public static bool IsRealWord(string inWord, CSpellApi cSpellApi, bool debugFlag) { // init RootDictionary checkDic = cSpellApi.GetCheckDic(); RootDictionary unitDic = cSpellApi.GetUnitDic(); WordWcMap wordWcMap = cSpellApi.GetWordWcMap(); Word2Vec word2VecOm = cSpellApi.GetWord2VecOm(); int inWordLen = inWord.Length; // TBD, change method name int rwSplitWordMinLength = cSpellApi.GetDetectorRwSplitWordMinLength(); int rwSplitWordMinWc = cSpellApi.GetDetectorRwSplitWordMinWc(); // realword must be: // 1. known in the dictionary // 2. not exception, such as url, email, digit, ... // => if excpetion, even is a non-word, no correction // 3. must have word2Vector value (inWord is auto converted to LC) // 4. frequency must be above a threshhold (inWord is auto to LC) // TBD, need to be configureable 200 bool realWordFlag = (checkDic.IsValidWord(inWord)) && (!IsRealWordExceptions(inWord, unitDic) && (inWordLen >= rwSplitWordMinLength) && (word2VecOm.HasWordVec(inWord) == true) && (WordCountScore.GetWc(inWord, wordWcMap) >= rwSplitWordMinWc)); if (debugFlag == true) { bool wordInDicFlag = checkDic.IsValidWord(inWord); bool wordExceptionFlag = IsRealWordExceptions(inWord, unitDic); bool lengthFlag = (inWordLen >= rwSplitWordMinLength); bool word2VecFlag = word2VecOm.HasWordVec(inWord); bool wcFlag = (WordCountScore.GetWc(inWord, wordWcMap) >= rwSplitWordMinWc); DebugPrint.PrintRwSplitDetect(inWord, realWordFlag, wordInDicFlag, wordExceptionFlag, lengthFlag, word2VecFlag, wcFlag, debugFlag); } return(realWordFlag); }
// private methods private static bool IsValidMergeCand(MergeObj mergeObj, CSpellApi cSpellApi) { // WC is not used here WordWcMap wordWcMap = cSpellApi.GetWordWcMap(); Word2Vec word2VecOm = cSpellApi.GetWord2VecOm(); string coreMergeStr = mergeObj.GetCoreMergeWord(); int rwMergeCandMinWc = cSpellApi.GetCanRwMergeCandMinWc(); bool flag = ((word2VecOm.HasWordVec(coreMergeStr)) && (WordCountScore.GetWc(coreMergeStr, wordWcMap) >= rwMergeCandMinWc)); return(flag); }
// real-word candidate has more restriction than non-word // TBD, need to organize the code ... // the check should be done in the ranking // Core process for real-word candidates private static bool IsValid1To1Cand(string inWord, string cand, CSpellApi cSpellApi) { RootDictionary suggestDic = cSpellApi.GetSuggestDic(); Word2Vec word2VecOm = cSpellApi.GetWord2VecOm(); WordWcMap wordWcMap = cSpellApi.GetWordWcMap(); // real-word, check phonetic and suggDic // 1. check suggDic // 1.1 edDist <= 1 // 1.2 edDist <= 2 && phonetic dist <= 1 // 2. check if inflections, not a candidate real-word, not correct bool flag = false; int rw1To1CandMinWc = cSpellApi.GetCanRw1To1CandMinWc(); int rw1To1CandMinLength = cSpellApi.GetCanRw1To1CandMinLength(); string inWordLc = inWord.ToLower(); int inWordLen = inWordLc.Length; int candLen = cand.Length; int lenDiff = inWordLen - candLen; // 1. check suggDic and inflVars if ((suggestDic.IsDicWord(cand) == true) && (word2VecOm.HasWordVec(cand) == true) && (candLen >= rw1To1CandMinLength) && (WordCountScore.GetWc(cand, wordWcMap) >= rw1To1CandMinWc) && (InflVarsUtil.IsInflectionVar(inWordLc, cand) == false)) // not inflVars { //&& ((lenDiff <= 1) && (lenDiff >= -1))) // length diff <= 1 // more restriction for real-word candidates int pmDist = Metaphone2.GetDistance(inWordLc, cand); int prDist = RefinedSoundex.GetDistance(inWordLc, cand); int leadDist = GetLeadCharDist(inWordLc, cand); int endDist = GetEndCharDist(inWordLc, cand); int lengthDist = GetLengthDist(inWordLc, cand); int totalDist1 = leadDist + endDist + lengthDist + pmDist + prDist; int editDist = EditDistance.GetDistanceForRealWord(inWordLc, cand); int totalDist2 = editDist + pmDist + prDist; // if they sound the same if ((pmDist == 0) && (prDist == 0)) { flag = true; } // if they sound similar and orthographic is also similar // fixed from empierical test, not configuable else if ((totalDist1 < 3) && (totalDist2 < 4) && (pmDist * prDist == 0)) { flag = true; } } return(flag); }
// for the split, we don't want Aa as a valid word // because it will cause too much noise (less precision) // TBD ... re-organize private static bool IsValidSplitWord(string inWord, CSpellApi cSpellApi) { // splitWord uses LexiconNoAa for Dic RootDictionary splitWordDic = cSpellApi.GetSplitWordDic(); WordWcMap wordWcMap = cSpellApi.GetWordWcMap(); Word2Vec word2VecOm = cSpellApi.GetWord2VecOm(); RootDictionary unitDic = cSpellApi.GetUnitDic(); RootDictionary pnDic = cSpellApi.GetPnDic(); //RootDictionary aaDic = cSpellApi.GetAaDic(); int rwSplitCandMinWc = cSpellApi.GetCanRwSplitCandMinWc(); // real-word cand split word must: // 1. check if in the splitWordDic, No Aa with a small length // such as cel is an overlap, it is aa or not-aa // 2. has word2Vec // 3. has WC // 4. not unit, mg -> ... // 5. not properNoun, human -> Hu man, where Hu is pn // children -> child ren, where ren is pn bool flag = (splitWordDic.IsDicWord(inWord)) && (word2VecOm.HasWordVec(inWord) == true) && (WordCountScore.GetWc(inWord, wordWcMap) >= rwSplitCandMinWc) && (!unitDic.IsDicWord(inWord)) && (!pnDic.IsDicWord(inWord)); return(flag); }
// update parameter from the config file to cSpellApi private void Init(bool debugFlag) { // get config file from environment variable bool useClassPath = false; if (string.ReferenceEquals(configFile_, null)) { useClassPath = true; configFile_ = "data.Config.cSpell"; } // read in configuration file conf_ = new Configuration(configFile_, useClassPath); if (properties_ != null) { conf_.OverwriteProperties(properties_); } string cSpellDir = conf_.GetProperty(Configuration.CS_DIR); // files: pre-correction string infExpFile = cSpellDir + conf_.GetProperty(Configuration.CS_INFORMAL_EXP_FILE); infExpMap_ = InformalExpHandler.GetInformalExpMapFromFile(infExpFile); // get dictionary for spell checker string checkDicFileStrs = conf_.GetProperty(Configuration.CS_CHECK_DIC_FILES); checkDic_.AddDictionaries(checkDicFileStrs, cSpellDir, debugFlag); // get dictionary for spell suggestion - candidate string suggestDicFileStrs = conf_.GetProperty(Configuration.CS_SUGGEST_DIC_FILES); suggestDic_.AddDictionaries(suggestDicFileStrs, cSpellDir, debugFlag); // no