#include "ff_source_syntax2.h" #include #include #include #include "sentence_metadata.h" #include "array2d.h" #include "filelib.h" using namespace std; // implements the source side syntax features described in Blunsom et al. (EMNLP 2008) // source trees must be represented in Penn Treebank format, e.g. // (S (NP John) (VP (V left))) struct SourceSyntaxFeatures2Impl { SourceSyntaxFeatures2Impl(const string& param) { if (param.compare("") != 0) { string triggered_features_fn = param; ReadFile triggered_features(triggered_features_fn); string in; while(getline(*triggered_features, in)) { feature_filter.insert(FD::Convert(in)); } } } void InitializeGrids(const string& tree, unsigned src_len) { assert(tree.size() > 0); fids_ef.clear(); src_tree.clear(); fids_ef.resize(src_len, src_len + 1); src_tree.resize(src_len, src_len + 1, TD::Convert("XX")); ParseTreeString(tree, src_len); } void ParseTreeString(const string& tree, unsigned src_len) { //cerr << "TREE: " << tree << endl; stack > stk; // first = i, second = category pair cur_cat; cur_cat.first = -1; unsigned i = 0; unsigned p = 0; while(p < tree.size()) { const char cur = tree[p]; if (cur == '(') { stk.push(cur_cat); ++p; unsigned k = p + 1; while (k < tree.size() && tree[k] != ' ') { ++k; } cur_cat.first = i; cur_cat.second = TD::Convert(tree.substr(p, k - p)); // cerr << "NT: '" << tree.substr(p, k-p) << "' (i=" << i << ")\n"; p = k + 1; } else if (cur == ')') { unsigned k = p; while (k < tree.size() && tree[k] == ')') { ++k; } const unsigned num_closes = k - p; for (unsigned ci = 0; ci < num_closes; ++ci) { src_tree(cur_cat.first, i) = cur_cat.second; cur_cat = stk.top(); stk.pop(); } p = k; while (p < tree.size() && (tree[p] == ' ' || tree[p] == '\t')) { ++p; } } else if (cur == ' ' || cur == '\t') { cerr << "Unexpected whitespace in: " << tree << endl; abort(); } else { // terminal symbol unsigned k = p + 1; do { while (k < tree.size() && tree[k] != ')' && tree[k] != ' ') { ++k; } // cerr << "TERM: '" << tree.substr(p, k-p) << "' (i=" << i << ")\n"; ++i; assert(i <= src_len); while (k < tree.size() && tree[k] == ' ') { ++k; } p = k; } while (p < tree.size() && tree[p] != ')'); } //cerr << "i=" << i << " src_len=" << src_len << endl; } //cerr << "i=" << i << " src_len=" << src_len << endl; assert(i == src_len); // make sure tree specified in src_tree is // the same length as the source sentence } WordID FireFeatures(const TRule& rule, const int i, const int j, const WordID* ants, SparseVector* feats) { //cerr << "fire features: " << rule.AsString() << " for " << i << "," << j << endl; const WordID lhs = src_tree(i,j); int& fid_ef = fids_ef(i,j)[&rule]; ostringstream os; os << "SSYN2:" << TD::Convert(lhs); os << ':'; unsigned ntc = 0; for (unsigned k = 0; k < rule.f_.size(); ++k) { int fj = rule.f_[k]; if (k > 0 && fj <= 0) os << '_'; if (fj <= 0) { os << '[' << TD::Convert(ants[ntc++]) << ']'; }/*else { os << TD::Convert(fj); }*/ } os << ':'; for (unsigned k = 0; k < rule.e_.size(); ++k) { const int ei = rule.e_[k]; if (k > 0) os << '_'; if (ei <= 0) os << '[' << (1-ei) << ']'; else os << TD::Convert(ei); } fid_ef = FD::Convert(os.str()); //cerr << "FEATURE: " << os.str() << endl; //cerr << "FID_EF: " << fid_ef << endl; if (feature_filter.size() > 0) { if (feature_filter.find(fid_ef) != feature_filter.end()) { //cerr << "SYN-Feature was trigger more than once on training set." << endl; feats->set_value(fid_ef, 1.0); } //else cerr << "SYN-Feature was triggered less than once on training set." << endli; } else { feats->set_value(fid_ef, 1.0); } cerr << FD::Convert(fid_ef) << endl; return lhs; } Array2D src_tree; // src_tree(i,j) NT = type mutable Array2D > fids_ef; // fires for fully lexicalized unordered_set feature_filter; }; SourceSyntaxFeatures2::SourceSyntaxFeatures2(const string& param) : FeatureFunction(sizeof(WordID)) { impl = new SourceSyntaxFeatures2Impl(param); } SourceSyntaxFeatures2::~SourceSyntaxFeatures2() { delete impl; impl = NULL; } void SourceSyntaxFeatures2::TraversalFeaturesImpl(const SentenceMetadata& smeta, const Hypergraph::Edge& edge, const vector& ant_contexts, SparseVector* features, SparseVector* estimated_features, void* context) const { WordID ants[8]; for (unsigned i = 0; i < ant_contexts.size(); ++i) ants[i] = *static_cast(ant_contexts[i]); *static_cast(context) = impl->FireFeatures(*edge.rule_, edge.i_, edge.j_, ants, features); } void SourceSyntaxFeatures2::PrepareForInput(const SentenceMetadata& smeta) { ReadFile f = ReadFile(smeta.GetSGMLValue("src_tree")); string tree; f.ReadAll(tree); impl->InitializeGrids(tree, smeta.GetSourceLength()); }