src/loc.rs

Tue, 06 Dec 2022 08:58:49 +0200

author
Tuomo Valkonen <tuomov@iki.fi>
date
Tue, 06 Dec 2022 08:58:49 +0200
changeset 16
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parent 5
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README improvements

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1 /*!
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2 Array containers that support vector space operations on floats.
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3 For working with small vectors in $ℝ^2$ or $ℝ^3$.
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4 */
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5
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6 use std::ops::{Add,Sub,AddAssign,SubAssign,Mul,Div,MulAssign,DivAssign,Neg,Index,IndexMut};
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7 use std::slice::{Iter,IterMut};
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8 use crate::types::{Float,Num,SignedNum};
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9 use crate::maputil::{FixedLength,FixedLengthMut,map1,map2,map1_mut,map2_mut};
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10 use crate::euclidean::*;
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11 use crate::norms::*;
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12 use crate::linops::AXPY;
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13 use serde::ser::{Serialize, Serializer, SerializeSeq};
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14
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15 /// A container type for (short) `N`-dimensional vectors of element type `F`.
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16 ///
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17 /// Supports basic operations of an [`Euclidean`] space, several [`Norm`]s, and
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18 /// fused [`AXPY`] operations, among others.
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19 #[derive(Copy,Clone,Debug,PartialEq,Eq)]
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20 pub struct Loc<F, const N : usize>(
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21 /// An array of the elements of the vector
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22 pub [F; N]
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23 );
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24
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25 // Need to manually implement as [F; N] serialisation is provided only for some N.
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26 impl<F, const N : usize> Serialize for Loc<F, N>
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27 where
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28 F: Serialize,
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29 {
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30 fn serialize<S>(&self, serializer: S) -> Result<S::Ok, S::Error>
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31 where
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32 S: Serializer,
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33 {
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34 let mut seq = serializer.serialize_seq(Some(N))?;
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35 for e in self.iter() {
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36 seq.serialize_element(e)?;
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37 }
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38 seq.end()
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39 }
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40 }
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41
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42 impl<F, const N : usize> Loc<F, N> {
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43 /// Creates a new `Loc` vector from an array.
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44 #[inline]
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45 pub fn new(arr : [F; N]) -> Self {
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46 Loc(arr)
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47 }
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48
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49 /// Returns an iterator over the elements of the vector
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50 #[inline]
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51 pub fn iter(&self) -> Iter<'_, F> {
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52 self.0.iter()
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53 }
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54
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55 /// Returns an iterator over mutable references to the elements of the vector
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56 #[inline]
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57 pub fn iter_mut(&mut self) -> IterMut<'_, F> {
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58 self.0.iter_mut()
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59 }
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60 }
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61
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62 impl<F : Copy, const N : usize> Loc<F, N> {
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63 /// Maps `g` over the elements of the vector, returning a new [`Loc`] vector
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64 #[inline]
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65 pub fn map<H>(&self, g : impl Fn(F) -> H) -> Loc<H, N> {
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66 Loc::new(map1(self, |u| g(*u)))
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67 }
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68
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69 /// Maps `g` over pairs of elements of two vectors, retuning a new one.
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70 #[inline]
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71 pub fn map2<H>(&self, other : &Self, g : impl Fn(F, F) -> H) -> Loc<H, N> {
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72 Loc::new(map2(self, other, |u, v| g(*u, *v)))
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73 }
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74
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75 /// Maps `g` over mutable references to elements of the vector.
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76 #[inline]
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77 pub fn map_mut(&mut self, g : impl Fn(&mut F)) {
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78 map1_mut(self, g)
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79 }
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80
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81 /// Maps `g` over pairs of mutable references to elements of `self, and elements
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82 /// of `other` vector.
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83 #[inline]
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84 pub fn map2_mut(&mut self, other : &Self, g : impl Fn(&mut F, F)) {
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85 map2_mut(self, other, |u, v| g(u, *v))
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86 }
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87
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88 /// Maps `g` over the elements of `self` and returns the product of the results.
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89 #[inline]
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90 pub fn product_map<A : Num>(&self, g : impl Fn(F) -> A) -> A {
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91 match N {
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92 1 => g(unsafe { *self.0.get_unchecked(0) }),
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93 2 => g(unsafe { *self.0.get_unchecked(0) }) *
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94 g(unsafe { *self.0.get_unchecked(1) }),
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95 3 => g(unsafe { *self.0.get_unchecked(0) }) *
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96 g(unsafe { *self.0.get_unchecked(1) }) *
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97 g(unsafe { *self.0.get_unchecked(2) }),
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98 _ => self.iter().fold(A::ONE, |m, &x| m * g(x))
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99 }
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100 }
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101 }
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102
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103 /// Construct a [`Loc`].