acr/abb dictionary: en + pn, used for split check string splitWordDicFileStrs = conf_.GetProperty(Configuration.CS_SPLIT_WORD_DIC_FILES); splitWordDic_.AddDictionaries(splitWordDicFileStrs, cSpellDir, debugFlag); // mw dictionary string mwDicFile = cSpellDir + conf_.GetProperty(Configuration.CS_MW_DIC_FILE); mwDic_.AddDictionary(mwDicFile); // properNoun dictionary string pnDicFile = cSpellDir + conf_.GetProperty(Configuration.CS_PN_DIC_FILE); pnDic_.AddDictionary(pnDicFile); // abb/acr dictionary string aaDicFile = cSpellDir + conf_.GetProperty(Configuration.CS_AA_DIC_FILE); aaDic_.AddDictionary(aaDicFile); // spVar dictionary string svDicFile = cSpellDir + conf_.GetProperty(Configuration.CS_SV_DIC_FILE); svDic_.AddDictionary(svDicFile); // unit file string unitDicFile = cSpellDir + conf_.GetProperty(Configuration.CS_UNIT_DIC_FILE); unitDic_.AddDictionary(unitDicFile); // frequency file string frequencyFile = cSpellDir + conf_.GetProperty(Configuration.CS_FREQUENCY_FILE); wordWcMap_ = new WordWcMap(frequencyFile); // word2Vec file string word2VecImFile = cSpellDir + conf_.GetProperty(Configuration.CS_W2V_IM_FILE); word2VecIm_ = new Word2Vec(word2VecImFile); string word2VecOmFile = cSpellDir + conf_.GetProperty(Configuration.CS_W2V_OM_FILE); word2VecOm_ = new Word2Vec(word2VecOmFile); // mode funcMode_ = int.Parse(conf_.GetProperty(Configuration.CS_FUNC_MODE)); rankMode_ = int.Parse(conf_.GetProperty(Configuration.CS_RANK_MODE)); // detectors maxLegitTokenLength_ = int.Parse(conf_.GetProperty(Configuration.CS_MAX_LEGIT_TOKEN_LENGTH)); dRwSplitWordMinLength_ = int.Parse(conf_.GetProperty(Configuration.CS_DETECTOR_RW_SPLIT_WORD_MIN_LENGTH)); dRwSplitWordMinWc_ = int.Parse(conf_.GetProperty(Configuration.CS_DETECTOR_RW_SPLIT_WORD_MIN_WC)); dRw1To1WordMinLength_ = int.Parse(conf_.GetProperty(Configuration.CS_DETECTOR_RW_1TO1_WORD_MIN_LENGTH)); dRw1To1WordMinWc_ = int.Parse(conf_.GetProperty(Configuration.CS_DETECTOR_RW_1TO1_WORD_MIN_WC)); // candidates cMaxCandNo_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_MAX_CANDIDATE_NO)); cNdMaxSplitNo_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_ND_MAX_SPLIT_NO)); cNwMaxSplitNo_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_NW_MAX_SPLIT_NO)); cNwMaxMergeNo_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_NW_MAX_MERGE_NO)); cNwMergeWithHyphen_ = bool.Parse(conf_.GetProperty(Configuration.CS_CAN_NW_MERGE_WITH_HYPHEN)); cRwMaxSplitNo_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_MAX_SPLIT_NO)); cRwMaxMergeNo_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_MAX_MERGE_NO)); cRwMergeWithHyphen_ = bool.