10 #include "etl/expr/base_temporary_expr.hpp" 13 #include "etl/impl/pooling.hpp" 21 template <etl_expr A, etl_expr B,
typename Impl>
52 explicit dyn_pool_derivative_expr(A
a, B
b,
size_t c1,
size_t c2,
size_t c3,
size_t s1,
size_t s2,
size_t s3,
size_t p1,
size_t p2,
size_t p3) :
53 base_type(a, b), c1(c1), c2(c2), c3(c3), s1(s1), s2(s2), s3(s3), p1(p1), p2(p2), p3(p3) {
70 Impl::apply(
smart_forward(
a),
smart_forward(
b), c, c1, c2, c3, s1, s2, s3, p1, p2, p3);
104 template <
typename L>
113 template <
typename L>
125 return os <<
"pool_derivative(" << expr.
_a <<
", " << expr.
_b <<
")";
133 template <
typename A,
typename B,
typename Impl>
142 static constexpr
bool is_etl =
true;
147 static constexpr
bool is_linear =
false;
149 static constexpr
bool is_value =
false;
150 static constexpr
bool is_direct =
true;
151 static constexpr
bool is_generator =
false;
152 static constexpr
bool is_padded =
false;
153 static constexpr
bool is_aligned =
true;
154 static constexpr
bool is_temporary =
true;
163 template <vector_mode_t V>
164 static constexpr
bool vectorizable =
true;
171 static constexpr
size_t dim() {
172 return left_traits::template dim<DD>();
191 return left_traits::size(e.
_a);
198 static constexpr
size_t size() {
199 return left_traits::size();
227 template <
typename E,
typename F>
229 return dyn_pool_derivative_expr<detail::build_type<E>, F,
impl::max_pool_derivative_2d>{input, output,
c1,
c2, 0,
c1,
c2, 0, 0, 0, 0};
240 template <
typename E,
typename F>
242 E&& input, F&& output,
size_t c1,
size_t c2,
size_t s1,
size_t s2,
size_t p1 = 0,
size_t p2 = 0) {
243 return dyn_pool_derivative_expr<detail::build_type<E>, F,
impl::max_pool_derivative_2d>{input, output,
c1,
c2, 0,
s1,
s2, 0,
p1,
p2, 0};
255 template <
typename E,
typename F>
257 E&& input, F&& output,
size_t c1,
size_t c2,
size_t c3) {
258 return dyn_pool_derivative_expr<detail::build_type<E>, F,
impl::max_pool_derivative_3d>{input, output,
c1,
c2,
c3,
c1,
c2,
c3, 0, 0, 0};
269 template <
typename E,
typename F>
271 return dyn_pool_derivative_expr<detail::build_type<E>, F,
impl::avg_pool_derivative_2d>{input, output,
c1,
c2, 0,
c1,
c2, 0, 0, 0, 0};
282 template <
typename E,
typename F>
284 E&& input, F&& output,
size_t c1,
size_t c2,
size_t s1,
size_t s2,
size_t p1 = 0,
size_t p2 = 0) {
285 return dyn_pool_derivative_expr<detail::build_type<E>, F,
impl::avg_pool_derivative_2d>{input, output,
c1,
c2, 0,
s1,
s2, 0,
p1,
p2, 0};
297 template <
typename E,
typename F>
299 E&& input, F&& output,
size_t c1,
size_t c2,
size_t c3) {
300 return dyn_pool_derivative_expr<detail::build_type<E>, F,
impl::avg_pool_derivative_3d>{input, output,
c1,
c2,
c3,
c1,
c2,
c3, 0, 0, 0};
const size_t p2
The padding for the second dimension.
Definition: dyn_pool_derivative_expr.hpp:45
static constexpr size_t dimensions()
Returns the number of dimensions of the expression.
Definition: dyn_pool_derivative_expr.hpp:206
dyn_pool_derivative_expr(A a, B b, size_t c1, size_t c2, size_t c3, size_t s1, size_t s2, size_t s3, size_t p1, size_t p2, size_t p3)
Construct a new expression.
