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/*
**************************************************************************
* Copyright (c) Johan Mabille, Sylvain Corlay and Wolf Vollprecht *
* Copyright (c) QuantStack *
* *
* Distributed under the terms of the BSD 3-Clause License. *
* *
* The full license is in the file LICENSE, distributed with this software. *
***************************************************************************
*/
#
ifndef
XTENSOR_FUNCTION_HPP
#
define
XTENSOR_FUNCTION_HPP
#
include
<
algorithm
>
#
include
<
cstddef
>
#
include
<
iterator
>
#
include
<
numeric
>
#
include
<
tuple
>
#
include
<
type_traits
>
#
include
<
utility
>
#
include
<
xtl/xsequence.hpp
>
#
include
<
xtl/xtype_traits.hpp
>
#
include
"
xaccessible.hpp
"
#
include
"
xexpression_traits.hpp
"
#
include
"
xiterable.hpp
"
#
include
"
xlayout.hpp
"
#
include
"
xscalar.hpp
"
#
include
"
xshape.hpp
"
#
include
"
xstrides.hpp
"
#
include
"
xtensor_simd.hpp
"
#
include
"
xutils.hpp
"
namespace
xt
{
namespace
detail
{
template
<
bool
... B>
using
conjunction_c = xtl::conjunction<std::integral_constant<
bool
, B>...>;
/*
***********************
* xfunction_cache_impl *
***********************
*/
template
<
class
S
,
class
is_shape_trivial
>
struct
xfunction_cache_impl
{
S shape;
bool
is_trivial;
bool
is_initialized;
xfunction_cache_impl
() :
shape
(xtl::make_sequence<S>(
0
, std::
size_t
(
0
))),
is_trivial
(
false
),
is_initialized
(
false
) {}
};
template
<std::
size_t
... N,
class
is_shape_trivial
>
struct
xfunction_cache_impl
<fixed_shape<N...>, is_shape_trivial>
{
XTENSOR_CONSTEXPR_ENHANCED_STATIC
fixed_shape<N...> shape = fixed_shape<N...>();
XTENSOR_CONSTEXPR_ENHANCED_STATIC
bool
is_trivial = is_shape_trivial::value;
XTENSOR_CONSTEXPR_ENHANCED_STATIC
bool
is_initialized =
true
;
};
#
ifdef
XTENSOR_HAS_CONSTEXPR_ENHANCED
//
Out of line definitions to prevent linker errors prior to C++17
template
<std::
size_t
... N,
class
is_shape_trivial
>
constexpr
fixed_shape<N...> xfunction_cache_impl<fixed_shape<N...>, is_shape_trivial>::shape;
template
<std::
size_t
... N,
class
is_shape_trivial
>
constexpr
bool
xfunction_cache_impl<fixed_shape<N...>, is_shape_trivial>::is_trivial;
template
<std::
size_t
... N,
class
is_shape_trivial
>
constexpr
bool
xfunction_cache_impl<fixed_shape<N...>, is_shape_trivial>::is_initialized;
#
endif
template
<
class
...
CT
>
struct
xfunction_bool_load_type
{
using
type = xtl::
promote_type_t
<
typename
std::
decay_t
<
CT
>::bool_load_type...>;
};
template
<
class
CT
>
struct
xfunction_bool_load_type
<
CT
>
{
using
type =
typename
std::
decay_t
<
CT
>::bool_load_type;
};
template
<
class
...
CT
>
using
xfunction_bool_load_type_t
=
typename
xfunction_bool_load_type<
CT
...>::type;
}
/*
***********************
* xfunction extensions *
***********************
*/
namespace
extension
{
template
<
class
Tag
,
class
F
,
class
...
CT
>
struct
xfunction_base_impl
;
template
<
class
F
,
class
...
CT
>
struct
xfunction_base_impl
<xtensor_expression_tag, F,
CT
...>
{
using
type = xtensor_empty_base;
};
template
<
class
F
,
class
...
CT
>
struct
xfunction_base
: xfunction_base_impl<
xexpression_tag_t
<
CT
...>, F,
CT
...>
{
};
template
<
class
F
,
class
...
CT
>
using
xfunction_base_t
=
typename
xfunction_base<F,
CT
...>::type;
}
template
<
class
promote
>
struct
xfunction_cache
: detail::xfunction_cache_impl<
typename
promote::type, promote> {};
template
<
class
F
,
class
...
CT
>
class
xfunction_iterator
;
template
<
class
F
,
class
...
CT
>
class
xfunction_stepper
;
template
<
class
F
,
class
...
CT
>
class
xfunction
;
template
<
class
F
,
class
...
