Expression Templates Library (ETL)
prob_pool_2d_expr.hpp
1 //=======================================================================
2 // Copyright (c) 2014-2023 Baptiste Wicht
3 // Distributed under the terms of the MIT License.
4 // (See accompanying file LICENSE or copy at
5 // http://opensource.org/licenses/MIT)
6 //=======================================================================
7 
8 #pragma once
9 
10 #include "etl/expr/base_temporary_expr.hpp"
11 
12 //Get the implementations
13 #include "etl/impl/pooling.hpp"
14 #include "etl/impl/prob_pooling.hpp"
15 
16 namespace etl {
17 
22 template <typename A, size_t C1, size_t C2>
23 struct prob_pool_2d_expr : base_temporary_expr_un<prob_pool_2d_expr<A, C1, C2>, A> {
28 
29  static constexpr auto storage_order = sub_traits::storage_order;
30 
35  static constexpr bool gpu_computable = false;
36 
41  explicit prob_pool_2d_expr(A a) : base_type(a) {
42  //Nothing else to init
43  }
44 
45  // Assignment functions
46 
51  template <same_dimensions<A> C>
52  void assign_to(C&& c) const {
53  inc_counter("temp:assign");
54 
55  auto& a = this->a();
56 
57  impl::standard::pmp_h_impl::template apply<C1, C2, C1, C2, 0, 0>(smart_forward(a), c);
58  }
59 
64  template <typename L>
65  void assign_add_to(L&& lhs) const {
66  std_add_evaluate(*this, lhs);
67  }
68 
73  template <typename L>
74  void assign_sub_to(L&& lhs) const {
75  std_sub_evaluate(*this, lhs);
76  }
77 
82  template <typename L>
83  void assign_mul_to(L&& lhs) const {
84  std_mul_evaluate(*this, lhs);
85  }
86 
91  template <typename L>
92  void assign_div_to(L&& lhs) const {
93  std_div_evaluate(*this, lhs);
94  }
95 
100  template <typename L>
101  void assign_mod_to(L&& lhs) const {
102  std_mod_evaluate(*this, lhs);
103  }
104 
111  friend std::ostream& operator<<(std::ostream& os, const prob_pool_2d_expr& expr) {
112  return os << "prob_pool2(" << expr._a << ")";
113  }
114 };
115 
120 template <typename A, size_t C1, size_t C2>
121 struct etl_traits<etl::prob_pool_2d_expr<A, C1, C2>> {
123  using sub_expr_t = std::decay_t<A>;
126 
127  static constexpr size_t D = sub_traits::dimensions();
128 
129  static constexpr bool is_etl = true;
130  static constexpr bool is_transformer = false;
131  static constexpr bool is_view = false;
132  static constexpr bool is_magic_view = false;
133  static constexpr bool is_fast = sub_traits::is_fast;
134  static constexpr bool is_linear = false;
135  static constexpr bool is_thread_safe = true;
136  static constexpr bool is_value = false;
137  static constexpr bool is_direct = true;
138  static constexpr bool is_generator = false;
139  static constexpr bool is_padded = false;
140  static constexpr bool is_aligned = true;
141  static constexpr bool is_temporary = true;
142  static constexpr order storage_order = sub_traits::storage_order;
143  static constexpr bool gpu_computable = is_gpu_t<value_type> && cuda_enabled;
144 
150  template <vector_mode_t V>
151  static constexpr bool vectorizable = true;
152 
157  template <size_t DD>
158  static constexpr size_t dim() {
159  return decay_traits<A>::template dim<DD>();
160  }
161 
168  static size_t dim(const expr_t& e, size_t d) {
169  return etl::dim(e._a, d);
170  }
171 
177  static size_t size(const expr_t& e) {
178  return etl::size(e._a);
179  }
180 
185  static constexpr size_t size() {
186  return sub_traits::size();
187  }
188 
193  static constexpr size_t dimensions() {
194  return D;
195  }
196 
201  static constexpr int complexity() noexcept {
202  return -1;
203  }
204 };
205 
213 template <size_t C1, size_t C2, typename E>
215  validate_pmax_pooling<C1, C2>(value);
216  return prob_pool_2d_expr<detail::build_type<E>, C1, C2>{value};
217 }
218 
219 } //end of namespace etl
void assign_div_to(L &&lhs) const
Divide the given left-hand-side expression.
Definition: prob_pool_2d_expr.hpp:92
A transposition expression.
Definition: prob_pool_2d_expr.hpp:23
std::add_lvalue_reference_t< A > a()
Returns the sub expression.
