cutlass/include/cute/algorithm/tuple_algorithms.hpp
Vijay Thakkar 277bd6e537
CUTLASS 3.0.0 (#786)
* CUTLASS 3.0.0
2023-01-23 20:55:28 -05:00

847 lines
20 KiB
C++

/***************************************************************************************************
* Copyright (c) 2023 - 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: BSD-3-Clause
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* 2. Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
*
* 3. Neither the name of the copyright holder nor the names of its
* contributors may be used to endorse or promote products derived from
* this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
**************************************************************************************************/
#pragma once
#include <cute/config.hpp>
#include <cute/container/tuple.hpp>
#include <cute/algorithm/functional.hpp>
#include <cute/numeric/integer_sequence.hpp>
#include <cute/numeric/integral_constant.hpp>
#include <cute/util/type_traits.hpp>
/** Common algorithms on (hierarchical) tuples */
/** Style choice:
* Forward params [using static_cast<T&&>(.)] for const/non-const/ref/non-ref args
* but don't bother forwarding functions as ref-qualified member fns are extremely rare
*/
namespace cute
{
//
// Apply (Unpack)
// (t, f) => f(t_0,t_1,...,t_n)
//
namespace detail {
template <class T, class F, int... I>
CUTE_HOST_DEVICE constexpr
auto
apply(T&& t, F&& f, seq<I...>)
{
return f(get<I>(static_cast<T&&>(t))...);
}
} // end namespace detail
template <class T, class F>
CUTE_HOST_DEVICE constexpr
auto
apply(T&& t, F&& f)
{
return detail::apply(static_cast<T&&>(t), f, tuple_seq<T>{});
}
//
// Transform Apply
// (t, f, g) => g(f(t_0),f(t_1),...)
//
namespace detail {
template <class T, class F, class G, int... I>
CUTE_HOST_DEVICE constexpr
auto
tapply(T&& t, F&& f, G&& g, seq<I...>)
{
return g(f(get<I>(static_cast<T&&>(t)))...);
}
template <class T0, class T1, class F, class G, int... I>
CUTE_HOST_DEVICE constexpr
auto
tapply(T0&& t0, T1&& t1, F&& f, G&& g, seq<I...>)
{
return g(f(get<I>(static_cast<T0&&>(t0)),
get<I>(static_cast<T1&&>(t1)))...);
}
template <class T0, class T1, class T2, class F, class G, int... I>
CUTE_HOST_DEVICE constexpr
auto
tapply(T0&& t0, T1&& t1, T2&& t2, F&& f, G&& g, seq<I...>)
{
return g(f(get<I>(static_cast<T0&&>(t0)),
get<I>(static_cast<T1&&>(t1)),
get<I>(static_cast<T2&&>(t2)))...);
}
} // end namespace detail
template <class T, class F, class G>
CUTE_HOST_DEVICE constexpr
auto
transform_apply(T&& t, F&& f, G&& g)
{
return detail::tapply(static_cast<T&&>(t), f, g, tuple_seq<T>{});
}
template <class T0, class T1, class F, class G>
CUTE_HOST_DEVICE constexpr
auto
transform_apply(T0&& t0, T1&& t1, F&& f, G&& g)
{
return detail::tapply(static_cast<T0&&>(t0), static_cast<T1&&>(t1), f, g, tuple_seq<T0>{});
}
template <class T0, class T1, class T2, class F, class G>
CUTE_HOST_DEVICE constexpr
auto
transform_apply(T0&& t0, T1&& t1, T2&& t2, F&& f, G&& g)
{
return detail::tapply(static_cast<T0&&>(t0), static_cast<T1&&>(t1), static_cast<T2&&>(t2), f, g, tuple_seq<T0>{});
}
//
// For Each
// (t, f) => f(t_0),f(t_1),...,f(t_n)
//
template <class T, class F>
CUTE_HOST_DEVICE constexpr
