diff options
| -rw-r--r-- | decoder/ff_ngrams.cc | 85 | ||||
| -rw-r--r-- | decoder/ff_ngrams.h | 2 | ||||
| -rw-r--r-- | minrisk/minrisk_optimize.cc | 67 | ||||
| -rw-r--r-- | python/cdec/__init__.py | 1 | ||||
| -rw-r--r-- | python/cdec/score.py | 1 | ||||
| -rw-r--r-- | python/setup.py | 7 | ||||
| -rw-r--r-- | python/src/_cdec.cpp | 6518 | ||||
| -rw-r--r-- | python/src/_cdec.pyx | 4 | ||||
| -rw-r--r-- | python/src/hypergraph.pxi | 59 | ||||
| -rw-r--r-- | python/src/kbest.pxd | 2 | ||||
| -rw-r--r-- | python/src/mteval.pxd | 47 | ||||
| -rw-r--r-- | python/src/mteval.pxi | 141 | ||||
| -rw-r--r-- | python/src/utils.pxd | 10 | ||||
| -rw-r--r-- | python/src/vectors.pxi | 75 | ||||
| -rw-r--r-- | python/test.py | 7 | ||||
| -rw-r--r-- | training/Makefile.am | 1 | ||||
| -rw-r--r-- | training/candidate_set.cc | 9 | ||||
| -rw-r--r-- | training/entropy.cc | 41 | ||||
| -rw-r--r-- | training/entropy.h | 22 | ||||
| -rw-r--r-- | utils/fdict.h | 2 |
20 files changed, 6085 insertions, 1016 deletions
diff --git a/decoder/ff_ngrams.cc b/decoder/ff_ngrams.cc index d6d79f5e..9c13fdbb 100644 --- a/decoder/ff_ngrams.cc +++ b/decoder/ff_ngrams.cc @@ -48,6 +48,9 @@ struct State { namespace { string Escape(const string& x) { + if (x.find('=') == string::npos && x.find(';') == string::npos) { + return x; + } string y = x; for (int i = 0; i < y.size(); ++i) { if (y[i] == '=') y[i]='_'; @@ -57,10 +60,17 @@ namespace { } } -static bool ParseArgs(string const& in, bool* explicit_markers, unsigned* order) { +static bool ParseArgs(string const& in, bool* explicit_markers, unsigned* order, vector<string>& prefixes, string& target_separator) { vector<string> const& argv=SplitOnWhitespace(in); *explicit_markers = false; *order = 3; + prefixes.push_back("NOT-USED"); + prefixes.push_back("U:"); // default unigram prefix + prefixes.push_back("B:"); // default bigram prefix + prefixes.push_back("T:"); // ...etc + prefixes.push_back("4:"); // ...etc + prefixes.push_back("5:"); // max allowed! + target_separator = "_"; #define LMSPEC_NEXTARG if (i==argv.end()) { \ cerr << "Missing argument for "<<*last<<". "; goto usage; \ } else { ++i; } @@ -73,6 +83,30 @@ static bool ParseArgs(string const& in, bool* explicit_markers, unsigned* order) case 'x': *explicit_markers = true; break; + case 'U': + LMSPEC_NEXTARG; + prefixes[1] = *i; + break; + case 'B': + LMSPEC_NEXTARG; + prefixes[2] = *i; + break; + case 'T': + LMSPEC_NEXTARG; + prefixes[3] = *i; + break; + case '4': + LMSPEC_NEXTARG; + prefixes[4] = *i; + break; + case '5': + LMSPEC_NEXTARG; + prefixes[5] = *i; + break; + case 'S': + LMSPEC_NEXTARG; + target_separator = *i; + break; case 'o': LMSPEC_NEXTARG; *order=atoi((*i).c_str()); break; @@ -86,7 +120,29 @@ static bool ParseArgs(string const& in, bool* explicit_markers, unsigned* order) } return true; usage: - cerr << "NgramFeatures is incorrect!\n"; + cerr << "Wrong parameters for NgramFeatures.\n\n" + + << "NgramFeatures Usage: \n" + << " feature_function=NgramFeatures filename.lm [-x] [-o <order>] \n" + << " [-U <unigram-prefix>] [-B <bigram-prefix>][-T <trigram-prefix>]\n" + << " [-4 <4-gram-prefix>] [-5 <5-gram-prefix>] [-S <separator>]\n\n" + + << "Defaults: \n" + << " <order> = 3\n" + << " <unigram-prefix> = U:\n" + << " <bigram-prefix> = B:\n" + << " <trigram-prefix> = T:\n" + << " <4-gram-prefix> = 4:\n" + << " <5-gram-prefix> = 5:\n" + << " <separator> = _\n" + << " -x (i.e. explicit sos/eos markers) is turned off\n\n" + + << "Example configuration: \n" + << " feature_function=NgramFeatures -o 3 -T tri: -S |\n\n" + + << "Example feature instantiation: \n" + << " tri:a|b|c \n\n"; + return false; } @@ -158,16 +214,12 @@ class NgramDetectorImpl { int& fid = ft->fids[curword]; ++n; if (!fid) { - const char* code="_UBT456789"; // prefix code (unigram, bigram, etc.) ostringstream os; - os << code[n] << ':'; + os << prefixes_[n]; for (int i = n-1; i >= 0; --i) { - os << (i != n-1 ? "_" : ""); + os << (i != n-1 ? target_separator_ : ""); const string& tok = TD::Convert(buf[i]); - if (tok.find('=') == string::npos) - os << tok; - else - os << Escape(tok); + os << Escape(tok); } fid = FD::Convert(os.str()); } @@ -297,7 +349,8 @@ class NgramDetectorImpl { } public: - explicit NgramDetectorImpl(bool explicit_markers, unsigned order) : + explicit NgramDetectorImpl(bool explicit_markers, unsigned order, + vector<string>& prefixes, string& target_separator) : kCDEC_UNK(TD::Convert("<unk>")) , add_sos_eos_(!explicit_markers) { order_ = order; @@ -305,6 +358,8 @@ class NgramDetectorImpl { unscored_size_offset_ = (order_ - 1) * sizeof(WordID); is_complete_offset_ = unscored_size_offset_ + 1; unscored_words_offset_ = is_complete_offset_ + 1; + prefixes_ = prefixes; + target_separator_ = target_separator; // special handling of beginning / ending sentence markers dummy_state_ = new char[state_size_]; @@ -340,6 +395,8 @@ class NgramDetectorImpl { char* dummy_state_; vector<const void*> dummy_ants_; TRulePtr dummy_rule_; + vector<string> prefixes_; + string target_separator_; struct FidTree { map<WordID, int> fids; map<WordID, FidTree> levels; @@ -348,11 +405,13 @@ class NgramDetectorImpl { }; NgramDetector::NgramDetector(const string& param) { - string filename, mapfile, featname; + string filename, mapfile, featname, target_separator; + vector<string> prefixes; bool explicit_markers = false; unsigned order = 3; - ParseArgs(param, &explicit_markers, &order); - pimpl_ = new NgramDetectorImpl(explicit_markers, order); + ParseArgs(param, &explicit_markers, &order, prefixes, target_separator); + pimpl_ = new NgramDetectorImpl(explicit_markers, order, prefixes, + target_separator); SetStateSize(pimpl_->ReserveStateSize()); } diff --git a/decoder/ff_ngrams.h b/decoder/ff_ngrams.h index 82f61b33..064dbb49 100644 --- a/decoder/ff_ngrams.h +++ b/decoder/ff_ngrams.h @@ -10,7 +10,7 @@ struct NgramDetectorImpl; class NgramDetector : public FeatureFunction { public: - // param = "filename.lm [-o n]" + // param = "filename.lm [-o <order>] [-U <unigram-prefix>] [-B <bigram-prefix>] [-T <trigram-prefix>] [-4 <4-gram-prefix>] [-5 <5-gram-prefix>] [-S <separator>] NgramDetector(const