CT
>
struct
xiterable_inner_types
<xfunction<F,
CT
...>>
{
using
inner_shape_type =
promote_shape_t
<
typename
std::
decay_t
<
CT
>::shape_type...>;
using
const_stepper = xfunction_stepper<F,
CT
...>;
using
stepper = const_stepper;
};
template
<
class
F
,
class
...
CT
>
struct
xcontainer_inner_types
<xfunction<F,
CT
...>>
{
//
Added indirection for MSVC 2017 bug with the operator value_type()
using
value_type =
typename
meta_identity<
decltype
(std::declval<F>()(std::declval<
xvalue_type_t
<std::
decay_t
<
CT
>>>()...))>::type;
using
reference = value_type;
using
const_reference = value_type;
using
size_type =
common_size_type_t
<std::
decay_t
<
CT
>...>;
};
template
<
class
T
,
class
F
,
class
...
CT
>
struct
has_simd_interface
<xfunction<F,
CT
...>, T>
: xtl::conjunction<has_simd_type<T>,
has_simd_apply<F, xt_simd::simd_type<T>>,
has_simd_interface<std::
decay_t
<
CT
>, T>...>
{
};
/*
************
* xfunction *
************
*/
/*
*
* @class xfunction
* @brief Multidimensional function operating on
* xtensor expressions.
*
* The xfunction class implements a multidimensional function
* operating on xtensor expressions.
*
* @tparam F the function type
* @tparam CT the closure types for arguments of the function
*/
template
<
class
F
,
class
...
CT
>
class
xfunction
:
private
xconst_iterable
<xfunction<F,
CT
...>>,
public xsharable_expression<xfunction<F,
CT
...>>,
private xconst_accessible<xfunction<F,
CT
...>>,
public extension::
xfunction_base_t
<F,
CT
...>
{
public:
using
self_type = xfunction<F,
CT
...>;
using
accessible_base = xconst_accessible<self_type>;
using
extension_base = extension::
xfunction_base_t
<F,
CT
...>;
using
expression_tag =
typename
extension_base::expression_tag;
using
only_scalar = all_xscalar<
CT
...>;
using
functor_type =
typename
std::remove_reference<F>::type;
using
tuple_type = std::tuple<
CT
...>;
using
inner_types = xcontainer_inner_types<self_type>;
using
value_type =
typename
inner_types::value_type;
using
reference =
typename
inner_types::reference;
using
const_reference =
typename
inner_types::const_reference;
using
pointer = value_type*;
using
const_pointer =
const
value_type*;
using
size_type =
typename
inner_types::size_type;
using
difference_type =
common_difference_type_t
<std::
decay_t
<
CT
>...>;
using
simd_value_type = xt_simd::simd_type<value_type>;
using
bool_load_type = detail::
xfunction_bool_load_type_t
<
CT
...>;
//
xtl::promote_type_t<typename std::decay_t<CT>::bool_load_type...>;
template
<
class
requested_type
>
using
simd_return_type = xt_simd::simd_return_type<value_type, requested_type>;
using
iterable_base = xconst_iterable<xfunction<F,
CT
...>>;
using
inner_shape_type =
typename
iterable_base::inner_shape_type;
using
shape_type = inner_shape_type;
using
stepper =
typename
iterable_base::stepper;
using
const_stepper =
typename
iterable_base::const_stepper;
static
constexpr
layout_type static_layout = compute_layout(std::
decay_t
<
CT
>::static_layout...);
static
constexpr
bool
contiguous_layout = static_layout != layout_type::dynamic;
template
<layout_type L>
using
layout_iterator =
typename
iterable_base::
template
layout_iterator<L>;
template
<layout_type L>
using
const_layout_iterator =
typename
iterable_base::
template
const_layout_iterator<L>;
template
<layout_type L>
using
reverse_layout_iterator =
typename
iterable_base::
template
reverse_layout_iterator<L>;
template
<layout_type L>
using
const_reverse_layout_iterator =
typename
iterable_base::
template
const_reverse_layout_iterator<L>;
template
<
class
S
, layout_type L>
using
broadcast_iterator =
typename
iterable_base::
template
broadcast_iterator<S, L>;
template
<
class
S
, layout_type L>
using
const_broadcast_iterator =
typename
iterable_base::
template
const_broadcast_iterator<S, L>;
template
<
class
S
, layout_type L>
using
reverse_broadcast_iterator =
typename
iterable_base::
template
reverse_broadcast_iterator<S, L>;
template
<
class
S
, layout_type L>
using
const_reverse_broadcast_iterator =
typename
iterable_base::
template
const_reverse_broadcast_iterator<S, L>;
using
const_storage_iterator = xfunction_iterator<F,
CT
...>;
using
storage_iterator = const_storage_iterator;
using
const_reverse_storage_iterator = std::reverse_iterator<const_storage_iterator>;
using
reverse_storage_iterator = std::reverse_iterator<storage_iterator>;
using
iterator =
typename
iterable_base::iterator;
using
const_iterator =
typename
iterable_base::const_iterator;
using
reverse_iterator =
typename
iterable_base::reverse_iterator;
using
const_reverse_iterator =
typename
iterable_base::const_reverse_iterator;
template
<
class
Func
,
class
...