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104 ///
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105 /// Use as
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106 /// ```
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107 /// # use alg_tools::loc::Loc;
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108 /// # use alg_tools::loc;
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109 /// let x = loc![1.0, 2.0];
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110 /// ```
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111 #[macro_export]
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112 macro_rules! loc {
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113 ($($x:expr),+ $(,)?) => { Loc::new([$($x),+]) }
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114 }
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115
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116
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117 impl<F, const N : usize> From<[F; N]> for Loc<F, N> {
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118 #[inline]
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119 fn from(other: [F; N]) -> Loc<F, N> {
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120 Loc(other)
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121 }
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122 }
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123
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124 /*impl<F : Copy, const N : usize> From<&[F; N]> for Loc<F, N> {
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125 #[inline]
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126 fn from(other: &[F; N]) -> Loc<F, N> {
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127 Loc(*other)
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128 }
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129 }*/
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130
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131 impl<F> From<F> for Loc<F, 1> {
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132 #[inline]
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133 fn from(other: F) -> Loc<F, 1> {
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134 Loc([other])
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135 }
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136 }
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137
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138 impl<F, const N : usize> From<Loc<F, N>> for [F; N] {
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139 #[inline]
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140 fn from(other : Loc<F, N>) -> [F; N] {
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141 other.0
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142 }
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143 }
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144
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145 /*impl<F : Copy, const N : usize> From<&Loc<F, N>> for [F; N] {
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146 #[inline]
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147 fn from(other : &Loc<F, N>) -> [F; N] {
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148 other.0
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149 }
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150 }*/
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151
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152
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153 impl<F, const N : usize> IntoIterator for Loc<F, N> {
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154 type Item = <[F; N] as IntoIterator>::Item;
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155 type IntoIter = <[F; N] as IntoIterator>::IntoIter;
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156
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157 #[inline]
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158 fn into_iter(self) -> Self::IntoIter {
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159 self.0.into_iter()
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160 }
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161 }
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162
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163 // Indexing
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164
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165 impl<F, Ix, const N : usize> Index<Ix> for Loc<F,N>
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166 where [F; N] : Index<Ix> {
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167 type Output = <[F; N] as Index<Ix>>::Output;
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168
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169 #[inline]
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170 fn index(&self, ix : Ix) -> &Self::Output {
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171 self.0.index(ix)
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172 }
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173 }
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174
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175 impl<F, Ix, const N : usize> IndexMut<Ix> for Loc<F,N>
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176 where [F; N] : IndexMut<Ix> {
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177 #[inline]
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178 fn index_mut(&mut self, ix : Ix) -> &mut Self::Output {
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179 self.0.index_mut(ix)
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180 }
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181 }
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182
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183 // Arithmetic
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184
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185 macro_rules! make_binop {
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186 ($trait:ident, $fn:ident, $trait_assign:ident, $fn_assign:ident) => {
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187 impl<F : Num, const N : usize> $trait<Loc<F,N>> for Loc<F, N> {
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188 type Output = Loc<F, N>;
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189 #[inline]
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190 fn $fn(mut self, other : Loc<F, N>) -> Self::Output {
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191 self.$fn_assign(other);
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192 self
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193 }
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194 }
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195
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196 impl<'a, F : Num, const N : usize> $trait<&'a Loc<F,N>> for Loc<F, N> {
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197 type Output = Loc<F, N>;
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198 #[inline]
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199 fn $fn(mut self, other : &'a Loc<F, N>) -> Self::Output {
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200 self.$fn_assign(other);
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201 self
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202 }
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203 }
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204
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205 impl<'b, F : Num, const N : usize> $trait<Loc<F,N>> for &'b Loc<F, N> {
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206 type Output = Loc<F, N>;
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207 #[inline]
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208 fn $fn(self, other : Loc<F, N>) -> Self::Output {
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209 self.map2(&other, |a, b| a.$fn(b))
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210 }
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211 }
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212
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213 impl<'a, 'b, F : Num, const N : usize> $trait<&'a Loc<F,N>> for &'b Loc<F, N> {
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214 type Output = Loc<F, N>;
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215 #[inline]
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216 fn $fn(self, other : &'a Loc<F, N>) -> Self::Output {
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217 self.map2(other, |a, b| a.$fn(b))
