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/* Copyright 1993-2016 NVIDIA Corporation. All rights reserved.
*
* NOTICE TO LICENSEE:
*
* The source code and/or documentation ("Licensed Deliverables") are
* subject to NVIDIA intellectual property rights under U.S. and
* international Copyright laws.
*
* The Licensed Deliverables contained herein are PROPRIETARY and
* CONFIDENTIAL to NVIDIA and are being provided under the terms and
* conditions of a form of NVIDIA software license agreement by and
* between NVIDIA and Licensee ("License Agreement") or electronically
* accepted by Licensee. Notwithstanding any terms or conditions to
* the contrary in the License Agreement, reproduction or disclosure
* of the Licensed Deliverables to any third party without the express
* written consent of NVIDIA is prohibited.
*
* NOTWITHSTANDING ANY TERMS OR CONDITIONS TO THE CONTRARY IN THE
* LICENSE AGREEMENT, NVIDIA MAKES NO REPRESENTATION ABOUT THE
* SUITABILITY OF THESE LICENSED DELIVERABLES FOR ANY PURPOSE. THEY ARE
* PROVIDED "AS IS" WITHOUT EXPRESS OR IMPLIED WARRANTY OF ANY KIND.
* NVIDIA DISCLAIMS ALL WARRANTIES WITH REGARD TO THESE LICENSED
* DELIVERABLES, INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY,
* NONINFRINGEMENT, AND FITNESS FOR A PARTICULAR PURPOSE.
* NOTWITHSTANDING ANY TERMS OR CONDITIONS TO THE CONTRARY IN THE
* LICENSE AGREEMENT, IN NO EVENT SHALL NVIDIA BE LIABLE FOR ANY
* SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OR ANY
* DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS,
* WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS
* ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR PERFORMANCE
* OF THESE LICENSED DELIVERABLES.
*
* U.S. Government End Users. These Licensed Deliverables are a
* "commercial item" as that term is defined at 48 C.F.R. 2.101 (OCT
* 1995), consisting of "commercial computer software" and "commercial
* computer software documentation" as such terms are used in 48
* C.F.R. 12.212 (SEPT 1995) and are provided to the U.S. Government
* only as a commercial end item. Consistent with 48 C.F.R.12.212 and
* 48 C.F.R. 227.7202-1 through 227.7202-4 (JUNE 1995), all
* U.S. Government End Users acquire the Licensed Deliverables with
* only those rights set forth herein.
*
* Any use of the Licensed Deliverables in individual and commercial
* software must include, in the user documentation and internal
* comments to the code, the above Disclaimer and U.S. Government End
* Users Notice.
*/
#ifndef _CG_SCAN_H_
#define _CG_SCAN_H_
#include "info.h"
#include "helpers.h"
#include "functional.h"
#include "coalesced_scan.h"
_CG_BEGIN_NAMESPACE
namespace details {
// Group support for scan.
template <class TyGroup> struct _scan_group_supported : public _CG_STL_NAMESPACE::false_type {};
template <unsigned int Sz, typename TyPar>
struct _scan_group_supported<cooperative_groups::thread_block_tile<Sz, TyPar>> : public _CG_STL_NAMESPACE::true_type {};
template <unsigned int Sz, typename TyPar>
struct _scan_group_supported<internal_thread_block_tile<Sz, TyPar>> : public _CG_STL_NAMESPACE::true_type {};
template <>
struct _scan_group_supported<cooperative_groups::coalesced_group> : public _CG_STL_NAMESPACE::true_type {};
template <typename TyGroup>
using scan_group_supported = _scan_group_supported<details::remove_qual<TyGroup>>;
template <bool IsIntegralPlus>
struct integral_optimized_scan;
enum class ScanType { exclusive, inclusive };
template <unsigned int GroupId, ScanType TyScan>
struct scan_dispatch;
template <ScanType TyScan>
struct scan_dispatch<details::coalesced_group_id, TyScan> {
template <typename TyGroup, typename TyVal, typename TyFn>
_CG_STATIC_QUALIFIER auto scan(const TyGroup& group, TyVal&& val, TyFn&& op) -> decltype(op(val, val)) {
auto scan_result = coalesced_inclusive_scan(group, val, op);
if (TyScan == ScanType::exclusive) {
scan_result = convert_inclusive_to_exclusive(group,
scan_result,
_CG_STL_NAMESPACE::forward<TyVal>(val),
_CG_STL_NAMESPACE::forward<TyFn>(op));
}
return scan_result;
}
};
#if defined(_CG_CPP11_FEATURES)
template <ScanType TyScan>
struct scan_dispatch<details::multi_tile_group_id, TyScan> {
