cppjieba/src/HMMModel.hpp

143 lines
3.5 KiB
C++

#ifndef CPPJIEBA_HMMMODEL_H
#define CPPJIEBA_HMMMODEL_H
#include "Limonp/StringUtil.hpp"
namespace CppJieba {
using namespace Limonp;
typedef unordered_map<uint16_t, double> EmitProbMap;
struct HMMModel {
/*
* STATUS:
* 0: HMMModel::B, 1: HMMModel::E, 2: HMMModel::M, 3:HMMModel::S
* */
enum {B = 0, E = 1, M = 2, S = 3, STATUS_SUM = 4};
HMMModel(const string& modelPath) {
memset(startProb, 0, sizeof(startProb));
memset(transProb, 0, sizeof(transProb));
statMap[0] = 'B';
statMap[1] = 'E';
statMap[2] = 'M';
statMap[3] = 'S';
emitProbVec.push_back(&emitProbB);
emitProbVec.push_back(&emitProbE);
emitProbVec.push_back(&emitProbM);
emitProbVec.push_back(&emitProbS);
loadModel(modelPath);
}
~HMMModel() {
}
void loadModel(const string& filePath) {
ifstream ifile(filePath.c_str());
if(!ifile.is_open()) {
LogFatal("open %s failed.", filePath.c_str());
}
string line;
vector<string> tmp;
vector<string> tmp2;
//load startProb
if(!getLine(ifile, line)) {
LogFatal("load startProb");
}
split(line, tmp, " ");
if(tmp.size() != STATUS_SUM) {
LogFatal("start_p illegal");
}
for(size_t j = 0; j< tmp.size(); j++) {
startProb[j] = atof(tmp[j].c_str());
}
//load transProb
for(size_t i = 0; i < STATUS_SUM; i++) {
if(!getLine(ifile, line)) {
LogFatal("load transProb failed.");
}
split(line, tmp, " ");
if(tmp.size() != STATUS_SUM) {
LogFatal("trans_p illegal");
}
for(size_t j =0; j < STATUS_SUM; j++) {
transProb[i][j] = atof(tmp[j].c_str());
}
}
//load emitProbB
if(!getLine(ifile, line) || !loadEmitProb(line, emitProbB)) {
LogFatal("load emitProbB failed.");
}
//load emitProbE
if(!getLine(ifile, line) || !loadEmitProb(line, emitProbE)) {
LogFatal("load emitProbE failed.");
}
//load emitProbM
if(!getLine(ifile, line) || !loadEmitProb(line, emitProbM)) {
LogFatal("load emitProbM failed.");
}
//load emitProbS
if(!getLine(ifile, line) || !loadEmitProb(line, emitProbS)) {
LogFatal("load emitProbS failed.");
}
}
double getEmitProb(const EmitProbMap* ptMp, uint16_t key,
double defVal)const {
EmitProbMap::const_iterator cit = ptMp->find(key);
if(cit == ptMp->end()) {
return defVal;
}
return cit->second;
}
bool getLine(ifstream& ifile, string& line) {
while(getline(ifile, line)) {
trim(line);
if(line.empty()) {
continue;
}
if(startsWith(line, "#")) {
continue;
}
return true;
}
return false;
}
bool loadEmitProb(const string& line, EmitProbMap& mp) {
if(line.empty()) {
return false;
}
vector<string> tmp, tmp2;
Unicode unicode;
split(line, tmp, ",");
for(size_t i = 0; i < tmp.size(); i++) {
split(tmp[i], tmp2, ":");
if(2 != tmp2.size()) {
LogError("emitProb illegal.");
return false;
}
if(!TransCode::decode(tmp2[0], unicode) || unicode.size() != 1) {
LogError("TransCode failed.");
return false;
}
mp[unicode[0]] = atof(tmp2[1].c_str());
}
return true;
}
char statMap[STATUS_SUM];
double startProb[STATUS_SUM];
double transProb[STATUS_SUM][STATUS_SUM];
EmitProbMap emitProbB;
EmitProbMap emitProbE;
EmitProbMap emitProbM;
EmitProbMap emitProbS;
vector<EmitProbMap* > emitProbVec;
}; // struct HMMModel
} // namespace CppJieba
#endif