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218 }
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219 }
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220
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221 impl<F : Num, const N : usize> $trait_assign<Loc<F,N>> for Loc<F, N> {
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222 #[inline]
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223 fn $fn_assign(&mut self, other : Loc<F, N>) {
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224 self.map2_mut(&other, |a, b| a.$fn_assign(b))
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225 }
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226 }
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227
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228 impl<'a, F : Num, const N : usize> $trait_assign<&'a Loc<F,N>> for Loc<F, N> {
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229 #[inline]
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230 fn $fn_assign(&mut self, other : &'a Loc<F, N>) {
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231 self.map2_mut(other, |a, b| a.$fn_assign(b))
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232 }
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233 }
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234 }
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235 }
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236
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237 make_binop!(Add, add, AddAssign, add_assign);
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238 make_binop!(Sub, sub, SubAssign, sub_assign);
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239
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240 macro_rules! make_scalarop_rhs {
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241 ($trait:ident, $fn:ident, $trait_assign:ident, $fn_assign:ident) => {
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242 impl<F : Num, const N : usize> $trait<F> for Loc<F, N> {
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243 type Output = Loc<F, N>;
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244 #[inline]
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245 fn $fn(self, b : F) -> Self::Output {
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246 self.map(|a| a.$fn(b))
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247 }
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248 }
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249
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250 impl<'a, F : Num, const N : usize> $trait<&'a F> for Loc<F, N> {
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251 type Output = Loc<F, N>;
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252 #[inline]
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253 fn $fn(self, b : &'a F) -> Self::Output {
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254 self.map(|a| a.$fn(*b))
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255 }
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256 }
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257
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258 impl<'b, F : Num, const N : usize> $trait<F> for &'b Loc<F, N> {
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259 type Output = Loc<F, N>;
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260 #[inline]
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261 fn $fn(self, b : F) -> Self::Output {
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262 self.map(|a| a.$fn(b))
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263 }
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264 }
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265
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266 impl<'a, 'b, F : Float, const N : usize> $trait<&'a F> for &'b Loc<F, N> {
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267 type Output = Loc<F, N>;
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268 #[inline]
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269 fn $fn(self, b : &'a F) -> Self::Output {
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270 self.map(|a| a.$fn(*b))
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271 }
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272 }
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273
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274 impl<F : Num, const N : usize> $trait_assign<F> for Loc<F, N> {
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275 #[inline]
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276 fn $fn_assign(&mut self, b : F) {
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277 self.map_mut(|a| a.$fn_assign(b));
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278 }
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279 }
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280
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281 impl<'a, F : Num, const N : usize> $trait_assign<&'a F> for Loc<F, N> {
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282 #[inline]
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283 fn $fn_assign(&mut self, b : &'a F) {
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284 self.map_mut(|a| a.$fn_assign(*b));
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285 }
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286 }
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287 }
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288 }
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289
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290
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291 make_scalarop_rhs!(Mul, mul, MulAssign, mul_assign);
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292 make_scalarop_rhs!(Div, div, DivAssign, div_assign);
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293
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294 macro_rules! make_unaryop {
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295 ($trait:ident, $fn:ident) => {
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296 impl<F : SignedNum, const N : usize> $trait for Loc<F, N> {
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297 type Output = Loc<F, N>;
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298 #[inline]
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299 fn $fn(mut self) -> Self::Output {
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300 self.map_mut(|a| *a = (*a).$fn());
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301 self
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302 }
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303 }
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304
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305 impl<'a, F : SignedNum, const N : usize> $trait for &'a Loc<F, N> {
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306 type Output = Loc<F, N>;
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307 #[inline]
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308 fn $fn(self) -> Self::Output {
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309 self.map(|a| a.$fn())
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310 }
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311 }
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312 }
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313 }
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314
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315 make_unaryop!(Neg, neg);
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316
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317 macro_rules! make_scalarop_lhs {
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318 ($trait:ident, $fn:ident; $($f:ident)+) => { $(
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319 impl<const N : usize> $trait<Loc<$f,N>> for $f {
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320 type Output = Loc<$f, N>;
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321 #[inline]
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322 fn $fn(self, v : Loc<$f,N>) -> Self::Output {
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323 v.map(|b| self.$fn(b))
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324 }
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325 }
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326
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327 impl<'a, const N : usize> $trait<&'a Loc<$f,N>> for $f {
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328 type Output = Loc<$f, N>;
