[3253] | 1 | #region License Information
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| 2 | /* HeuristicLab
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| 3 | * Copyright (C) 2002-2010 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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| 4 | *
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| 5 | * This file is part of HeuristicLab.
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| 6 | *
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| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
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| 8 | * it under the terms of the GNU General Public License as published by
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| 9 | * the Free Software Foundation, either version 3 of the License, or
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| 10 | * (at your option) any later version.
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| 11 | *
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| 12 | * HeuristicLab is distributed in the hope that it will be useful,
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| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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| 15 | * GNU General Public License for more details.
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| 16 | *
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| 17 | * You should have received a copy of the GNU General Public License
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| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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| 19 | */
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| 20 | #endregion
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| 21 |
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| 22 | using System;
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| 23 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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[3376] | 24 | using HeuristicLab.Common;
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[3253] | 25 | using HeuristicLab.Core;
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| 26 | using System.Collections.Generic;
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| 27 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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[3462] | 28 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Symbols;
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[3373] | 29 | using HeuristicLab.Problems.DataAnalysis.Symbolic.Symbols;
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[3462] | 30 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Compiler;
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[3253] | 31 |
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[3373] | 32 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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[3253] | 33 | [StorableClass]
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[3462] | 34 | [Item("SimpleArithmeticExpressionInterpreter", "Interpreter for arithmetic symbolic expression trees including function calls.")]
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[3491] | 35 | // not thread safe!
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[3513] | 36 | public class SimpleArithmeticExpressionInterpreter : NamedItem, ISymbolicExpressionTreeInterpreter {
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[3462] | 37 | private class OpCodes {
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| 38 | public const byte Add = 1;
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| 39 | public const byte Sub = 2;
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| 40 | public const byte Mul = 3;
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| 41 | public const byte Div = 4;
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| 42 | public const byte Variable = 5;
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| 43 | public const byte Constant = 6;
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| 44 | public const byte Call = 100;
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| 45 | public const byte Arg = 101;
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| 46 | }
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| 47 |
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[3491] | 48 | private const int ARGUMENT_STACK_SIZE = 1024;
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[3513] | 49 |
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[3257] | 50 | private Dataset dataset;
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| 51 | private int row;
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[3294] | 52 | private Instruction[] code;
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| 53 | private int pc;
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[3462] | 54 |
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[3545] | 55 | public override bool CanChangeName {
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| 56 | get { return false; }
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| 57 | }
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| 58 | public override bool CanChangeDescription {
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| 59 | get { return false; }
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| 60 | }
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| 61 |
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[3513] | 62 | public SimpleArithmeticExpressionInterpreter()
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| 63 | : base() {
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| 64 | }
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| 65 |
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[3462] | 66 | public IEnumerable<double> GetSymbolicExpressionTreeValues(SymbolicExpressionTree tree, Dataset dataset, IEnumerable<int> rows) {
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[3257] | 67 | this.dataset = dataset;
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[3294] | 68 | var compiler = new SymbolicExpressionTreeCompiler();
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[3462] | 69 | compiler.AddInstructionPostProcessingHook(PostProcessInstruction);
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| 70 | code = compiler.Compile(tree, MapSymbolToOpCode);
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[3253] | 71 | foreach (var row in rows) {
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[3257] | 72 | this.row = row;
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[3294] | 73 | pc = 0;
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[3491] | 74 | argStackPointer = 0;
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[3513] | 75 | yield return Evaluate();
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[3253] | 76 | }
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| 77 | }
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| 78 |
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[3462] | 79 | private Instruction PostProcessInstruction(Instruction instr) {
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| 80 | if (instr.opCode == OpCodes.Variable) {
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| 81 | var variableTreeNode = instr.dynamicNode as VariableTreeNode;
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| 82 | instr.iArg0 = (ushort)dataset.GetVariableIndex(variableTreeNode.VariableName);
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| 83 | }
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| 84 | return instr;
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| 85 | }