void
for_each(T&& t, F&& f)
{
detail::apply(t, [&](auto&&... a) { (f(static_cast<decltype(a)&&>(a)), ...); }, tuple_seq<T>{});
}
template <class T, class F>
CUTE_HOST_DEVICE constexpr
auto
for_each_leaf(T&& t, F&& f)
{
if constexpr (is_tuple<std::remove_reference_t<T>>::value) {
return detail::apply(static_cast<T&&>(t), [&](auto&&... a){ return (for_each_leaf(static_cast<decltype(a)&&>(a), f), ...); }, tuple_seq<T>{});
} else {
return f(static_cast<T&&>(t));
}
CUTE_GCC_UNREACHABLE;
}
//
// Transform
// (t, f) => (f(t_0),f(t_1),...,f(t_n))
//
template <class T, class F>
CUTE_HOST_DEVICE constexpr
auto
transform(T const& t, F&& f)
{
return detail::tapply(t, f, [](auto const&... a){ return cute::make_tuple(a...); }, tuple_seq<T>{});
}
template <class T0, class T1, class F>
CUTE_HOST_DEVICE constexpr
auto
transform(T0 const& t0, T1 const& t1, F&& f)
{
static_assert(tuple_size<T0>::value == tuple_size<T1>::value, "Mismatched tuple_size");
return detail::tapply(t0, t1, f, [](auto const&... a){ return cute::make_tuple(a...); }, tuple_seq<T0>{});
}
template <class T0, class T1, class T2, class F>
CUTE_HOST_DEVICE constexpr
auto
transform(T0 const& t0, T1 const& t1, T2 const& t2, F&& f)
{
static_assert(tuple_size<T0>::value == tuple_size<T1>::value, "Mismatched tuple_size");
static_assert(tuple_size<T0>::value == tuple_size<T2>::value, "Mismatched tuple_size");
return detail::tapply(t0, t1, t2, f, [](auto const&... a){ return cute::make_tuple(a...); }, tuple_seq<T0>{});
}
template <class T, class F>
CUTE_HOST_DEVICE constexpr
auto
transform_leaf(T const& t, F&& f)
{
if constexpr (is_tuple<T>::value) {
return transform(t, [&](auto const& a) { return transform_leaf(a, f); });
} else {
return f(t);
}
CUTE_GCC_UNREACHABLE;
}
//
// find and find_if
//
namespace detail {
template <class T, class F>
CUTE_HOST_DEVICE constexpr
auto
find_if(T const& t, F&& f, seq<>)
{
return cute::integral_constant<int, tuple_size<T>::value>{};
}
template <class T, class F, int I, int... Is>
CUTE_HOST_DEVICE constexpr
auto
find_if(T const& t, F&& f, seq<I,Is...>)
{
if constexpr (decltype(f(get<I>(t)))::value) {
return cute::integral_constant<int, I>{};
} else {
return find_if(t, f, seq<Is...>{});
}
CUTE_GCC_UNREACHABLE;
}
} // end namespace detail
template <class T, class F>
CUTE_HOST_DEVICE constexpr
auto
find_if(T const& t, F&& f)
{
if constexpr (is_tuple<T>::value) {
return detail::find_if(t, f, tuple_seq<T>{});
} else {
return cute::integral_constant<int, decltype(f(t))::value ? 0 : 1>{};
}
CUTE_GCC_UNREACHABLE;
}
template <class T, class X>
CUTE_HOST_DEVICE constexpr
auto
find(T const& t, X const& x)
{
return find_if(t, [&](auto const& v) { return v == x; }); // This should always return a static true/false
}
template <class T, class F>
auto
none_of(T const& t, F&& f)
{
return cute::integral_constant<bool, decltype(find_if(t, f))::value == std::tuple_size<T>::value>{};
}
template <class T, class F>
auto
all_of(T const& t, F&& f)
{
auto not_f = [&](auto const& a) { return !f(a); };
return cute::integral_constant<bool, decltype(find_if(t, not_f))::value == std::tuple_size<T>::value>{};
}
template <class T, class F>
auto
any_of(T const& t, F&& f)
{
