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-rw-r--r--rst_parser/arc_ff.cc183
1 files changed, 183 insertions, 0 deletions
diff --git a/rst_parser/arc_ff.cc b/rst_parser/arc_ff.cc
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--- /dev/null
+++ b/rst_parser/arc_ff.cc
@@ -0,0 +1,183 @@
+#include "arc_ff.h"
+
+#include <iostream>
+#include <sstream>
+
+#include "stringlib.h"
+#include "tdict.h"
+#include "fdict.h"
+#include "sentence_metadata.h"
+
+using namespace std;
+
+struct ArcFFImpl {
+ ArcFFImpl() : kROOT("ROOT"), kLEFT_POS("LEFT"), kRIGHT_POS("RIGHT") {}
+ const string kROOT;
+ const string kLEFT_POS;
+ const string kRIGHT_POS;
+ map<WordID, vector<int> > pcs;
+
+ void PrepareForInput(const TaggedSentence& sent) {
+ pcs.clear();
+ for (int i = 0; i < sent.pos.size(); ++i)
+ pcs[sent.pos[i]].resize(1, 0);
+ pcs[sent.pos[0]][0] = 1;
+ for (int i = 1; i < sent.pos.size(); ++i) {
+ const WordID posi = sent.pos[i];
+ for (map<WordID, vector<int> >::iterator j = pcs.begin(); j != pcs.end(); ++j) {
+ const WordID posj = j->first;
+ vector<int>& cs = j->second;
+ cs.push_back(cs.back() + (posj == posi ? 1 : 0));
+ }
+ }
+ }
+
+ template <typename A>
+ static void Fire(SparseVector<weight_t>* v, const A& a) {
+ ostringstream os;
+ os << a;
+ v->set_value(FD::Convert(os.str()), 1);
+ }
+
+ template <typename A, typename B>
+ static void Fire(SparseVector<weight_t>* v, const A& a, const B& b) {
+ ostringstream os;
+ os << a << ':' << b;
+ v->set_value(FD::Convert(os.str()), 1);
+ }
+
+ template <typename A, typename B, typename C>
+ static void Fire(SparseVector<weight_t>* v, const A& a, const B& b, const C& c) {
+ ostringstream os;
+ os << a << ':' << b << '_' << c;
+ v->set_value(FD::Convert(os.str()), 1);
+ }
+
+ template <typename A, typename B, typename C, typename D>
+ static void Fire(SparseVector<weight_t>* v, const A& a, const B& b, const C& c, const D& d) {
+ ostringstream os;
+ os << a << ':' << b << '_' << c << '_' << d;
+ v->set_value(FD::Convert(os.str()), 1);
+ }
+
+ template <typename A, typename B, typename C, typename D, typename E>
+ static void Fire(SparseVector<weight_t>* v, const A& a, const B& b, const C& c, const D& d, const E& e) {
+ ostringstream os;
+ os << a << ':' << b << '_' << c << '_' << d << '_' << e;
+ v->set_value(FD::Convert(os.str()), 1);
+ }
+
+ static void AddConjoin(const SparseVector<double>& v, const string& feat, SparseVector<double>* pf) {
+ for (SparseVector<double>::const_iterator it = v.begin(); it != v.end(); ++it)
+ pf->set_value(FD::Convert(FD::Convert(it->first) + "_" + feat), it->second);
+ }
+
+ static inline string Fixup(const string& str) {
+ string res = LowercaseString(str);
+ if (res.size() < 6) return res;
+ return res.substr(0, 5) + "*";
+ }
+
+ static inline string Suffix(const string& str) {
+ if (str.size() < 4) return ""; else return str.substr(str.size() - 3);
+ }
+
+ void EdgeFeatures(const TaggedSentence& sent,
+ short h,
+ short m,
+ SparseVector<weight_t>* features) const {
+ const bool is_root = (h == -1);
+ const string head_word = (is_root ? kROOT : Fixup(TD::Convert(sent.words[h])));
+ int num_words = sent.words.size();
