/* * ff_soft_syn.cc * */ #include "ff_soft_syn.h" #include "stringlib.h" #include "hg.h" #include "sentence_metadata.h" #include "tree.h" #include "synutils.h" #include #include #include using namespace std; typedef HASH_MAP > MapFeatures; /* * Note: * In BOLT experiments, we need to merged some sequence words into one term *(like from "1999 nian 1 yue 10 ri" to "1999_nian_1_yue_10_ri") due to some *reasons; * but in the parse file, we still use the parse tree before merging any *words; * therefore, the words in source sentence and parse tree diverse and we *need to map a word in merged sentence into its original index; * a word in source sentence maps 1 or more words in parse tree * the index map info is stored at variable index_map_; * if the index_map_ is NULL, indicating the word index in source sentence *and parse tree is always same. * */ struct SoftSynFeatureImpl { SoftSynFeatureImpl(const string& params) { parsed_tree_ = NULL; index_map_ = NULL; map_features_ = NULL; } ~SoftSynFeatureImpl() { FreeSentenceVariables(); } static int ReserveStateSize() { return 2 * sizeof(uint16_t); } void InitializeInputSentence(const std::string& parse_file, const std::string& index_map_file) { FreeSentenceVariables(); parsed_tree_ = ReadParseTree(parse_file); if (index_map_file != "") ReadIndexMap(index_map_file); // we can do the features "off-line" map_features_ = new MapFeatures(); InitializeFeatures(map_features_); } void ReadIndexMap(const std::string& index_map_file) { STxtFileReader* reader = new STxtFileReader(index_map_file.c_str()); char szLine[10001]; szLine[0] = '\0'; reader->fnReadNextLine(szLine, NULL); vector terms; SplitOnWhitespace(string(szLine), &terms); index_map_ = new short int[terms.size() + 1]; int ix = 0; size_t i; for (i = 0; i < terms.size(); i++) { index_map_[i] = ix; ix += atoi(terms[i].c_str()); } index_map_[i] = ix; assert(parsed_tree_ == NULL || ix == parsed_tree_->m_vecTerminals.size()); delete reader; } void MapIndex(short int begin, short int end, short int& mapped_begin, short int& mapped_end) { if (index_map_ == NULL) { mapped_begin = begin; mapped_end = end; return; } mapped_begin = index_map_[begin]; mapped_end = index_map_[end + 1] - 1; } /* * ff_const_reorder.cc::ConstReorderFeatureImpl also defines this function */ void FindConsts(const SParsedTree* tree, int begin, int end, vector& consts) { STreeItem* item; item = tree->m_vecTerminals[begin]->m_ptParent; while (true) { while (item->m_ptParent != NULL && item->m_ptParent->m_iBegin == item->m_iBegin && item->m_ptParent->m_iEnd <= end) item = item->m_ptParent; if (item->m_ptParent == NULL && item->m_vecChildren.size() == 1 && strcmp(item->m_pszTerm, "ROOT") == 0) item = item->m_vecChildren[0]; // we automatically add a "ROOT" node at // the top, skip it if necessary. consts.push_back(item); if (item->m_iEnd < end) item = tree->m_vecTerminals[item->m_iEnd + 1]->m_ptParent; else break; } } /* * according to Marton & Resnik (2008) * a span cann't have both X+ style and X= style features * a constituent XP is crossed only if the span not only covers parts of XP's *content, but also covers one or more words outside XP * a span may have X+, Y+ * * (note, we refer X* features to X= features in Marton & Resnik (2008)) */ void GenerateSoftFeature(int begin, int end, const SParsedTree* tree, vector& vecFeature) { vector vecNode; FindConsts(tree, begin, end, vecNode); if (vecNode.size() == 1) { // match to one constituent string feature_name = string(vecNode[0]->m_pszTerm) + string("*"); vecFeature.push_back(feature_name); } else { // match to multiple constituents, find the lowest common parent (lcp) STreeItem* lcp = vecNode[0]; while (lcp->m_iEnd < end) lcp = lcp->m_ptParent; for (size_t i = 0; i < vecNode.size(); i++) { STreeItem* item = vecNode[i]; while (item != lcp) { if (item->m_iBegin < begin || item->m_iEnd > end) { // item is crossed string feature_name = string(item->m_pszTerm) + string("+"); vecFeature.push_back(feature_name); } if (item->m_iBrotherIndex > 0 && item->m_ptParent->m_vecChildren[item->m_iBrotherIndex - 1] ->m_iBegin >= begin && item->m_ptParent->m_vecChildren[item->m_iBrotherIndex - 1] ->m_iEnd <= end) break; // we don't want to collect crossed constituents twice item = item->m_ptParent; } } } } void GenerateSoftFeatureFromFlattenedTree(int begin, int end, const SParsedTree* tree, vector& vecFeature) { vector vecNode; FindConsts(tree, begin, end, vecNode); if (vecNode.size() == 1) { // match to one constituent string feature_name = string(vecNode[0]->m_pszTerm) + string("*"); vecFeature.push_back(feature_name); } else { // match to multiple constituents, see if they have a common parent size_t i = 0; for (i = 1; i < vecNode.size(); i++) { if (vecNode[i]->m_ptParent != vecNode[0]->m_ptParent) break; } if (i == vecNode.size()) { // they share a common parent string feature_name = string(vecNode[0]->m_ptParent->m_pszTerm) + string("&"); vecFeature.push_back(feature_name); } else { // they don't share a common parent, find the lowest common parent (lcp) STreeItem* lcp = vecNode[0]; while (lcp->m_iEnd < end) lcp = lcp->m_ptParent; for (size_t i = 0; i < vecNode.size(); i++) { STreeItem* item = vecNode[i]; while (item != lcp) { if (item->m_iBegin < begin || item->m_iEnd > end) { // item is crossed string feature_name = string(item->m_pszTerm) + string("+"); vecFeature.push_back(feature_name); } if (item->m_iBrotherIndex > 0 && item->m_ptParent->m_vecChildren[item->m_iBrotherIndex - 1] ->m_iBegin >= begin && item->m_ptParent->m_vecChildren[item->m_iBrotherIndex - 1] ->m_iEnd <= end) break; // we don't want to collect crossed constituents twice item = item->m_ptParent; } } } } } void SetSoftSynFeature(const Hypergraph::Edge& edge, SparseVector* features, const vector& ant_states, void* state) { vector vec_pos; if (parsed_tree_ == NULL) return; uint16_t* remnant = reinterpret_cast(state); short int mapped_begin, mapped_end; MapIndex(edge.i_, edge.j_ - 1, mapped_begin, mapped_end); remnant[0] = mapped_begin; remnant[1] = mapped_end; for (size_t i = 0; i < edge.tail_nodes_.size(); i++) { const uint16_t* astate = reinterpret_cast(ant_states[i]); vec_pos.push_back(astate[0]); vec_pos.push_back(astate[1]); } // soft feature for the whole span const vector vecFeature = GenerateSoftFeature(mapped_begin, mapped_end, map_features_); for (size_t i = 0; i < vecFeature.size(); i++) { int f_id = FD::Convert(vecFeature[i]); if (f_id) features->set_value(f_id, 1); } } private: const vector& GenerateSoftFeature(int begin, int end, MapFeatures* map_features) { string key; GenerateKey(begin, end, key); MapFeatures::const_iterator iter = (*map_features).find(key); assert(iter != map_features->end()); return iter->second; } void Byte_to_Char(unsigned char* str, int n) { str[0] = (n & 255); str[1] = n / 256; } void GenerateKey(int begin, int end, string& key) { unsigned char szTerm[1001]; Byte_to_Char(szTerm, begin); Byte_to_Char(szTerm + 2, end); szTerm[4] = '\0'; key = string(szTerm, szTerm + 4); } void InitializeFeatures(MapFeatures* map_features) { if (parsed_tree_ == NULL) return; for (size_t i = 0; i < parsed_tree_->m_vecTerminals.size(); i++) for (size_t j = i; j < parsed_tree_->m_vecTerminals.size(); j++) { vector vecFeature; GenerateSoftFeature(i, j, parsed_tree_, vecFeature); string key; GenerateKey(i, j, key); (*map_features)[key] = vecFeature; } } void FreeSentenceVariables() { if (parsed_tree_ != NULL) delete parsed_tree_; if (index_map_ != NULL) delete[] index_map_; index_map_ = NULL; if (map_features_ != NULL) delete map_features_; } SParsedTree* ReadParseTree(const std::string& parse_file) { SParseReader* reader = new SParseReader(parse_file.c_str(), false); SParsedTree* tree = reader->fnReadNextParseTree(); // assert(tree != NULL); delete reader; return tree; } private: SParsedTree* parsed_tree_; short int* index_map_; MapFeatures* map_features_; }; SoftSynFeature::SoftSynFeature(std::string param) { pimpl_ = new SoftSynFeatureImpl(param); SetStateSize(SoftSynFeatureImpl::ReserveStateSize()); name_ = "SoftSynFeature"; } SoftSynFeature::~SoftSynFeature() { delete pimpl_; } void SoftSynFeature::PrepareForInput(const SentenceMetadata& smeta) { string parse_file = smeta.GetSGMLValue("parse"); assert(parse_file != ""); string indexmap_file = smeta.GetSGMLValue("index-map"); pimpl_->InitializeInputSentence(parse_file, indexmap_file); } void SoftSynFeature::TraversalFeaturesImpl( const SentenceMetadata& /* smeta */, const Hypergraph::Edge& edge, const vector& ant_states, SparseVector* features, SparseVector* estimated_features, void* state) const { pimpl_->SetSoftSynFeature(edge, features, ant_states, state); } string SoftSynFeature::usage(bool /*param*/, bool /*verbose*/) { return "SoftSynFeature"; } boost::shared_ptr CreateSoftSynFeatureModel( std::string param) { SoftSynFeature* ret = new SoftSynFeature(param); return boost::shared_ptr(ret); } boost::shared_ptr SoftSynFeatureFactory::Create( std::string param) const { return CreateSoftSynFeatureModel(param); } std::string SoftSynFeatureFactory::usage(bool params, bool verbose) const { return SoftSynFeature::usage(params, verbose); } typedef HASH_MAP MapDouble; typedef HASH_MAP MapDoubleFeatures; /* * Note: * In BOLT experiments, we need to merged some sequence words into one term *(like from "1999 nian 1 yue 10 ri" to "1999_nian_1_yue_10_ri") due to some *reasons; * but in the parse file, we still use the parse tree before merging any *words; * therefore, the words in source sentence and parse tree diverse and we *need to map a word in merged sentence into its original index; * a word in source sentence maps 1 or more words in parse tree * the index map info is stored at variable index_map_; * if the index_map_ is NULL, indicating the word index in source sentence *and parse tree is always same. * */ struct SoftKBestSynFeatureImpl { SoftKBestSynFeatureImpl(const string& params) { index_map_ = NULL; map_features_ = NULL; } ~SoftKBestSynFeatureImpl() { FreeSentenceVariables(); } static int ReserveStateSize() { return 2 * sizeof(uint16_t); } void InitializeInputSentence(const std::string& parse_file, const std::string& index_map_file) { FreeSentenceVariables(); ReadParseTree(parse_file, vec_parsed_tree_, vec_tree_prob_); if (index_map_file != "") ReadIndexMap(index_map_file); // we can do the features "off-line" map_features_ = new MapDoubleFeatures(); InitializeFeatures(map_features_); } void SetSoftKBestSynFeature(const Hypergraph::Edge& edge, SparseVector* features, const vector& ant_states, void* state) { vector vec_pos; if (vec_parsed_tree_.size() == 0) return; uint16_t* remnant = reinterpret_cast(state); short int mapped_begin, mapped_end; MapIndex(edge.i_, edge.j_ - 1, mapped_begin, mapped_end); remnant[0] = mapped_begin; remnant[1] = mapped_end; for (size_t i = 0; i < edge.tail_nodes_.size(); i++) { const uint16_t* astate = reinterpret_cast(ant_states[i]); vec_pos.push_back(astate[0]); vec_pos.push_back(astate[1]); } // soft feature for the whole span const MapDouble* pMapFeature = GenerateSoftFeature(mapped_begin, mapped_end, map_features_); for (MapDouble::const_iterator iter = pMapFeature->begin(); iter != pMapFeature->end(); iter++) { int f_id = FD::Convert(iter->first); if (f_id) features->set_value(f_id, iter->second); } } private: void ReadIndexMap(const std::string& index_map_file) { STxtFileReader* reader = new STxtFileReader(index_map_file.c_str()); char szLine[10001]; szLine[0] = '\0'; reader->fnReadNextLine(szLine, NULL); vector terms; SplitOnWhitespace(string(szLine), &terms); index_map_ = new short int[terms.size() + 1]; int ix = 0; size_t i; for (i = 0; i < terms.size(); i++) { index_map_[i] = ix; ix += atoi(terms[i].c_str()); } index_map_[i] = ix; assert(vec_parsed_tree_.size() == 0 || ix == vec_parsed_tree_[0]->m_vecTerminals.size()); delete reader; } void MapIndex(short int begin, short int end, short int& mapped_begin, short int& mapped_end) { if (index_map_ == NULL) { mapped_begin = begin; mapped_end = end; return; } mapped_begin = index_map_[begin]; mapped_end = index_map_[end + 1] - 1; } /* * ff_const_reorder.cc::ConstReorderFeatureImpl also defines this function */ void FindConsts(const SParsedTree* tree, int begin, int end, vector& consts) { STreeItem* item; item = tree->m_vecTerminals[begin]->m_ptParent; while (true) { while (item->m_ptParent != NULL && item->m_ptParent->m_iBegin == item->m_iBegin && item->m_ptParent->m_iEnd <= end) item = item->m_ptParent; if (item->m_ptParent == NULL && item->m_vecChildren.size() == 1 && strcmp(item->m_pszTerm, "ROOT") == 0) item = item->m_vecChildren[0]; // we automatically add a "ROOT" node at // the top, skip it if necessary. consts.push_back(item); if (item->m_iEnd < end) item = tree->m_vecTerminals[item->m_iEnd + 1]->m_ptParent; else break; } } /* * according to Marton & Resnik (2008) * a span cann't have both X+ style and X= style features * a constituent XP is crossed only if the span not only covers parts of XP's *content, but also covers one or more words outside XP * a span may have X+, Y+ * * (note, we refer X* features to X= features in Marton & Resnik (2008)) */ void GenerateSoftFeature(int begin, int end, const vector& vec_tree, const vector& vec_prob, MapDouble* pMapFeature) { for (size_t i = 0; i < vec_tree.size(); i++) { const SParsedTree* tree = vec_tree[i]; vector vecNode; FindConsts(tree, begin, end, vecNode); if (vecNode.size() == 1) { // match to one constituent string feature_name = string(vecNode[0]->m_pszTerm) + string("*"); MapDouble::iterator iter = pMapFeature->find(feature_name); if (iter != pMapFeature->end()) { iter->second += vec_prob[i]; } else (*pMapFeature)[feature_name] = vec_prob[i]; } else { // match to multiple constituents, find the lowest common parent (lcp) STreeItem* lcp = vecNode[0]; while (lcp->m_iEnd < end) lcp = lcp->m_ptParent; for (size_t j = 0; j < vecNode.size(); j++) { STreeItem* item = vecNode[j]; while (item != lcp) { if (item->m_iBegin < begin || item->m_iEnd > end) { // item is crossed string feature_name = string(item->m_pszTerm) + string("+"); MapDouble::iterator iter = pMapFeature->find(feature_name); if (iter != pMapFeature->end()) { iter->second += vec_prob[i]; } else (*pMapFeature)[feature_name] = vec_prob[i]; } if (item->m_iBrotherIndex > 0 && item->m_ptParent->m_vecChildren[item->m_iBrotherIndex - 1] ->m_iBegin >= begin && item->m_ptParent->m_vecChildren[item->m_iBrotherIndex - 1] ->m_iEnd <= end) break; // we don't want to collect crossed constituents twice item = item->m_ptParent; } } } } } const MapDouble* GenerateSoftFeature(int begin, int end, MapDoubleFeatures* map_features) { string key; GenerateKey(begin, end, key); MapDoubleFeatures::const_iterator iter = (*map_features).find(key); assert(iter != map_features->end()); return iter->second; } void Byte_to_Char(unsigned char* str, int n) { str[0] = (n & 255); str[1] = n / 256; } void GenerateKey(int begin, int end, string& key) { unsigned char