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| 86 |
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| 87 | private byte MapSymbolToOpCode(SymbolicExpressionTreeNode treeNode) {
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| 88 | if (treeNode.Symbol is Addition) return OpCodes.Add;
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| 89 | if (treeNode.Symbol is Subtraction) return OpCodes.Sub;
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| 90 | if (treeNode.Symbol is Multiplication) return OpCodes.Mul;
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| 91 | if (treeNode.Symbol is Division) return OpCodes.Div;
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| 92 | if (treeNode.Symbol is HeuristicLab.Problems.DataAnalysis.Symbolic.Symbols.Variable) return OpCodes.Variable;
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| 93 | if (treeNode.Symbol is Constant) return OpCodes.Constant;
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| 94 | if (treeNode.Symbol is InvokeFunction) return OpCodes.Call;
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| 95 | if (treeNode.Symbol is Argument) return OpCodes.Arg;
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| 96 | throw new NotSupportedException("Symbol: " + treeNode.Symbol);
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| 97 | }
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| 98 |
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[3491] | 99 | private double[] argumentStack = new double[ARGUMENT_STACK_SIZE];
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| 100 | private int argStackPointer;
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| 101 |
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[3294] | 102 | public double Evaluate() {
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| 103 | var currentInstr = code[pc++];
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[3462] | 104 | switch (currentInstr.opCode) {
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| 105 | case OpCodes.Add: {
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[3294] | 106 | double s = 0.0;
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| 107 | for (int i = 0; i < currentInstr.nArguments; i++) {
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| 108 | s += Evaluate();
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| 109 | }
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| 110 | return s;
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| 111 | }
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[3462] | 112 | case OpCodes.Sub: {
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[3294] | 113 | double s = Evaluate();
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| 114 | for (int i = 1; i < currentInstr.nArguments; i++) {
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| 115 | s -= Evaluate();
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| 116 | }
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| 117 | return s;
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| 118 | }
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[3462] | 119 | case OpCodes.Mul: {
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[3294] | 120 | double p = Evaluate();
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| 121 | for (int i = 1; i < currentInstr.nArguments; i++) {
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| 122 | p *= Evaluate();
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| 123 | }
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| 124 | return p;
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| 125 | }
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[3462] | 126 | case OpCodes.Div: {
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[3294] | 127 | double p = Evaluate();
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| 128 | for (int i = 1; i < currentInstr.nArguments; i++) {
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| 129 | p /= Evaluate();
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| 130 | }
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| 131 | return p;
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| 132 | }
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[3462] | 133 | case OpCodes.Call: {
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[3409] | 134 | // evaluate sub-trees
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[3491] | 135 | // push on argStack in reverse order
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[3409] | 136 | for (int i = 0; i < currentInstr.nArguments; i++) {
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[3491] | 137 | argumentStack[argStackPointer + currentInstr.nArguments - i] = Evaluate();
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| 138 | argStackPointer++;
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[3409] | 139 | }
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[3491] | 140 |
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[3409] | 141 | // save the pc
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| 142 | int nextPc = pc;
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| 143 | // set pc to start of function
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| 144 | pc = currentInstr.iArg0;
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| 145 | // evaluate the function
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| 146 | double v = Evaluate();
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[3491] | 147 |
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| 148 | // decrease the argument stack pointer by the number of arguments pushed
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| 149 | // to set the argStackPointer back to the original location
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| 150 | argStackPointer -= currentInstr.nArguments;
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| 151 |
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[3409] | 152 | // restore the pc => evaluation will continue at point after my subtrees
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| 153 | pc = nextPc;
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| 154 | return v;
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| 155 | }
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[3462] | 156 | case OpCodes.Arg: {
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[3491] | 157 | return argumentStack[argStackPointer - currentInstr.iArg0];
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[3409] | 158 | }
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[3462] | 159 | case OpCodes.Variable: {
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[3373] | 160 | var variableTreeNode = currentInstr.dynamicNode as VariableTreeNode;
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[3462] | 161 | return dataset[row, currentInstr.iArg0] * variableTreeNode.Weight;
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| 162 | }
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| 163 | case OpCodes.Constant: {
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[3373] | 164 | var constTreeNode = currentInstr.dynamicNode as ConstantTreeNode;
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[3462] | 165 | return constTreeNode.Value;
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[3294] | 166 | }
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| 167 | default: throw new NotSupportedException();
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[3253] | 168 | }
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| 169 | }
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| 170 | }
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| 171 | }
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