[16218] | 1 | #region License Information
|
---|
| 2 | /* HeuristicLab
|
---|
[17180] | 3 | * Copyright (C) Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
[16218] | 4 | *
|
---|
| 5 | * This file is part of HeuristicLab.
|
---|
| 6 | *
|
---|
| 7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
| 8 | * it under the terms of the GNU General Public License as published by
|
---|
| 9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
| 10 | * (at your option) any later version.
|
---|
| 11 | *
|
---|
| 12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
| 13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
| 14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
| 15 | * GNU General Public License for more details.
|
---|
| 16 | *
|
---|
| 17 | * You should have received a copy of the GNU General Public License
|
---|
| 18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
| 19 | */
|
---|
| 20 | #endregion
|
---|
| 21 |
|
---|
| 22 | using System;
|
---|
[16979] | 23 | using System.Linq;
|
---|
[16218] | 24 |
|
---|
| 25 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
|
---|
| 26 | public static class SymbolicExpressionHashExtensions {
|
---|
[17076] | 27 | /// <summary>
|
---|
| 28 | /// Holds data that is necessary to handle tree nodes in hashing / simplification.
|
---|
| 29 | /// </summary>
|
---|
| 30 | /// <typeparam name="T">The tree node type</typeparam>
|
---|
[16218] | 31 | public sealed class HashNode<T> : IComparable<HashNode<T>>, IEquatable<HashNode<T>> where T : class {
|
---|
| 32 | public T Data;
|
---|
| 33 | public int Arity;
|
---|
| 34 | public int Size;
|
---|
| 35 | public bool IsCommutative;
|
---|
| 36 |
|
---|
| 37 | public bool Enabled;
|
---|
[16263] | 38 | public ulong HashValue; // the initial (fixed) hash value for this individual node/data
|
---|
| 39 | public ulong CalculatedHashValue; // the calculated hash value (taking into account the children hash values)
|
---|
[16218] | 40 |
|
---|
[16305] | 41 | public delegate void SimplifyAction(ref HashNode<T>[] nodes, int i);
|
---|
| 42 | public SimplifyAction Simplify;
|
---|
| 43 |
|
---|
[16267] | 44 | public bool IsLeaf => Arity == 0;
|
---|
[16218] | 45 |
|
---|
| 46 | public int CompareTo(HashNode<T> other) {
|
---|
[17132] | 47 | var res = HashValue.CompareTo(other.HashValue);
|
---|
| 48 | return res == 0 ? CalculatedHashValue.CompareTo(other.CalculatedHashValue) : res;
|
---|
[16218] | 49 | }
|
---|
| 50 |
|
---|
| 51 | public override string ToString() {
|
---|
| 52 | return $"{Data} {Arity} {Size} {CalculatedHashValue} {Enabled}";
|
---|
| 53 | }
|
---|
| 54 |
|
---|
| 55 | public bool Equals(HashNode<T> other) {
|
---|
| 56 | return CalculatedHashValue.Equals(other.CalculatedHashValue);
|
---|
| 57 | }
|
---|
| 58 |
|
---|
| 59 | public override bool Equals(object obj) {
|
---|
| 60 | var other = obj as HashNode<T>;
|
---|
| 61 | if (other != null)
|
---|
| 62 | return Equals(other);
|
---|
| 63 | return base.Equals(obj);
|
---|
| 64 | }
|
---|
| 65 |
|
---|
| 66 | public override int GetHashCode() {
|
---|
[16272] | 67 | return (int)CalculatedHashValue;
|
---|
[16218] | 68 | }
|
---|
| 69 |
|
---|
| 70 | public static bool operator ==(HashNode<T> a, HashNode<T> b) {
|
---|
| 71 | return a.Equals(b);
|
---|
| 72 | }
|
---|
| 73 |
|
---|
| 74 | public static bool operator !=(HashNode<T> a, HashNode<T> b) {
|
---|
| 75 | return !a.Equals(b);
|
---|
| 76 | }
|
---|
| 77 | }
|
---|
| 78 |
|
---|
[16272] | 79 | public static ulong ComputeHash<T>(this HashNode<T>[] nodes, int i, Func<byte[], ulong> hashFunction) where T : class {
|
---|
[16218] | 80 | var node = nodes[i];
|
---|