template <unsigned int Size, typename ParentT, typename TyVal, typename TyFn>
_CG_STATIC_QUALIFIER auto scan(const thread_block_tile<Size, ParentT>& group, TyVal&& val, TyFn&& op) -> decltype(op(val, val)) {
using warpType = details::internal_thread_block_tile<32, __static_size_multi_warp_tile_base<Size>>;
using TyRet = details::remove_qual<TyVal>;
const unsigned int num_warps = Size / 32;
// In warp scan result, calculated in warp_lambda
TyRet warp_scan;
// In warp scan, put sum in the warp_scratch_location
auto warp_lambda = [&] (const warpType& warp, TyRet* warp_scratch_location) {
warp_scan =
details::coalesced_inclusive_scan(warp, _CG_STL_NAMESPACE::forward<TyVal>(val), op);
if (warp.thread_rank() + 1 == warp.size()) {
*warp_scratch_location = warp_scan;
}
if (TyScan == ScanType::exclusive) {
warp_scan = warp.shfl_up(warp_scan, 1);
}
};
// Tile of size num_warps performing the final scan part (exclusive scan of warp sums), other threads will add it
// to its in-warp scan result
auto inter_warp_lambda =
[&] (const details::internal_thread_block_tile<num_warps, warpType>& subwarp, TyRet* thread_scratch_location) {
auto thread_val = *thread_scratch_location;
auto result = coalesced_inclusive_scan(subwarp, thread_val, op);
*thread_scratch_location = convert_inclusive_to_exclusive(subwarp, result, thread_val, op);
};
TyRet previous_warps_sum = details::multi_warp_collectives_helper<TyRet>(group, warp_lambda, inter_warp_lambda);
if (TyScan == ScanType::exclusive && warpType::thread_rank() == 0) {
return previous_warps_sum;
}
if (warpType::meta_group_rank() == 0) {
return warp_scan;
}
else {
return op(warp_scan, previous_warps_sum);
}
}
};
#if defined(_CG_HAS_STL_ATOMICS)
template <unsigned int GroupId, ScanType TyScan>
struct scan_update_dispatch;
template <ScanType TyScan>
struct scan_update_dispatch<details::coalesced_group_id, TyScan> {
template <typename TyGroup, typename TyAtomic, typename TyVal, typename TyFn>
_CG_STATIC_QUALIFIER auto scan(const TyGroup& group, TyAtomic& dst, TyVal&& val, TyFn&& op) -> decltype(op(val, val)) {
details::remove_qual<TyVal> old;
// Do regular in group scan
auto scan_result = details::coalesced_inclusive_scan(group, val, op);
// Last thread updates the atomic and distributes its old value to other threads
if (group.thread_rank() == group.size() - 1) {
old = atomic_update(dst, scan_result, _CG_STL_NAMESPACE::forward<TyFn>(op));
}
old = group.shfl(old, group.size() - 1);
if (TyScan == ScanType::exclusive) {
scan_result = convert_inclusive_to_exclusive(group, scan_result, _CG_STL_NAMESPACE::forward<TyVal>(val), op);
}
scan_result = op(old, scan_result);
return scan_result;
}
};
template <ScanType TyScan>
struct scan_update_dispatch<details::multi_tile_group_id, TyScan> {
template <unsigned int Size, typename ParentT, typename TyAtomic, typename TyVal, typename TyFn>
_CG_STATIC_QUALIFIER auto scan(const thread_block_tile<Size, ParentT>& group, TyAtomic& dst, TyVal&& val, TyFn&& op) -> decltype(op(val, val)) {
using warpType = details::internal_thread_block_tile<32, __static_size_multi_warp_tile_base<Size>>;
using TyRet = details::remove_qual<TyVal>;
const unsigned int num_warps = Size / 32;
// In warp scan result, calculated in warp_lambda
TyRet warp_scan;
// In warp scan, put sum in the warp_scratch_location
auto warp_lambda = [&] (const warpType& warp, TyRet* warp_scratch_location) {
warp_scan =
details::coalesced_inclusive_scan(warp, _CG_STL_NAMESPACE::forward<TyVal>(val), op);
if (warp.thread_rank() + 1 == warp.size()) {
*warp_scratch_location = warp_scan;
}
if (TyScan == ScanType::exclusive) {
warp_scan = warp.shfl_up(warp_scan, 1);
}
};
// Tile of size num_warps performing the final scan part (exclusive scan of warp sums), other threads will add it
// to its in-warp scan result
auto inter_warp_lambda =
[&] (const details::internal_thread_block_tile<num_warps, warpType>& subwarp, TyRet* thread_scratch_location) {
auto thread_val = *thread_scratch_location;
auto scan_result = details::coalesced_inclusive_scan(subwarp, thread_val, op);
TyRet offset;
// Single thread does the atomic update with sum of all contributions and reads the old value.
