/* * The MIT License (MIT) * * Copyright (C) 2013 Yanyi Wu * Copyright (C) 2023, KylinSoft Co., Ltd. * * Permission is hereby granted, free of charge, to any person obtaining a * copy of this software and associated documentation files (the "Software"), * to deal in the Software without restriction, including without limitation * the rights to use, copy, modify, merge, publish, distribute, sublicense, * and/or sell copies of the Software, and to permit persons to whom the * Software is furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be * included in all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS * OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL * THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR * OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, * ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR * OTHER DEALINGS IN THE SOFTWARE. * */ #pragma once #include #include #include #include #include "HMMModel.hpp" #include "SegmentBase.hpp" namespace cppjieba { const double MIN_DOUBLE = -3.14e+100; class HMMSegment: public SegmentBase { public: HMMSegment(const HMMModel* model) : model_(model) { } ~HMMSegment() { } virtual void Cut(RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end, vector& res, bool, size_t) const override { RuneStrArray::const_iterator left = begin; RuneStrArray::const_iterator right = begin; while (right != end) { if (right->rune < 0x80) { //asc码 if (left != right) { InternalCut(left, right, res); } left = right; do { 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 if (right != left) { break; } right = NumbersRule(left, end);//非数字则返回left,否则返回left后非数字的位置 if (right != left) { break; } right ++; } while (false); WordRange wr(left, right - 1); res.push_back(wr); left = right; } else { right++; } } if (left != right) { InternalCut(left, right, res); } } virtual void CutWithSentence(const string& s, RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end, vector& res, bool hmm, size_t) const override { std::ignore = s; std::ignore = begin; std::ignore = end; std::ignore = res; std::ignore = hmm; } virtual void CutWithSentence(const string& s, RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end, unordered_map& res, bool hmm, size_t) const override { std::ignore = s; std::ignore = begin; std::ignore = end; std::ignore = res; std::ignore = hmm; } private: // sequential letters rule RuneStrArray::const_iterator SequentialLetterRule(RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end) const { Rune x = begin->rune; if (('a' <= x && x <= 'z') || ('A' <= x && x <= 'Z')) { begin ++; } else { return begin; } while (begin != end) { x = begin->rune; if (('a' <= x && x <= 'z') || ('A' <= x && x <= 'Z') || ('0' <= x && x <= '9')) { begin ++; } else { break; } } return begin; } // RuneStrArray::const_iterator NumbersRule(RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end) const { Rune x = begin->rune; if ('0' <= x && x <= '9') { begin ++; } else { return begin; } while (begin != end) { x = begin->rune; if (('0' <= x && x <= '9') || x == '.') { begin++; } else { break; } } return begin; } void InternalCut(RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end, vector& res) const { vector status; Viterbi(begin, end, status); RuneStrArray::const_iterator left = begin; RuneStrArray::const_iterator right; for (size_t i = 0; i < status.size(); i++) { if (status[i] % 2) { //if (HMMModel::E == status[i] || HMMModel::S == status[i]) right = begin + i + 1; WordRange wr(left, right - 1); res.push_back(wr); left = right; } } } void Viterbi(RuneStrArray::const_iterator begin, RuneStrArray::const_iterator end, vector& status) const { size_t Y = HMMModel::STATUS_SUM; size_t X = end - begin; size_t XYSize = X * Y; size_t now, old, stat; double tmp, endE, endS; //vector path(XYSize); //vector weight(XYSize); int path[XYSize]; double weight[XYSize]; //start for (size_t y = 0; y < Y; y++) { weight[0 + y * X] = model_->startProb[y] + model_->GetEmitProb(model_->emitProbVec[y], begin->rune, MIN_DOUBLE); path[0 + y * X] = -1; } double emitProb; for (size_t x = 1; x < X; x++) { for (size_t y = 0; y < Y; y++) { now = x + y * X; weight[now] = MIN_DOUBLE; path[now] = HMMModel::E; // warning emitProb = model_->GetEmitProb(model_->emitProbVec[y], (begin + x)->rune, MIN_DOUBLE); for (size_t preY = 0; preY < Y; preY++) { old = x - 1 + preY * X; tmp = weight[old] + model_->transProb[preY][y] + emitProb; if (tmp > weight[now]) { weight[now] = tmp; path[now] = preY; } } } } endE = weight[X - 1 + HMMModel::E * X]; endS = weight[X - 1 + HMMModel::S * X]; stat = 0; if (endE >= endS) { stat = HMMModel::E; } else { stat = HMMModel::S; } status.resize(X); for (int x = X - 1 ; x >= 0; x--) { status[x] = stat; stat = path[x + stat * X]; } } const HMMModel* model_; }; // class HMMSegment } // namespace cppjieba