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author | Chris Dyer <cdyer@cab.ark.cs.cmu.edu> | 2012-10-11 23:13:12 -0400 |
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committer | Chris Dyer <cdyer@cab.ark.cs.cmu.edu> | 2012-10-11 23:13:12 -0400 |
commit | f49ebcba9974a60ec3df2b6c97c7048186a5954d (patch) | |
tree | 0d88a436699817809171159b718c1228aaea6082 /example_extff/ff_example.cc | |
parent | c25a0afc5d50b47fc2ffa388d8e43a7b93f6f266 (diff) |
example external feature function
Diffstat (limited to 'example_extff/ff_example.cc')
-rw-r--r-- | example_extff/ff_example.cc | 56 |
1 files changed, 56 insertions, 0 deletions
diff --git a/example_extff/ff_example.cc b/example_extff/ff_example.cc new file mode 100644 index 00000000..51ebf364 --- /dev/null +++ b/example_extff/ff_example.cc @@ -0,0 +1,56 @@ +#include "ff.h" +#include <iostream> +#include <sstream> + +using namespace std; + +// example of a "stateful" feature made available as an external library +// This feature looks nodes and their daughters and fires an indicator based +// on the arities of the rules involved. +// (X (X a) b (X c)) - this is a 2 arity parent with children of 0 and 0 arity +// so you get MAF_2_0_0=1 +class ParentChildrenArityFeatures : public FeatureFunction { + public: + ParentChildrenArityFeatures(const string& param) : fids(16, vector<int>(256, -1)) { + SetStateSize(1); // number of bytes extra state required by this Feature + } + virtual void FinalTraversalFeatures(const void* context, + SparseVector<double>* features) const { + // Goal always is arity 1, so there's no discriminative value of + // computing a feature + } + protected: + virtual void TraversalFeaturesImpl(const SentenceMetadata& smeta, + const Hypergraph::Edge& edge, + const std::vector<const void*>& ant_contexts, + FeatureVector* features, + FeatureVector* estimated_features, + void* context) const { + unsigned child_arity_code = 0; + for (unsigned j = 0; j < ant_contexts.size(); ++j) { + child_arity_code <<= 4; + child_arity_code |= *reinterpret_cast<const unsigned char*>(ant_contexts[j]); + } + int& fid = fids[edge.Arity()][child_arity_code]; // reference! + if (fid < 0) { + ostringstream feature_string; + feature_string << "MAF_" << edge.Arity(); + for (unsigned j = 0; j < ant_contexts.size(); ++j) + feature_string << '_' << + static_cast<int>(*reinterpret_cast<const unsigned char*>(ant_contexts[j])); + fid = FD::Convert(feature_string.str()); + } + features->set_value(fid, 1.0); + *reinterpret_cast<unsigned char*>(context) = edge.Arity(); // save state + } + private: + mutable vector<vector<int> > fids; +}; + +// IMPORTANT: this function must be implemented by any external FF library +// if your library has multiple features, you can use str to configure things +extern "C" FeatureFunction* create_ff(const string& str) { + return new ParentChildrenArityFeatures(str); +} + + |