Expression Templates Library (ETL)
dyn_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 namespace etl {
13 
18 template <etl_expr A>
19 struct dyn_prob_pool_2d_expr : base_temporary_expr_un<dyn_prob_pool_2d_expr<A>, A, false> {
24 
25  static constexpr auto storage_order = sub_traits::storage_order;
26 
31  static constexpr bool gpu_computable = false;
32 
33  const size_t c1;
34  const size_t c2;
35 
40  explicit dyn_prob_pool_2d_expr(A a, size_t c1, size_t c2) : base_type(a), c1(c1), c2(c2) {
41  //Nothing else to init
42  }
43 
44  // Assignment functions
45 
50  template <same_dimensions<A> L>
51  void assign_to(L&& lhs) const {
52  inc_counter("temp:assign");
53 
54  auto& a = this->a();
55 
56  impl::standard::dyn_pmp_h_impl::template apply<>(smart_forward(a), lhs, c1, c2, c1, c2, 0, 0);
57  }
58 
63  template <etl_expr L>
64  void assign_add_to(L&& lhs) const {
65  std_add_evaluate(*this, lhs);
66  }
67 
72  template <etl_expr L>
73  void assign_sub_to(L&& lhs) const {
74  std_sub_evaluate(*this, lhs);
75  }
76 
81  template <etl_expr L>
82  void assign_mul_to(L&& lhs) const {
83  std_mul_evaluate(*this, lhs);
84  }
85 
90  template <etl_expr L>
91  void assign_div_to(L&& lhs) const {
92  std_div_evaluate(*this, lhs);
93  }
94 
99  template <etl_expr L>
100  void assign_mod_to(L&& lhs) const {
101  std_mod_evaluate(*this, lhs);
102  }
103 
110  friend std::ostream& operator<<(std::ostream& os, const dyn_prob_pool_2d_expr& expr) {
111  return os << "prob_pool2(" << expr._a << ")";
112  }
113 };
114 
119 template <etl_expr A>
122  using sub_expr_t = std::decay_t<A>;
125 
126  static constexpr size_t D = sub_traits::dimensions();
127 
128  static constexpr bool is_etl = true;
129  static constexpr bool is_transformer = false;
130  static constexpr bool is_view = false;
131  static constexpr bool is_magic_view = false;
132  static constexpr bool is_fast = false;
133  static constexpr bool is_linear = false;
134  static constexpr bool is_thread_safe = true;
135  static constexpr bool is_value = false;
136  static constexpr bool is_direct = true;
137  static constexpr bool is_generator = false;
138  static constexpr bool is_padded = false;
139  static constexpr bool is_aligned = true;
140  static constexpr bool is_temporary = true;
141  static constexpr bool gpu_computable = is_gpu_t<value_type> && cuda_enabled;
142  static constexpr order storage_order = sub_traits::storage_order;
143 
149  template <vector_mode_t V>
150  static constexpr bool vectorizable = true;
151 
158  static size_t dim(const expr_t& e, size_t d) {
159  return etl::dim(e._a, d);
160  }
161 
167  static size_t size(const expr_t& e) {
168  size_t acc = 1;
169  for (size_t i = 0; i < D; ++i) {
170  acc *= dim(e, i);
171  }
172  return acc;
173  }
174 
179  static constexpr size_t dimensions() {
180  return D;
181  }
182 
187  static constexpr int complexity() noexcept {
188  return -1;
189  }
190 };
191 
199 template <etl_expr E>
201  validate_pmax_pooling(value, c1, c2);
203 }
204 
205 } //end of namespace etl
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
void assign_sub_to(L &&lhs) const
Sub from the given left-hand-side expression.
Definition: dyn_prob_pool_2d_expr.hpp:73
value_t< A > value_type
The value type of the expression.
Definition: dyn_prob_pool_2d_expr.hpp:124
static size_t dim(const expr_t &e, size_t d)
Returns the dth dimension of the expression.
Definition: dyn_prob_pool_2d_expr.hpp:158
constexpr bool is_magic_view
Traits indicating if the given ETL type is a magic view expression.
Definition: traits.hpp:311
void assign_add_to(L &&lhs) const
Add to the given left-hand-side expression.
Definition: dyn_prob_pool_2d_expr.hpp:64
std::decay_t< A > sub_expr_t
The sub expression type.
Definition: dyn_prob_pool_2d_expr.hpp:122
D D
The number of dimensions.
Definition: dyn_matrix_view.hpp:24
order
Storage order of a matrix.
Definition: order.hpp:15
const size_t c1
The pooling ratio for the first dimension.
Definition: dyn_prob_pool_2d_expr.hpp:33
constexpr bool cuda_enabled
Indicates if CUDA is available.
Definition: config.hpp:94
dyn_prob_pool_2d_expr(A a, size_t c1, size_t c2)
Construct a new expression.
Definition: dyn_prob_pool_2d_expr.hpp:40
A _a
The sub expression reference.
Definition: base_temporary_expr.hpp:447
static size_t size(const expr_t &e)
Returns the size of the expression.
Definition: dyn_prob_pool_2d_expr.hpp:167
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
static constexpr size_t dimensions()
Return the number of dimensions of the expression.
Definition: traits_base.hpp:31
static constexpr size_t dimensions()
Returns the number of dimensions of the expression.
Definition: dyn_prob_pool_2d_expr.hpp:179
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
void validate_pmax_pooling(const E &expr)
Make sure that the pooling ratios are correct and that the expression can be pooled from...
Definition: checks.hpp:182
friend std::ostream & operator<<(std::ostream &os, const dyn_prob_pool_2d_expr &expr)
Print a representation of the expression on the given stream.
Definition: dyn_prob_pool_2d_expr.hpp:110
static constexpr auto storage_order
The sub storage order.
Definition: dyn_prob_pool_2d_expr.hpp:25
const size_t c2
The pooling ratio for the second dimension.
Definition: dyn_prob_pool_2d_expr.hpp:34
value_t< A > value_type
The type of value of the expression.
Definition: dyn_prob_pool_2d_expr.hpp:20
void std_mod_evaluate(Expr &&expr, Result &&result)
Compound modulo evaluation of the expr into result.
Definition: evaluator.hpp:1271
void assign_div_to(L &&lhs) const
Divide the given left-hand-side expression.
Definition: dyn_prob_pool_2d_expr.hpp:91
void assign_mod_to(L &&lhs) const
Modulo the given left-hand-side expression.
Definition: dyn_prob_pool_2d_expr.hpp:100
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
static constexpr bool gpu_computable
Indicates if the temporary expression can be directly evaluated using only GPU.
Definition: dyn_prob_pool_2d_expr.hpp:31
constexpr bool is_view
Traits indicating if the given ETL type is a view expression.
Definition: traits.hpp:304
void assign_mul_to(L &&lhs) const
Multiply the given left-hand-side expression.
Definition: dyn_prob_pool_2d_expr.hpp:82
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 int complexity() noexcept
Estimate the complexity of computation.
Definition: dyn_prob_pool_2d_expr.hpp:187
constexpr bool is_thread_safe
Traits to test if the given ETL expresion type is thread safe.
Definition: traits.hpp:687
void assign_to(L &&lhs) const
Assign to a matrix of the same storage order.
Definition: dyn_prob_pool_2d_expr.hpp:51
typename decay_traits< E >::value_type value_t
Traits to extract the value type out of an ETL type.
Definition: tmp.hpp:81
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
A transposition expression.
Definition: dyn_prob_pool_2d_expr.hpp:19
void std_add_evaluate(Expr &&expr, Result &&result)
Compound add evaluation of the expr into result.
Definition: evaluator.hpp:1195