CTA
,
class
U
= std::
enable_if_t
<!std::is_base_of<std::
decay_t
<Func>, self_type>::value>>
xfunction
(Func&& f,
CTA
&&... e)
noexcept
;
template
<
class
FA
,
class
...
CTA
>
xfunction
(xfunction<
FA
,
CTA
...> xf)
noexcept
;
~xfunction
() =
default
;
xfunction
(
const
xfunction&) =
default
;
xfunction&
operator
=(
const
xfunction&) =
default
;
xfunction
(xfunction&&) =
default
;
xfunction&
operator
=(xfunction&&) =
default
;
using
accessible_base::size;
size_type
dimension
()
const
noexcept
;
const
inner_shape_type&
shape
()
const
;
layout_type
layout
()
const
noexcept
;
bool
is_contiguous
()
const
noexcept
;
using
accessible_base::shape;
template
<
class
... Args>
const_reference
operator
()(Args... args)
const
;
template
<
class
... Args>
const_reference
unchecked
(Args... args)
const
;
using
accessible_base::at;
using
accessible_base::
operator
[];
using
accessible_base::periodic;
using
accessible_base::in_bounds;
template
<
class
It
>
const_reference
element
(It first, It last)
const
;
template
<
class
S
>
bool
broadcast_shape
(S& shape,
bool
reuse_cache =
false
)
const
;
template
<
class
S
>
bool
has_linear_assign
(
const
S& strides)
const
noexcept
;
using
iterable_base::begin;
using
iterable_base::end;
using
iterable_base::cbegin;
using
iterable_base::cend;
using
iterable_base::rbegin;
using
iterable_base::rend;
using
iterable_base::crbegin;
using
iterable_base::crend;
const_storage_iterator
storage_begin
()
const
noexcept
;
const_storage_iterator
storage_end
()
const
noexcept
;
const_storage_iterator
storage_cbegin
()
const
noexcept
;
const_storage_iterator
storage_cend
()
const
noexcept
;
const_reverse_storage_iterator
storage_rbegin
()
const
noexcept
;
const_reverse_storage_iterator
storage_rend
()
const
noexcept
;
const_reverse_storage_iterator
storage_crbegin
()
const
noexcept
;
const_reverse_storage_iterator
storage_crend
()
const
noexcept
;
template
<
class
S
>
const_stepper
stepper_begin
(
const
S& shape)
const
noexcept
;
template
<
class
S
>
const_stepper
stepper_end
(
const
S& shape, layout_type l)
const
noexcept
;
const_reference
data_element
(size_type i)
const
;
template
<
class
UT
= self_type,
class
=
typename
std::enable_if<
UT
::only_scalar::value>::type>
operator
value_type
()
const
;
template
<
class
align
,
class
requested_type
= value_type,
std::
size_t
N = xt_simd::simd_traits<requested_type>::size>
simd_return_type<requested_type>
load_simd
(size_type i)
const
;
const
tuple_type&
arguments
()
const
noexcept
;
const
functor_type&
functor
()
const
noexcept
;
private:
template
<std::
size_t
... I>
layout_type
layout_impl
(std::index_sequence<I...>)
const
noexcept
;
template
<std::
size_t
... I,
class
... Args>
const_reference
access_impl
(std::index_sequence<I...>, Args... args)
const
;
template
<std::
size_t
... I,
class
... Args>
const_reference
unchecked_impl
(std::index_sequence<I...>, Args... args)
const
;
template
<std::
size_t
... I,
class
It
>
const_reference
element_access_impl
(std::index_sequence<I...>, It first, It last)
const
;
template
<std::
size_t
... I>
const_reference
data_element_impl
(std::index_sequence<I...>, size_type i)
const
;
template
<
class
align
,
class
requested_type
, std::
size_t
N, std::
size_t
... I>
auto
load_simd_impl
(std::index_sequence<I...>, size_type i)
const
;
template
<
class
Func
, std::
size_t
... I>
const_stepper
build_stepper
(Func&& f, std::index_sequence<I...>)
const
noexcept
;
template
<
class
Func
, std::
size_t
... I>
auto
build_iterator
(Func&& f, std::index_sequence<I...>)
const
noexcept
;
size_type
compute_dimension
()
const
noexcept
;
void
compute_cached_shape
()
const
;
tuple_type m_e;
functor_type m_f;
mutable
xfunction_cache<detail::promote_index<
typename
std::
decay_t
<
CT
>::shape_type...>> m_cache;
friend
class
xfunction_iterator
<F,
CT
...>;
friend
class
xfunction_stepper
<F,
CT
...>;
friend
class
xconst_iterable
<self_type>;
friend
class
xconst_accessible
<self_type>;
};
/*
*********************
* xfunction_iterator *
*********************
*/
template
<
class
F
,
class
...