Definition: dyn_pool_derivative_expr.hpp:52
const size_t s3
The stride for the third dimension.
Definition: dyn_pool_derivative_expr.hpp:42
dyn_pool_derivative_expr< detail::build_type< E >, F, impl::max_pool_derivative_3d > max_pool_derivative_3d(E &&input, F &&output, size_t c1, size_t c2, size_t c3)
Derivative of the 3D Max Pooling of the given matrix expression.
Definition: dyn_pool_derivative_expr.hpp:256
B _b
The sub expression reference.
Definition: base_temporary_expr.hpp:534
const size_t c2
The pooling ratio for the second dimension.
Definition: dyn_pool_derivative_expr.hpp:37
const size_t p3
The padding for the third dimension.
Definition: dyn_pool_derivative_expr.hpp:46
constexpr bool is_magic_view
Traits indicating if the given ETL type is a magic view expression.
Definition: traits.hpp:311
A _a
The sub expression reference.
Definition: base_temporary_expr.hpp:533
dyn_pool_derivative_expr< detail::build_type< E >, F, impl::avg_pool_derivative_2d > avg_pool_derivative_2d(E &&input, F &&output, size_t c1, size_t c2)
Derivative of the 2D Avg Pooling of the given matrix expression.
Definition: dyn_pool_derivative_expr.hpp:270
static constexpr size_t size()
Returns the size of the expression.
Definition: dyn_pool_derivative_expr.hpp:198
std::decay_t< B > right_expr_t
The right sub expression type.
Definition: dyn_pool_derivative_expr.hpp:137
order
Storage order of a matrix.
Definition: order.hpp:15
friend std::ostream & operator<<(std::ostream &os, const dyn_pool_derivative_expr &expr)
Print a representation of the expression on the given stream.
Definition: dyn_pool_derivative_expr.hpp:124
const size_t c3
The pooling ratio for the third dimension.
Definition: dyn_pool_derivative_expr.hpp:38
constexpr bool cuda_enabled
Indicates if CUDA is available.
Definition: config.hpp:94
void assign_div_to(L &&lhs) const
Divide the given left-hand-side expression.
Definition: dyn_pool_derivative_expr.hpp:105
Abstract base class for temporary binary expression.
Definition: base_temporary_expr.hpp:529
std::decay_t< A > left_expr_t
The left sub expression type.
Definition: dyn_pool_derivative_expr.hpp:136
Functor for the derivative of 3D Max Pooling.
Definition: max_pooling_derivative.hpp:279
void assign_mul_to(L &&lhs) const
Multiply the given left-hand-side expression.
Definition: dyn_pool_derivative_expr.hpp:96
std::add_lvalue_reference_t< B > b()
Returns the sub expression.
Definition: base_temporary_expr.hpp:593
void assign_mod_to(L &&lhs) const
Modulo the given left-hand-side expression.
Definition: dyn_pool_derivative_expr.hpp:114
static constexpr size_t dim()
Returns the DDth dimension of the expression.
Definition: dyn_pool_derivative_expr.hpp:171
constexpr bool is_fast
Traits to test if the given ETL expresion type is fast (sizes known at compile-time) ...
Definition: traits.hpp:588
Traits to get information about ETL types.
Definition: tmp.hpp:68
Root namespace for the ETL library.
Definition: adapter.hpp:15
Functor for the derivative of 2D Avg Pooling.
Definition: avg_pooling_derivative.hpp:15
static constexpr size_t dimensions()
Return the number of dimensions of the expression.
Definition: traits_base.hpp:31
static constexpr auto storage_order
The sub storage order.
Definition: dyn_pool_derivative_expr.hpp:28
auto dim(E &&value, size_t i) -> detail::identity_helper< E, dim_view< detail::build_identity_type< E >, D >>
Return a view representing the ith Dth dimension.
Definition: view_expression_builder.hpp:25
value_t< A > value_type
The type of value of the expression.
Definition: dyn_pool_derivative_expr.hpp:23
void assign_sub_to(L &&lhs) const
Sub from the given left-hand-side expression.