szTerm[1001]; Byte_to_Char(szTerm, begin); Byte_to_Char(szTerm + 2, end); szTerm[4] = '\0'; key = string(szTerm, szTerm + 4); } void InitializeFeatures(MapDoubleFeatures* map_features) { if (vec_parsed_tree_.size() == 0) return; const SParsedTree* pTree = vec_parsed_tree_[0]; vector vec_prob; vec_prob.reserve(vec_tree_prob_.size()); double tmp = 0.0; for (size_t i = 0; i < vec_tree_prob_.size(); i++) { vec_prob.push_back(pow(10, vec_tree_prob_[i] - vec_tree_prob_[0])); tmp += vec_prob[i]; } for (size_t i = 0; i < vec_prob.size(); i++) vec_prob[i] /= tmp; for (size_t i = 0; i < pTree->m_vecTerminals.size(); i++) for (size_t j = i; j < pTree->m_vecTerminals.size(); j++) { MapDouble* pMap = new MapDouble(); GenerateSoftFeature(i, j, vec_parsed_tree_, vec_prob, pMap); string key; GenerateKey(i, j, key); (*map_features)[key] = pMap; } } void FreeSentenceVariables() { for (size_t i = 0; i < vec_parsed_tree_.size(); i++) { if (vec_parsed_tree_[i] != NULL) delete vec_parsed_tree_[i]; } vec_parsed_tree_.clear(); vec_tree_prob_.clear(); if (index_map_ != NULL) delete[] index_map_; index_map_ = NULL; if (map_features_ != NULL) { for (MapDoubleFeatures::iterator iter = map_features_->begin(); iter != map_features_->end(); iter++) delete iter->second; delete map_features_; } } void ReadParseTree(const std::string& parse_file, vector& vec_tree, vector& vec_prob) { STxtFileReader* reader = new STxtFileReader(parse_file.c_str()); SParsedTree* tree; string line; while (reader->fnReadNextLine(line)) { const char* p = strchr(line.c_str(), ' '); assert(p != NULL); string strProb = line.substr(0, line.find(' ')); tree = SParsedTree::fnConvertFromString(p + 1); tree->fnSetSpanInfo(); tree->fnSetHeadWord(); vec_tree.push_back(tree); if (strProb == string("-Infinity")) { vec_prob.push_back(-99.0); break; } else { vec_prob.push_back(atof(strProb.c_str())); } } delete reader; } void ReadParseTree2(const std::string& parse_file, vector& vec_tree, vector& vec_prob) { SParseReader* reader = new SParseReader(parse_file.c_str(), false); double prob; SParsedTree* tree; while ((tree = reader->fnReadNextParseTreeWithProb(&prob)) != NULL) { vec_tree.push_back(tree); if (std::isinf(prob)) { vec_prob.push_back(-99); break; } else vec_prob.push_back(prob); } // assert(tree != NULL); delete reader; } private: vector vec_parsed_tree_; vector vec_tree_prob_; short int* index_map_; MapDoubleFeatures* map_features_; }; SoftKBestSynFeature::SoftKBestSynFeature(std::string param) { pimpl_ = new SoftKBestSynFeatureImpl(param); SetStateSize(SoftKBestSynFeatureImpl::ReserveStateSize()); name_ = "SoftKBestSynFeature"; } SoftKBestSynFeature::~SoftKBestSynFeature() { delete pimpl_; } void SoftKBestSynFeature::PrepareForInput(const SentenceMetadata& smeta) { string parse_file = smeta.GetSGMLValue("kbestparse"); assert(parse_file != ""); string indexmap_file = smeta.GetSGMLValue("index-map"); pimpl_->InitializeInputSentence(parse_file, indexmap_file); } void SoftKBestSynFeature::TraversalFeaturesImpl( const SentenceMetadata& /* smeta */, const Hypergraph::Edge& edge, const vector& ant_states, SparseVector* features, SparseVector* estimated_features, void* state) const { pimpl_->SetSoftKBestSynFeature(edge, features, ant_states, state); } string SoftKBestSynFeature::usage(bool /*param*/, bool /*verbose*/) { return "SoftKBestSynFeature"; } boost::shared_ptr CreateSoftKBestSynFeatureModel( std::string param) { SoftKBestSynFeature* ret = new SoftKBestSynFeature(param); return boost::shared_ptr(ret); } boost::shared_ptr SoftKBestSynFeatureFactory::Create( std::string param) const { return CreateSoftKBestSynFeatureModel(param); } std::string SoftKBestSynFeatureFactory::usage(bool params, bool verbose) const { return SoftKBestSynFeature::usage(params, verbose); }