CT
>
class
xfunction_iterator
:
public
xtl
::xrandom_access_iterator_base<xfunction_iterator<F,
CT
...>,
typename
xfunction<F,
CT
...>::value_type,
typename
xfunction<F,
CT
...>::difference_type,
typename
xfunction<F,
CT
...>::pointer,
typename
xfunction<F,
CT
...>::reference>
{
public:
using
self_type = xfunction_iterator<F,
CT
...>;
using
functor_type =
typename
std::remove_reference<F>::type;
using
xfunction_type = xfunction<F,
CT
...>;
using
value_type =
typename
xfunction_type::value_type;
using
reference =
typename
xfunction_type::value_type;
using
pointer =
typename
xfunction_type::const_pointer;
using
difference_type =
typename
xfunction_type::difference_type;
using
iterator_category = std::random_access_iterator_tag;
template
<
class
... It>
xfunction_iterator
(
const
xfunction_type* func, It&&... it)
noexcept
;
self_type&
operator
++();
self_type&
operator
--();
self_type&
operator
+=(difference_type n);
self_type&
operator
-=(difference_type n);
difference_type
operator
-(
const
self_type& rhs)
const
;
reference
operator
*()
const
;
bool
equal
(
const
self_type& rhs)
const
;
bool
less_than
(
const
self_type& rhs)
const
;
private:
using
data_type = std::tuple<
decltype
(linear_begin(std::declval<
const
std::
decay_t
<
CT
>>()))...>;
template
<std::
size_t
... I>
reference
deref_impl
(std::index_sequence<I...>)
const
;
template
<std::
size_t
... I>
difference_type
tuple_max_diff
(std::index_sequence<I...>,
const
data_type& lhs,
const
data_type& rhs)
const
;
const
xfunction_type* p_f;
data_type m_it;
};
template
<
class
F
,
class
...
CT
>
bool
operator
==(
const
xfunction_iterator<F,
CT
...>& it1,
const
xfunction_iterator<F,
CT
...>& it2);
template
<
class
F
,
class
...
CT
>
bool
operator
<(
const
xfunction_iterator<F,
CT
...>& it1,
const
xfunction_iterator<F,
CT
...>& it2);
/*
********************
* xfunction_stepper *
********************
*/
template
<
class
F
,
class
...
CT
>
class
xfunction_stepper
{
public:
using
self_type = xfunction_stepper<F,
CT
...>;
using
functor_type =
typename
std::remove_reference<F>::type;
using
xfunction_type = xfunction<F,
CT
...>;
using
value_type =
typename
xfunction_type::value_type;
using
reference =
typename
xfunction_type::value_type;
using
pointer =
typename
xfunction_type::const_pointer;
using
size_type =
typename
xfunction_type::size_type;
using
difference_type =
typename
xfunction_type::difference_type;
using
shape_type =
typename
xfunction_type::shape_type;
template
<
class
requested_type
>
using
simd_return_type = xt_simd::simd_return_type<value_type, requested_type>;
template
<
class
... St>
xfunction_stepper
(
const
xfunction_type* func, St&&... st)
noexcept
;
void
step
(size_type dim);
void
step_back
(size_type dim);
void
step
(size_type dim, size_type n);
void
step_back
(size_type dim, size_type n);
void
reset
(size_type dim);
void
reset_back
(size_type dim);
void
to_begin
();
void
to_end
(layout_type l);
reference
operator
*()
const
;
template
<
class
T
>
simd_return_type<T>
step_simd
();
void
step_leading
();
private:
template
<std::
size_t
... I>
reference
deref_impl
(std::index_sequence<I...>)
const
;
template
<
class
T
, std::
size_t
... I>
simd_return_type<T>
step_simd_impl
(std::index_sequence<I...>);
const
xfunction_type* p_f;
std::tuple<
typename
std::
decay_t
<
CT
>::const_stepper...> m_st;
};
/*
********************************
* xfunction implementation *
********************************
*/
/*
*
* @name Constructor
*/
//
@{
/*
*
* Constructs an xfunction applying the specified function to the given
* arguments.
* @param f the function to apply
* @param e the \ref xexpression arguments
*/
template
<
class
F
,
class
...
