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*
* 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.
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* The Licensed Deliverables contained herein are PROPRIETARY and
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#ifndef _CG_REDUCE_H_
#define _CG_REDUCE_H_
#include "info.h"
#include "helpers.h"
#include "coalesced_reduce.h"
#include "functional.h"
#include "cooperative_groups.h"
_CG_BEGIN_NAMESPACE
namespace details {
template <class Ty>
using _redux_is_add_supported = _CG_STL_NAMESPACE::integral_constant<
bool,
_CG_STL_NAMESPACE::is_integral<Ty>::value && (sizeof(Ty) <= 4)>;
template <class Ty>
using redux_is_add_supported = _redux_is_add_supported<Ty>;
// A specialization for 64 bit logical operations is possible
// but for now only accelerate 32 bit bitwise ops
template <class Ty>
using redux_is_logical_supported = redux_is_add_supported<Ty>;
// Base operator support case
template <class TyOp, class Ty> struct _redux_op_supported : public _CG_STL_NAMESPACE::false_type {};
#ifdef _CG_HAS_OP_REDUX
template <class Ty> struct _redux_op_supported<cooperative_groups::plus<Ty>, Ty> : public redux_is_add_supported<Ty> {};
template <class Ty> struct _redux_op_supported<cooperative_groups::less<Ty>, Ty> : public redux_is_add_supported<Ty> {};
template <class Ty> struct _redux_op_supported<cooperative_groups::greater<Ty>, Ty> : public redux_is_add_supported<Ty> {};
template <class Ty> struct _redux_op_supported<cooperative_groups::bit_and<Ty>, Ty> : public redux_is_logical_supported<Ty> {};
template <class Ty> struct _redux_op_supported<cooperative_groups::bit_or<Ty>, Ty> : public redux_is_logical_supported<Ty> {};
template <class Ty> struct _redux_op_supported<cooperative_groups::bit_xor<Ty>, Ty> : public redux_is_logical_supported<Ty> {};
#endif
template <class Ty, template <class> class TyOp>
using redux_op_supported = _redux_op_supported<
typename details::remove_qual<TyOp<Ty>>,
Ty>;
// Groups smaller than 16 actually have worse performance characteristics when used with redux
// tiles of size 16 and 32 perform the same or better and have better code generation profiles
template <class TyGroup> struct _redux_group_optimized : public _CG_STL_NAMESPACE::false_type {};
template <unsigned int Sz, typename TyPar>
struct _redux_group_optimized<cooperative_groups::thread_block_tile<Sz, TyPar>> : public _CG_STL_NAMESPACE::integral_constant<
bool,
(Sz >= 16)> {};
template <unsigned int Sz, typename TyPar>
struct _redux_group_optimized<internal_thread_block_tile<Sz, TyPar>> : public _CG_STL_NAMESPACE::integral_constant<
bool,
(Sz >= 16)> {};
template <>
struct _redux_group_optimized<cooperative_groups::coalesced_group> : public _CG_STL_NAMESPACE::true_type {};
template <typename TyGroup>
using redux_group_optimized = _redux_group_optimized<details::remove_qual<TyGroup>>;
template <template <class> class TyOp>
_CG_STATIC_QUALIFIER int pick_redux(int mask, int val);
template <template <class> class TyOp>
_CG_STATIC_QUALIFIER unsigned int pick_redux(int mask, unsigned int val);
#ifdef _CG_HAS_OP_REDUX
template <> _CG_QUALIFIER int pick_redux<cooperative_groups::plus>(int mask, int val) {
return __reduce_add_sync(mask, val);
}
template <> _CG_QUALIFIER int pick_redux<cooperative_groups::less>(int mask, int val) {
return __reduce_min_sync(mask, val);
}
template <> _CG_QUALIFIER int pick_redux<cooperative_groups::greater>(int mask, int val) {
return __reduce_max_sync(mask, val);
}
template <> _CG_QUALIFIER int pick_redux<cooperative_groups::bit_and>(int mask, int val) {
return __reduce_and_sync(mask, val);
}
template <> _CG_QUALIFIER int pick_redux<cooperative_groups::bit_xor>(int mask, int val) {
