Пример #1
0
        // tarPos: start from 0, not include empty space token
        public static string GetTopRankStr(string inStr, HashSet <string> candidates, CSpellApi cSpellApi, bool debugFlag, int tarPos, List <TokenObj> nonSpaceTokenList)
        {
            // init
            int       rankMode         = cSpellApi.GetRankMode();
            double    wf1              = cSpellApi.GetOrthoScoreEdDistFac();
            double    wf2              = cSpellApi.GetOrthoScorePhoneticFac();
            double    wf3              = cSpellApi.GetOrthoScoreOverlapFac();
            WordWcMap wordWcMap        = cSpellApi.GetWordWcMap();
            string    topRankStr       = inStr;
            int       maxCandNo        = cSpellApi.GetCanMaxCandNo();
            Word2Vec  word2VecIm       = cSpellApi.GetWord2VecIm();
            Word2Vec  word2VecOm       = cSpellApi.GetWord2VecOm();
            int       contextRadius    = cSpellApi.GetNw1To1ContextRadius();
            bool      word2VecSkipWord = cSpellApi.GetWord2VecSkipWord();
            double    rangeFactor      = cSpellApi.GetRankNwS1RankRangeFac();
            double    nwS1MinOScore    = cSpellApi.GetRankNwS1MinOScore();
            int       tarSize          = 1; // only for one-to-one or split, no merge here

            // get the top ranked candidate
            if (candidates.Count > 0)
            {
                // get the top rank str by scores
                switch (rankMode)
                {
                case CSpellApi.RANK_MODE_ORTHOGRAPHIC:
                    topRankStr = RankByOrthographic.GetTopRankStr(inStr, candidates, wf1, wf2, wf3);
                    ScoreDetailByMode.PrintOrthographicScore(inStr, candidates, maxCandNo, wf1, wf2, wf3, debugFlag);
                    break;

                case CSpellApi.RANK_MODE_FREQUENCY:
                    topRankStr = RankByFrequency.GetTopRankStr(candidates, wordWcMap);
                    ScoreDetailByMode.PrintFrequencyScore(candidates, wordWcMap, maxCandNo, debugFlag);
                    break;

                case CSpellApi.RANK_MODE_CONTEXT:
                    topRankStr = RankByContext.GetTopRankStr(inStr, candidates, tarPos, tarSize, nonSpaceTokenList, word2VecIm, word2VecOm, word2VecSkipWord, contextRadius);
                    ScoreDetailByMode.PrintContextScore(candidates, tarPos, tarSize, nonSpaceTokenList, word2VecIm, word2VecOm, word2VecSkipWord, contextRadius, maxCandNo, debugFlag);
                    break;

                case CSpellApi.RANK_MODE_NOISY_CHANNEL:
                    topRankStr = RankByNoisyChannel.GetTopRankStr(inStr, candidates, wordWcMap, wf1, wf2, wf3);
                    ScoreDetailByMode.PrintNoisyChannelScore(inStr, candidates, wordWcMap, maxCandNo, wf1, wf2, wf3, debugFlag);
                    break;

                case CSpellApi.RANK_MODE_ENSEMBLE:
                    topRankStr = RankByEnsemble.GetTopRankStr(inStr, candidates, wordWcMap, tarPos, tarSize, nonSpaceTokenList, word2VecIm, word2VecOm, word2VecSkipWord, contextRadius, rangeFactor, wf1, wf2, wf3);
                    // ensemble use same basic socre as CSpell
                    ScoreDetailByMode.PrintCSpellScore(inStr, candidates, wordWcMap, maxCandNo, tarPos, tarSize, nonSpaceTokenList, word2VecIm, word2VecOm, word2VecSkipWord, contextRadius, wf1, wf2, wf3, debugFlag);
                    break;