CT
>
template
<
class
Func
,
class
...
CTA
,
class
U
>
inline
xfunction<F,
CT
...>::xfunction(Func&& f,
CTA
&&... e)
noexcept
: m_e(std::forward<
CTA
>(e)...), m_f(std::forward<Func>(f)) {}
/*
*
* Constructs an xfunction applying the specified function given by another
* xfunction with its arguments.
* @param xf the xfunction to apply
*/
template
<
class
F
,
class
...
CT
>
template
<
class
FA
,
class
...
CTA
>
inline
xfunction<F,
CT
...>::xfunction(xfunction<
FA
,
CTA
...> xf)
noexcept
: m_e(xf.arguments()), m_f(xf.functor()) {}
//
@}
/*
*
* @name Size and shape
*/
//
@{
/*
*
* Returns the number of dimensions of the function.
*/
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::dimension()
const
noexcept
-> size_type
{
size_type dimension = m_cache.
is_initialized
? m_cache.
shape
.
size
() :
compute_dimension
();
return
dimension;
}
template
<
class
F
,
class
...
CT
>
inline
void
xfunction<F,
CT
...>::compute_cached_shape()
const
{
static_assert
(!detail::is_fixed<shape_type>::value,
"
Calling compute_cached_shape on fixed!
"
);
m_cache.
shape
= uninitialized_shape<
xindex_type_t
<inner_shape_type>>(
compute_dimension
());
m_cache.
is_trivial
=
broadcast_shape
(m_cache.
shape
,
false
);
m_cache.
is_initialized
=
true
;
}
/*
*
* Returns the shape of the xfunction.
*/
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::shape()
const
->
const
inner_shape_type&
{
xtl::mpl::static_if<!detail::is_fixed<inner_shape_type>::value>([&](
auto
self)
{
if
(!m_cache.
is_initialized
)
{
self
(
this
)->
compute_cached_shape
();
}
},
[](
auto
/*
self
*/
){});
return
m_cache.
shape
;
}
/*
*
* Returns the layout_type of the xfunction.
*/
template
<
class
F
,
class
...
CT
>
inline
layout_type xfunction<F,
CT
...>::layout()
const
noexcept
{
return
layout_impl
(std::make_index_sequence<
sizeof
...(
CT
)>());
}
template
<
class
F
,
class
...
CT
>
inline
bool
xfunction<F,
CT
...>::is_contiguous()
const
noexcept
{
return
layout
() != layout_type::dynamic &&
accumulate
([](
bool
r,
const
auto
& exp) {
return
r && exp.
is_contiguous
(); },
true
, m_e);
}
//
@}
/*
*
* @name Data
*/
/*
*
* Returns a constant reference to the element at the specified position in the function.
* @param args a list of indices specifying the position in the function. Indices
* must be unsigned integers, the number of indices should be equal or greater than
* the number of dimensions of the function.
*/
template
<
class
F
,
class
...
CT
>
template
<
class
... Args>
inline
auto
xfunction<F,
CT
...>::
operator
()(Args... args)
const
-> const_reference
{
//
The static cast prevents the compiler from instantiating the template methods with signed integers,
//
leading to warning about signed/unsigned conversions in the deeper layers of the access methods
return
access_impl
(std::make_index_sequence<
sizeof
...(
CT
)>(),
static_cast
<size_type>(args)...);
}
/*
*
* Returns a constant reference to the element at the specified position in the expression.
* @param args a list of indices specifying the position in the expression. Indices
* must be unsigned integers, the number of indices must be equal to the number of
* dimensions of the expression, else the behavior is undefined.
*
* @warning This method is meant for performance, for expressions with a dynamic
* number of dimensions (i.e. not known at compile time). Since it may have
* undefined behavior (see parameters), operator() should be preferred whenever
* it is possible.
* @warning This method is NOT compatible with broadcasting, meaning the following
* code has undefined behavior:
* \code{.cpp}
* xt::xarray<double> a = {{0, 1}, {2, 3}};
* xt::xarray<double> b = {0, 1};
* auto fd = a + b;
* double res = fd.unchecked(0, 1);
* \endcode
*/
template
<
class
F
,
class
...
CT
>
template
<
class
... Args>
inline
auto
xfunction<F,
CT
...>::unchecked(Args... args)
const
-> const_reference
{
//
The static cast prevents the compiler from instantiating the template methods with signed integers,
//
leading to warning about signed/unsigned conversions in the deeper layers of the access methods
return
unchecked_impl
(std::make_index_sequence<
sizeof
...(
CT
)>(),
static_cast
<size_type>(args)...);
}
/*
*
* Returns a constant reference to the element at the specified position in the function.