[16272] | 81 | const int size = sizeof(ulong);
|
---|
[16273] | 82 | var hashes = new ulong[node.Arity + 1];
|
---|
| 83 | var bytes = new byte[(node.Arity + 1) * size];
|
---|
[16272] | 84 |
|
---|
| 85 | for (int j = i - 1, k = 0; k < node.Arity; ++k, j -= 1 + nodes[j].Size) {
|
---|
[16273] | 86 | hashes[k] = nodes[j].CalculatedHashValue;
|
---|
[16218] | 87 | }
|
---|
[16273] | 88 | hashes[node.Arity] = node.HashValue;
|
---|
| 89 | Buffer.BlockCopy(hashes, 0, bytes, 0, bytes.Length);
|
---|
| 90 | return hashFunction(bytes);
|
---|
[16218] | 91 | }
|
---|
| 92 |
|
---|
[16272] | 93 | // set the enabled state for the whole subtree rooted at this node
|
---|
| 94 | public static void SetEnabled<T>(this HashNode<T>[] nodes, int i, bool enabled) where T : class {
|
---|
| 95 | nodes[i].Enabled = enabled;
|
---|
| 96 | for (int j = i - nodes[i].Size; j < i; ++j)
|
---|
| 97 | nodes[j].Enabled = enabled;
|
---|
| 98 | }
|
---|
[16218] | 99 |
|
---|
[16272] | 100 | public static HashNode<T>[] Simplify<T>(this HashNode<T>[] nodes, Func<byte[], ulong> hashFunction) where T : class {
|
---|
[16979] | 101 | bool simplified = false;
|
---|
| 102 | nodes = nodes.UpdateNodeSizes().Reduce().Sort(hashFunction);
|
---|
| 103 | do {
|
---|
| 104 | if (simplified) {
|
---|
| 105 | simplified = false;
|
---|
| 106 | nodes = nodes.Where(x => x.Enabled).ToArray().UpdateNodeSizes().Reduce().Sort(hashFunction);
|
---|
[16218] | 107 | }
|
---|
| 108 |
|
---|
[16979] | 109 | for (int i = 0; i < nodes.Length; ++i) {
|
---|
| 110 | var node = nodes[i];
|
---|
| 111 | if (node.IsLeaf) {
|
---|
| 112 | continue;
|
---|
| 113 | }
|
---|
| 114 | node.Simplify?.Invoke(ref nodes, i);
|
---|
[17132] | 115 | for (int j = i - node.Size; j <= i; ++j) {
|
---|
[16979] | 116 | // detect if anything was simplified
|
---|
| 117 | if (!nodes[j].Enabled) {
|
---|
| 118 | simplified = true;
|
---|
| 119 | break;
|
---|
| 120 | }
|
---|
| 121 | }
|
---|
[16218] | 122 | }
|
---|
[16979] | 123 | } while (simplified);
|
---|
| 124 | return nodes.UpdateNodeSizes().Sort(hashFunction);
|
---|
[16218] | 125 | }
|
---|
| 126 |
|
---|
[16272] | 127 | public static HashNode<T>[] Sort<T>(this HashNode<T>[] nodes, Func<byte[], ulong> hashFunction) where T : class {
|
---|
[16255] | 128 | int sort(int a, int b) => nodes[a].CompareTo(nodes[b]);
|
---|
| 129 |
|
---|
[16218] | 130 | for (int i = 0; i < nodes.Length; ++i) {
|
---|
| 131 | var node = nodes[i];
|
---|
| 132 |
|
---|
[16267] | 133 | if (node.IsLeaf) {
|
---|
[16218] | 134 | continue;
|
---|
| 135 | }
|
---|
| 136 |
|
---|
| 137 | if (node.IsCommutative) { // only sort when the argument order does not matter
|
---|
| 138 | var arity = node.Arity;
|
---|
| 139 | var size = node.Size;
|
---|
| 140 |
|
---|
| 141 | if (arity == size) { // all child nodes are terminals
|
---|
| 142 | Array.Sort(nodes, i - size, size);
|
---|
| 143 | } else { // i have some non-terminal children
|
---|
| 144 | var sorted = new HashNode<T>[size];
|
---|
[16261] | 145 | var indices = new int[node.Arity];
|
---|
| 146 | for (int j = i - 1, k = 0; k < node.Arity; j -= 1 + nodes[j].Size, ++k) {
|
---|
| 147 | indices[k] = j;
|
---|
| 148 | }
|
---|
[16255] | 149 | Array.Sort(indices, sort);
|
---|
[16218] | 150 |
|
---|
| 151 | int idx = 0;
|
---|
| 152 | foreach (var j in indices) {
|
---|
| 153 | var child = nodes[j];
|
---|
[16267] | 154 | if (!child.IsLeaf) { // must copy complete subtree
|
---|
[16218] | 155 | Array.Copy(nodes, j - child.Size, sorted, idx, child.Size);
|
---|
| 156 | idx += child.Size;
|
---|
| 157 | }
|
---|
| 158 | sorted[idx++] = nodes[j];
|
---|
| 159 | }
|
---|
| 160 | Array.Copy(sorted, 0, nodes, i - size, size);
|
---|
| 161 | }