return __reduce_xor_sync(mask, val);
}
template <> _CG_QUALIFIER int pick_redux<cooperative_groups::bit_or>(int mask, int val) {
return __reduce_or_sync(mask, val);
}
template <> _CG_QUALIFIER unsigned int pick_redux<cooperative_groups::plus>(int mask, unsigned int val) {
return __reduce_add_sync(mask, val);
}
template <> _CG_QUALIFIER unsigned int pick_redux<cooperative_groups::less>(int mask, unsigned int val) {
return __reduce_min_sync(mask, val);
}
template <> _CG_QUALIFIER unsigned int pick_redux<cooperative_groups::greater>(int mask, unsigned int val) {
return __reduce_max_sync(mask, val);
}
template <> _CG_QUALIFIER unsigned int pick_redux<cooperative_groups::bit_and>(int mask, unsigned int val) {
return __reduce_and_sync(mask, val);
}
template <> _CG_QUALIFIER unsigned int pick_redux<cooperative_groups::bit_xor>(int mask, unsigned int val) {
return __reduce_xor_sync(mask, val);
}
template <> _CG_QUALIFIER unsigned int pick_redux<cooperative_groups::bit_or>(int mask, unsigned int val) {
return __reduce_or_sync(mask, val);
}
#endif
template <typename TyVal, bool = _CG_STL_NAMESPACE::is_unsigned<TyVal>::value>
struct _accelerated_op;
// Signed type redux intrinsic dispatch
template <typename TyVal>
struct _accelerated_op<TyVal, false> {
template <template <class> class TyOp>
_CG_STATIC_QUALIFIER TyVal redux(int mask, TyVal val) {
return static_cast<TyVal>(pick_redux<TyOp>(mask, static_cast<int>(val)));
}
};
// Unsigned type redux intrinsic dispatch
template <typename TyVal>
struct _accelerated_op<TyVal, true> {
template <template <class> class TyOp>
_CG_STATIC_QUALIFIER TyVal redux(int mask, TyVal val) {
return static_cast<TyVal>(pick_redux<TyOp>(mask, static_cast<unsigned int>(val)));
}
};
template <typename TyVal>
using accelerated_op = _accelerated_op<TyVal>;
template <typename TyVal, typename TyFnInput, typename TyGroup>
class _redux_dispatch {
template <class Ty, template <class> class TyOp>
using _redux_is_usable = _CG_STL_NAMESPACE::integral_constant<bool,
redux_op_supported<Ty, TyOp>::value &&
redux_group_optimized<TyGroup>::value>;
template <class Ty, template <class> class TyOp>
using redux_is_usable = typename _CG_STL_NAMESPACE::enable_if<_redux_is_usable<Ty, TyOp>::value, void>::type*;
template <class Ty, template <class> class TyOp>
using redux_is_not_usable = typename _CG_STL_NAMESPACE::enable_if<!_redux_is_usable<Ty, TyOp>::value, void>::type*;
public:
// Dispatch to redux if the combination of op and args are supported
template<
template <class> class TyOp,
redux_is_usable<TyFnInput, TyOp> = nullptr>
_CG_STATIC_QUALIFIER auto reduce(const TyGroup& group, TyVal&& val, TyOp<TyFnInput>&& op) -> decltype(op(val, val)) {
// Retrieve the mask for the group and dispatch to redux
return accelerated_op<TyFnInput>::template redux<TyOp>(_coalesced_group_data_access::get_mask(group), _CG_STL_NAMESPACE::forward<TyVal>(val));
}
template<
template <class> class TyOp,
redux_is_usable<TyFnInput, TyOp> = nullptr>
_CG_STATIC_QUALIFIER auto reduce(const TyGroup& group, TyVal&& val, TyOp<TyFnInput>& op) -> decltype(op(val, val)) {
// Retrieve the mask for the group and dispatch to redux
return accelerated_op<TyFnInput>::template redux<TyOp>(_coalesced_group_data_access::get_mask(group), _CG_STL_NAMESPACE::forward<TyVal>(val));
}
// Fallback shuffle sync reduction
template <
template <class> class TyOp,
redux_is_not_usable<TyFnInput, TyOp> = nullptr>
_CG_STATIC_QUALIFIER auto reduce(const TyGroup& group, TyVal&& val, TyOp<TyFnInput>&& op) -> decltype(op(val, val)) {
//Dispatch to fallback shuffle sync accelerated reduction
return coalesced_reduce(group, _CG_STL_NAMESPACE::forward<TyVal>(val), _CG_STL_NAMESPACE::forward<TyOp<TyFnInput>>(op));
}
};
// Group support for reduce.