* @param first iterator starting the sequence of indices
* @param last iterator ending the sequence of indices
* The number of indices in the sequence should be equal to or greater
* than the number of dimensions of the container.
*/
template
<
class
F
,
class
...
CT
>
template
<
class
It
>
inline
auto
xfunction<F,
CT
...>::element(It first, It last)
const
-> const_reference
{
return
element_access_impl
(std::make_index_sequence<
sizeof
...(
CT
)>(), first, last);
}
//
@}
/*
*
* @name Broadcasting
*/
//
@{
/*
*
* Broadcast the shape of the function to the specified parameter.
* @param shape the result shape
* @param reuse_cache boolean for reusing a previously computed shape
* @return a boolean indicating whether the broadcasting is trivial
*/
template
<
class
F
,
class
...
CT
>
template
<
class
S
>
inline
bool
xfunction<F,
CT
...>::broadcast_shape(S& shape,
bool
reuse_cache)
const
{
if
(m_cache.
is_initialized
&& reuse_cache)
{
std::copy
(m_cache.
shape
.
cbegin
(), m_cache.
shape
.
cend
(), shape.
begin
());
return
m_cache.
is_trivial
;
}
else
{
//
e.broadcast_shape must be evaluated even if b is false
auto
func = [&shape](
bool
b,
auto
&& e) {
return
e.
broadcast_shape
(shape) && b; };
return
accumulate
(func,
true
, m_e);
}
}
/*
*
* Checks whether the xfunction can be linearly assigned to an expression
* with the specified strides.
* @return a boolean indicating whether a linear assign is possible
*/
template
<
class
F
,
class
...
CT
>
template
<
class
S
>
inline
bool
xfunction<F,
CT
...>::has_linear_assign(
const
S& strides)
const
noexcept
{
auto
func = [&strides](
bool
b,
auto
&& e) {
return
b && e.
has_linear_assign
(strides); };
return
accumulate
(func,
true
, m_e);
}
//
@}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::storage_begin()
const
noexcept
-> const_storage_iterator
{
return
storage_cbegin
();
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::storage_end()
const
noexcept
-> const_storage_iterator
{
return
storage_cend
();
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::storage_cbegin()
const
noexcept
-> const_storage_iterator
{
auto
f = [](
const
auto
& e)
noexcept
{
return
linear_begin
(e); };
return
build_iterator
(f, std::make_index_sequence<
sizeof
...(
CT
)>());
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::storage_cend()
const
noexcept
-> const_storage_iterator
{
auto
f = [](
const
auto
& e)
noexcept
{
return
linear_end
(e); };
return
build_iterator
(f, std::make_index_sequence<
sizeof
...(
CT
)>());
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::storage_rbegin()
const
noexcept
-> const_reverse_storage_iterator
{
return
storage_crbegin
();
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::storage_rend()
const
noexcept
-> const_reverse_storage_iterator
{
return
storage_crend
();
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::storage_crbegin()
const
noexcept
-> const_reverse_storage_iterator
{
return
const_reverse_storage_iterator
(
storage_cend
());
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::storage_crend()
const
noexcept
-> const_reverse_storage_iterator
{
return
const_reverse_storage_iterator
(
storage_cbegin
());
}
template
<
class
F
,
class
...
CT
>
template
<
class
S
>
inline
auto
xfunction<F,
CT
...>::stepper_begin(
const
S& shape)
const
noexcept
-> const_stepper
{
auto
f = [&shape](
const
auto
& e)
noexcept
{
return
e.
stepper_begin
(shape); };
return
build_stepper
(f, std::make_index_sequence<
sizeof
...(
CT
)>());
}
template
<
class
F
,
class
...
CT
>
template
<
class
S
>
inline
auto
xfunction<F,
CT
...>::stepper_end(
const
S& shape, layout_type l)
const
noexcept
-> const_stepper
{
auto
f = [&shape, l](
const
auto
& e)
noexcept
{
return
e.
stepper_end
(shape, l); };
return
build_stepper
(f, std::make_index_sequence<
sizeof
...(
CT
)>());
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::data_element(size_type i)
const
-> const_reference
{
return
data_element_impl
(std::make_index_sequence<
sizeof
...(
CT
)>(), i);
}
template
<
class
F
,
class
...
CT
>
template
<
class
UT
,
class
>
inline
xfunction<F,
CT
...>::
operator
value_type
()
const
{
return
operator
()();
}
template
<
class
F
,
class
...
CT
>
template
<
class
align
,
class
requested_type
, std::
size_t
N>
inline
auto
xfunction<F,
CT
...>::load_simd(size_type i)
const
-> simd_return_type<requested_type>
{
return
load_simd_impl<align, requested_type, N>(std::make_index_sequence<
sizeof
...(
CT
)>(), i);
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::arguments()
const
noexcept
->
const
tuple_type&
{
return
m_e;
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::functor()
const
noexcept
->
const
functor_type&
{
return
m_f;
}
template
<
class
F
,
class
...