|
---|
| 162 | }
|
---|
[16272] | 163 | node.CalculatedHashValue = nodes.ComputeHash(i, hashFunction);
|
---|
[16218] | 164 | }
|
---|
[16252] | 165 | return nodes;
|
---|
[16218] | 166 | }
|
---|
| 167 |
|
---|
| 168 | /// <summary>
|
---|
[17076] | 169 | /// Get a function node's child indices
|
---|
[16218] | 170 | /// </summary>
|
---|
[16252] | 171 | /// <typeparam name="T">The data type encapsulated by a hash node</typeparam>
|
---|
[17076] | 172 | /// <param name="nodes">An array of hash nodes with up-to-date node sizes (see UpdateNodeSizes)</param>
|
---|
[16252] | 173 | /// <param name="i">The index in the array of hash nodes of the node whose children we want to iterate</param>
|
---|
[16218] | 174 | /// <returns>An array containing child indices</returns>
|
---|
| 175 | public static int[] IterateChildren<T>(this HashNode<T>[] nodes, int i) where T : class {
|
---|
| 176 | var node = nodes[i];
|
---|
| 177 | var arity = node.Arity;
|
---|
| 178 | var children = new int[arity];
|
---|
| 179 | var idx = i - 1;
|
---|
| 180 | for (int j = 0; j < arity; ++j) {
|
---|
| 181 | children[j] = idx;
|
---|
| 182 | idx -= 1 + nodes[idx].Size;
|
---|
| 183 | }
|
---|
| 184 | return children;
|
---|
| 185 | }
|
---|
| 186 |
|
---|
[17076] | 187 | /// <summary>
|
---|
| 188 | /// Determines size of each branch and sets the results for each node.
|
---|
| 189 | /// </summary>
|
---|
| 190 | /// <typeparam name="T">The data type encapsulated by a hash node</typeparam>
|
---|
| 191 | /// <param name="nodes">An array of hash nodes in postfix order.</param>
|
---|
| 192 | /// <returns>The array with updated node sizes. The array is not copied.</returns>
|
---|
[16252] | 193 | public static HashNode<T>[] UpdateNodeSizes<T>(this HashNode<T>[] nodes) where T : class {
|
---|
[16218] | 194 | for (int i = 0; i < nodes.Length; ++i) {
|
---|
| 195 | var node = nodes[i];
|
---|
[16267] | 196 | if (node.IsLeaf) {
|
---|
[16218] | 197 | node.Size = 0;
|
---|
| 198 | continue;
|
---|
| 199 | }
|
---|
| 200 | node.Size = node.Arity;
|
---|
[17076] | 201 | // visit all children and sum up their size (assumes postfix order).
|
---|
[16261] | 202 | for (int j = i - 1, k = 0; k < node.Arity; j -= 1 + nodes[j].Size, ++k) {
|
---|
[16218] | 203 | node.Size += nodes[j].Size;
|
---|
| 204 | }
|
---|
| 205 | }
|
---|
[16252] | 206 | return nodes;
|
---|
[16218] | 207 | }
|
---|
| 208 |
|
---|
[17076] | 209 | // disables duplicate branches and removes the disabled nodes
|
---|
[16979] | 210 | public static HashNode<T>[] Reduce<T>(this HashNode<T>[] nodes) where T : class {
|
---|
[16260] | 211 | int count = 0;
|
---|
| 212 | for (int i = 0; i < nodes.Length; ++i) {
|
---|
| 213 | var node = nodes[i];
|
---|
[16267] | 214 | if (node.IsLeaf || !node.IsCommutative) {
|
---|
[16260] | 215 | continue;
|
---|
| 216 | }
|
---|
[16218] | 217 |
|
---|
[16261] | 218 | var arity = node.Arity;
|
---|
| 219 | for (int j = i - 1, k = 0; k < arity; j -= 1 + nodes[j].Size, ++k) {
|
---|
[16260] | 220 | if (node.HashValue == nodes[j].HashValue) {
|
---|
| 221 | nodes[j].Enabled = false;
|
---|
| 222 | node.Arity += nodes[j].Arity - 1;
|
---|
| 223 | ++count;
|
---|
| 224 | }
|
---|
| 225 | }
|
---|
[16218] | 226 | }
|
---|
| 227 | if (count == 0)
|
---|
| 228 | return nodes;
|
---|
| 229 |
|
---|
| 230 | var reduced = new HashNode<T>[nodes.Length - count];
|
---|
[16260] | 231 | var idx = 0;
|
---|
[16218] | 232 | foreach (var node in nodes) {
|
---|
[16260] | 233 | if (node.Enabled) { reduced[idx++] = node; }
|
---|
[16218] | 234 | }
|
---|
[16252] | 235 | return reduced.UpdateNodeSizes();
|
---|
[16218] | 236 | }
|
---|
| 237 | }
|
---|
| 238 | }
|
---|