transform_reduce(::std::execution::par, f0, l0, f1, ::std::move(x), ::std::move(op0), ::std::move(op1));
}
template <typename I,
typename T,
typename Op0,
typename Op1,
enable_if_t<::hipstd::is_offloadable_iterator<I>() && ::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline T transform_reduce(execution::parallel_unsequenced_policy, I f, I l, T x, Op0 op0, Op1 op1)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::transform_reduce(::thrust::device, f, l, ::std::move(op1), ::std::move(x), ::std::move(op0));
}
template <
typename I,
typename T,
typename Op0,
typename Op1,
enable_if_t<!::hipstd::is_offloadable_iterator<I>() || !::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline T transform_reduce(execution::parallel_unsequenced_policy, I f, I l, T x, Op0 op0, Op1 op1)
{
if constexpr (!::hipstd::is_offloadable_iterator<I>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op0, Op1>())
{
::hipstd::unsupported_callable_type<Op0, Op1>();
}
return ::std::transform_reduce(::std::execution::par, f, l, ::std::move(x), ::std::move(op0), ::std::move(op1));
}
// END TRANSFORM_REDUCE
// BEGIN TRANSFORM_EXCLUSIVE_SCAN
template <
typename I,
typename O,
typename T,
typename Op0,
typename Op1,
enable_if_t<::hipstd::is_offloadable_iterator<I, O>() && ::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline O transform_exclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, T x, Op0 op0, Op1 op1)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::transform_exclusive_scan(
::thrust::device, fi, li, fo, ::std::move(op1), ::std::move(x), ::std::move(op0));
}
template <
typename I,
typename O,
typename T,
typename Op0,
typename Op1,
enable_if_t<!::hipstd::is_offloadable_iterator<I, O>() || !::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline O transform_exclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, T x, Op0 op0, Op1 op1)
{
if constexpr (!::hipstd::is_offloadable_iterator<I, O>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category,
typename iterator_traits<O>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op0, Op1>())
{
::hipstd::unsupported_callable_type<Op0, Op1>();
}
return ::std::transform_exclusive_scan(
::std::execution::par, fi, li, fo, ::std::move(x), ::std::move(op0), ::std::move(op1));
}
// END TRANSFORM_EXCLUSIVE_SCAN
// BEGIN TRANSFORM_INCLUSIVE_SCAN
template <
typename I,
typename O,
typename Op0,
typename Op1,
enable_if_t<::hipstd::is_offloadable_iterator<I, O>() && ::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline O transform_inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op0 op0, Op1 op1)
{
::hipstd::__maybe_bind_globals();
::hipstd::warn_if_no_xnack();
return ::thrust::transform_inclusive_scan(::thrust::device, fi, li, fo, ::std::move(op1), ::std::move(op0));
}
template <
typename I,
typename O,
typename Op0,
typename Op1,
enable_if_t<!::hipstd::is_offloadable_iterator<I, O>() || !::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline O transform_inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op0 op0, Op1 op1)
{
if constexpr (!::hipstd::is_offloadable_iterator<I, O>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category,
typename iterator_traits<O>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op0, Op1>())
{
::hipstd::unsupported_callable_type<Op0, Op1>();
}
return ::std::transform_inclusive_scan(::std::execution::par, fi, li, fo, ::std::move(op0), ::std::move(op1));
}
template <
typename I,
typename O,
typename Op0,
typename Op1,
typename T,
enable_if_t<::hipstd::is_offloadable_iterator<I, O>() && ::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline O transform_inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op0 op0, Op1 op1, T x)
{ // TODO: this is inefficient.
::hipstd::warn_if_no_xnack();
if (fi == li)
{
return fo;
}
::hipstd::__maybe_bind_globals();
auto lo = ::thrust::transform_inclusive_scan(::thrust::device, fi, li, fo, ::std::move(op1), op0);
auto fn = [op0 = ::std::move(op0), x = ::std::move(x)](auto&& y) { return op0(x, y); };
using fn_t = decltype(fn);
if constexpr (::std::is_trivially_destructible_v<fn_t>)
{
return ::thrust::transform(::thrust::device, fo, lo, fo, ::std::move(fn));
}
else
{
::hipstd::detail::device_callable_guard<fn_t> guard(::std::move(fn));
O result;
try
{
result = ::thrust::transform(
::thrust::device, fo, lo, fo, ::hipstd::detail::callable_proxy<fn_t>{guard.get()});
}
catch (...)
{
(void) ::hipDeviceSynchronize();
throw;
}
::thrust::hip_rocprim::throw_on_error(
::hipDeviceSynchronize(), "hipstdpar transform_inclusive_scan: failed to synchronize");
guard.destroy_and_free();
return result;
}
}
template <
typename I,
typename O,
typename Op0,
typename Op1,
typename T,
enable_if_t<!::hipstd::is_offloadable_iterator<I, O>() || !::hipstd::is_offloadable_callable<Op0, Op1>()>* = nullptr>
inline O transform_inclusive_scan(execution::parallel_unsequenced_policy, I fi, I li, O fo, Op0 op0, Op1 op1, T x)
{
if constexpr (!::hipstd::is_offloadable_iterator<I, O>())
{
::hipstd::unsupported_iterator_category<typename iterator_traits<I>::iterator_category,
typename iterator_traits<O>::iterator_category>();
}
if constexpr (!::hipstd::is_offloadable_callable<Op0, Op1>())
{
::hipstd::unsupported_callable_type<Op0, Op1>();
}
return ::std::transform_inclusive_scan(
::std::execution::par, fi, li, fo, ::std::move(op0), ::std::move(op1), ::std::move(x));
}
// END TRANSFORM_INCLUSIVE_SCAN
} // namespace std
#else // __HIPSTDPAR__
# error "__HIPSTDPAR__ should be defined. Please use the '--hipstdpar' compile option."
#endif // __HIPSTDPAR__