if (subwarp.thread_rank() == subwarp.size() - 1) {
offset = details::atomic_update(dst, scan_result, op);
}
offset = subwarp.shfl(offset, subwarp.size() - 1);
scan_result = convert_inclusive_to_exclusive(subwarp, scan_result, thread_val, op);
// Add offset read from the atomic to the scanned warp sum.
// Skipping first thread, since it got defautly constructed value from the conversion,
// it should just return the offset received from the thread that did the atomic update.
if (subwarp.thread_rank() != 0) {
offset = op(scan_result, offset);
}
*thread_scratch_location = offset;
};
TyRet previous_warps_sum = details::multi_warp_collectives_helper<TyRet>(group, warp_lambda, inter_warp_lambda);
if (TyScan == ScanType::exclusive && warpType::thread_rank() == 0) {
return previous_warps_sum;
}
return op(warp_scan, previous_warps_sum);
}
};
#endif
#endif
template <typename TyGroup, typename TyInputVal, typename TyRetVal>
_CG_QUALIFIER void check_scan_params() {
static_assert(details::is_op_type_same<TyInputVal, TyRetVal>::value, "Operator input and output types differ");
static_assert(details::scan_group_supported<TyGroup>::value, "This group does not exclusively represent a tile");
}
#if defined(_CG_HAS_STL_ATOMICS)
template <typename TyGroup, typename TyDstVal, typename TyInputVal, typename TyRetVal>
_CG_QUALIFIER void check_scan_update_params() {
check_scan_params<TyGroup, TyInputVal, TyRetVal>();
static_assert(details::is_op_type_same<TyDstVal, TyInputVal>::value, "Destination and input types differ");
}
#endif
} // details
template <typename TyGroup, typename TyVal, typename TyFn>
_CG_QUALIFIER auto inclusive_scan(const TyGroup& group, TyVal&& val, TyFn&& op) -> decltype(op(val, val)) {
details::check_scan_params<TyGroup, TyVal, decltype(op(val, val))>();
using dispatch = details::scan_dispatch<TyGroup::_group_id, details::ScanType::inclusive>;
return dispatch::scan(group, _CG_STL_NAMESPACE::forward<TyVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op));
}
template <typename TyGroup, typename TyVal>
_CG_QUALIFIER details::remove_qual<TyVal> inclusive_scan(const TyGroup& group, TyVal&& val) {
return inclusive_scan(group, _CG_STL_NAMESPACE::forward<TyVal>(val), cooperative_groups::plus<details::remove_qual<TyVal>>());
}
template <typename TyGroup, typename TyVal, typename TyFn>
_CG_QUALIFIER auto exclusive_scan(const TyGroup& group, TyVal&& val, TyFn&& op) -> decltype(op(val, val)) {
details::check_scan_params<TyGroup, TyVal, decltype(op(val, val))>();
using dispatch = details::scan_dispatch<TyGroup::_group_id, details::ScanType::exclusive>;
return dispatch::scan(group, _CG_STL_NAMESPACE::forward<TyVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op));
}
template <typename TyGroup, typename TyVal>
_CG_QUALIFIER details::remove_qual<TyVal> exclusive_scan(const TyGroup& group, TyVal&& val) {
return exclusive_scan(group, _CG_STL_NAMESPACE::forward<TyVal>(val), cooperative_groups::plus<details::remove_qual<TyVal>>());
}
#if defined(_CG_HAS_STL_ATOMICS)
template<typename TyGroup, typename TyVal, typename TyInputVal, cuda::thread_scope Sco, typename TyFn>
_CG_QUALIFIER auto inclusive_scan_update(const TyGroup& group, cuda::atomic<TyVal, Sco>& dst, TyInputVal&& val, TyFn&& op) -> decltype(op(val, val)) {