+ const string& head_pos = (is_root ? kROOT : TD::Convert(sent.pos[h]));
+ const string mod_word = Fixup(TD::Convert(sent.words[m]));
+ const string& mod_pos = TD::Convert(sent.pos[m]);
+ const string& mod_pos_L = (m > 0 ? TD::Convert(sent.pos[m-1]) : kLEFT_POS);
+ const string& mod_pos_R = (m < sent.pos.size() - 1 ? TD::Convert(sent.pos[m]) : kRIGHT_POS);
+ const bool bdir = m < h;
+ const string dir = (bdir ? "MLeft" : "MRight");
+ int v = m - h;
+ if (v < 0) {
+ v= -1 - int(log(-v) / log(1.6));
+ } else {
+ v= int(log(v) / log(1.6)) + 1;
+ }
+ ostringstream os;
+ if (v < 0) os << "LenL" << -v; else os << "LenR" << v;
+ const string lenstr = os.str();
+ Fire(features, dir);
+ Fire(features, lenstr);
+ // dir, lenstr
+ if (is_root) {
+ Fire(features, "wROOT", mod_word);
+ Fire(features, "pROOT", mod_pos);
+ Fire(features, "wpROOT", mod_word, mod_pos);
+ Fire(features, "DROOT", mod_pos, lenstr);
+ Fire(features, "LROOT", mod_pos_L);
+ Fire(features, "RROOT", mod_pos_R);
+ Fire(features, "LROOT", mod_pos_L, mod_pos);
+ Fire(features, "RROOT", mod_pos_R, mod_pos);
+ Fire(features, "LDist", m);
+ Fire(features, "RDist", num_words - m);
+ } else { // not root
+ const string& head_pos_L = (h > 0 ? TD::Convert(sent.pos[h-1]) : kLEFT_POS);
+ const string& head_pos_R = (h < sent.pos.size() - 1 ? TD::Convert(sent.pos[h]) : kRIGHT_POS);
+ SparseVector<double> fv;
+ SparseVector<double>* f = &fv;
+ Fire(f, "H", head_pos);
+ Fire(f, "M", mod_pos);
+ Fire(f, "HM", head_pos, mod_pos);
+
+ // surrounders
+ Fire(f, "posLL", head_pos, mod_pos, head_pos_L, mod_pos_L);
+ Fire(f, "posRR", head_pos, mod_pos, head_pos_R, mod_pos_R);
+ Fire(f, "posLR", head_pos, mod_pos, head_pos_L, mod_pos_R);
+ Fire(f, "posRL", head_pos, mod_pos, head_pos_R, mod_pos_L);
+
+ // between features
+ int left = min(h,m);
+ int right = max(h,m);
+ if (right - left >= 2) {
+ if (bdir) --right; else ++left;
+ for (map<WordID, vector<int> >::const_iterator it = pcs.begin(); it != pcs.end(); ++it) {
+ if (it->second[left] != it->second[right]) {
+ Fire(f, "BT", head_pos, TD::Convert(it->first), mod_pos);
+ }
+ }
+ }
+
+ Fire(f, "wH", head_word);
+ Fire(f, "wM", mod_word);
+ Fire(f, "wpH", head_word, head_pos);
+ Fire(f, "wpM", mod_word, mod_pos);
+ Fire(f, "pHwM", head_pos, mod_word);
+ Fire(f, "wHpM", head_word, mod_pos);
+
+ Fire(f, "wHM", head_word, mod_word);
+ Fire(f, "pHMwH", head_pos, mod_pos, head_word);
+ Fire(f, "pHMwM", head_pos, mod_pos, mod_word);
+ Fire(f, "wHMpH", head_word, mod_word, head_pos);
+ Fire(f, "wHMpM", head_word, mod_word, mod_pos);
+ Fire(f, "wHMpHM", head_word, mod_word, head_pos, mod_pos);
+
+ AddConjoin(fv, dir, features);
+ AddConjoin(fv, lenstr, features);
+ (*features) += fv;
+ }
+ }
+};
+
+ArcFeatureFunctions::ArcFeatureFunctions() : pimpl(new ArcFFImpl) {}
+ArcFeatureFunctions::~ArcFeatureFunctions() { delete pimpl; }
+
+void ArcFeatureFunctions::PrepareForInput(const TaggedSentence& sentence) {
+ pimpl->PrepareForInput(sentence);
+}
+
+void ArcFeatureFunctions::EdgeFeatures(const TaggedSentence& sentence,
+ short h,
+ short m,
+ SparseVector<weight_t>* features) const {
+ pimpl->EdgeFeatures(sentence, h, m, features);
+}
+