Definition: dyn_pool_derivative_expr.hpp:87
const size_t s2
The stride for the second dimension.
Definition: dyn_pool_derivative_expr.hpp:41
void assign_to(C &&c) const
Assign to a matrix of the same storage order.
Definition: dyn_pool_derivative_expr.hpp:64
void std_mod_evaluate(Expr &&expr, Result &&result)
Compound modulo evaluation of the expr into result.
Definition: evaluator.hpp:1271
value_t< A > value_type
The value type of the expression.
Definition: dyn_pool_derivative_expr.hpp:140
static constexpr int complexity() noexcept
Estimate the complexity of computation.
Definition: dyn_pool_derivative_expr.hpp:214
static size_t dim(const expr_t &e, size_t d)
Returns the dth dimension of the expression.
Definition: dyn_pool_derivative_expr.hpp:181
void std_mul_evaluate(Expr &&expr, Result &&result)
Compound multiply evaluation of the expr into result.
Definition: evaluator.hpp:1233
constexpr bool is_transformer
Traits indicating if the given ETL type is a transformer expression.
Definition: traits.hpp:297
dyn_pool_derivative_expr< detail::build_type< E >, F, impl::avg_pool_derivative_3d > avg_pool_derivative_3d(E &&input, F &&output, size_t c1, size_t c2, size_t c3)
Derivative of the 3D Avg Pooling of the given matrix expression.
Definition: dyn_pool_derivative_expr.hpp:298
const size_t p1
The padding for the first dimension.
Definition: dyn_pool_derivative_expr.hpp:44
const size_t c1
The pooling ratio for the first dimension.
Definition: dyn_pool_derivative_expr.hpp:36
constexpr bool is_view
Traits indicating if the given ETL type is a view expression.
Definition: traits.hpp:304
const size_t s1
The stride for the first dimension.
Definition: dyn_pool_derivative_expr.hpp:40
static constexpr bool is_fast
Indicates if T is a fast structure.
Definition: traits_base.hpp:25
Functor for the derivative of 2D Max Pooling.
Definition: max_pooling_derivative.hpp:17
void std_sub_evaluate(Expr &&expr, Result &&result)
Compound subtract evaluation of the expr into result.
Definition: evaluator.hpp:1214
decltype(auto) smart_forward(E &expr)
Smart forwarding for a temporary expression.
Definition: helpers.hpp:323
void assign_add_to(L &&lhs) const
Add to the given left-hand-side expression.
Definition: dyn_pool_derivative_expr.hpp:78
A transposition expression.
Definition: dyn_pool_derivative_expr.hpp:22
constexpr bool is_thread_safe
Traits to test if the given ETL expresion type is thread safe.
Definition: traits.hpp:687
typename decay_traits< E >::value_type value_t
Traits to extract the value type out of an ETL type.
Definition: tmp.hpp:81
Functor for the derivative of 3D Avg Pooling.
Definition: avg_pooling_derivative.hpp:205
void std_div_evaluate(Expr &&expr, Result &&result)
Compound divide evaluation of the expr into result.
Definition: evaluator.hpp:1252
void inc_counter([[maybe_unused]] const char *name)
Increase the given counter.
Definition: counters.hpp:25
static size_t size(const expr_t &e)
Returns the size of the expression.
Definition: dyn_pool_derivative_expr.hpp:190
static constexpr bool gpu_computable
Indicates if the temporary expression can be directly evaluated using only GPU.
Definition: dyn_pool_derivative_expr.hpp:34
std::add_lvalue_reference_t< A > a()
Returns the sub expression.
Definition: base_temporary_expr.hpp:577
dyn_pool_derivative_expr< detail::build_type< E >, F, impl::max_pool_derivative_2d > max_pool_derivative_2d(E &&input, F &&output, size_t c1, size_t c2)
Derivative of the 2D Max Pooling of the given matrix expression.
Definition: dyn_pool_derivative_expr.hpp:228
void std_add_evaluate(Expr &&expr, Result &&result)
Compound add evaluation of the expr into result.
Definition: evaluator.hpp:1195