std::string& param); ~NgramDetector(); virtual void FinalTraversalFeatures(const void* context, diff --git a/minrisk/minrisk_optimize.cc b/minrisk/minrisk_optimize.cc index 6e651994..da8b5260 100644 --- a/minrisk/minrisk_optimize.cc +++ b/minrisk/minrisk_optimize.cc @@ -17,6 +17,7 @@ #include "ns_docscorer.h" #include "candidate_set.h" #include "risk.h" +#include "entropy.h" using namespace std; namespace po = boost::program_options; @@ -28,6 +29,9 @@ void InitCommandLine(int argc, char** argv, po::variables_map* conf) { ("weights,w",po::value<string>(), "[REQD] Weights files from current iterations") ("input,i",po::value<string>()->default_value("-"), "Input file to map (- is STDIN)") ("evaluation_metric,m",po::value<string>()->default_value("IBM_BLEU"), "Evaluation metric (ibm_bleu, koehn_bleu, nist_bleu, ter, meteor, etc.)") + ("temperature,T",po::value<double>()->default_value(0.0), "Temperature parameter for objective (>0 increases the entropy)") + ("l1_strength,C",po::value<double>()->default_value(0.0), "L1 regularization strength") + ("memory_buffers,M",po::value<unsigned>()->default_value(20), "Memory buffers used in LBFGS") ("kbest_repository,R",po::value<string>(), "Accumulate k-best lists from previous iterations (parameter is path to repository)") ("kbest_size,k",po::value<unsigned>()->default_value(500u), "Top k-hypotheses to extract") ("help,h", "Help"); @@ -52,36 +56,80 @@ void InitCommandLine(int argc, char** argv, po::variables_map* conf) { EvaluationMetric* metric = NULL; struct RiskObjective { - explicit RiskObjective(const vector<training::CandidateSet>& tr) : training(tr) {} + explicit RiskObjective(const vector<training::CandidateSet>& tr, const double temp) : training(tr), T(temp) {} double operator()(const vector<double>& x, double* g) const { fill(g, g + x.size(), 0.0); double obj = 0; + double h = 0; for (unsigned i = 0; i < training.size(); ++i) { training::CandidateSetRisk risk(training[i], *metric); - SparseVector<double> tg; + training::CandidateSetEntropy entropy(training[i]); + SparseVector<double> tg, hg; double r = risk(x, &tg); + double hh = entropy(x, &hg); + h += hh; obj += r; for (SparseVector<double>::iterator it = tg.begin(); it != tg.end(); ++it) g[it->first] += it->second; + if (T) { + for (SparseVector<double>::iterator it = hg.begin(); it != hg.end(); ++it) + g[it->first] += T * it->second; + } } - cerr << (1-(obj / training.size())) << endl; - return obj; + cerr << (1-(obj / training.size())) << " H=" << h << endl; + return obj - T * h; } const vector<training::CandidateSet>& training; + const double T; // temperature for entropy regularization }; double LearnParameters(const vector<training::CandidateSet>& training, + const double temp, // > 0 increases the entropy, < 0 decreases the entropy const double C1, const unsigned memory_buffers, vector<weight_t>* px) { - RiskObjective obj(training); + RiskObjective obj(training, temp); LBFGS<RiskObjective> lbfgs(px, obj, memory_buffers, C1); lbfgs.MinimizeFunction(); return 0; } -// runs lines 4--15 of rampion algorithm +#if 0 +struct FooLoss { + double operator()(const vector<double>& x, double* g) const { + fill(g, g + x.size(), 0.0); + training::CandidateSet cs; + training::CandidateSetEntropy cse(cs); + cs.cs.resize(3); + cs.cs[0].fmap.set_value(FD::Convert("F1"), -1.0); + cs.cs[1].fmap.set_value(FD::Convert("F2"), 1.0); + cs.cs[2].fmap.set_value(FD::Convert("F1"), 2.0); + cs.cs[2].fmap.set_value(FD::Convert("F2"), 0.5); + SparseVector<double> xx; + double h = cse(x, &xx); + cerr << cse(x, &xx) << endl; cerr << "G: " << xx << endl; + for (SparseVector<double>::iterator i = xx.begin(); i != xx.end(); ++i) + g[i->first] += i->second; + return -h; + } +}; +#endif + int main(int argc, char** argv) { +#if 0 + training::CandidateSet cs; + training::CandidateSetEntropy cse(cs); + cs.cs.resize(3); + cs.cs[0].fmap.set_value(FD::Convert("F1"), -1.0); + cs.cs[1].fmap.set_value(FD::Convert("F2"), 1.0); + cs.cs[2].fmap.set_value(FD::Convert("F1"), 2.0); + cs.cs[2].fmap.set_value(FD::Convert("F2"), 0.5); + FooLoss foo; + vector<double> ww(FD::NumFeats()); ww[FD::Convert("F1")] = 1.0; + LBFGS<FooLoss> lbfgs(&ww, foo, 100, 0.0); + lbfgs.MinimizeFunction(); + return 1; +#endif po::variables_map conf; InitCommandLine(argc, argv, &conf); const string evaluation_metric = conf["evaluation_metric"].as<string>(); @@ -89,8 +137,6 @@ int main(int argc, char** argv) { metric = EvaluationMetric::Instance(evaluation_metric); DocumentScorer ds(metric, conf["reference"].as<vector<string> >()); cerr << "Loaded " << ds.size() << " references for scoring with " << evaluation_metric << endl; - double goodsign = -1; - double badsign = -goodsign; Hypergraph hg; string last_file; @@ -141,7 +187,10 @@ int main(int argc, char** argv) { cerr << "\nHypergraphs loaded.\n"; weights.resize(FD::NumFeats()); - LearnParameters(kis, 0.0, 100, &weights); + double c1 = conf["l1_strength"].as<double>(); + double temp = conf["temperature"].as<double>(); + unsigned m = conf["memory_buffers"].as<unsigned>(); + LearnParameters(kis, temp, c1, m, &weights); Weights::WriteToFile("-", weights); return 0; } diff --git a/python/cdec/__init__.py b/python/cdec/__init__.py index eda81194..0d7b8782 100644 --- a/python/cdec/__init__.py +++ b/python/cdec/__init__.py @@ -1 +1,2 @@ from _cdec import Decoder, Lattice +import score diff --git a/python/cdec/score.py b/python/cdec/score.py new file mode 100644 index 00000000..c107446f --- /dev/null +++ b/python/cdec/score.py @@ -0,0 +1 @@ +from _cdec import BLEU, TER diff --git a/python/setup.py b/python/setup.py index 49a1ec8f..cc8b289d 100644 --- a/python/setup.py +++ b/python/setup.py @@ -3,8 +3,8 @@ from distutils.extension import Extension from Cython.Distutils import build_ext import os -INC = ['..', 'src/', '../decoder', '../utils'] -LIB = ['../decoder', '../utils', '../mteval', '../klm/lm', '../klm/util'] +INC = ['..', 'src/', '../decoder', '../utils', '../mteval'] +LIB = ['../decoder', '../utils', '../mteval', '../training', '../klm/lm', '../klm/util'] BOOST_ROOT = os.getenv('BOOST_ROOT') if BOOST_ROOT: @@ -18,7 +18,8 @@ ext_modules = [ include_dirs=INC, library_dirs=LIB, libraries=['boost_program_options-mt', 'z', - 'cdec', 'utils', 'mteval', 'klm', 'klm_util']) + 'cdec', 'utils', 'mteval', 'training', 'klm', 'klm_util'], + extra_compile_args=['-DHAVE_CONFIG_H']), ] setup( diff --git a/python/src/_cdec.cpp b/python/src/_cdec.cpp index 0b9b9911..bc522b32 100644 --- a/python/src/_cdec.cpp +++ b/python/src/_cdec.cpp @@ -1,4 +1,4 @@ -/* Generated by Cython 0.16 on Sat Jun 23 11:57:21 2012 */ +/* Generated by Cython 0.16 on Mon Jul 2 17:01:11 2012 */ #define PY_SSIZE_T_CLEAN #include "Python.h" @@ -279,11 +279,12 @@ #include "utils/wordid.h" #include "utils/small_vector.h" #include "utils/sparse_vector.h" -#include "utils/tdict.cc" +#include "utils/tdict.h" #include "utils/verbose.h" #include "utils/fdict.h" #include "utils/filelib.h" #include "utils/sampler.h" +#include <boost/shared_ptr.hpp> #include "decoder/lattice.h" #include "decoder/hg.h" #include "decoder/viterbi.h" @@ -295,6 +296,8 @@ #include "decoder/decoder.h" #include "observer.h" #include "decoder/kbest.h" +#include "mteval/ns.h" +#include "training/candidate_set.h" #ifdef _OPENMP #include <omp.h> #endif /* _OPENMP */ @@ -381,50 +384,94 @@ static const char *__pyx_f[] = { "vectors.pxi", "hypergraph.pxi", "lattice.pxi", + "mteval.pxi", }; /*--- Type declarations ---*/ -struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample; +struct __pyx_obj_5_cdec_Scorer; +struct __pyx_obj_5_cdec_CandidateSet; +struct __pyx_obj_5_cdec_SufficientStats; struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__; +struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features; struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree; struct __pyx_obj_5_cdec_Decoder; +struct __pyx_obj_5_cdec_SegmentEvaluator; struct __pyx_obj_5_cdec_SparseVector; struct __pyx_obj_5_cdec_Hypergraph; struct __pyx_obj_5_cdec_Lattice; -struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__; struct __pyx_obj_5_cdec___pyx_scope_struct____iter__; struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest; +struct __pyx_obj_5_cdec_Candidate; +struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample; struct __pyx_obj_5_cdec_DenseVector; +struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__; +struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__; +struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__; +struct __pyx_opt_args_5_cdec_as_str; -/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":56 - * del derivations +/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":3 + * cimport mteval + * + * cdef char* as_str(sentence, error_msg='Cannot convert type %s to str'): # <<<<<<<<<<<<<< + * cdef bytes ret + * if isinstance(sentence, unicode): + */ +struct __pyx_opt_args_5_cdec_as_str { + int __pyx_n; + PyObject *error_msg; +}; + +/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":109 + * return CandidateSet(self) + * + * cdef class Scorer: # <<<<<<<<<<<<<< + * cdef string* name * - * def sample(self, unsigned n): # <<<<<<<<<<<<<< - * cdef vector[hypergraph.Hypothesis]* hypos = new vector[hypergraph.Hypothesis]() - * if self.rng == NULL: */ -struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample { +struct __pyx_obj_5_cdec_Scorer { PyObject_HEAD - std::vector<HypergraphSampler::Hypothesis> *__pyx_v_hypos; - unsigned int __pyx_v_k; - unsigned int __pyx_v_n; - struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self; - PyObject *__pyx_v_sentence; - size_t __pyx_t_0; - unsigned int __pyx_t_1; + std::string *name; +}; + + +/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":59 + * return result + * + * cdef class CandidateSet: # <<<<<<<<<<<<<< + * cdef shared_ptr[mteval.SegmentEvaluator]* scorer + * cdef mteval.EvaluationMetric* metric + */ +struct __pyx_obj_5_cdec_CandidateSet { + PyObject_HEAD + boost::shared_ptr<SegmentEvaluator> *scorer; + EvaluationMetric *metric; + training::CandidateSet *cs; +}; + + +/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":27 + * return fmap + * + * cdef class SufficientStats: # <<<<<<<<<<<<<< + * cdef mteval.SufficientStats* stats + * cdef mteval.EvaluationMetric* metric + */ +struct __pyx_obj_5_cdec_SufficientStats { + PyObject_HEAD + SufficientStats *stats; + EvaluationMetric *metric; }; -/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":43 +/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":55 * self.vector.set_value(fid, value) * * def __iter__(self): # <<<<<<<<<<<<<< * cdef FastSparseVector[weight_t].const_iterator* it = new FastSparseVector[weight_t].const_iterator(self.vector[0], False) - * cdef str fname + * try: */ struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ { PyObject_HEAD - PyObject *__pyx_v_fname; size_t __pyx_v_i; FastSparseVector<weight_t>::const_iterator *__pyx_v_it; struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self; @@ -433,8 +480,28 @@ struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ { }; -/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":44 - * del derivations +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":60 + * del derivations + * + * def kbest_features(self, size): # <<<<<<<<<<<<<< + * cdef kb.KBestDerivations[FastSparseVector[weight_t], kb.FeatureVectorTraversal]* derivations = new kb.KBestDerivations[FastSparseVector[weight_t], kb.FeatureVectorTraversal](self.hg[0], size) + * cdef kb.KBestDerivations[FastSparseVector[weight_t], kb.FeatureVectorTraversal].Derivation* derivation + */ +struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features { + PyObject_HEAD + KBest::KBestDerivations<FastSparseVector<weight_t>,FeatureVectorTraversal>::Derivation *__pyx_v_derivation; + KBest::KBestDerivations<FastSparseVector<weight_t>,FeatureVectorTraversal> *__pyx_v_derivations; + struct __pyx_obj_5_cdec_SparseVector *__pyx_v_fmap; + unsigned int __pyx_v_k; + struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self; + PyObject *__pyx_v_size; + unsigned int __pyx_t_0; + long __pyx_t_1; +}; + + +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":46 + * del derivations * * def kbest_tree(self, size): # <<<<<<<<<<<<<< * cdef kb.KBestDerivations[vector[WordID], kb.ETreeTraversal]* derivations = new kb.KBestDerivations[vector[WordID], kb.ETreeTraversal](self.hg[0], size) @@ -454,7 +521,7 @@ struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree { /* "_cdec.pyx":15 - * pass + * class ParseFailed(Exception): pass * * cdef class Decoder: # <<<<<<<<<<<<<< * cdef decoder.Decoder* dec @@ -467,7 +534,21 @@ struct __pyx_obj_5_cdec_Decoder { }; -/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":32 +/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":90 + * self.cs.AddKBestCandidates(hypergraph.hg[0], k, self.scorer.get()) + * + * cdef class SegmentEvaluator: # <<<<<<<<<<<<<< + * cdef shared_ptr[mteval.SegmentEvaluator]* scorer + * cdef mteval.EvaluationMetric* metric + */ +struct __pyx_obj_5_cdec_SegmentEvaluator { + PyObject_HEAD + boost::shared_ptr<SegmentEvaluator> *scorer; + EvaluationMetric *metric; +}; + + +/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":36 * return sparse * * cdef class SparseVector: # <<<<<<<<<<<<<< @@ -507,23 +588,7 @@ struct __pyx_obj_5_cdec_Lattice { }; -/* "/Users/vchahun/Sandbox/cdec/python/src/lattice.pxi":50 - * return hypergraph.AsPLF(self.lattice[0], True).c_str() - * - * def __iter__(self): # <<<<<<<<<<<<<< - * cdef unsigned i - * for i in range(len(self)): - */ -struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ { - PyObject_HEAD - unsigned int __pyx_v_i; - struct __pyx_obj_5_cdec_Lattice *__pyx_v_self; - Py_ssize_t __pyx_t_0; - unsigned int __pyx_t_1; -}; - - -/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":18 +/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":22 * self.vector[0][fid] = value * * def __iter__(self): # <<<<<<<<<<<<<< @@ -559,11 +624,44 @@ struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest { }; +/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":13 + * return ret + * + * cdef class Candidate: # <<<<<<<<<<<<<< + * cdef mteval.Candidate* candidate + * cdef public float score + */ +struct __pyx_obj_5_cdec_Candidate { + PyObject_HEAD + const training::Candidate *candidate; + float score; +}; + + +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":75 + * del derivations + * + * def sample(self, unsigned n): # <<<<<<<<<<<<<< + * cdef vector[hypergraph.Hypothesis]* hypos = new vector[hypergraph.Hypothesis]() + * if self.rng == NULL: + */ +struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample { + PyObject_HEAD + std::vector<HypergraphSampler::Hypothesis> *__pyx_v_hypos; + unsigned int __pyx_v_k; + unsigned int __pyx_v_n; + struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self; + PyObject *__pyx_v_sentence; + size_t __pyx_t_0; + unsigned int __pyx_t_1; +}; + + /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":3 * from cython.operator cimport preincrement as pinc * * cdef class DenseVector: # <<<<<<<<<<<<<< - * cdef vector[weight_t]* vector + * cdef vector[weight_t]* vector # Not owned by DenseVector * */ struct __pyx_obj_5_cdec_DenseVector { @@ -571,6 +669,55 @@ struct __pyx_obj_5_cdec_DenseVector { std::vector<weight_t> *vector; }; + +/* "/Users/vchahun/Sandbox/cdec/python/src/lattice.pxi":50 + * return hypergraph.AsPLF(self.lattice[0], True).c_str() + * + * def __iter__(self): # <<<<<<<<<<<<<< + * cdef unsigned i + * for i in range(len(self)): + */ +struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__ { + PyObject_HEAD + unsigned int __pyx_v_i; + struct __pyx_obj_5_cdec_Lattice *__pyx_v_self; + Py_ssize_t __pyx_t_0; + unsigned int __pyx_t_1; +}; + + +/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":82 + * return candidate + * + * def __iter__(self): # <<<<<<<<<<<<<< + * cdef unsigned i + * for i in range(len(self)): + */ +struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__ { + PyObject_HEAD + unsigned int __pyx_v_i; + struct __pyx_obj_5_cdec_CandidateSet *__pyx_v_self; + Py_ssize_t __pyx_t_0; + unsigned int __pyx_t_1; +}; + + +/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":45 + * return self.stats.size() + * + * def __iter__(self): # <<<<<<<<<<<<<< + * for i in range(len(self)): + * yield self.stats[0][i] + */ +struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__ { + PyObject_HEAD + PyObject *__pyx_v_i; + struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_self; + Py_ssize_t __pyx_t_0; + PyObject *__pyx_t_1; + PyObject *(*__pyx_t_2)(PyObject *); +}; + #ifndef CYTHON_REFNANNY #define CYTHON_REFNANNY 0 #endif @@ -635,6 +782,8 @@ static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed, const char *name, int exact); /*proto*/ +static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type); /*proto*/ + static void __Pyx_RaiseDoubleKeywordsError(const char* func_name, PyObject* kw_name); /*proto*/ static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[], \ @@ -736,8 +885,6 @@ static double __Pyx__PyObject_AsDouble(PyObject* obj); /* proto */ static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb); /*proto*/ -static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type); /*proto*/ - static CYTHON_INLINE void __Pyx_ExceptionSave(PyObject **type, PyObject **value, PyObject **tb); /*proto*/ static void __Pyx_ExceptionReset(PyObject *type, PyObject *value, PyObject *tb); /*proto*/ @@ -801,6 +948,9 @@ static __pyx_GeneratorObject *__Pyx_Generator_New(__pyx_generator_body_t body, PyObject *closure); static int __pyx_Generator_init(void); +static void __Pyx_WriteUnraisable(const char *name, int clineno, + int lineno, const char *filename); /*proto*/ + static int __Pyx_check_binary_version(void); typedef struct { @@ -841,18 +991,29 @@ static int __Pyx_InitStrings(__Pyx_StringTabEntry *t); /*proto*/ /* Module declarations from 'kbest' */ +/* Module declarations from 'mteval' */ + /* Module declarations from '_cdec' */ static PyTypeObject *__pyx_ptype_5_cdec_DenseVector = 0; static PyTypeObject *__pyx_ptype_5_cdec_SparseVector = 0; static PyTypeObject *__pyx_ptype_5_cdec_Hypergraph = 0; static PyTypeObject *__pyx_ptype_5_cdec_Lattice = 0; +static PyTypeObject *__pyx_ptype_5_cdec_Candidate = 0; +static PyTypeObject *__pyx_ptype_5_cdec_SufficientStats = 0; +static PyTypeObject *__pyx_ptype_5_cdec_CandidateSet = 