template <class TyGroup> struct _reduce_group_supported : public _CG_STL_NAMESPACE::false_type {};
template <unsigned int Sz, typename TyPar>
struct _reduce_group_supported<cooperative_groups::thread_block_tile<Sz, TyPar>> : public _CG_STL_NAMESPACE::true_type {};
template <unsigned int Sz, typename TyPar>
struct _reduce_group_supported<internal_thread_block_tile<Sz, TyPar>> : public _CG_STL_NAMESPACE::true_type {};
template <>
struct _reduce_group_supported<cooperative_groups::coalesced_group> : public _CG_STL_NAMESPACE::true_type {};
template <typename TyGroup>
using reduce_group_supported = _reduce_group_supported<details::remove_qual<TyGroup>>;
template <typename TyVal, typename TyFnInput, template <class> class TyOp, typename TyGroup>
_CG_QUALIFIER auto reduce(const TyGroup& group, TyVal&& val, TyOp<TyFnInput>&& op) -> decltype(op(val, val)) {
static_assert(details::is_op_type_same<TyFnInput, TyVal>::value, "Operator and argument types differ");
using dispatch = details::_redux_dispatch<TyVal, TyFnInput, TyGroup>;
return dispatch::reduce(group, _CG_STL_NAMESPACE::forward<TyVal>(val), _CG_STL_NAMESPACE::forward<TyOp<TyFnInput>>(op));
}
template <typename TyVal, typename TyFnInput, template <class> class TyOp, typename TyGroup>
_CG_QUALIFIER auto reduce(const TyGroup& group, TyVal&& val, TyOp<TyFnInput>& op) -> decltype(op(val, val)) {
static_assert(details::is_op_type_same<TyFnInput, TyVal>::value, "Operator and argument types differ");
using dispatch = details::_redux_dispatch<TyVal, TyFnInput, TyGroup>;
return dispatch::reduce(group, _CG_STL_NAMESPACE::forward<TyVal>(val), _CG_STL_NAMESPACE::forward<TyOp<TyFnInput>>(op));
}
template <typename TyVal, typename TyOp, typename TyGroup>
_CG_QUALIFIER auto reduce(const TyGroup& group, TyVal&& val, TyOp&& op) -> decltype(op(val, val)) {
return details::coalesced_reduce(group, _CG_STL_NAMESPACE::forward<TyVal>(val), _CG_STL_NAMESPACE::forward<TyOp>(op));
}
template <unsigned int GroupId>
struct tile_reduce_dispatch;
template <>
struct tile_reduce_dispatch<details::coalesced_group_id> {
template <typename TyGroup, typename TyVal, typename TyFn>
_CG_STATIC_QUALIFIER auto reduce(const TyGroup& group, TyVal&& val, TyFn&& op) -> decltype(op(val, val)) {
return details::reduce(group, _CG_STL_NAMESPACE::forward<TyVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op));
}
};
#if defined(_CG_CPP11_FEATURES)
template <>
struct tile_reduce_dispatch<details::multi_tile_group_id> {
template <unsigned int Size, typename ParentT, typename TyVal, typename TyFn>