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_MERGE_WITH_HYPHEN)); cRwShortSplitWordLength_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_SHORT_SPLIT_WORD_LENGTH)); cRwMaxShortSplitWordNo_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_MAX_SHORT_SPLIT_WORD_NO)); cRwMergeCandMinWc_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_MERGE_CAND_MIN_WC)); cRwSplitCandMinWc_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_SPLIT_CAND_MIN_WC)); cRw1To1CandMinLength_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_1TO1_CAND_MIN_LENGTH)); cRw1To1CandMinWc_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_1TO1_CAND_MIN_WC)); cRw1To1CandMaxKeySize_ = int.Parse(conf_.GetProperty(Configuration.CS_CAN_RW_1TO1_CAND_MAX_KEY_SIZE)); // rankers rNwS1RankRangeFac_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_NW_S1_RANK_RANGE_FAC)); rNwS1MinOScore_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_NW_S1_MIN_OSCORE)); rRw1To1CFac_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_1TO1_C_FAC)); rRwSplitCFac_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_SPLIT_C_FAC)); rRwMergeCFac_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_MERGE_C_FAC)); rRw1To1WordMinCs_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_1TO1_WORD_MIN_CS)); rRw1To1CandCsFac_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_1TO1_CAND_CS_FAC)); rRw1To1CandMinCs_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_1TO1_CAND_MIN_CS)); rRw1To1CandCsDist_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_1TO1_CAND_CS_DIST)); rRw1To1CandFsFac_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_1TO1_CAND_FS_FAC)); rRw1To1CandMinFs_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_1TO1_CAND_MIN_FS)); rRw1To1CandFsDist_ = double.Parse(conf_.GetProperty(Configuration.CS_RANKER_RW_1TO1_CAND_FS_DIST)); // Score orthoScoreEdDistFac_ = double.Parse(conf_.GetProperty(Configuration.CS_ORTHO_SCORE_ED_DIST_FAC)); orthoScorePhoneticFac_ = double.Parse(conf_.GetProperty(Configuration.CS_ORTHO_SCORE_PHONETIC_FAC)); orthoScoreOverlapFac_ = double.Parse(conf_.GetProperty(Configuration.CS_ORTHO_SCORE_OVERLAP_FAC)); // context word2VecSkipWord_ = bool.Parse(conf_.GetProperty(Configuration.CS_W2V_SKIP_WORD)); nw1To1ContextRadius_ = int.Parse(conf_.GetProperty(Configuration.CS_NW_1TO1_CONTEXT_RADIUS)); nwSplitContextRadius_ = int.Parse(conf_.GetProperty(Configuration.CS_NW_SPLIT_CONTEXT_RADIUS)); nwMergeContextRadius_ = int.Parse(conf_.GetProperty(Configuration.CS_NW_MERGE_CONTEXT_RADIUS)); rw1To1ContextRadius_ = int.Parse(conf_.GetProperty(Configuration.CS_RW_1TO1_CONTEXT_RADIUS)); rwSplitContextRadius_ = int.Parse(conf_.GetProperty(Configuration.CS_RW_SPLIT_CONTEXT_RADIUS)); rwMergeContextRadius_ = int.Parse(conf_.GetProperty(Configuration.CS_RW_MERGE_CONTEXT_RADIUS)); }
private void Init2(bool debugFlag) { _logger.LogInformation("cSpellApi initialization..."); infExpMap_ = InformalExpHandler.GetInformalExpMapFromFile(_config.Value.CS_INFORMAL_EXP_FILE); checkDic_.AddDictionaries2(_config.Value.CS_CHECK_DIC_FILES, debugFlag); suggestDic_.AddDictionaries2(_config.Value.CS_SUGGEST_DIC_FILES, debugFlag); splitWordDic_.AddDictionaries2(_config.Value.CS_SPLIT_WORD_DIC_FILES, debugFlag); mwDic_.AddDictionary(_config.Value.CS_MW_DIC_FILE); pnDic_.AddDictionary(_config.Value.CS_PN_DIC_FILE); aaDic_.AddDictionary(_config.Value.CS_AA_DIC_FILE); svDic_.AddDictionary(_config.Value.CS_SV_DIC_FILE); unitDic_.AddDictionary(_config.Value.CS_UNIT_DIC_FILE); wordWcMap_ = new WordWcMap(_config.Value.CS_FREQUENCY_FILE); word2VecIm_ = new Word2Vec(_config.Value.CS_W2V_IM_FILE); word2VecOm_ = new Word2Vec(_config.Value.CS_W2V_OM_FILE); // mode funcMode_ = _config.Value.CS_FUNC_MODE; rankMode_ = _config.Value.CS_RANK_MODE; // detectors maxLegitTokenLength_ = _config.Value.CS_MAX_LEGIT_TOKEN_LENGTH; dRwSplitWordMinLength_ = _config.Value.CS_DETECTOR_RW_SPLIT_WORD_MIN_LENGTH; dRwSplitWordMinWc_ = _config.Value.CS_DETECTOR_RW_SPLIT_WORD_MIN_WC; dRw1To1WordMinLength_ = _config.Value.CS_DETECTOR_RW_1TO1_WORD_MIN_LENGTH; dRw1To1WordMinWc_ = _config.Value.CS_DETECTOR_RW_1TO1_WORD_MIN_WC; // candidates cMaxCandNo_ = _config.Value.CS_CAN_MAX_CANDIDATE_NO; cNdMaxSplitNo_ = _config.Value.CS_CAN_ND_MAX_SPLIT_NO; cNwMaxSplitNo_ = _config.Value.CS_CAN_NW_MAX_SPLIT_NO; cNwMaxMergeNo_ = _config.Value.CS_CAN_NW_MAX_MERGE_NO; cNwMergeWithHyphen_ = _config.Value.CS_CAN_NW_MERGE_WITH_HYPHEN; cRwMaxSplitNo_ = _config.Value.CS_CAN_RW_MAX_SPLIT_NO; cRwMaxMergeNo_ = _config.Value.CS_CAN_RW_MAX_MERGE_NO; cRwMergeWithHyphen_ = _config.Value.CS_CAN_RW_MERGE_WITH_HYPHEN; cRwShortSplitWordLength_ = _config.Value.CS_CAN_RW_SHORT_SPLIT_WORD_LENGTH; cRwMaxShortSplitWordNo_ = _config.Value.CS_CAN_RW_MAX_SHORT_SPLIT_WORD_NO; cRwMergeCandMinWc_ = _config.Value.CS_CAN_RW_MERGE_CAND_MIN_WC; cRwSplitCandMinWc_ = _config.Value.CS_CAN_RW_SPLIT_CAND_MIN_WC; cRw1To1CandMinLength_ = _config.Value.CS_CAN_RW_1TO1_CAND_MIN_LENGTH; cRw1To1CandMinWc_ = _config.Value.CS_CAN_RW_1TO1_CAND_MIN_WC; cRw1To1CandMaxKeySize_ = _config.Value.CS_CAN_RW_1TO1_CAND_MAX_KEY_SIZE; // rankers rNwS1RankRangeFac_ = _config.Value.CS_RANKER_NW_S1_RANK_RANGE_FAC; rNwS1MinOScore_ = _config.Value.CS_RANKER_NW_S1_MIN_OSCORE; rRw1To1CFac_ = _config.Value.CS_RANKER_RW_1TO1_C_FAC; rRwSplitCFac_ = _config.Value.CS_RANKER_RW_SPLIT_C_FAC; rRwMergeCFac_ = _config.Value.CS_RANKER_RW_MERGE_C_FAC; rRw1To1WordMinCs_ = _config.Value.CS_RANKER_RW_1TO1_WORD_MIN_CS; rRw1To1CandCsFac_ = _config.Value.CS_RANKER_RW_1TO1_CAND_CS_FAC; rRw1To1CandMinCs_ = _config.Value.CS_RANKER_RW_1TO1_CAND_MIN_CS; rRw1To1CandCsDist_ = _config.Value.CS_RANKER_RW_1TO1_CAND_CS_DIST; rRw1To1CandFsFac_ = _config.Value.CS_RANKER_RW_1TO1_CAND_FS_FAC; rRw1To1CandMinFs_ = _config.Value.CS_RANKER_RW_1TO1_CAND_MIN_FS; rRw1To1CandFsDist_ = _config.Value.CS_RANKER_RW_1TO1_CAND_FS_DIST; // Score orthoScoreEdDistFac_ = _config.Value.CS_ORTHO_SCORE_ED_DIST_FAC; orthoScorePhoneticFac_ = _config.Value.CS_ORTHO_SCORE_PHONETIC_FAC; orthoScoreOverlapFac_ = _config.Value.CS_ORTHO_SCORE_OVERLAP_FAC; // context word2VecSkipWord_ = _config.Value.CS_W2V_SKIP_WORD; nw1To1ContextRadius_ = _config.Value.CS_NW_1TO1_CONTEXT_RADIUS; nwSplitContextRadius_ = _config.Value.CS_NW_SPLIT_CONTEXT_RADIUS; nwMergeContextRadius_ = _config.Value.CS_NW_MERGE_CONTEXT_RADIUS; rw1To1ContextRadius_ = _config.Value.CS_RW_1TO1_CONTEXT_RADIUS; rwSplitContextRadius_ = _config.Value.CS_RW_SPLIT_CONTEXT_RADIUS; rwMergeContextRadius_ = _config.Value.CS_RW_MERGE_CONTEXT_RADIUS; _logger.LogInformation("cSpellApi initialized successfully"); }