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Improve the fuzzy matching (#522)
* Fixed: improve track matching * Deal with tracks sequentially numbered across discs
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/*
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* This file incorporates work covered by the following copyright and
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* permission notice:
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*
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* Diff Match and Patch
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* Copyright 2018 The diff-match-patch Authors.
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* https://github.com/google/diff-match-patch
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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using System;
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using System.Collections.Generic;
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using System.Numerics;
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namespace NzbDrone.Common.Extensions
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{
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public static class FuzzyContainsExtension {
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public static int FuzzyFind(this string text, string pattern, double matchProb)
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{
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return match(text, pattern, matchProb).Item1;
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}
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// return the accuracy of the best match of pattern within text
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public static double FuzzyContains(this string text, string pattern)
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{
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return match(text, pattern, 0.25).Item2;
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}
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/**
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* Locate the best instance of 'pattern' in 'text'.
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* Returns (-1, 1) if no match found.
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* @param text The text to search.
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* @param pattern The pattern to search for.
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* @return Best match index or -1.
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*/
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private static Tuple<int, double> match(string text, string pattern, double matchThreshold = 0.5) {
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// Check for null inputs not needed since null can't be passed in C#.
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if (text.Length == 0 || pattern.Length == 0) {
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// Nothing to match.
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return new Tuple<int, double> (-1, 0);
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}
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if (pattern.Length <= text.Length)
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{
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var loc = text.IndexOf(pattern, StringComparison.Ordinal);
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if (loc != -1)
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{
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// Perfect match!
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return new Tuple<int, double> (loc, 1);
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}
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}
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// Do a fuzzy compare.
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return match_bitap(text, pattern, matchThreshold);
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}
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/**
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* Locate the best instance of 'pattern' in 'text' near 'loc' using the
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* Bitap algorithm. Returns -1 if no match found.
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* @param text The text to search.
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* @param pattern The pattern to search for.
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* @return Best match index or -1.
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*/
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private static Tuple<int, double> match_bitap(string text, string pattern, double matchThreshold) {
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// Initialise the alphabet.
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Dictionary<char, BigInteger> s = alphabet(pattern);
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// don't keep creating new BigInteger(1)
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var big1 = new BigInteger(1);
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// Lowest score belowe which we give up.
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var score_threshold = matchThreshold;
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// Initialise the bit arrays.
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var matchmask = big1 << (pattern.Length - 1);
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int best_loc = -1;
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// Empty initialization added to appease C# compiler.
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var last_rd = new BigInteger[0];
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for (int d = 0; d < pattern.Length; d++) {
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// Scan for the best match; each iteration allows for one more error.
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int start = 1;
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int finish = text.Length + pattern.Length;
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var rd = new BigInteger[finish + 2];
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rd[finish + 1] = (big1 << d) - big1;
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for (int j = finish; j >= start; j--) {
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BigInteger charMatch;
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if (text.Length <= j - 1 || !s.ContainsKey(text[j - 1])) {
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// Out of range.
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charMatch = 0;
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} else {
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charMatch = s[text[j - 1]];
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}
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if (d == 0) {
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// First pass: exact match.
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rd[j] = ((rd[j + 1] << 1) | big1) & charMatch;
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} else {
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// Subsequent passes: fuzzy match.
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rd[j] = ((rd[j + 1] << 1) | big1) & charMatch
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| (((last_rd[j + 1] | last_rd[j]) << 1) | big1) | last_rd[j + 1];
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}
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if ((rd[j] & matchmask) != 0) {
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var score = bitapScore(d, pattern);
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// This match will almost certainly be better than any existing
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// match. But check anyway.
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if (score >= score_threshold) {
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// Told you so.
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score_threshold = score;
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best_loc = j - 1;
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}
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}
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}
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if (bitapScore(d + 1, pattern) < score_threshold) {
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// No hope for a (better) match at greater error levels.
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break;
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}
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last_rd = rd;
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}
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return new Tuple<int, double> (best_loc, score_threshold);
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}
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/**
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* Compute and return the score for a match with e errors and x location.
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* @param e Number of errors in match.
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* @param pattern Pattern being sought.
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* @return Overall score for match (1.0 = good, 0.0 = bad).
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*/
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private static double bitapScore(int e, string pattern) {
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return 1.0 - (double)e / pattern.Length;
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}
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/**
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* Initialise the alphabet for the Bitap algorithm.
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* @param pattern The text to encode.
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* @return Hash of character locations.
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*/
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private static Dictionary<char, BigInteger> alphabet(string pattern) {
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var s = new Dictionary<char, BigInteger>();
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char[] char_pattern = pattern.ToCharArray();
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foreach (char c in char_pattern) {
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if (!s.ContainsKey(c)) {
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s.Add(c, 0);
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}
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}
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int i = 0;
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foreach (char c in char_pattern) {
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s[c] = s[c] | (new BigInteger(1) << (pattern.Length - i - 1));
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i++;
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}
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return s;
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}
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}
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}
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