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329 #[inline]
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330 fn $fn(self, v : &'a Loc<$f,N>) -> Self::Output {
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331 v.map(|b| self.$fn(b))
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332 }
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333 }
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334
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335 impl<'b, const N : usize> $trait<Loc<$f,N>> for &'b $f {
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336 type Output = Loc<$f, N>;
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337 #[inline]
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338 fn $fn(self, v : Loc<$f,N>) -> Self::Output {
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339 v.map(|b| self.$fn(b))
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340 }
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341 }
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342
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343 impl<'a, 'b, const N : usize> $trait<&'a Loc<$f,N>> for &'b $f {
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344 type Output = Loc<$f, N>;
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345 #[inline]
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346 fn $fn(self, v : &'a Loc<$f, N>) -> Self::Output {
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347 v.map(|b| self.$fn(b))
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348 }
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349 }
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350 )+ }
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351 }
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352
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353 make_scalarop_lhs!(Mul, mul; f32 f64 i8 i16 i32 i64 isize u8 u16 u32 u64 usize);
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354 make_scalarop_lhs!(Div, div; f32 f64 i8 i16 i32 i64 isize u8 u16 u32 u64 usize);
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355
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356 // Norms
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357
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358 macro_rules! domination {
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359 ($norm:ident, $dominates:ident) => {
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360 impl<F : Float, const N : usize> Dominated<F, $dominates, Loc<F, N>> for $norm {
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361 #[inline]
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362 fn norm_factor(&self, _p : $dominates) -> F {
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363 F::ONE
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364 }
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365 #[inline]
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366 fn from_norm(&self, p_norm : F, _p : $dominates) -> F {
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367 p_norm
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368 }
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369 }
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370 };
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371 ($norm:ident, $dominates:ident, $fn:path) => {
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372 impl<F : Float, const N : usize> Dominated<F, $dominates, Loc<F, N>> for $norm {
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373 #[inline]
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374 fn norm_factor(&self, _p : $dominates) -> F {
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375 $fn(F::cast_from(N))
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376 }
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377 }
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378 };
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379 }
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380
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381 domination!(L1, L1);
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382 domination!(L2, L2);
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383 domination!(Linfinity, Linfinity);
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384
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385 domination!(L1, L2, F::sqrt);
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386 domination!(L2, Linfinity, F::sqrt);
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387 domination!(L1, Linfinity, std::convert::identity);
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388
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389 domination!(Linfinity, L1);
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390 domination!(Linfinity, L2);
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391 domination!(L2, L1);
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392
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393 impl<F : Num,const N : usize> Dot<Loc<F, N>,F> for Loc<F, N> {
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394 /// This implementation is not stabilised as it's meant to be used for very small vectors.
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395 /// Use [`nalgebra`] for larger vectors.
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396 #[inline]
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397 fn dot(&self, other : &Loc<F, N>) -> F {
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398 self.0.iter()
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399 .zip(other.0.iter())
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400 .fold(F::ZERO, |m, (&v, &w)| m + v * w)
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401 }
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402 }
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403
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404 impl<F : Float,const N : usize> Euclidean<F> for Loc<F, N> {
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405 type Output = Self;
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406
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407 #[inline]
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408 fn similar_origin(&self) -> Self {
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409 Self::ORIGIN
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410 }
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411
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412 /// This implementation is not stabilised as it's meant to be used for very small vectors.
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413 /// Use [`nalgebra`] for larger vectors.
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414 #[inline]
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415 fn norm2_squared(&self) -> F {
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416 self.iter().fold(F::ZERO, |m, &v| m + v * v)
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417 }
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418
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419 fn dist2_squared(&self, other : &Self) -> F {
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420 self.iter()
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421 .zip(other.iter())
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422 .fold(F::ZERO, |m, (&v, &w)| { let d = v - w; m + d * d })
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423 }
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424
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425 #[inline]
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426 fn norm2(&self) -> F {
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427 // Optimisation for N==1 that avoids squaring and square rooting.
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428 if N==1 {
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429 unsafe { self.0.get_unchecked(0) }.abs()
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430 } else {
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431 self.norm2_squared().sqrt()
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432 }
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433 }
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434
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435 #[inline]
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436 fn dist2(&self, other : &Self) -> F {
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437 // Optimisation for N==1 that avoids squaring and square rooting.