details::check_scan_update_params<TyGroup, TyVal, details::remove_qual<TyInputVal>, decltype(op(val, val))>();
using dispatch = details::scan_update_dispatch<TyGroup::_group_id, details::ScanType::inclusive>;
return dispatch::scan(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op));
}
template<typename TyGroup, typename TyVal, typename TyInputVal, cuda::thread_scope Sco>
_CG_QUALIFIER TyVal inclusive_scan_update(const TyGroup& group, cuda::atomic<TyVal, Sco> & dst, TyInputVal&& val) {
return inclusive_scan_update(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), cooperative_groups::plus<TyVal>());
}
template<typename TyGroup, typename TyVal, typename TyInputVal, cuda::thread_scope Sco, typename TyFn>
_CG_QUALIFIER auto exclusive_scan_update(const TyGroup& group, cuda::atomic<TyVal, Sco>& dst, TyInputVal&& val, TyFn&& op) -> decltype(op(val, val)) {
details::check_scan_update_params<TyGroup, TyVal, details::remove_qual<TyInputVal>, decltype(op(val, val))>();
using dispatch = details::scan_update_dispatch<TyGroup::_group_id, details::ScanType::exclusive>;
return dispatch::scan(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op));
}
template<typename TyGroup, typename TyVal, typename TyInputVal, cuda::thread_scope Sco>
_CG_QUALIFIER TyVal exclusive_scan_update(const TyGroup& group, cuda::atomic<TyVal, Sco>& dst, TyInputVal&& val) {
return exclusive_scan_update(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), cooperative_groups::plus<TyVal>());
}
template<typename TyGroup, typename TyVal, typename TyInputVal, cuda::thread_scope Sco, typename TyFn>
_CG_QUALIFIER auto inclusive_scan_update(const TyGroup& group, const cuda::atomic_ref<TyVal, Sco>& dst, TyInputVal&& val, TyFn&& op) -> decltype(op(val, val)) {
details::check_scan_update_params<TyGroup, TyVal, details::remove_qual<TyInputVal>, decltype(op(val, val))>();
using dispatch = details::scan_update_dispatch<TyGroup::_group_id, details::ScanType::inclusive>;
return dispatch::scan(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op));
}
template<typename TyGroup, typename TyVal, typename TyInputVal, cuda::thread_scope Sco>
_CG_QUALIFIER TyVal inclusive_scan_update(const TyGroup& group, const cuda::atomic_ref<TyVal, Sco> & dst, TyInputVal&& val) {
return inclusive_scan_update(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), cooperative_groups::plus<TyVal>());
}
template<typename TyGroup, typename TyVal, typename TyInputVal, cuda::thread_scope Sco, typename TyFn>
_CG_QUALIFIER auto exclusive_scan_update(const TyGroup& group, const cuda::atomic_ref<TyVal, Sco>& dst, TyInputVal&& val, TyFn&& op) -> decltype(op(val, val)) {
details::check_scan_update_params<TyGroup, TyVal, details::remove_qual<TyInputVal>, decltype(op(val, val))>();
using dispatch = details::scan_update_dispatch<TyGroup::_group_id, details::ScanType::exclusive>;
return dispatch::scan(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op));
}
template<typename TyGroup, typename TyVal, typename TyInputVal, cuda::thread_scope Sco>
_CG_QUALIFIER TyVal exclusive_scan_update(const TyGroup& group, const cuda::atomic_ref<TyVal, Sco>& dst, TyInputVal&& val) {
return exclusive_scan_update(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), cooperative_groups::plus<TyVal>());
}
#endif
_CG_END_NAMESPACE
#endif // _CG_SCAN_H_