Wed, 15 Dec 2021 01:09:09 +0200
Implement ZipArrays
35
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1 | ############################### |
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2 | # Fast multi-dimensional loops |
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3 | ############################### |
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4 | |
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5 | """ |
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6 | `module AlgTools.Loops` |
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7 | |
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8 | This module implements `for_zip`, `for_indices`, and `for_linspace` generated |
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9 | functions for loops amenable to a high level of optimisation by the compiler. |
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10 | """ |
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11 | module Loops |
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12 | |
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13 | using ..Metaprogramming |
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14 | |
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15 | ############## |
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16 | # Our exports |
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17 | ############## |
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18 | |
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19 | export Box, |
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20 | Grid, |
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21 | @Grid_str, |
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22 | for_zip, |
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23 | for_indices, |
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24 | for_linspace |
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25 | |
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26 | ##################################### |
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27 | # Looping over many iterators/arrays |
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28 | ##################################### |
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29 | |
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30 | """ |
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31 | `for_zip(f, a...)` |
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32 | |
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33 | With `dims` of type `Dims{N}`, loop over all `(i_1,…,i_N)` with `i_j ∈ 1:dims[j]`. |
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34 | Typically to be used as |
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35 | |
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36 | ```julia |
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37 | for_zip(a, b) do x, y |
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38 | # do something |
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39 | end |
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40 | ``` |
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41 | """ |
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42 | @generated function for_zip(f :: Function, a...) |
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43 | # Generate reference variables to avoid execution of potential |
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44 | # code inputs several times. |
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45 | aref = [gensym("aref_$(j)") for j ∈ 1:length(a)] |
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46 | # Generate length-checking asserts |
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47 | asserts = ( :( length($b)==M ) for b ∈ aref[2:end] ) |
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48 | |
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49 | quote |
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50 | # Assign input expressions to reference variables |
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51 | local $(lift_exprs(aref)) = (a...,) |
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52 | # Check that all inputs are of equal length |
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53 | M = length($(aref[1])) |
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54 | @assert $(all_exprs(asserts)) "Parameter lengths have to be equal" |
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55 | # Do the loop |
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56 | for i = 1:M |
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57 | f($([ :( $c[i] ) for c ∈ aref]...)) |
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58 | end |
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59 | end |
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60 | end |
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61 | |
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62 | ####################### |
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63 | # Looping over indices |
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64 | ####################### |
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65 | |
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66 | """ |
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67 | `for_indices(f, N, dims)` |
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68 | |
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69 | With `dims` of type `Dims{N}`, loop over all `(i_1,…,i_N)` with `i_j ∈ 1:dims[j]`. |
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70 | Typically to be used as |
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71 | |
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72 | ```julia |
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73 | for_indices(N, dims) do i_1, …, i_N |
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74 | # do something |
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75 | end |
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76 | ``` |
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77 | """ |
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78 | @generated function for_indices(f :: Function, dims :: Dims{N}) where N |
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79 | # This depends on numbers being passed as numbers, not Exprs! |
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80 | local i = [gensym("i_$(j)") for j ∈ 1:N] |
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81 | local di = [gensym("di_$(j)") for j ∈ 1:N] |
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82 | |
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83 | local expr = :( f($(i...),) ) |
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84 | |
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85 | for j = 1:N |
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86 | expr = quote |
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87 | for $(i[j]) = 1:$(di[j]) |
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88 | $expr |
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89 | end |
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90 | end |
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91 | end |
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92 | quote |
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93 | $(lift_exprs(di)) = dims |
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94 | $expr |
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95 | end |
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96 | end |
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97 | |
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98 | |
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99 | ########################################## |