CT
>
template
<std::
size_t
... I>
inline
layout_type xfunction<F,
CT
...>::layout_impl(std::index_sequence<I...>)
const
noexcept
{
return
compute_layout
(std::get<I>(m_e).
layout
()...);
}
template
<
class
F
,
class
...
CT
>
template
<std::
size_t
... I,
class
... Args>
inline
auto
xfunction<F,
CT
...>::access_impl(std::index_sequence<I...>, Args... args)
const
-> const_reference
{
XTENSOR_TRY
(
check_index
(
shape
(), args...));
XTENSOR_CHECK_DIMENSION
(
shape
(), args...);
return
m_f
(std::get<I>(m_e)(args...)...);
}
template
<
class
F
,
class
...
CT
>
template
<std::
size_t
... I,
class
... Args>
inline
auto
xfunction<F,
CT
...>::unchecked_impl(std::index_sequence<I...>, Args... args)
const
-> const_reference
{
return
m_f
(std::get<I>(m_e).
unchecked
(args...)...);
}
template
<
class
F
,
class
...
CT
>
template
<std::
size_t
... I,
class
It
>
inline
auto
xfunction<F,
CT
...>::element_access_impl(std::index_sequence<I...>, It first, It last)
const
-> const_reference
{
XTENSOR_TRY
(
check_element_index
(
shape
(), first, last));
return
m_f
((std::get<I>(m_e).
element
(first, last))...);
}
template
<
class
F
,
class
...
CT
>
template
<std::
size_t
... I>
inline
auto
xfunction<F,
CT
...>::data_element_impl(std::index_sequence<I...>, size_type i)
const
-> const_reference
{
return
m_f
((std::get<I>(m_e).
data_element
(i))...);
}
template
<
class
F
,
class
...
CT
>
template
<
class
align
,
class
requested_type
, std::
size_t
N, std::
size_t
... I>
inline
auto
xfunction<F,
CT
...>::load_simd_impl(std::index_sequence<I...>, size_type i)
const
{
return
m_f.
simd_apply
((std::get<I>(m_e)
.
template
load_simd
<align, requested_type>(i))...);
}
template
<
class
F
,
class
...
CT
>
template
<
class
Func
, std::
size_t
... I>
inline
auto
xfunction<F,
CT
...>::build_stepper(Func&& f, std::index_sequence<I...>)
const
noexcept
-> const_stepper
{
return
const_stepper
(
this
,
f
(std::get<I>(m_e))...);
}
template
<
class
F
,
class
...
CT
>
template
<
class
Func
, std::
size_t
... I>
inline
auto
xfunction<F,
CT
...>::build_iterator(Func&& f, std::index_sequence<I...>)
const
noexcept
{
return
const_storage_iterator
(
this
,
f
(std::get<I>(m_e))...);
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction<F,
CT
...>::compute_dimension()
const
noexcept
-> size_type
{
auto
func = [](size_type d,
auto
&& e)
noexcept
{
return
(std::max)(d, e.
dimension
()); };
return
accumulate
(func,
size_type
(
0
), m_e);
}
/*
************************************
* xfunction_iterator implementation *
************************************
*/
template
<
class
F
,
class
...
CT
>
template
<
class
... It>
inline
xfunction_iterator<F,
CT
...>::xfunction_iterator(
const
xfunction_type* func, It&&... it)
noexcept
: p_f(func), m_it(std::forward<It>(it)...)
{
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction_iterator<F,
CT
...>::
operator
++() -> self_type&
{
auto
f = [](
auto
& it) { ++it; };
for_each
(f, m_it);
return
*
this
;
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction_iterator<F,
CT
...>::
operator
--() -> self_type&
{
auto
f = [](
auto
& it) {
return
--it; };
for_each
(f, m_it);
return
*
this
;
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction_iterator<F,
CT
...>::
operator
+=(difference_type n) -> self_type&
{
auto
f = [n](
auto
& it) { it += n; };
for_each
(f, m_it);
return
*
this
;
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction_iterator<F,
CT
...>::
operator
-=(difference_type n) -> self_type&
{
auto
f = [n](
auto
& it) { it -= n; };
for_each
(f, m_it);
return
*
this
;
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction_iterator<F,
CT
...>::
operator
-(
const
self_type& rhs)
const
-> difference_type
{
return
tuple_max_diff
(std::make_index_sequence<
sizeof
...(
CT
)>(), m_it, rhs.
m_it
);
}
template
<
class
F
,
class
...