return cute::integral_constant<bool, !decltype(none_of(t, f))::value>{};
}
//
// Filter
// (t, f) => <f(t_0),f(t_1),...,f(t_n)>
//
template <class T, class F>
CUTE_HOST_DEVICE constexpr
auto
filter_tuple(T const& t, F&& f)
{
return transform_apply(t, f, [](auto const&... a) { return cute::tuple_cat(a...); });
}
template <class T0, class T1, class F>
CUTE_HOST_DEVICE constexpr
auto
filter_tuple(T0 const& t0, T1 const& t1, F&& f)
{
return transform_apply(t0, t1, f, [](auto const&... a) { return cute::tuple_cat(a...); });
}
//
// Fold (Reduce, Accumulate)
// (t, v, f) => f(...f(f(v,t_0),t_1),...,t_n)
//
namespace detail {
// This impl compiles much faster than cute::apply and variadic args
template <class T, class V, class F>
CUTE_HOST_DEVICE constexpr
decltype(auto)
fold(T&& t, V&& v, F&& f, seq<>)
{
return static_cast<V&&>(v);
}
template <class T, class V, class F, int I, int... Is>
CUTE_HOST_DEVICE constexpr
decltype(auto)
fold(T&& t, V&& v, F&& f, seq<I,Is...>)
{
if constexpr (sizeof...(Is) == 0) {
return f(static_cast<V&&>(v), get<I>(static_cast<T&&>(t)));
} else {
return fold(static_cast<T&&>(t),
f(static_cast<V&&>(v), get<I>(static_cast<T&&>(t))),
f,
seq<Is...>{});
}
CUTE_GCC_UNREACHABLE;
}
} // end namespace detail
template <class T, class V, class F>
CUTE_HOST_DEVICE constexpr
auto
fold(T&& t, V&& v, F&& f)
{
if constexpr (is_tuple<std::remove_reference_t<T>>::value) {
return detail::fold(static_cast<T&&>(t),
static_cast<V&&>(v),
f,
tuple_seq<T>{});
} else {
return f(static_cast<V&&>(v), static_cast<T&&>(t));
}
CUTE_GCC_UNREACHABLE;
}
template <class T, class F>
CUTE_HOST_DEVICE constexpr
decltype(auto)
fold_first(T&& t, F&& f)
{
if constexpr (is_tuple<std::remove_reference_t<T>>::value) {
return detail::fold(static_cast<T&&>(t),
get<0>(static_cast<T&&>(t)),
f,
make_range<1,std::tuple_size<std::remove_reference_t<T>>::value>{});
} else {
return static_cast<T&&>(t);
}
CUTE_GCC_UNREACHABLE;
}
//
// front, back, take, unwrap
//
// Get the first non-tuple element in a hierarchical tuple
template <class T>
CUTE_HOST_DEVICE constexpr
decltype(auto)
front(T&& t)
{
if constexpr (is_tuple<remove_cvref_t<T>>::value) {
return front(get<0>(static_cast<T&&>(t)));
} else {
return static_cast<T&&>(t);
}
CUTE_GCC_UNREACHABLE;
}
// Get the last non-tuple element in a hierarchical tuple
template <class T>
CUTE_HOST_DEVICE constexpr
decltype(auto)
back(T&& t)
{
if constexpr (is_tuple<remove_cvref_t<T>>::value) {
constexpr int N = tuple_size<remove_cvref_t<T>>::value;
return back(get<N-1>(static_cast<T&&>(t)));
} else {
return static_cast<T&&>(t);
}
CUTE_GCC_UNREACHABLE;
}
// Takes the elements in the range [B,E)
template <int B, int E, class T>
CUTE_HOST_DEVICE constexpr
auto
take(T const& t)
{
return detail::apply(t, [](auto const&... a) { return cute::make_tuple(a...); }, make_range<B,E>{});
}
// Unwrap rank-1 tuples until we're left with a rank>1 tuple or a non-tuple
template <class T>
CUTE_HOST_DEVICE constexpr
auto
unwrap(T const& t)
{
if constexpr (is_tuple<T>::value) {
if constexpr (tuple_size<T>::value == 1) {
return unwrap(get<0>(t));
} else {
return t;
}
} else {
return t;
}
CUTE_GCC_UNREACHABLE;
}
//
// Flatten a hierarchical tuple to a tuple of depth one.
