1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Linq;
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4 | using System.Text;
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5 |
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6 | using CompileResult = AutoDiff.Compiled.TapeElement;
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7 |
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8 | namespace AutoDiff
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9 | {
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10 | partial class CompiledDifferentiator<T>
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11 | {
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12 | private class Compiler : ITermVisitor<int> // int --> the index of the compiled element in the tape
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13 | {
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14 | private readonly List<Compiled.TapeElement> tape;
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15 | private readonly Dictionary<Term, int> indexOf;
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16 |
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17 | public Compiler(T variables, List<Compiled.TapeElement> tape)
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18 | {
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19 | this.tape = tape;
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20 | indexOf = new Dictionary<Term, int>();
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21 | foreach (var i in Enumerable.Range(0, variables.Count))
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22 | {
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23 | indexOf[variables[i]] = i;
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24 | tape.Add(new Compiled.Variable());
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25 | }
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26 | }
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27 |
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28 | public void Compile(Term term)
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29 | {
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30 | term.Accept(this);
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31 | }
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32 |
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33 | public int Visit(Constant constant)
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34 | {
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35 | return Compile(constant, () => new Compiled.Constant(constant.Value) { Inputs = new Compiled.InputEdge[0] });
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36 | }
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37 |
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38 | public int Visit(Zero zero)
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39 | {
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40 | return Compile(zero, () => new Compiled.Constant(0) { Inputs = new Compiled.InputEdge[0] });
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41 | }
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42 |
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43 | public int Visit(ConstPower intPower)
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44 | {
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45 | return Compile(intPower, () =>
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46 | {
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47 | var baseIndex = intPower.Base.Accept(this);
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48 | var element = new Compiled.ConstPower
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49 | {
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50 | Base = baseIndex,
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51 | Exponent = intPower.Exponent,
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52 | Inputs = new Compiled.InputEdge[]
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53 | {
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54 | new Compiled.InputEdge { Index = baseIndex },
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55 | },
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56 | };
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57 |
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58 | return element;
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59 | });
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60 | }
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61 |
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62 | public int Visit(TermPower power)
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63 | {
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64 | return Compile(power, () =>
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65 | {
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66 | var baseIndex = power.Base.Accept(this);
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67 | var expIndex = power.Exponent.Accept(this);
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68 | var element = new Compiled.TermPower
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69 | {
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70 | Base = baseIndex,
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71 | Exponent = expIndex,
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72 | Inputs = new Compiled.InputEdge[]
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73 | {
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74 | new Compiled.InputEdge { Index = baseIndex },
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75 | new Compiled.InputEdge { Index = expIndex },
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76 | },
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77 | };
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78 |
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79 | return element;
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80 | });
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81 | }
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82 |
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83 | public int Visit(Product product)
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84 | {
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85 | return Compile(product, () =>
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86 | {
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87 | var leftIndex = product.Left.Accept(this);
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88 | var rightIndex = product.Right.Accept(this);
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89 | var element = new Compiled.Product
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90 | {
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91 | Left = leftIndex,
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92 | Right = rightIndex,
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93 | Inputs = new Compiled.InputEdge[]
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94 | {
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95 | new Compiled.InputEdge { Index = leftIndex },
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96 | new Compiled.InputEdge { Index = rightIndex },
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97 | }
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98 | };
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99 |
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100 | return element;
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101 | });
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102 | }
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103 |
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104 | public int Visit(Sum sum)
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105 | {
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106 | return Compile(sum, () =>
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107 | {
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108 | var indicesQuery = from term in sum.Terms
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109 | select term.Accept(this);
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110 | var indices = indicesQuery.ToArray();
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111 | var element = new Compiled.Sum
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112 | {
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113 | Terms = indices,
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114 | Inputs = indices.Select(x => new Compiled.InputEdge { Index = x }).ToArray(),
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115 | };
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116 |
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117 | return element;
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118 | });
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119 | }
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120 |
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121 | public int Visit(Variable variable)
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122 | {
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123 | return indexOf[variable];
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124 | }
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125 |
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126 | public int Visit(Log log)
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127 | {
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128 | return Compile(log, () =>
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129 | {
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130 | var argIndex = log.Arg.Accept(this);
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131 | var element = new Compiled.Log
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132 | {
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133 | Arg = argIndex,
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134 | Inputs = new Compiled.InputEdge[]
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135 | {
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136 | new Compiled.InputEdge { Index = argIndex },
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137 | },
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138 | };
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139 |
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140 | return element;
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141 | });
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142 | }
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143 |
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144 | public int Visit(Exp exp)
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145 | {
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146 | return Compile(exp, () =>
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147 | {
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148 | var argIndex = exp.Arg.Accept(this);
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149 | var element = new Compiled.Exp
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150 | {
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151 | Arg = argIndex,
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152 | Inputs = new Compiled.InputEdge[]
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153 | {
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154 | new Compiled.InputEdge { Index = argIndex },
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155 | },
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156 | };
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157 |
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158 | return element;
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159 | });
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160 | }
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161 |
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162 | public int Visit(UnaryFunc func)
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163 | {
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164 | return Compile(func, () =>
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165 | {
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166 | var argIndex = func.Argument.Accept(this);
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167 | var element = new Compiled.UnaryFunc(func.Eval, func.Diff)
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168 | {
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169 | Arg = argIndex,
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170 | Inputs = new Compiled.InputEdge[]
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171 | {
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172 | new Compiled.InputEdge { Index = argIndex },
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173 | },
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174 | };
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175 |
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176 | return element;
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177 | });
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178 | }
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179 |
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180 | public int Visit(BinaryFunc func)
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181 | {
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182 | return Compile(func, () =>
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183 | {
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184 | var leftIndex = func.Left.Accept(this);
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185 | var rightIndex = func.Right.Accept(this);
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186 |
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187 | var element = new Compiled.BinaryFunc
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188 | {
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189 | Eval = func.Eval,
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190 | Diff = func.Diff,
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191 | Left = leftIndex,
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192 | Right = rightIndex,
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193 | Inputs = new Compiled.InputEdge[]
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194 | {
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195 | new Compiled.InputEdge { Index = leftIndex },
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196 | new Compiled.InputEdge { Index = rightIndex },
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197 | }
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198 | };
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199 |
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200 | return element;
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201 | });
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202 | }
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203 |
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204 | public int Visit(NaryFunc func)
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205 | {
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206 | return Compile(func, () =>
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207 | {
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208 | var indicesQuery = from term in func.Terms
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209 | select term.Accept(this);
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210 | var indices = indicesQuery.ToArray();
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211 |
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212 | var element = new Compiled.NaryFunc
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213 | {
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214 | Eval = func.Eval,
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215 | Diff = func.Diff,
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216 | Terms = indices,
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217 | Inputs = indices.Select(x => new Compiled.InputEdge { Index = x }).ToArray(),
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218 | };
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219 |
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220 | return element;
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221 | });
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222 | }
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223 |
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224 |
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225 | private int Compile(Term term, Func<CompileResult> compiler)
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226 | {
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227 | int index;
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228 | if (!indexOf.TryGetValue(term, out index))
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229 | {
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230 | var compileResult = compiler();
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231 | tape.Add(compileResult);
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232 |
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233 | index = tape.Count - 1;
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234 | indexOf.Add(term, index);
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235 | }
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236 |
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237 | return index;
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238 | }
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239 | }
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240 | }
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241 | }
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