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438 if N==1 {
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439 unsafe { *self.0.get_unchecked(0) - *other.0.get_unchecked(0) }.abs()
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440 } else {
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441 self.dist2_squared(other).sqrt()
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442 }
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443 }
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444 }
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445
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446 impl<F : Num, const N : usize> Loc<F, N> {
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447 pub const ORIGIN : Self = Loc([F::ZERO; N]);
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448 }
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449
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450 impl<F : Float,const N : usize> StaticEuclidean<F> for Loc<F, N> {
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451 #[inline]
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452 fn origin() -> Self {
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453 Self::ORIGIN
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454 }
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455 }
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456
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457 impl<F : Float, const N : usize> Norm<F, L2> for Loc<F, N> {
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458 #[inline]
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459 fn norm(&self, _ : L2) -> F { self.norm2() }
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460 }
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461
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462 impl<F : Float, const N : usize> Dist<F, L2> for Loc<F, N> {
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463 #[inline]
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464 fn dist(&self, other : &Self, _ : L2) -> F { self.dist2(other) }
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465 }
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466
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467 impl<F : Float, const N : usize> Norm<F, L1> for Loc<F, N> {
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468 /// This implementation is not stabilised as it's meant to be used for very small vectors.
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469 /// Use [`nalgebra`] for larger vectors.
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470 #[inline]
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471 fn norm(&self, _ : L1) -> F {
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472 self.iter().fold(F::ZERO, |m, v| m + v.abs())
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473 }
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474 }
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475
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476 impl<F : Float, const N : usize> Dist<F, L1> for Loc<F, N> {
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477 #[inline]
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478 fn dist(&self, other : &Self, _ : L1) -> F {
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479 self.iter()
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480 .zip(other.iter())
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481 .fold(F::ZERO, |m, (&v, &w)| m + (v-w).abs() )
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482 }
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483 }
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484
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485 impl<F : Float, const N : usize> Projection<F, Linfinity> for Loc<F, N> {
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486 #[inline]
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487 fn proj_ball_mut(&mut self, ρ : F, _ : Linfinity) {
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488 self.iter_mut().for_each(|v| *v = num_traits::clamp(*v, -ρ, ρ))
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489 }
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490 }
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491
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492 impl<F : Float, const N : usize> Norm<F, Linfinity> for Loc<F, N> {
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493 /// This implementation is not stabilised as it's meant to be used for very small vectors.
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494 /// Use [`nalgebra`] for larger vectors.
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495 #[inline]
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496 fn norm(&self, _ : Linfinity) -> F {
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497 self.iter().fold(F::ZERO, |m, v| m.max(v.abs()))
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498 }
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499 }
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500
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501 impl<F : Float, const N : usize> Dist<F, Linfinity> for Loc<F, N> {
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502 #[inline]
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503 fn dist(&self, other : &Self, _ : Linfinity) -> F {
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504 self.iter()
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505 .zip(other.iter())
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506 .fold(F::ZERO, |m, (&v, &w)| m.max((v-w).abs()))
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507 }
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508 }
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509
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510
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511 // Misc.
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512
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513 impl<A, const N : usize> FixedLength<N> for Loc<A,N> {
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514 type Iter = std::array::IntoIter<A, N>;
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515 type Elem = A;
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516 #[inline]
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517 fn fl_iter(self) -> Self::Iter {
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518 self.into_iter()
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519 }
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520 }
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521
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522 impl<A, const N : usize> FixedLengthMut<N> for Loc<A,N> {
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523 type IterMut<'a> = std::slice::IterMut<'a, A> where A : 'a;
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524 #[inline]
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525 fn fl_iter_mut(&mut self) -> Self::IterMut<'_> {
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526 self.iter_mut()
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527 }
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528 }
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529
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530 impl<'a, A, const N : usize> FixedLength<N> for &'a Loc<A,N> {
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531 type Iter = std::slice::Iter<'a, A>;
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532 type Elem = &'a A;
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533 #[inline]
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534 fn fl_iter(self) -> Self::Iter {
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535 self.iter()
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536 }
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537 }
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538
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539 impl<F : Num, const N : usize> AXPY<F, Loc<F, N>> for Loc<F, N> {
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540
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541 #[inline]
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542 fn axpy(&mut self, α : F, x : &Loc<F, N>, β : F) {
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543 if β == F::ZERO {
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544 map2_mut(self, x, |yi, xi| { *yi = α * (*xi) })
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545 } else {
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546 map2_mut(self, x, |yi, xi| { *yi = β * (*yi) + α * (*xi) })
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547 }
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548 }
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549
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550 #[inline]
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551 fn copy_from(&mut self, x : &Loc<F, N>) {
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552 map2_mut(self, x, |yi, xi| *yi = *xi )
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553 }
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554 }

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