CT
>
inline
auto
xfunction_iterator<F,
CT
...>::
operator
*()
const
-> reference
{
return
deref_impl
(std::make_index_sequence<
sizeof
...(
CT
)>());
}
template
<
class
F
,
class
...
CT
>
inline
bool
xfunction_iterator<F,
CT
...>::equal(
const
self_type& rhs)
const
{
//
Optimization: no need to compare each subiterator since they all
//
are incremented decremented together.
constexpr
std::
size_t
temp = xtl::mpl::find_if<is_not_xdummy_iterator, data_type>::value;
constexpr
std::
size_t
index = (temp == std::tuple_size<data_type>::value) ?
0
: temp;
return
std::get<index>(m_it) == std::get<index>(rhs.
m_it
);
}
template
<
class
F
,
class
...
CT
>
inline
bool
xfunction_iterator<F,
CT
...>::less_than(
const
self_type& rhs)
const
{
//
Optimization: no need to compare each subiterator since they all
//
are incremented decremented together.
constexpr
std::
size_t
temp = xtl::mpl::find_if<is_not_xdummy_iterator, data_type>::value;
constexpr
std::
size_t
index = (temp == std::tuple_size<data_type>::value) ?
0
: temp;
return
std::get<index>(m_it) < std::get<index>(rhs.
m_it
);
}
template
<
class
F
,
class
...
CT
>
template
<std::
size_t
... I>
inline
auto
xfunction_iterator<F,
CT
...>::deref_impl(std::index_sequence<I...>)
const
-> reference
{
return
(p_f->
m_f
)(*std::get<I>(m_it)...);
}
template
<
class
F
,
class
...
CT
>
template
<std::
size_t
... I>
inline
auto
xfunction_iterator<F,
CT
...>::tuple_max_diff(std::index_sequence<I...>,
const
data_type& lhs,
const
data_type& rhs)
const
-> difference_type
{
auto
diff =
std::make_tuple
((std::get<I>(lhs) - std::get<I>(rhs))...);
auto
func = [](difference_type n,
auto
&& v) {
return
(std::max)(n, v); };
return
accumulate
(func,
difference_type
(
0
), diff);
}
template
<
class
F
,
class
...
CT
>
inline
bool
operator
==(
const
xfunction_iterator<F,
CT
...>& it1,
const
xfunction_iterator<F,
CT
...>& it2)
{
return
it1.
equal
(it2);
}
template
<
class
F
,
class
...
CT
>
inline
bool
operator
<(
const
xfunction_iterator<F,
CT
...>& it1,
const
xfunction_iterator<F,
CT
...>& it2)
{
return
it1.
less_than
(it2);
}
/*
***********************************
* xfunction_stepper implementation *
***********************************
*/
template
<
class
F
,
class
...
CT
>
template
<
class
... St>
inline
xfunction_stepper<F,
CT
...>::xfunction_stepper(
const
xfunction_type* func, St&&... st)
noexcept
: p_f(func), m_st(std::forward<St>(st)...)
{
}
template
<
class
F
,
class
...
CT
>
inline
void
xfunction_stepper<F,
CT
...>::step(size_type dim)
{
auto
f = [dim](
auto
& st) { st.
step
(dim); };
for_each
(f, m_st);
}
template
<
class
F
,
class
...
CT
>
inline
void
xfunction_stepper<F,
CT
...>::step_back(size_type dim)
{
auto
f = [dim](
auto
& st) { st.
step_back
(dim); };
for_each
(f, m_st);
}
template
<
class
F
,
class
...
CT
>
inline
void
xfunction_stepper<F,
CT
...>::step(size_type dim, size_type n)
{
auto
f = [dim, n](
auto
& st) { st.
step
(dim, n); };
for_each
(f, m_st);
}
template
<
class
F
,
class
...
CT
>
inline
void
xfunction_stepper<F,
CT
...>::step_back(size_type dim, size_type n)
{
auto
f = [dim, n](
auto
& st) { st.
step_back
(dim, n); };
for_each
(f, m_st);
}
template
<
class
F
,
class
...
CT
>
inline
void
xfunction_stepper<F,
CT
...>::reset(size_type dim)
{
auto
f = [dim](
auto
& st) { st.
reset
(dim); };
for_each
(f, m_st);
}
template
<
class
F
,
class
...
CT
>
inline
void
xfunction_stepper<F,
CT
...>::reset_back(size_type dim)
{
auto
f = [dim](
auto
& st) { st.
reset_back
(dim); };
for_each
(f, m_st);
}
template
<
class
F
,
class
...
CT
>
inline
void
xfunction_stepper<F,
CT
...>::to_begin()
{
auto
f = [](
auto
& st) { st.
to_begin
(); };
for_each
(f, m_st);
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