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// levenshtein.cpp | ||
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/** | ||
* | ||
* This program is free software: you can redistribute it and/or modify | ||
* it under the terms of the GNU Affero General Public License, version 3, | ||
* as published by the Free Software Foundation. | ||
* | ||
* This program is distributed in the hope that it will be useful, | ||
* but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
* GNU Affero General Public License for more details. | ||
* | ||
* You should have received a copy of the GNU Affero General Public License | ||
* along with this program. If not, see <http://www.gnu.org/licenses/>. | ||
*/ | ||
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#include "pch.h" | ||
#include "../commands.h" | ||
#include "../../client/dbclient.h" | ||
#include "../../client/connpool.h" | ||
#include "../../client/parallel.h" | ||
#include "../replpair.h" | ||
#include <math.h> | ||
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#include "levenshtein.h" | ||
#include "nlputils.h" | ||
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namespace mongo { | ||
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namespace levenshtein { | ||
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Config::Config( const string& _dbname , const BSONObj& cmdObj ) { | ||
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dbname = _dbname; | ||
ns = dbname + "." + cmdObj.firstElement().valuestr(); | ||
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// passing arguments | ||
sourceTerm = cmdObj["sourceTerm"].String(); | ||
threshold = cmdObj["threshold"].Double(); | ||
isWord = cmdObj["word"].Bool(); | ||
isSentence = cmdObj["sentence"].Bool(); | ||
separators = cmdObj["separators"].String(); | ||
field = cmdObj["field"].String(); | ||
hasLimit = cmdObj.hasField("limit"); | ||
if(hasLimit) { | ||
limit = cmdObj["limit"].numberInt(); | ||
} | ||
hasOutput = cmdObj.hasField("outputField"); | ||
if(hasOutput) { | ||
outputField = cmdObj["outputField"].String(); | ||
} | ||
} | ||
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class LevenshteinCommand : public Command { | ||
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public: | ||
LevenshteinCommand() : Command("levenshtein", false, "levenshtein") {} | ||
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virtual bool slaveOk() const { return !replSet; } | ||
virtual bool slaveOverrideOk() { return true; } | ||
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virtual void help( stringstream &help ) const { | ||
help << "Find matches in a db collection using the lvenshtein distance and the provided threshold.\n"; | ||
} | ||
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virtual LockType locktype() const { return NONE; } | ||
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bool run(const string& dbname , BSONObj& cmd, string& errmsg, BSONObjBuilder& result, bool fromRepl ) { | ||
// Configuration | ||
Client::GodScope cg; | ||
Config config( dbname , cmd ); | ||
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// traversing collection | ||
readlock lock( config.ns ); | ||
Client::Context ctx( config.ns ); | ||
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shared_ptr<Cursor> temp = bestGuessCursor( config.ns.c_str(), BSONObj(), BSONObj() ); | ||
auto_ptr<ClientCursor> cursor( new ClientCursor( QueryOption_NoCursorTimeout , temp , config.ns.c_str() ) ); | ||
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int counter = 0; | ||
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vector<BSONObj> scores; | ||
vector<string> tokens; | ||
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if(config.isSentence) { | ||
mongo::nlputils::tokenize(config.sourceTerm, tokens, config.separators); | ||
} | ||
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while ( cursor->ok() ) { | ||
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// moving the cursor | ||
if ( cursor->currentIsDup() ) { | ||
cursor->advance(); | ||
continue; | ||
} | ||
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if ( ! cursor->currentMatches() ) { | ||
cursor->advance(); | ||
continue; | ||
} | ||
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BSONObj o = cursor->current(); | ||
cursor->advance(); | ||
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// extracting the text and computing the score | ||
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string tmTerm = o[config.field].String(); | ||
int dist=0; | ||
float metric; | ||
float maxSimilarity; | ||
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if(config.isSentence) { | ||
vector<string> tmTokens; | ||
mongo::nlputils::tokenize(tmTerm,tmTokens, config.separators); | ||
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// we skip if we cannot get the min threshold rquired | ||
maxSimilarity = mongo::nlputils::maxSimilarity(tmTokens,tokens); | ||
if(maxSimilarity>config.threshold) { | ||
if(tokens.size() > tmTokens.size()) { | ||
dist = mongo::nlputils::levenshteinDistance < vector<string> > (tmTokens, | ||
tokens); | ||
} else { | ||
dist = mongo::nlputils::levenshteinDistance < vector<string> > (tokens,tmTokens); | ||
} | ||
metric = 1 - ((float) dist / (float) max(tmTokens.size(),tokens.size())); | ||
} else { | ||
metric = 0; | ||
} | ||
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} else { | ||
int sourceLength = config.sourceTerm.length(); | ||
int tmTermLength = tmTerm.length(); | ||
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// we skip if we cannot get the min threshold rquired | ||
maxSimilarity = mongo::nlputils::maxSimilarity(config.sourceTerm,tmTerm); | ||
if(maxSimilarity>config.threshold) { | ||
if(tmTerm.size() > config.sourceTerm.size()) { | ||
dist = mongo::nlputils::levenshteinDistance <string> (config.sourceTerm,tmTerm); | ||
} else { | ||