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100 | # Looping over indices and transformation |
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101 | ########################################## |
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102 | |
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103 | Box{N, T} = NTuple{N, Tuple{T, T}} |
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104 | struct Grid{R} end |
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105 | |
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106 | """ |
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107 | `@Grid_str` |
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108 | |
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109 | A convenience macro for writing Grid{:gridtype} as Grid"gridtype" for use with `for_linspace`. |
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110 | """ |
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111 | macro Grid_str(s) |
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112 | :(Grid{$(Expr(:quote, Symbol(s)))}) |
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113 | end |
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114 | |
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115 | # For type-checking user's code, it would be better to wrap `for_linspace` |
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116 | # with a multiple dispatch type-case selector. However, the approach of |
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117 | # avoiding a wrapper and calling `gridalign` from `for_linspace` to get |
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118 | # the grid parements helps with inlining the code. |
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119 | @inline gridalign(:: Type{Type{Grid{:midpoint}}}) = (0.5, 0) |
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120 | @inline gridalign(:: Type{Type{Grid{:firstpoint}}}) = (1.0, 0) |
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121 | @inline gridalign(:: Type{Type{Grid{:lastpoint}}}) = (0.0, 0) |
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122 | @inline gridalign(:: Type{Type{Grid{:linspace}}}) = (1.0, 1) |
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123 | |
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124 | """ |
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125 | `for_linspace(f :: Function, dims :: Dims{N} , box :: Box{N, T}, grid :: Type{Grid{G}} = Grid"linspace")` |
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126 | |
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127 | With `box` of type `Box{N, T} = NTuple{N, Tuple{T, T}}` with `T <: AbstractFloat`, |
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128 | loop over all `((i_1,…,i_N), (x_1,…,x_N))` with `i_j ∈ 1:dims[j]` and each `x_i` |
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129 | sampled in equal-length subintervals of the interval `box[i]`. |
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130 | If `grid` is `Grid"midpoint"`, `Grid"firstpoint"`, `Grid"lastpoint"`, the point `x_i` is |
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131 | the mid-point, first point, or last point of the corresponding subinterval, and there |
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132 | are `dims[j]` subintervals. If `grid` is `Grid"linspace"`, there are `dims[j]-1` subintervals, |
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133 | and all the endpoints are generated. Typically to be used as |
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134 | |
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135 | ```julia |
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136 | for_linspace(dims, box) do (i_1, …, i_N), (x_1, …, x_N) |
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137 | # do something |
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138 | end |
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139 | ``` |
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140 | """ |
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141 | @inline @generated function |
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142 | for_linspace(f :: Function, dims :: Dims{N}, box :: Box{N, T}, |
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143 | grid :: Type{Grid{G}} = Grid"linspace") where {N, T <: AbstractFloat, G} |
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144 | |
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145 | shift, extrapoints = gridalign(grid) |
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146 | |
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147 | # Generate some local variables of primitive types, storable in registers |
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148 | i = [gensym("i_$j") for j ∈ 1:N] |
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149 | c = [gensym("c_$j") for j ∈ 1:N] |
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150 | d = [gensym("d_$j") for j ∈ 1:N] |
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151 | n = [gensym("n_$j") for j ∈ 1:N] |
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152 | |
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153 | # Function call |
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154 | x = (:( $(i[j])*$(c[j])+$(d[j]) ) for j ∈ 1:N) |
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155 | expr = :( f( ($(i...),), ($(x...),) ) ) |
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156 | |
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157 | # Main recursion |
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158 | for j = 1:N |
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159 | expr = quote |
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160 | for $(i[j]) = 1:$(n[j]) |
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161 | $expr |
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162 | end |
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163 | end |
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164 | end |
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165 | |
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166 | # Initialisation of linear transformation and variable references |
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167 | asserts = ( :( @assert ($(n[j]) > extrapoints) "Dimension $j too small" ) for j ∈ 1:N ) |
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168 | scales = ( :( (box[$j][2]-box[$j][1])/($(n[j])-extrapoints) ) for j ∈ 1:N ) |
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169 | translates = ( :( box[$j][1] - shift*$(c[j]) ) for j ∈ 1:N ) |
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170 | expr = quote |
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171 | # Set up local (register-storable) variables for dims, needed in the loop above |
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172 | local $(lift_exprs(n)) = dims |
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173 | # Check everything is ok |
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174 | $(sequence_exprs(asserts)) |
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175 | # Set up linear transformation, needed in the loop above |
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176 | local $(lift_exprs(c)) = $(lift_exprs(scales)) |
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177 | local $(lift_exprs(d)) = $(lift_exprs(translates)) |
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178 | # Execute the loop |
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179 | $expr |
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180 | end |
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181 | end |
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182 | |
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183 | |
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184 | end # module |