//
template <class T>
CUTE_HOST_DEVICE constexpr
auto
flatten_to_tuple(T const& t)
{
if constexpr (is_tuple<T>::value) {
return filter_tuple(t, [](auto const& a) { return flatten_to_tuple(a); });
} else {
return cute::make_tuple(t);
}
CUTE_GCC_UNREACHABLE;
}
template <class T>
CUTE_HOST_DEVICE constexpr
auto
flatten(T const& t)
{
if constexpr (is_tuple<T>::value) {
return filter_tuple(t, [](auto const& a) { return flatten_to_tuple(a); });
} else {
return t;
}
CUTE_GCC_UNREACHABLE;
}
//
// insert and remove and replace
//
namespace detail {
// Shortcut around tuple_cat for common insert/remove/repeat cases
template <class T, class X, int... I, int... J, int... K>
CUTE_HOST_DEVICE constexpr
auto
construct(T const& t, X const& x, seq<I...>, seq<J...>, seq<K...>)
{
return cute::make_tuple(get<I>(t)..., (void(J),x)..., get<K>(t)...);
}
} // end namespace detail
// Insert x into the Nth position of the tuple
template <int N, class T, class X>
CUTE_HOST_DEVICE constexpr
auto
insert(T const& t, X const& x)
{
return detail::construct(t, x, make_seq<N>{}, seq<0>{}, make_range<N,tuple_size<T>::value>{});
}
// Remove the Nth element of the tuple
template <int N, class T>
CUTE_HOST_DEVICE constexpr
auto
remove(T const& t)
{
return detail::construct(t, 0, make_seq<N>{}, seq<>{}, make_range<N+1,tuple_size<T>::value>{});
}
// Replace the Nth element of the tuple with x
template <int N, class T, class X>
CUTE_HOST_DEVICE constexpr
auto
replace(T const& t, X const& x)
{
return detail::construct(t, x, make_seq<N>{}, seq<0>{}, make_range<N+1,tuple_size<T>::value>{});
}
// Replace the first element of the tuple with x
template <class T, class X>
CUTE_HOST_DEVICE constexpr
auto
replace_front(T const& t, X const& x)
{
if constexpr (is_tuple<T>::value) {
return detail::construct(t, x, seq<>{}, seq<0>{}, make_range<1,tuple_size<T>::value>{});
} else {
return x;
}
CUTE_GCC_UNREACHABLE;
}
// Replace the last element of the tuple with x
template <class T, class X>
CUTE_HOST_DEVICE constexpr
auto
replace_back(T const& t, X const& x)
{
if constexpr (is_tuple<T>::value) {
return detail::construct(t, x, make_seq<tuple_size<T>::value-1>{}, seq<0>{}, seq<>{});
} else {
return x;
}
CUTE_GCC_UNREACHABLE;
}
//
// Make a tuple of Xs of tuple_size N
//
template <int N, class X>
CUTE_HOST_DEVICE constexpr
auto
repeat(X const& x)
{
return detail::construct(0, x, seq<>{}, make_seq<N>{}, seq<>{});
}
//
// Make a tuple of Xs the same profile as tuple
//
template <class T, class X>
CUTE_HOST_DEVICE constexpr
auto
repeat_like(T const& t, X const& x)
{
if constexpr (is_tuple<T>::value) {
return transform(t, [&](auto const& a) { return repeat_like(a,x); });
} else {
return x;
}
CUTE_GCC_UNREACHABLE;
}
// Group the elements [B,E) of a T into a single element
// e.g. group<2,4>(T<_1,_2,_3,_4,_5,_6>{})
// => T<_1,_2,T<_3,_4>,_5,_6>{}
template <int B, int E, class T>
CUTE_HOST_DEVICE constexpr
auto
group(T const& t)
{
return detail::construct(t, take<B,E>(t), make_seq<B>{}, seq<0>{}, make_range<E,tuple_size<T>::value>{});