dist = mongo::nlputils::levenshteinDistance <string> (tmTerm, | ||
config.sourceTerm); | ||
} | ||
metric = 1 - ((float) dist / (float) max(tmTermLength,sourceLength)); | ||
} else { | ||
metric = 0; | ||
} | ||
} | ||
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if(metric >= config.threshold) { | ||
BSONObjBuilder score; | ||
if(config.hasOutput) { | ||
//score.append( "match", o[config.outputField] ); | ||
extractValue(o[config.outputField], score); | ||
} else { | ||
score.append( "match", o ); | ||
} | ||
score.append( "score", metric ); | ||
score.append( "distance", dist ); | ||
//score.append( "maxSimilarity", maxSimilarity); | ||
scores.push_back( score.obj() ); | ||
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counter++; | ||
} | ||
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if(config.hasLimit && (config.limit == counter)) { | ||
break; | ||
} | ||
} | ||
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// Building output | ||
result.append("results", scores); | ||
result.append("hits", counter); | ||
if(config.isSentence) { | ||
result.append("level", "sentence"); | ||
} else { | ||
result.append("level", "word"); | ||
} | ||
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return true; | ||
}; | ||
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protected: | ||
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void extractValue(BSONElement elem, BSONObjBuilder &match) { | ||
BSONType t = elem.type(); | ||
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switch ( t ) { | ||
case MinKey: | ||
match.append("match",elem.numberInt()); | ||
break; | ||
case MaxKey: | ||
match.append("match",elem.numberLong()); | ||
break; | ||
case NumberDouble: | ||
match.append("match",elem.Double()); | ||
break; | ||
case NumberInt: | ||
match.append("match",elem.Int()); | ||
break; | ||
case NumberLong: | ||
match.append("match",elem.Long()); | ||
break; | ||
case mongo::String: | ||
match.append("match",elem.String()); | ||
break; | ||
case Object: | ||
match.append("match", elem.value()); | ||
break; | ||
case mongo::Array: | ||
match.append("match",elem.Array()); | ||
break; | ||
case jstOID: | ||
match.append("match",elem.OID()); | ||
break; | ||
case mongo::Bool: | ||
match.append("match",elem.Bool()); | ||
break; | ||
case mongo::Date: | ||
case Timestamp: | ||
match.append("match",elem.Date()); | ||
break; | ||
case mongo::EOO: | ||
case mongo::BinData: | ||
case mongo::Undefined: | ||
case mongo::jstNULL: | ||
case mongo::RegEx: | ||
case mongo::DBRef: | ||
case mongo::Code: | ||
case mongo::Symbol: | ||
case mongo::CodeWScope: | ||
break; | ||
} | ||
}; | ||
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} levenshteinCommand; // end of LevenshteinCommand class | ||
} | ||
} |
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// tmMatches.h | ||
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/** | ||
* | ||
* This program is free software: you can redistribute it and/or modify | ||
* it under the terms of the GNU Affero General Public License, version 3, | ||
* as published by the Free Software Foundation. | ||
* | ||
* This program is distributed in the hope that it will be useful, | ||
* but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
* GNU Affero General Public License for more details. | ||
* | ||
* You should have received a copy of the GNU Affero General Public License | ||
* along with this program. If not, see <http://www.gnu.org/licenses/>. | ||
*/ | ||
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#pragma once | ||
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#include "pch.h" | ||
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namespace mongo { | ||
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namespace levenshtein { | ||
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/** | ||
* holds config information | ||
*/ | ||
class Config { | ||
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public: | ||
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string dbname; | ||
string ns; | ||
string field; | ||
string sourceTerm; | ||
double threshold; | ||
bool isWord; | ||
bool isSentence; | ||
string separators; | ||
bool hasLimit; | ||
int limit; | ||
bool hasOutput; | ||
string outputField; | ||
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Config( const string& _dbname , const BSONObj& cmdObj ); | ||
}; | ||
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} | ||
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} |
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// nlputils.cpp | ||
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/** | ||
* | ||
* This program is free software: you can redistribute it and/or modify | ||
* it under the terms of the GNU Affero General Public License, version 3, | ||
* as published by the Free Software Foundation. | ||
* | ||
* This program is distributed in the hope that it will be useful, | ||
* but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
* GNU Affero General Public License for more details. | ||
* | ||
* You should have received a copy of the GNU Affero General Public License | ||
* along with this program. If not, see <http://www.gnu.org/licenses/>. | ||
*/ | ||
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#include "nlputils.h" | ||
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void mongo::nlputils::tokenize(const string& str, | ||
vector<string>& tokens, | ||
const string& delimiters) { | ||
string::size_type lastPos = str.find_first_not_of(delimiters, 0); | ||
string::size_type pos = str.find_first_of(delimiters, lastPos); | ||
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while (string::npos != pos || string::npos != lastPos) { | ||
tokens.push_back(str.substr(lastPos, pos - lastPos)); | ||
lastPos = str.find_first_not_of(delimiters, pos); | ||
pos = str.find_first_of(delimiters, lastPos); | ||
} | ||
} |
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