                case CSpellApi.RANK_MODE_CSPELL:
                    topRankStr = RankByCSpellNonWord.GetTopRankStr(inStr, candidates, wordWcMap, tarPos, tarSize, nonSpaceTokenList, word2VecIm, word2VecOm, word2VecSkipWord, contextRadius, rangeFactor, nwS1MinOScore, wf1, wf2, wf3);
                    ScoreDetailByMode.PrintCSpellScore(inStr, candidates, wordWcMap, maxCandNo, tarPos, tarSize, nonSpaceTokenList, word2VecIm, word2VecOm, word2VecSkipWord, contextRadius, wf1, wf2, wf3, debugFlag);
                    break;
                }
            }
            return(topRankStr);
        }
 // TBD, this file should be deleted by moving each method to
 // the assocaited ranking class
 // public method
 public static void PrintContextScore(HashSet <string> candSet, int tarPos, int tarSize, List <TokenObj> inTextList, Word2Vec word2VecIm, Word2Vec word2VecOm, bool word2VecSkipWord, int contextRadius, int maxCandNo, bool debugFlag)
 {
     if (debugFlag == true)
     {
         ContextScoreComparator <ContextScore> csc = new ContextScoreComparator <ContextScore>();
         HashSet <ContextScore> cScoreSet          = RankByContext.GetCandidateScoreSet(candSet, tarPos, tarSize, inTextList, word2VecIm, word2VecOm, word2VecSkipWord, contextRadius, debugFlag);
         var list = cScoreSet.OrderBy(x => x, csc).Take(maxCandNo).Select(obj => obj.ToString()).ToList();
         foreach (var item in list)
         {
             DebugPrint.PrintCScore(item, debugFlag);
         }
     }
 }
Пример #3
0
        // return the best ranked str from candidates using word2Vec score
        // inTokenList, includes space token, is not coreTerm.Lc
        // return the orignal inStr if no candidate has score > 0.0d
        public static string GetTopRankStr(string inStr, HashSet <string> candidates, int tarPos, int tarSize, List <TokenObj> nonSpaceTokenList, Word2Vec word2VecIm, Word2Vec word2VecOm, bool word2VecSkipWord, int contextRadius, int shortSplitWordLength, int maxShortSplitWordNo, double rwSplitFactor, int maxCandNo, bool debugFlag)
        {
            // init
            string topRankStr = inStr;

            // Find the correction str
            if (candidates.Count > 0)
            {
                // 1. sorted score list for each candidates ...
                // This ranking can be improved if n-gram model (frequecny) is used
                List <ContextScore> candScoreList = RankByContext.GetCandidateScoreList(candidates, tarPos, tarSize, nonSpaceTokenList, word2VecIm, word2VecOm, word2VecSkipWord, contextRadius, debugFlag);
                // 1.1 get the top tank candidate
                ContextScore topContextScore = candScoreList[0];
                // 2. validate the top rank
                // 2.1 wordVec for context
                DoubleVec contextVec = Word2VecContext.GetContextVec(tarPos, tarSize, nonSpaceTokenList, word2VecIm, contextRadius, word2VecSkipWord, debugFlag);
                // 2.2 wordVec for the original words before split
                ContextScore orgContextScore = new ContextScore(inStr, contextVec, word2VecOm);
                // 2.3 compare the top rank split to the original string b4 split
                if (IsTopCandValid(inStr, orgContextScore, topContextScore, rwSplitFactor, debugFlag) == true)
                {
                    // no correction: if score is not good enough for corection
                    topRankStr = topContextScore.GetTerm();
                }
                // debug print
                if (debugFlag == true)
                {
                    // print focus token (original)
                    DebugPrint.PrintCScore(orgContextScore.ToString(), debugFlag);
                    // print candidates
                    ContextScoreComparator <ContextScore> csc = new ContextScoreComparator <ContextScore>();
                    var list = candScoreList.OrderBy(x => x, csc).Take(maxCandNo).Select(obj => obj.ToString()).ToList();
                    foreach (var item in list)
                    {
                        DebugPrint.PrintCScore(item, debugFlag);
                    }
                }
            }
            return(topRankStr);
        }