}
//
// Extend a T to rank N by appending/prepending an element
//
template <int N, class T, class X>
CUTE_HOST_DEVICE constexpr
auto
append(T const& a, X const& x)
{
if constexpr (is_tuple<T>::value) {
if constexpr (N == tuple_size<T>::value) {
return a;
} else {
static_assert(N > tuple_size<T>::value);
return detail::construct(a, x, make_seq<tuple_size<T>::value>{}, make_seq<N-tuple_size<T>::value>{}, seq<>{});
}
} else {
if constexpr (N == 1) {
return a;
} else {
return detail::construct(cute::make_tuple(a), x, seq<0>{}, make_seq<N-1>{}, seq<>{});
}
}
CUTE_GCC_UNREACHABLE;
}
template <class T, class X>
CUTE_HOST_DEVICE constexpr
auto
append(T const& a, X const& x)
{
if constexpr (is_tuple<T>::value) {
return detail::construct(a, x, make_seq<tuple_size<T>::value>{}, seq<0>{}, seq<>{});
} else {
return cute::make_tuple(a, x);
}
CUTE_GCC_UNREACHABLE;
}
template <int N, class T, class X>
CUTE_HOST_DEVICE constexpr
auto
prepend(T const& a, X const& x)
{
if constexpr (is_tuple<T>::value) {
if constexpr (N == tuple_size<T>::value) {
return a;
} else {
static_assert(N > tuple_size<T>::value);
return detail::construct(a, x, seq<>{}, make_seq<N-tuple_size<T>::value>{}, make_seq<tuple_size<T>::value>{});
}
} else {
if constexpr (N == 1) {
return a;
} else {
static_assert(N > 1);
return detail::construct(cute::make_tuple(a), x, seq<>{}, make_seq<N-1>{}, seq<0>{});
}
}
CUTE_GCC_UNREACHABLE;
}
template <class T, class X>
CUTE_HOST_DEVICE constexpr
auto
prepend(T const& a, X const& x)
{
if constexpr (is_tuple<T>::value) {
return detail::construct(a, x, seq<>{}, seq<0>{}, make_seq<tuple_size<T>::value>{});
} else {
return cute::make_tuple(x, a);
}
CUTE_GCC_UNREACHABLE;
}
//
// Inclusive scan (prefix sum)
//
namespace detail {
template <class T, class V, class F, int I, int... Is>
CUTE_HOST_DEVICE constexpr
auto
iscan(T const& t, V const& v, F&& f, seq<I,Is...>)
{
// Apply the function to v and the element at I
auto v_next = f(v, get<I>(t));
// Replace I with v_next
auto t_next = replace<I>(t, v_next);
#if 0
std::cout << "ISCAN i" << I << std::endl;
std::cout << " t " << t << std::endl;
std::cout << " i " << v << std::endl;
std::cout << " f(i,t) " << v_next << std::endl;
std::cout << " t_n " << t_next << std::endl;
#endif
if constexpr (sizeof...(Is) == 0) {
return t_next;
} else {
return iscan(t_next, v_next, f, seq<Is...>{});
}
CUTE_GCC_UNREACHABLE;
}
} // end namespace detail
template <class T, class V, class F>
CUTE_HOST_DEVICE constexpr
auto
iscan(T const& t, V const& v, F&& f)
{
return detail::iscan(t, v, f, tuple_seq<T>{});
}
//
// Exclusive scan (prefix sum)
//
namespace detail {
template <class T, class V, class F, int I, int... Is>
CUTE_HOST_DEVICE constexpr
auto
escan(T const& t, V const& v, F&& f, seq<I,Is...>)
{
if constexpr (sizeof...(Is) == 0) {
// Replace I with v
return replace<I>(t, v);
} else {
// Apply the function to v and the element at I
auto v_next = f(v, get<I>(t));
