From 6ce05aeddfc4e57e943a016e10a3c158a5c449bb Mon Sep 17 00:00:00 2001
From: Chris Dyer <cdyer@cs.cmu.edu>
Date: Sat, 26 Feb 2011 17:21:21 -0500
Subject: chiang, marton, resnik fine reordering features

---
 decoder/cdec_ff.cc  |  1 +
 decoder/ff_spans.cc | 62 +++++++++++++++++++++++++++++++++++++++++++++++++++++
 decoder/ff_spans.h  | 25 +++++++++++++++++++++
 3 files changed, 88 insertions(+)

(limited to 'decoder')

diff --git a/decoder/cdec_ff.cc b/decoder/cdec_ff.cc
index 7bcee6b8..7ec54a5a 100644
--- a/decoder/cdec_ff.cc
+++ b/decoder/cdec_ff.cc
@@ -51,6 +51,7 @@ void register_feature_functions() {
   ff_registry.Register("RandLM", new FFFactory<LanguageModelRandLM>);
 #endif
   ff_registry.Register("SpanFeatures", new FFFactory<SpanFeatures>());
+  ff_registry.Register("CMR2008ReorderingFeatures", new FFFactory<CMR2008ReorderingFeatures>());
   ff_registry.Register("KLanguageModel", new FFFactory<KLanguageModel<lm::ngram::ProbingModel> >());
   ff_registry.Register("KLanguageModel_Sorted", new FFFactory<KLanguageModel<lm::ngram::SortedModel> >());
   ff_registry.Register("KLanguageModel_Trie", new FFFactory<KLanguageModel<lm::ngram::TrieModel> >());
diff --git a/decoder/ff_spans.cc b/decoder/ff_spans.cc
index b473c8a4..1cf72be9 100644
--- a/decoder/ff_spans.cc
+++ b/decoder/ff_spans.cc
@@ -2,6 +2,7 @@
 
 #include <sstream>
 #include <cassert>
+#include <cmath>
 
 #include "filelib.h"
 #include "stringlib.h"
@@ -155,3 +156,64 @@ void SpanFeatures::PrepareForInput(const SentenceMetadata& smeta) {
   } 
 }
 
+inline bool IsArity2RuleReordered(const TRule& rule) {
+  const vector<WordID>& e = rule.e_;
+  for (int i = 0; i < e.size(); ++i) {
+    if (e[i] <= 0) { return e[i] < 0; }
+  }
+  cerr << "IsArity2RuleReordered failed on:\n" << rule.AsString() << endl;
+  abort();
+}
+
+// Chiang, Marton, Resnik 2008 "fine-grained" reordering features
+CMR2008ReorderingFeatures::CMR2008ReorderingFeatures(const std::string& param) :
+    kS(TD::Convert("S") * -1),
+    use_collapsed_features_(false) {
+  if (param.size() > 0) {
+    use_collapsed_features_ = true;
+    assert(!"not implemented"); // TODO
+  } else {
+    unconditioned_fids_.first = FD::Convert("CMRMono");
+    unconditioned_fids_.second = FD::Convert("CMRReorder");
+    fids_.resize(16); fids_[0].first = fids_[0].second = -1;
+    // since I use a log transform, I go a bit higher than David, who bins everything > 10
+    for (int span_size = 1; span_size <= 15; ++span_size) {
+      ostringstream m, r;
+      m << "CMRMono_" << SpanSizeTransform(span_size);
+      fids_[span_size].first = FD::Convert(m.str());
+      r << "CMRReorder_" << SpanSizeTransform(span_size);
+      fids_[span_size].second = FD::Convert(r.str());
+    }
+  }
+}
+
+int CMR2008ReorderingFeatures::SpanSizeTransform(unsigned span_size) {
+  if (!span_size) return 0;
+  return static_cast<int>(log(span_size+1) / log(1.39)) - 1;
+}
+
+void CMR2008ReorderingFeatures::TraversalFeaturesImpl(const SentenceMetadata& smeta,
+                                         const Hypergraph::Edge& edge,
+                                         const vector<const void*>& ant_contexts,
+                                         SparseVector<double>* features,
+                                         SparseVector<double>* estimated_features,
+                                         void* context) const {
+  if (edge.Arity() != 2) return;
+  if (edge.rule_->lhs_ == kS) return;
+  assert(edge.i_ >= 0);
+  assert(edge.j_ > edge.i_);
+  const bool is_reordered = IsArity2RuleReordered(*edge.rule_);
+  const unsigned span_size = edge.j_ - edge.i_;
+  if (use_collapsed_features_) {
+    assert(!"not impl"); // TODO
+  } else {
+    if (is_reordered) {
+      features->set_value(unconditioned_fids_.second, 1.0);
+      features->set_value(fids_[span_size].second, 1.0);
+    } else {
+      features->set_value(unconditioned_fids_.first, 1.0);
+      features->set_value(fids_[span_size].first, 1.0);
+    }
+  }
+}
+
diff --git a/decoder/ff_spans.h b/decoder/ff_spans.h
index b93faec5..9928d70f 100644
--- a/decoder/ff_spans.h
+++ b/decoder/ff_spans.h
@@ -41,4 +41,29 @@ class SpanFeatures : public FeatureFunction {
   WordID oov_;
 };
 
+class CMR2008ReorderingFeatures : public FeatureFunction {
+ public:
+  CMR2008ReorderingFeatures(const std::string& param);
+ protected:
+  virtual void TraversalFeaturesImpl(const SentenceMetadata& smeta,
+                                     const Hypergraph::Edge& edge,
+                                     const std::vector<const void*>& ant_contexts,
+                                     SparseVector<double>* features,
+                                     SparseVector<double>* estimated_features,
+                                     void* context) const;
+ private:
+  static int SpanSizeTransform(unsigned span_size);
+
+  const int kS;
+  std::pair<int, int> unconditioned_fids_;  // first = monotone
+                                            // second = inverse
+  std::vector<std::pair<int, int> > fids_;  // index=(j-i)
+
+  // collapsed feature values
+  bool use_collapsed_features_;
+  int fid_reorder_;
+  std::pair<double, double> uncoditioned_vals_;
+  std::vector<std::pair<double, double> > fvals_;
+};
+
 #endif
-- 
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