src/Loops.jl

Wed, 15 Dec 2021 01:09:09 +0200

author
Tuomo Valkonen <tuomov@iki.fi>
date
Wed, 15 Dec 2021 01:09:09 +0200
changeset 36
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parent 35
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child 37
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permissions
-rw-r--r--

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

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