// Replace I with v
auto t_next = replace<I>(t, v);
#if 0
std::cout << "ESCAN i" << I << std::endl;
std::cout << " t " << t << std::endl;
std::cout << " i " << v << std::endl;
std::cout << " f(i,t) " << v_next << std::endl;
std::cout << " t_n " << t_next << std::endl;
#endif
// Recurse
return escan(t_next, v_next, f, seq<Is...>{});
}
CUTE_GCC_UNREACHABLE;
}
} // end namespace detail
template <class T, class V, class F>
CUTE_HOST_DEVICE constexpr
auto
escan(T const& t, V const& v, F&& f)
{
return detail::escan(t, v, f, tuple_seq<T>{});
}
//
// Zip (Transpose)
//
// Take ((a,b,c,...),(x,y,z,...),...) rank-R0 x rank-R1 input
// to produce ((a,x,...),(b,y,...),(c,z,...),...) rank-R1 x rank-R0 output
namespace detail {
template <int J, class T, int... Is>
CUTE_HOST_DEVICE constexpr
auto
zip_(T const& t, seq<Is...>)
{
return cute::make_tuple(get<J>(get<Is>(t))...);
}
template <class T, int... Is, int... Js>
CUTE_HOST_DEVICE constexpr
auto
zip(T const& t, seq<Is...>, seq<Js...>)
{
static_assert(conjunction<bool_constant<tuple_size<tuple_element_t<0,T>>::value == tuple_size<tuple_element_t<Is,T>>::value>...>::value, "Mismatched Ranks");
return cute::make_tuple(detail::zip_<Js>(t, seq<Is...>{})...);
}
} // end namespace detail
template <class T>
CUTE_HOST_DEVICE constexpr
auto
zip(T const& t)
{
if constexpr (is_tuple<T>::value) {
if constexpr (is_tuple<tuple_element_t<0,T>>::value) {
return detail::zip(t, tuple_seq<T>{}, tuple_seq<tuple_element_t<0,T>>{});
} else {
return cute::make_tuple(t);
}
} else {
return t;
}
CUTE_GCC_UNREACHABLE;
}
// Convenient to pass them in separately
template <class T0, class T1, class... Ts>
CUTE_HOST_DEVICE constexpr
auto
zip(T0 const& t0, T1 const& t1, Ts const&... ts)
{
return zip(cute::make_tuple(t0, t1, ts...));
}
//
// zip2_by -- A guided zip for rank-2 tuples
// Take a tuple like ((A,a),((B,b),(C,c)),d)
// and produce a tuple ((A,(B,C)),(a,(b,c),d))
// where the rank-2 modes are selected by the terminals of the guide (X,(X,X))
//
namespace detail {
template <class T, class TG, int... Is, int... Js>
CUTE_HOST_DEVICE constexpr
auto
zip2_by(T const& t, TG const& guide, seq<Is...>, seq<Js...>)
{
// zip2_by produces the modes like ((A,a),(B,b),...)
auto split = cute::make_tuple(zip2_by(get<Is>(t), get<Is>(guide))...);
// Rearrange and append missing modes from t to make ((A,B,...),(a,b,...,x,y))
return cute::make_tuple(cute::make_tuple(get<Is,0>(split)...),
cute::make_tuple(get<Is,1>(split)..., get<Js>(t)...));
}
} // end namespace detail
template <class T, class TG>
CUTE_HOST_DEVICE constexpr
auto
zip2_by(T const& t, TG const& guide)
{
if constexpr (is_tuple<TG>::value) {
constexpr int TR = tuple_size<T>::value;
constexpr int GR = tuple_size<TG>::value;
static_assert(TR >= GR, "Mismatched ranks");
return detail::zip2_by(t, guide,
make_range< 0, GR>{},
make_range<GR, TR>{});
} else {
static_assert(tuple_size<T>::value == 2, "Mismatched ranks");
return t;
}
CUTE_GCC_UNREACHABLE;
}
} // end namespace cute