src/mapping.rs

Wed, 04 Oct 2023 08:02:14 -0500

author
Tuomo Valkonen <tuomov@iki.fi>
date
Wed, 04 Oct 2023 08:02:14 -0500
branch
dev
changeset 34
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parent 29
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child 35
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permissions
-rw-r--r--

Add Differential struct and DifferentiableMapping.diff

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1 /*!
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2 Traits for mathematical functions.
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3 */
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4
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5 use std::marker::PhantomData;
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6 use crate::types::{Float};
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7 use serde::Serialize;
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8 use crate::loc::Loc;
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9
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10 /// Trait for application of `Self` as a mathematical function or operator on `X`.
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11 pub trait Apply<X> {
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12 type Output;
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13
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14 /// Compute the value of `self` at `x`.
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15 fn apply(&self, x : X) -> Self::Output;
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16 }
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18 /// This blanket implementation is a workaround helper to Rust trait system limitations.
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19 ///
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20 /// It is introduced because the trait system does not allow blanket implementations of both
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21 /// [`Apply<X>`] and [`Apply<&'a X>`]. With this, the latter is implemented automatically for
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22 /// the reference, which can be sufficient to apply the operation in another blanket implementation.
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23 impl<'a, T, X> Apply<X> for &'a T where T : Apply<X> {
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24 type Output = <T as Apply<X>>::Output;
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25
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26 #[inline]
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27 fn apply(&self, x : X) -> Self::Output {
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28 (*self).apply(x)
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29 }
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30 }
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31
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32 /// A mapping from `Domain` to `Codomain`.
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33 ///
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34 /// This is automatically implemented when the relevant [`Apply`] are implemented.
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35 pub trait Mapping<Domain> : Apply<Domain, Output=Self::Codomain>
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36 + for<'a> Apply<&'a Domain, Output=Self::Codomain> {
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37 type Codomain;
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38 }
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39
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40 impl<Domain, Codomain, T> Mapping<Domain> for T
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41 where T : Apply<Domain, Output=Codomain> + for<'a> Apply<&'a Domain, Output=Codomain> {
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42 type Codomain = Codomain;
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43 }
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44
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45
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46 pub trait RealMapping<F : Float, const N : usize>
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47 : Mapping<Loc<F, N>, Codomain = F> {}
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49 impl<F : Float, T, const N : usize> RealMapping<F, N> for T
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50 where T : Mapping<Loc<F, N>, Codomain = F> {}
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51
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52
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53 /// Trait for calculation the differential of `Self` as a mathematical function on `X`.
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54 pub trait Differentiable<X> : Sized {
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55 type Output;
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56
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57 /// Compute the differential of `self` at `x`.
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58 fn differential(&self, x : X) -> Self::Output;
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59 }
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60
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61 /// A differentiable mapping from `Domain` to [`Mapping::Codomain`], with differentials
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62 /// `Differential`.
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63 ///
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64 /// This is automatically implemented when the relevant [`Differentiate`] are implemented.
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65 pub trait DifferentiableMapping<Domain>
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66 : Mapping<Domain>
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67 + Differentiable<Domain, Output=Self::Differential>
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68 + for<'a> Differentiable<&'a Domain, Output=Self::Differential> {
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69 type Differential;
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70
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71 /// Form the differential mapping of `self`.
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72 fn diff(self) -> Differential<Domain, Self> {
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73 Differential{ g : self, _space : PhantomData }
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74 }
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75 }
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76
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78 impl<Domain, Differential, T> DifferentiableMapping<Domain> for T
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79 where T : Mapping<Domain>
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80 + Differentiable<Domain, Output=Differential>
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81 + for<'a> Differentiable<&'a Domain, Output=Differential> {
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82 type Differential = Differential;
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83 }
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84
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85 /// A sum of [`Mapping`]s.
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86 #[derive(Serialize, Debug, Clone)]
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87 pub struct Sum<Domain, M : Mapping<Domain>> {
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88 components : Vec<M>,
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89 _domain : PhantomData<Domain>,
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90 }
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91
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92 impl<Domain, M : Mapping<Domain>> Sum<Domain, M> {
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93 /// Construct from an iterator.
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94 pub fn new<I : Iterator<Item = M>>(iter : I) -> Self {
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95 Sum { components : iter.collect(), _domain : PhantomData }
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96 }
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97 }
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98
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99
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100 impl<Domain : Copy, M> Apply<Domain> for Sum<Domain, M>
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101 where M : Mapping<Domain>,
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102 M::Codomain : std::iter::Sum {
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103 type Output = M::Codomain;
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104
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105 fn apply(&self, x : Domain) -> Self::Output {
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106 self.components.iter().map(|c| c.apply(x)).sum()
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107 }
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108 }
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109
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110 impl<Domain, M> Differentiable<Domain> for Sum<Domain, M>
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111 where M : DifferentiableMapping<Domain>,
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112 M :: Codomain : std::iter::Sum,
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113 M :: Differential : std::iter::Sum,
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114 Domain : Copy {
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115
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116 type Output = M::Differential;
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117
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118 fn differential(&self, x : Domain) -> Self::Output {
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119 self.components.iter().map(|c| c.differential(x)).sum()
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120 }
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121 }
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122
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123 /// Container for the differential [`Mapping`] of a [`Differentiable`] mapping.
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124 pub struct Differential<X, G : DifferentiableMapping<X>> {
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125 g : G,
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126 _space : PhantomData<X>
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127 }
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128
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129 impl<X, G : DifferentiableMapping<X>> Apply<X> for Differential<X, G> {
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130 type Output = G::Differential;
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131
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132 #[inline]
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133 fn apply(&self, x : X) -> G::Differential {
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134 self.g.differential(x)
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135 }
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136 }
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137
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138 impl<'a, X, G : DifferentiableMapping<X>> Apply<&'a X> for Differential<X, G> {
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139 type Output = G::Differential;
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140
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141 #[inline]
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142 fn apply(&self, x : &'a X) -> G::Differential {
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143 self.g.differential(x)
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144 }
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145 }
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146
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147 #[inline]
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148 fn apply(&self, x : X) -> Self::Output {
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149 self.g.differential(x)
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150 }
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151 }

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