207 lines
5.9 KiB
C++
207 lines
5.9 KiB
C++
#pragma once
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#include <iostream>
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#include <fstream>
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#include <memory.h>
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#include <cassert>
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#include "HMMModel.hpp"
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#include "SegmentBase.hpp"
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namespace cppjieba {
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const double MIN_DOUBLE = -3.14e+100;
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class HMMSegment: public SegmentBase {
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public:
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HMMSegment(const HMMModel* model)
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: model_(model) {
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}
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~HMMSegment() { }
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virtual void Cut(RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end, vector<WordRange>& res, bool,
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size_t) const override {
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RuneStrArray::const_iterator left = begin;
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RuneStrArray::const_iterator right = begin;
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while (right != end) {
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if (right->rune < 0x80) { //asc码
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if (left != right) {
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InternalCut(left, right, res);
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}
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left = right;
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do {
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right = SequentialLetterRule(left, end);//非英文字符则返回left,否则返回left后非英文字母的位置
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if (right != left) {
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break;
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}
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right = NumbersRule(left, end);//非数字则返回left,否则返回left后非数字的位置
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if (right != left) {
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break;
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}
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right ++;
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} while (false);
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WordRange wr(left, right - 1);
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res.push_back(wr);
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left = right;
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} else {
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right++;
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}
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}
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if (left != right) {
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InternalCut(left, right, res);
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}
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}
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virtual void CutWithSentence(const string& s, RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end, vector<string>& res, bool hmm,
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size_t) const override {
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std::ignore = s;
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std::ignore = begin;
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std::ignore = end;
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std::ignore = res;
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std::ignore = hmm;
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}
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virtual void CutWithSentence(const string& s, RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end, unordered_map<string, KeyWord>& res, bool hmm,
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size_t) const override {
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std::ignore = s;
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std::ignore = begin;
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std::ignore = end;
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std::ignore = res;
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std::ignore = hmm;
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}
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private:
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// sequential letters rule
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RuneStrArray::const_iterator SequentialLetterRule(RuneStrArray::const_iterator begin,
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RuneStrArray::const_iterator end) const {
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Rune x = begin->rune;
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if (('a' <= x && x <= 'z') || ('A' <= x && x <= 'Z')) {
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begin ++;
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} else {
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return begin;
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}
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while (begin != end) {
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x = begin->rune;
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if (('a' <= x && x <= 'z') || ('A' <= x && x <= 'Z') || ('0' <= x && x <= '9')) {
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begin ++;
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} else {
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break;
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}
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}
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return begin;
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}
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//
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RuneStrArray::const_iterator NumbersRule(RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end) const {
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Rune x = begin->rune;
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if ('0' <= x && x <= '9') {
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begin ++;
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} else {
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return begin;
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}
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while (begin != end) {
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x = begin->rune;
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if (('0' <= x && x <= '9') || x == '.') {
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begin++;
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} else {
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break;
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}
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}
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return begin;
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}
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void InternalCut(RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end, vector<WordRange>& res) const {
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vector<size_t> status;
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Viterbi(begin, end, status);
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RuneStrArray::const_iterator left = begin;
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RuneStrArray::const_iterator right;
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for (size_t i = 0; i < status.size(); i++) {
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if (status[i] % 2) { //if (HMMModel::E == status[i] || HMMModel::S == status[i])
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right = begin + i + 1;
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WordRange wr(left, right - 1);
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res.push_back(wr);
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left = right;
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}
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}
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}
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void Viterbi(RuneStrArray::const_iterator begin,
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RuneStrArray::const_iterator end,
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vector<size_t>& status) const {
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size_t Y = HMMModel::STATUS_SUM;
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size_t X = end - begin;
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size_t XYSize = X * Y;
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size_t now, old, stat;
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double tmp, endE, endS;
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//vector<int> path(XYSize);
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//vector<double> weight(XYSize);
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int path[XYSize];
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double weight[XYSize];
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//start
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for (size_t y = 0; y < Y; y++) {
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weight[0 + y * X] = model_->startProb[y] + model_->GetEmitProb(model_->emitProbVec[y], begin->rune, MIN_DOUBLE);
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path[0 + y * X] = -1;
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}
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double emitProb;
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for (size_t x = 1; x < X; x++) {
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for (size_t y = 0; y < Y; y++) {
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now = x + y * X;
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weight[now] = MIN_DOUBLE;
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path[now] = HMMModel::E; // warning
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emitProb = model_->GetEmitProb(model_->emitProbVec[y], (begin + x)->rune, MIN_DOUBLE);
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for (size_t preY = 0; preY < Y; preY++) {
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old = x - 1 + preY * X;
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tmp = weight[old] + model_->transProb[preY][y] + emitProb;
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if (tmp > weight[now]) {
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weight[now] = tmp;
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path[now] = preY;
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}
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}
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}
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}
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endE = weight[X - 1 + HMMModel::E * X];
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endS = weight[X - 1 + HMMModel::S * X];
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stat = 0;
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if (endE >= endS) {
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stat = HMMModel::E;
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} else {
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stat = HMMModel::S;
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}
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status.resize(X);
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for (int x = X - 1 ; x >= 0; x--) {
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status[x] = stat;
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stat = path[x + stat * X];
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}
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}
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const HMMModel* model_;
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}; // class HMMSegment
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} // namespace cppjieba
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