akreon-convex
Typed convex modeling, conic canonicalization, and primal-dual optimization in C++26.
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inv_pos.hpp
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1/*
2 * Copyright © 2025-2026 Akreon LLC
3 * SPDX-License-Identifier: Apache-2.0
4 */
5
6#pragma once
7
11
12namespace convex {
13
15template <linalg::RnSpace Space>
16 requires(linalg::space_dim_v<Space> == 1)
18
20template <linalg::RnSpace Space>
21 requires(linalg::space_dim_v<Space> == 1)
23
25template <linalg::RnSpace Space>
26 requires(linalg::space_dim_v<Space> == 1)
28
30template <linalg::RnSpace Space>
33
35template <linalg::RnSpace Space>
39
45template <typename Meta, typename Child>
46 requires(dom_size_v<meta_dom_t<Meta>> == 1)
47struct InvPos : Atom<Meta, InvPos<Meta, Child>, Child> {
48public:
51 using ConvexBase::N;
54
57
59 static constexpr CurvatureType Tag = meta_curv_v<Meta>;
60
66 constexpr explicit InvPos(const Child& child_in)
68 }
69
76 constexpr explicit InvPos(const Child& child_in,
77 const affine::AffineMap<LiftedVarMat<T>>& map_in)
78 : ConvexBase(child_in), lift_map(map_in) {}
79
85 constexpr MonotonicityType monotonicity() const {
86 if constexpr (Tag == CurvatureType::CONVEX) return MonotonicityType::NONINC;
87 else return MonotonicityType::NONDEC;
88 }
89
97 constexpr T operator()(const PointT& x) const { return eval(x); }
98
106 constexpr T eval(const PointT& x) const {
107 const auto alpha = lift_map.linear_part()(0, 0);
108 const auto beta = lift_map.translation()(0);
109 AK_ASSERT(x(0) > T(0) && "Invalid domain for 1/x");
110
111 if constexpr (Tag == CurvatureType::CONVEX) {
112 return alpha / x(0) + beta;
113 } else {
114 return T(-1) * alpha / x(0) + beta;
115 }
116 }
117
123 template <T Scalar>
124 constexpr auto mul() const {
125 if constexpr (Scalar < T(0)) {
126 const auto alpha = T(-1) * Scalar;
127 affine::AffineMap<LiftedVarMat<T>> new_map(alpha * lift_map.linear_part(),
128 lift_map.translation());
129 if constexpr (Tag == CurvatureType::CONCAVE) {
130 return InvPos<InvPosMeta<Space>, Child>(std::get<0>(this->children),
131 new_map);
132 } else {
134 std::get<0>(this->children), new_map);
135 }
136 } else {
137 affine::AffineMap<LiftedVarMat<T>> new_map(
138 Scalar * lift_map.linear_part(), lift_map.translation());
139 return Exp<Meta, Child>(std::get<0>(this->children), new_map);
140 }
141 }
142
150 constexpr auto add(T beta) const {
151 LiftedVarBias<T> bias{beta + lift_map.translation()(0)};
152 affine::AffineMap<LiftedVarMat<T>> new_map(lift_map.linear_part(), bias);
153 return InvPos<Meta, Child>(std::get<0>(this->children), new_map);
154 }
155
180 template <AtomType Type, conic::BuilderLike Builder>
181 constexpr auto canonicalize_impl(const Builder& builder) const {
182 const auto child_builder =
183 std::get<0>(this->children)
184 .template canonicalize<AtomType::FN>(builder);
185 const auto child_coord = child_builder.coord_map;
186
187 using AffineMatT = affine::affine_mat_t<decltype(child_coord)>;
188 static constexpr std::size_t Dom = linalg::mat_cols_v<AffineMatT>;
189 static constexpr std::size_t Codom = linalg::mat_rows_v<AffineMatT>;
190 static_assert(Codom == 1,
191 "input affine map from cone block has invalid codom dim for "
192 "scalar fn domain (i.e., != 1");
193 linalg::Matrix<T, 3, Dom + 1> F;
194 F = linalg::set_block<1, 2, 0, Dom>(F, child_coord.linear_part());
195 linalg::Vector<T, 3> g;
196 g(0) = linalg::sqrt2_v<T>;
197 g(1) = child_coord.translation()(0);
198
199 if constexpr (Tag == CurvatureType::CONVEX) {
200 F(2, Dom) = T(1);
201 } else {
202 F(2, Dom) = T(-1);
203 }
204
205 const auto rsoc_coords = affine::AffineMap<decltype(F)>(F, g);
206 const auto coord_map_up =
209 const auto cones = std::make_tuple(rsoc);
210 const auto emission =
212 return child_builder.template realize<Type>(idx, lift_map, emission);
213 }
214
216 affine::AffineMap<LiftedVarMat<T>> lift_map;
217 const int idx{-1};
218};
219
220template <typename Child>
224
225} // namespace convex
typename dom_traits< linalg::remove_cvref_t< Dom > >::Space dom_space_t
constexpr std::size_t dom_size_v
CurvatureType
Curvature annotation for atom codomain.
linalg::remove_cvref_t< T > atom_decay_t
normalize atom-facing types to a stable internal form.
MonotonicityType
Monotonicity annotation for function atoms.
linalg::Vector< T, 1 > LiftedVarBias
alias for lifted var map
linalg::RowVector< T, 1 > LiftedVarMat
alias for lifted var map
Atom-local canonical emission bundle.
RSOC -> SOC.
Definition soc.hpp:40
forward decl for soc
Definition soc.hpp:128
CRTP base for convex atoms.
Definition atom.hpp:22
dom_point_t< Domain > PointT
Point type accepted by the atom domain.
Definition atom.hpp:32
dom_type_t< Domain > T
Scalar field for the atom domain.
Definition atom.hpp:30
Atom metadata bundling domain, codomain, and curvature.
Domain wrapper with a static sign label.
forward declaration - inv pos fn
Definition inv_pos.hpp:47
dom_space_t< meta_dom_t< Meta > > Space
alias to extract space type
Definition inv_pos.hpp:56
constexpr auto mul() const
mul
Definition inv_pos.hpp:124
constexpr T eval(const PointT &x) const
eval impl
Definition inv_pos.hpp:106
affine::AffineMap< LiftedVarMat< T > > lift_map
member vars
Definition inv_pos.hpp:216
constexpr auto add(T beta) const
add
Definition inv_pos.hpp:150
constexpr auto canonicalize_impl(const Builder &builder) const
canonicalize_impl
Definition inv_pos.hpp:181
constexpr MonotonicityType monotonicity() const
mono
Definition inv_pos.hpp:85
constexpr InvPos(const Child &child_in)
CTOR.
Definition inv_pos.hpp:66
constexpr T operator()(const PointT &x) const
eval via operator overload
Definition inv_pos.hpp:97
constexpr InvPos(const Child &child_in, const affine::AffineMap< LiftedVarMat< T > > &map_in)
CTOR.
Definition inv_pos.hpp:76