_CG_STATIC_QUALIFIER auto reduce(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;
auto warp_lambda = [&] (const warpType& warp, TyRet* warp_scratch_location) {
*warp_scratch_location =
details::reduce(warp, _CG_STL_NAMESPACE::forward<TyVal>(val), op);
};
auto inter_warp_lambda =
[&] (const details::internal_thread_block_tile<num_warps, warpType>& subwarp, TyRet* thread_scratch_location) {
*thread_scratch_location =
details::reduce(subwarp, *thread_scratch_location, _CG_STL_NAMESPACE::forward<TyFn>(op));
};
return details::multi_warp_collectives_helper<TyRet>(group, warp_lambda, inter_warp_lambda);
}
};
template <unsigned int GroupId>
struct tile_async_reduce_dispatch;
template <>
struct tile_async_reduce_dispatch<details::coalesced_group_id> {
template <typename GroupT, typename TyDst, typename TyVal, typename TyFn, typename TyResHandler>
_CG_STATIC_QUALIFIER void reduce(const GroupT& group, TyDst& dst, TyVal&& val, TyFn&& op, TyResHandler& res_handler) {
// Do regular, in group reduction
auto result = details::reduce(group, _CG_STL_NAMESPACE::forward<TyVal>(val), op);
// One thread stores/updates the destination
if (group.thread_rank() == 0) {
res_handler(result);
}
}
};
template <>
struct tile_async_reduce_dispatch<details::multi_tile_group_id> {
template <unsigned int TySize, typename ParentT, typename TyDst, typename TyInputVal, typename TyFn, typename TyResHandler>
_CG_STATIC_QUALIFIER void reduce(const thread_block_tile<TySize, ParentT>& group, TyDst& dst, TyInputVal&& val, TyFn&& op, TyResHandler& res_handler) {
using TyVal = remove_qual<TyInputVal>;
const unsigned int num_warps = TySize / 32;
details::barrier_t* sync_location = multi_warp_sync_location_getter(group);
auto warp_scratch_location = multi_warp_scratch_location_getter<TyVal>(group, group.thread_rank() / 32);
// Do in warp reduce
auto warp = details::tiled_partition_internal<32, thread_block_tile<TySize, ParentT>>();
*warp_scratch_location = details::reduce(warp, _CG_STL_NAMESPACE::forward<TyInputVal>(val), op);
// Tile of size num_warps from the last warp to arrive does final reduction step
if (details::sync_warps_last_releases(sync_location, details::cta::thread_rank(), num_warps)) {
auto subwarp = details::tiled_partition_internal<num_warps, decltype(warp)>();
if (subwarp.meta_group_rank() == 0) {
auto thread_scratch_location = multi_warp_scratch_location_getter<TyVal>(group, subwarp.thread_rank());
auto thread_val = *thread_scratch_location;
// Release other warps, we read their contribution already.