Definition: base_temporary_expr.hpp:489
dyn_prob_pool_2d_expr< detail::build_type< E > > p_max_pool_h(E &&value, size_t c1, size_t c2)
Probabilistic Max Pooling for hidden units.
Definition: dyn_prob_pool_2d_expr.hpp:200
friend std::ostream & operator<<(std::ostream &os, const prob_pool_2d_expr &expr)
Print a representation of the expression on the given stream.
Definition: prob_pool_2d_expr.hpp:111
constexpr bool is_magic_view
Traits indicating if the given ETL type is a magic view expression.
Definition: traits.hpp:311
void assign_sub_to(L &&lhs) const
Sub from the given left-hand-side expression.
Definition: prob_pool_2d_expr.hpp:74
D D
The number of dimensions.
Definition: dyn_matrix_view.hpp:24
order
Storage order of a matrix.
Definition: order.hpp:15
static constexpr size_t dim()
Returns the DDth dimension of the expression.
Definition: prob_pool_2d_expr.hpp:158
constexpr bool cuda_enabled
Indicates if CUDA is available.
Definition: config.hpp:94
static constexpr size_t size()
Returns the size of the expression.
Definition: prob_pool_2d_expr.hpp:185
A _a
The sub expression reference.
Definition: base_temporary_expr.hpp:447
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
prob_pool_2d_expr(A a)
Construct a new expression.
Definition: prob_pool_2d_expr.hpp:41
static constexpr size_t dimensions()
Return the number of dimensions of the expression.
Definition: traits_base.hpp:31
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
static constexpr size_t dimensions()
Returns the number of dimensions of the expression.
Definition: prob_pool_2d_expr.hpp:193
void assign_mul_to(L &&lhs) const
Multiply the given left-hand-side expression.
Definition: prob_pool_2d_expr.hpp:83
void assign_add_to(L &&lhs) const
Add to the given left-hand-side expression.
Definition: prob_pool_2d_expr.hpp:65
void std_mod_evaluate(Expr &&expr, Result &&result)
Compound modulo evaluation of the expr into result.
Definition: evaluator.hpp:1271
void std_mul_evaluate(Expr &&expr, Result &&result)
Compound multiply evaluation of the expr into result.
Definition: evaluator.hpp:1233
static size_t size(const expr_t &e)
Returns the size of the expression.
Definition: prob_pool_2d_expr.hpp:177
constexpr bool is_transformer
Traits indicating if the given ETL type is a transformer expression.
Definition: traits.hpp:297
value_t< A > value_type
The type of value of the expression.
Definition: prob_pool_2d_expr.hpp:24
constexpr size_t size(const E &expr) noexcept
Returns the size of the given ETL expression.
Definition: helpers.hpp:108
constexpr bool is_view
Traits indicating if the given ETL type is a view expression.
Definition: traits.hpp:304
static constexpr bool is_fast
Indicates if T is a fast structure.
Definition: traits_base.hpp:25
std::decay_t< A > sub_expr_t
The sub expression type.
Definition: prob_pool_2d_expr.hpp:123
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
Abstract base class for temporary unary expression.
Definition: base_temporary_expr.hpp:443
static constexpr auto storage_order
The sub storage order.
Definition: prob_pool_2d_expr.hpp:29
static constexpr int complexity() noexcept
Estimate the complexity of computation.
Definition: prob_pool_2d_expr.hpp:201
constexpr bool is_thread_safe
Traits to test if the given ETL expresion type is thread safe.
Definition: traits.hpp:687
value_t< A > value_type
The value type of the expression.
Definition: prob_pool_2d_expr.hpp:125
static constexpr bool gpu_computable
Indicates if the temporary expression can be directly evaluated using only GPU.
Definition: prob_pool_2d_expr.hpp:35
typename decay_traits< E >::value_type value_t
Traits to extract the value type out of an ETL type.
Definition: tmp.hpp:81
static size_t dim(const expr_t &e, size_t d)
Returns the dth dimension of the expression.
Definition: prob_pool_2d_expr.hpp:168
void assign_mod_to(L &&lhs) const
Modulo the given left-hand-side expression.
Definition: prob_pool_2d_expr.hpp:101
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
void assign_to(C &&c) const
Assign to a matrix of the same storage order.
Definition: prob_pool_2d_expr.hpp:52
void std_add_evaluate(Expr &&expr, Result &&result)
Compound add evaluation of the expr into result.
Definition: evaluator.hpp:1195