subwarp.sync();
details::sync_warps_release(sync_location, subwarp.thread_rank() == 0, details::cta::thread_rank(), num_warps);
TyVal result = details::reduce(subwarp, thread_val, op);
// One thread stores the result or updates the atomic
if (subwarp.thread_rank() == 0) {
res_handler(result);
}
}
warp.sync();
}
}
};
#endif
template <typename TyGroup, typename TyInputVal, typename TyRetVal>
_CG_QUALIFIER void check_reduce_params() {
static_assert(details::is_op_type_same<TyInputVal, TyRetVal>::value, "Operator input and output types differ");
static_assert(details::reduce_group_supported<TyGroup>::value, "This group does not exclusively represent a tile");
};
template <typename TyGroup, typename TyDstVal, typename TyInputVal, typename TyRetVal>
_CG_QUALIFIER void check_async_reduce_params() {
check_reduce_params<TyGroup, TyInputVal, TyRetVal>();
static_assert(details::is_op_type_same<TyDstVal, TyInputVal>::value, "Destination and input types differ");
}
} // details
template <typename TyGroup, typename TyVal, typename TyFn>
_CG_QUALIFIER auto reduce(const TyGroup& group, TyVal&& val, TyFn&& op) -> decltype(op(val, val)) {
details::check_reduce_params<TyGroup, details::remove_qual<TyVal>, decltype(op(val, val))>();
using dispatch = details::tile_reduce_dispatch<TyGroup::_group_id>;
return dispatch::reduce(group, _CG_STL_NAMESPACE::forward<TyVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op));
}
#if defined(_CG_CPP11_FEATURES)
# if defined(_CG_HAS_STL_ATOMICS)
template<typename TyGroup, typename TyVal, cuda::thread_scope Sco, typename TyInputVal, typename TyFn>
void _CG_QUALIFIER reduce_update_async(const TyGroup& group, cuda::atomic<TyVal, Sco>& dst, TyInputVal&& val, TyFn&& op) {
details::check_async_reduce_params<TyGroup, TyVal, details::remove_qual<TyInputVal>, decltype(op(val, val))>();
auto update_lambda = [&] (TyVal& result) {
details::atomic_update(dst, result, op);
};
using dispatch = details::tile_async_reduce_dispatch<TyGroup::_group_id>;
dispatch::reduce(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op), update_lambda);
}
template<typename TyGroup, typename TyVal, cuda::thread_scope Sco, typename TyInputVal, typename TyFn>
void _CG_QUALIFIER reduce_update_async(const TyGroup& group, const cuda::atomic_ref<TyVal, Sco>& dst, TyInputVal&& val, TyFn&& op) {
details::check_async_reduce_params<TyGroup, TyVal, details::remove_qual<TyInputVal>, decltype(op(val, val))>();
auto update_lambda = [&] (TyVal& result) {
details::atomic_update(dst, result, op);
};
using dispatch = details::tile_async_reduce_dispatch<TyGroup::_group_id>;
dispatch::reduce(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op), update_lambda);
}
template<typename TyGroup, typename TyVal, cuda::thread_scope Sco, typename TyInputVal, typename TyFn>
void _CG_QUALIFIER reduce_store_async(const TyGroup& group, cuda::atomic<TyVal, Sco>& dst, TyInputVal&& val, TyFn&& op) {
details::check_async_reduce_params<TyGroup, TyVal, details::remove_qual<TyInputVal>, decltype(op(val, val))>();
auto store_lambda = [&] (TyVal& result) {
details::atomic_store(dst, result);
};
using dispatch = details::tile_async_reduce_dispatch<TyGroup::_group_id>;
dispatch::reduce(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op), store_lambda);
}
template<typename TyGroup, typename TyVal, cuda::thread_scope Sco, typename TyInputVal, typename TyFn>
void _CG_QUALIFIER reduce_store_async(const TyGroup& group, const cuda::atomic_ref<TyVal, Sco>& dst, TyInputVal&& val, TyFn&& op) {
details::check_async_reduce_params<TyGroup, TyVal, details::remove_qual<TyInputVal>, decltype(op(val, val))>();
auto store_lambda = [&] (TyVal& result) {
details::atomic_store(dst, result);
};
using dispatch = details::tile_async_reduce_dispatch<TyGroup::_group_id>;
dispatch::reduce(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op), store_lambda);
}
# endif
template<typename TyGroup, typename TyVal, typename TyInputVal, typename TyFn>
void _CG_QUALIFIER reduce_store_async(const TyGroup& group, TyVal* dst, TyInputVal&& val, TyFn&& op) {
details::check_async_reduce_params<TyGroup, TyVal, details::remove_qual<TyInputVal>, decltype(op(val, val))>();
auto store_lambda = [&] (TyVal& result) {
*dst = result;
};
using dispatch = details::tile_async_reduce_dispatch<TyGroup::_group_id>;
dispatch::reduce(group, dst, _CG_STL_NAMESPACE::forward<TyInputVal>(val), _CG_STL_NAMESPACE::forward<TyFn>(op), store_lambda);
}
#endif
_CG_END_NAMESPACE
#endif // _CG_REDUCE_H_
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