0; +static PyTypeObject *__pyx_ptype_5_cdec_SegmentEvaluator = 0; +static PyTypeObject *__pyx_ptype_5_cdec_Scorer = 0; static PyTypeObject *__pyx_ptype_5_cdec_Decoder = 0; static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct____iter__ = 0; static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_1___iter__ = 0; static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_2_kbest = 0; static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_3_kbest_tree = 0; -static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_4_sample = 0; -static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_5___iter__ = 0; +static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_4_kbest_features = 0; +static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_5_sample = 0; +static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_6___iter__ = 0; +static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_7___iter__ = 0; +static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_8___iter__ = 0; +static char *__pyx_f_5_cdec_as_str(PyObject *, struct __pyx_opt_args_5_cdec_as_str *__pyx_optional_args); /*proto*/ #define __Pyx_MODULE_NAME "_cdec" int __pyx_module_is_main__cdec = 0; @@ -860,34 +1021,39 @@ int __pyx_module_is_main__cdec = 0; static PyObject *__pyx_builtin_Exception; static PyObject *__pyx_builtin_KeyError; static PyObject *__pyx_builtin_range; -static PyObject *__pyx_builtin_ValueError; +static PyObject *__pyx_builtin_TypeError; static PyObject *__pyx_builtin_NotImplemented; static PyObject *__pyx_builtin_eval; static PyObject *__pyx_builtin_enumerate; -static PyObject *__pyx_builtin_TypeError; static PyObject *__pyx_builtin_IndexError; static PyObject *__pyx_builtin_open; -static PyObject *__pyx_pf_5_cdec_11DenseVector___getitem__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self, char *__pyx_v_fname); /* proto */ -static int __pyx_pf_5_cdec_11DenseVector_2__setitem__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self, char *__pyx_v_fname, float __pyx_v_value); /* proto */ -static PyObject *__pyx_pf_5_cdec_11DenseVector_4__iter__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self); /* proto */ -static PyObject *__pyx_pf_5_cdec_11DenseVector_7dot(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other); /* proto */ -static PyObject *__pyx_pf_5_cdec_11DenseVector_9tosparse(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self); /* proto */ -static PyObject *__pyx_pf_5_cdec_12SparseVector___getitem__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, char *__pyx_v_fname); /* proto */ -static int __pyx_pf_5_cdec_12SparseVector_2__setitem__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, char *__pyx_v_fname, float __pyx_v_value); /* proto */ -static PyObject *__pyx_pf_5_cdec_12SparseVector_4__iter__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self); /* proto */ -static PyObject *__pyx_pf_5_cdec_12SparseVector_7dot(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, PyObject *__pyx_v_other); /* proto */ -static PyObject *__pyx_pf_5_cdec_12SparseVector_9todense(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self); /* proto */ -static PyObject *__pyx_pf_5_cdec_12SparseVector_11__richcmp__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other, int __pyx_v_op); /* proto */ -static Py_ssize_t __pyx_pf_5_cdec_12SparseVector_13__len__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self); /* proto */ -static int __pyx_pf_5_cdec_12SparseVector_15__contains__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, char *__pyx_v_fname); /* proto */ -static PyObject *__pyx_pf_5_cdec_12SparseVector_17__iadd__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other); /* proto */ -static PyObject *__pyx_pf_5_cdec_12SparseVector_19__isub__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other); /* proto */ -static PyObject *__pyx_pf_5_cdec_12SparseVector_21__imul__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, float __pyx_v_scalar); /* proto */ +static Py_ssize_t __pyx_pf_5_cdec_11DenseVector___len__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_11DenseVector_2__getitem__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self, char *__pyx_v_fname); /* proto */ +static int __pyx_pf_5_cdec_11DenseVector_4__setitem__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self, char *__pyx_v_fname, float __pyx_v_value); /* proto */ +static PyObject *__pyx_pf_5_cdec_11DenseVector_6__iter__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_11DenseVector_9dot(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other); /* proto */ +static PyObject *__pyx_pf_5_cdec_11DenseVector_11tosparse(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self); /* proto */ +static void __pyx_pf_5_cdec_12SparseVector___dealloc__(CYTHON_UNUSED struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_2copy(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_4__getitem__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, char *__pyx_v_fname); /* proto */ +static int __pyx_pf_5_cdec_12SparseVector_6__setitem__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, char *__pyx_v_fname, float __pyx_v_value); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_8__iter__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_11dot(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, PyObject *__pyx_v_other); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_13__richcmp__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_x, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_y, int __pyx_v_op); /* proto */ +static Py_ssize_t __pyx_pf_5_cdec_12SparseVector_15__len__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self); /* proto */ +static int __pyx_pf_5_cdec_12SparseVector_17__contains__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, char *__pyx_v_fname); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_19__iadd__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_21__isub__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_23__imul__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, float __pyx_v_scalar); /* proto */ +#if PY_MAJOR_VERSION < 3 +static PyObject *__pyx_pf_5_cdec_12SparseVector_25__idiv__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, float __pyx_v_scalar); /* proto */ +#endif +static PyObject *__pyx_pf_5_cdec_12SparseVector_27__add__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_x, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_y); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_29__sub__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_x, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_y); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_31__mul__(PyObject *__pyx_v_x, PyObject *__pyx_v_y); /* proto */ #if PY_MAJOR_VERSION < 3 -static PyObject *__pyx_pf_5_cdec_12SparseVector_23__idiv__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, float __pyx_v_scalar); /* proto */ +static PyObject *__pyx_pf_5_cdec_12SparseVector_33__div__(PyObject *__pyx_v_x, PyObject *__pyx_v_y); /* proto */ #endif -static PyObject *__pyx_pf_5_cdec_12SparseVector_25__add__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other); /* proto */ -static PyObject *__pyx_pf_5_cdec_12SparseVector_27__sub__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other); /* proto */ static void __pyx_pf_5_cdec_10Hypergraph___dealloc__(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self); /* proto */ static PyObject *__pyx_pf_5_cdec_10Hypergraph_2viterbi(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self); /* proto */ static PyObject *__pyx_pf_5_cdec_10Hypergraph_4viterbi_tree(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self); /* proto */ @@ -895,11 +1061,12 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_6viterbi_source_tree(struct __pyx_ static PyObject *__pyx_pf_5_cdec_10Hypergraph_8viterbi_features(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self); /* proto */ static PyObject *__pyx_pf_5_cdec_10Hypergraph_10kbest(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_size); /* proto */ static PyObject *__pyx_pf_5_cdec_10Hypergraph_13kbest_tree(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_size); /* proto */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_16sample(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, unsigned int __pyx_v_n); /* proto */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_19intersect(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, struct __pyx_obj_5_cdec_Lattice *__pyx_v_lat); /* proto */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_21prune(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_beam_alpha, PyObject *__pyx_v_density, PyObject *__pyx_v_kwargs); /* proto */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_23lattice(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self); /* proto */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_25reweight(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_weights); /* proto */ +static PyObject *__pyx_pf_5_cdec_10Hypergraph_16kbest_features(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_size); /* proto */ +static PyObject *__pyx_pf_5_cdec_10Hypergraph_19sample(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, unsigned int __pyx_v_n); /* proto */ +static PyObject *__pyx_pf_5_cdec_10Hypergraph_22intersect(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, struct __pyx_obj_5_cdec_Lattice *__pyx_v_lat); /* proto */ +static PyObject *__pyx_pf_5_cdec_10Hypergraph_24prune(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_beam_alpha, PyObject *__pyx_v_density, PyObject *__pyx_v_kwargs); /* proto */ +static PyObject *__pyx_pf_5_cdec_10Hypergraph_26lattice(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_10Hypergraph_28reweight(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_weights); /* proto */ static int __pyx_pf_5_cdec_7Lattice___init__(struct __pyx_obj_5_cdec_Lattice *__pyx_v_self, PyObject *__pyx_v_inp); /* proto */ static PyObject *__pyx_pf_5_cdec_7Lattice_2__getitem__(struct __pyx_obj_5_cdec_Lattice *__pyx_v_self, int __pyx_v_index); /* proto */ static int __pyx_pf_5_cdec_7Lattice_4__setitem__(struct __pyx_obj_5_cdec_Lattice *__pyx_v_self, int __pyx_v_index, PyObject *__pyx_v_arcs); /* proto */ @@ -907,6 +1074,30 @@ static Py_ssize_t __pyx_pf_5_cdec_7Lattice_6__len__(struct __pyx_obj_5_cdec_Latt static PyObject *__pyx_pf_5_cdec_7Lattice_8__str__(struct __pyx_obj_5_cdec_Lattice *__pyx_v_self); /* proto */ static PyObject *__pyx_pf_5_cdec_7Lattice_10__iter__(struct __pyx_obj_5_cdec_Lattice *__pyx_v_self); /* proto */ static void __pyx_pf_5_cdec_7Lattice_13__dealloc__(CYTHON_UNUSED struct __pyx_obj_5_cdec_Lattice *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_9Candidate_5words___get__(struct __pyx_obj_5_cdec_Candidate *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_9Candidate_4fmap___get__(struct __pyx_obj_5_cdec_Candidate *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_9Candidate_5score___get__(struct __pyx_obj_5_cdec_Candidate *__pyx_v_self); /* proto */ +static int __pyx_pf_5_cdec_9Candidate_5score_2__set__(struct __pyx_obj_5_cdec_Candidate *__pyx_v_self, PyObject *__pyx_v_value); /* proto */ +static void __pyx_pf_5_cdec_15SufficientStats___dealloc__(CYTHON_UNUSED struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_15SufficientStats_5score___get__(struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_15SufficientStats_6detail___get__(struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_self); /* proto */ +static Py_ssize_t __pyx_pf_5_cdec_15SufficientStats_2__len__(struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_15SufficientStats_4__iter__(struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_15SufficientStats_7__iadd__(struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_self, struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_other); /* proto */ +static PyObject *__pyx_pf_5_cdec_15SufficientStats_9__add__(struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_x, struct __pyx_obj_5_cdec_SufficientStats *__pyx_v_y); /* proto */ +static int __pyx_pf_5_cdec_12CandidateSet___cinit__(struct __pyx_obj_5_cdec_CandidateSet *__pyx_v_self, struct __pyx_obj_5_cdec_SegmentEvaluator *__pyx_v_evaluator); /* proto */ +static void __pyx_pf_5_cdec_12CandidateSet_2__dealloc__(CYTHON_UNUSED struct __pyx_obj_5_cdec_CandidateSet *__pyx_v_self); /* proto */ +static Py_ssize_t __pyx_pf_5_cdec_12CandidateSet_4__len__(struct __pyx_obj_5_cdec_CandidateSet *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_12CandidateSet_6__getitem__(struct __pyx_obj_5_cdec_CandidateSet *__pyx_v_self, unsigned int __pyx_v_k); /* proto */ +static PyObject *__pyx_pf_5_cdec_12CandidateSet_8__iter__(struct __pyx_obj_5_cdec_CandidateSet *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_12CandidateSet_11add_kbest(struct __pyx_obj_5_cdec_CandidateSet *__pyx_v_self, struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_hypergraph, unsigned int __pyx_v_k); /* proto */ +static void __pyx_pf_5_cdec_16SegmentEvaluator___dealloc__(CYTHON_UNUSED struct __pyx_obj_5_cdec_SegmentEvaluator *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_16SegmentEvaluator_2evaluate(struct __pyx_obj_5_cdec_SegmentEvaluator *__pyx_v_self, PyObject *__pyx_v_sentence); /* proto */ +static PyObject *__pyx_pf_5_cdec_16SegmentEvaluator_4candidate_set(struct __pyx_obj_5_cdec_SegmentEvaluator *__pyx_v_self); /* proto */ +static int __pyx_pf_5_cdec_6Scorer___cinit__(struct __pyx_obj_5_cdec_Scorer *__pyx_v_self, char *__pyx_v_name); /* proto */ +static void __pyx_pf_5_cdec_6Scorer_2__dealloc__(CYTHON_UNUSED struct __pyx_obj_5_cdec_Scorer *__pyx_v_self); /* proto */ +static PyObject *__pyx_pf_5_cdec_6Scorer_4__call__(struct __pyx_obj_5_cdec_Scorer *__pyx_v_self, PyObject *__pyx_v_refs); /* proto */ +static PyObject *__pyx_pf_5_cdec_6Scorer_6__str__(struct __pyx_obj_5_cdec_Scorer *__pyx_v_self); /* proto */ static int __pyx_pf_5_cdec_7Decoder___cinit__(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self, char *__pyx_v_config); /* proto */ static void __pyx_pf_5_cdec_7Decoder_2__dealloc__(CYTHON_UNUSED struct __pyx_obj_5_cdec_Decoder *__pyx_v_self); /* proto */ static PyObject *__pyx_pf_5_cdec_7Decoder_4read_weights(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self, PyObject *__pyx_v_cfg); /* proto */ @@ -920,12 +1111,18 @@ static char __pyx_k_10[] = "csplit_preserve_full_word"; static char __pyx_k_11[] = "cannot reweight hypergraph with %s"; static char __pyx_k_13[] = "Cannot create lattice from %s"; static char __pyx_k_14[] = "lattice index out of range"; -static char __pyx_k_21[] = "Cannot translate input type %s"; +static char __pyx_k_19[] = "Cannot convert type %s to str"; +static char __pyx_k_23[] = "Cannot translate input type %s"; +static char __pyx_k__k[] = "k"; +static char __pyx_k__TER[] = "TER"; static char __pyx_k__dot[] = "dot"; static char __pyx_k__inp[] = "inp"; static char __pyx_k__plf[] = "plf"; +static char __pyx_k__BLEU[] = "BLEU"; static char __pyx_k__eval[] = "eval"; +static char __pyx_k__name[] = "name"; static char __pyx_k__open[] = "open"; +static char __pyx_k__refs[] = "refs"; static char __pyx_k__self[] = "self"; static char __pyx_k__utf8[] = "utf8"; static char __pyx_k___cdec[] = "_cdec"; @@ -937,18 +1134,21 @@ static char __pyx_k__decode[] = "decode"; static char __pyx_k__encode[] = "encode"; static char __pyx_k__density[] = "density"; static char __pyx_k__grammar[] = "grammar"; +static char __pyx_k__IBM_BLEU[] = "IBM_BLEU"; static char __pyx_k__KeyError[] = "KeyError"; static char __pyx_k____exit__[] = "__exit__"; static char __pyx_k____main__[] = "__main__"; static char __pyx_k____test__[] = "__test__"; +static char __pyx_k__encoding[] = "encoding"; static char __pyx_k__sentence[] = "sentence"; static char __pyx_k__Exception[] = "Exception"; static char __pyx_k__TypeError[] = "TypeError"; static char __pyx_k____enter__[] = "__enter__"; static char __pyx_k__enumerate[] = "enumerate"; +static char __pyx_k__evaluator[] = "evaluator"; static char __pyx_k__IndexError[] = "IndexError"; -static char __pyx_k__ValueError[] = "ValueError"; static char __pyx_k__beam_alpha[] = "beam_alpha"; +static char __pyx_k__hypergraph[] = "hypergraph"; static char __pyx_k__ParseFailed[] = "ParseFailed"; static char __pyx_k__NotImplemented[] = "NotImplemented"; static PyObject *__pyx_kp_s_1; @@ -956,15 +1156,18 @@ static PyObject *__pyx_n_s_10; static PyObject *__pyx_kp_s_11; static PyObject *__pyx_kp_s_13; static PyObject *__pyx_kp_s_14; +static PyObject *__pyx_kp_s_19; static PyObject *__pyx_kp_s_2; -static PyObject *__pyx_kp_s_21; +static PyObject *__pyx_kp_s_23; +static PyObject *__pyx_n_s__BLEU; static PyObject *__pyx_n_s__Exception; +static PyObject *__pyx_n_s__IBM_BLEU; static PyObject *__pyx_n_s__IndexError; static PyObject *__pyx_n_s__KeyError; static PyObject *__pyx_n_s__NotImplemented; static PyObject *__pyx_n_s__ParseFailed; +static PyObject *__pyx_n_s__TER; static PyObject 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+} + +/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":6 + * cdef vector[weight_t]* vector # Not owned by DenseVector + * + * def __len__(self): # <<<<<<<<<<<<<< + * return self.vector.size() + * + */ + +static Py_ssize_t __pyx_pf_5_cdec_11DenseVector___len__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self) { + Py_ssize_t __pyx_r; + __Pyx_RefNannyDeclarations + __Pyx_RefNannySetupContext("__len__", 0); + + /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":7 + * + * def __len__(self): + * return self.vector.size() # <<<<<<<<<<<<<< + * + * def __getitem__(self, char* fname): + */ + __pyx_r = __pyx_v_self->vector->size(); + goto __pyx_L0; + + __pyx_r = 0; + __pyx_L0:; + __Pyx_RefNannyFinishContext(); + return __pyx_r; +} + +/* Python wrapper */ +static PyObject *__pyx_pw_5_cdec_11DenseVector_3__getitem__(PyObject *__pyx_v_self, PyObject *__pyx_arg_fname); /*proto*/ +static PyObject *__pyx_pw_5_cdec_11DenseVector_3__getitem__(PyObject *__pyx_v_self, PyObject 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if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_3, 0, ((PyObject *)__pyx_t_2)); __Pyx_GIVEREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0; - __pyx_t_2 = PyObject_Call(__pyx_builtin_KeyError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 10; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_t_2 = PyObject_Call(__pyx_builtin_KeyError, ((PyObject *)__pyx_t_3), NULL); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_t_2); __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0; __Pyx_Raise(__pyx_t_2, 0, 0, 0); __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0; - {__pyx_filename = __pyx_f[1]; __pyx_lineno = 10; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + {__pyx_filename = __pyx_f[1]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_r = Py_None; __Pyx_INCREF(Py_None); goto __pyx_L0; @@ -1117,18 +1372,18 @@ static PyObject *__pyx_pf_5_cdec_11DenseVector___getitem__(struct __pyx_obj_5_cd } /* Python wrapper */ -static int __pyx_pw_5_cdec_11DenseVector_3__setitem__(PyObject *__pyx_v_self, PyObject *__pyx_arg_fname, PyObject *__pyx_arg_value); /*proto*/ -static int __pyx_pw_5_cdec_11DenseVector_3__setitem__(PyObject *__pyx_v_self, PyObject *__pyx_arg_fname, PyObject *__pyx_arg_value) { +static int __pyx_pw_5_cdec_11DenseVector_5__setitem__(PyObject *__pyx_v_self, PyObject *__pyx_arg_fname, PyObject *__pyx_arg_value); /*proto*/ +static int __pyx_pw_5_cdec_11DenseVector_5__setitem__(PyObject *__pyx_v_self, PyObject *__pyx_arg_fname, PyObject *__pyx_arg_value) { char *__pyx_v_fname; float __pyx_v_value; int __pyx_r; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("__setitem__ (wrapper)", 0); assert(__pyx_arg_fname); { - __pyx_v_fname = PyBytes_AsString(__pyx_arg_fname); if 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__pyx_t_4 = PyFloat_FromDouble(((__pyx_cur_scope->__pyx_v_self->vector[0])[__pyx_cur_scope->__pyx_v_fid])); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 25; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_t_4); - __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 21; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 25; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_5, 0, ((PyObject *)__pyx_t_3)); __Pyx_GIVEREF(((PyObject *)__pyx_t_3)); @@ -1320,7 +1613,7 @@ static PyObject *__pyx_gb_5_cdec_11DenseVector_6generator(__pyx_GeneratorObject __pyx_L6_resume_from_yield:; __pyx_t_1 = __pyx_cur_scope->__pyx_t_0; __pyx_t_2 = __pyx_cur_scope->__pyx_t_1; - if (unlikely(!__pyx_sent_value)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 21; __pyx_clineno = 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range(self.vector.size()): + * yield (FDConvert(it[0].ptr().first).c_str(), it[0].ptr().second) + * pinc(it[0]) # ++it # <<<<<<<<<<<<<< + * finally: + * del it + */ + (++(__pyx_cur_scope->__pyx_v_it[0])); + } + } - /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":49 - * fname = FDConvert(it[0].ptr().first).c_str() - * yield (fname, it[0].ptr().second) - * pinc(it[0]) # <<<<<<<<<<<<<< + /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":62 + * pinc(it[0]) # ++it + * finally: + * del it # <<<<<<<<<<<<<< * * def dot(self, other): */ - (++(__pyx_cur_scope->__pyx_v_it[0])); + /*finally:*/ { + int __pyx_why; + PyObject *__pyx_exc_type, *__pyx_exc_value, *__pyx_exc_tb; + int __pyx_exc_lineno; + __pyx_exc_type = 0; __pyx_exc_value = 0; __pyx_exc_tb = 0; __pyx_exc_lineno = 0; + __pyx_why = 0; goto __pyx_L6; + __pyx_L5: { + __pyx_why = 4; + __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0; + __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0; + __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0; + 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*__pyx_v_self, PyObject *__pyx_arg_fname); /*proto*/ +static int __pyx_pw_5_cdec_12SparseVector_18__contains__(PyObject *__pyx_v_self, PyObject *__pyx_arg_fname) { char *__pyx_v_fname; int __pyx_r; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("__contains__ (wrapper)", 0); assert(__pyx_arg_fname); { - __pyx_v_fname = PyBytes_AsString(__pyx_arg_fname); if (unlikely((!__pyx_v_fname) && PyErr_Occurred())) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 74; __pyx_clineno = __LINE__; goto __pyx_L3_error;} + __pyx_v_fname = PyBytes_AsString(__pyx_arg_fname); if (unlikely((!__pyx_v_fname) && PyErr_Occurred())) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 81; __pyx_clineno = __LINE__; goto __pyx_L3_error;} } goto __pyx_L4_argument_unpacking_done; __pyx_L3_error:; @@ -2178,12 +2576,12 @@ static int __pyx_pw_5_cdec_12SparseVector_16__contains__(PyObject *__pyx_v_self, __Pyx_RefNannyFinishContext(); return -1; __pyx_L4_argument_unpacking_done:; - __pyx_r = 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{__pyx_filename = __pyx_f[2]; __pyx_lineno = 41; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_t_4 = PyObject_GetAttr(((PyObject *)__pyx_cur_scope->__pyx_v_sentence), __pyx_n_s__decode); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 42; __pyx_clineno = __LINE__; goto __pyx_L5;} + __Pyx_GOTREF(__pyx_t_4); + __pyx_t_5 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_k_tuple_7), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 42; __pyx_clineno = __LINE__; goto __pyx_L5;} + __Pyx_GOTREF(__pyx_t_5); + __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0; + __pyx_r = __pyx_t_5; + __pyx_t_5 = 0; + __pyx_cur_scope->__pyx_t_0 = __pyx_t_1; + __pyx_cur_scope->__pyx_t_1 = __pyx_t_2; + __Pyx_XGIVEREF(__pyx_r); + __Pyx_RefNannyFinishContext(); + /* return from generator, yielding value */ + __pyx_generator->resume_label = 1; + return __pyx_r; + __pyx_L10_resume_from_yield:; + __pyx_t_1 = __pyx_cur_scope->__pyx_t_0; + __pyx_t_2 = 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case 4: { + __Pyx_ErrRestore(__pyx_exc_type, __pyx_exc_value, __pyx_exc_tb); + __pyx_lineno = __pyx_exc_lineno; + __pyx_exc_type = 0; + __pyx_exc_value = 0; + __pyx_exc_tb = 0; + goto __pyx_L1_error; + } + } + } PyErr_SetNone(PyExc_StopIteration); goto __pyx_L0; __pyx_L1_error:; __Pyx_XDECREF(__pyx_t_4); - __Pyx_XDECREF(__pyx_t_5); - __Pyx_AddTraceback("kbest_tree", __pyx_clineno, __pyx_lineno, __pyx_filename); + __Pyx_AddTraceback("kbest_features", __pyx_clineno, __pyx_lineno, __pyx_filename); __pyx_L0:; __Pyx_XDECREF(__pyx_r); __pyx_generator->resume_label = -1; __Pyx_RefNannyFinishContext(); return NULL; } -static PyObject *__pyx_gb_5_cdec_10Hypergraph_18generator4(__pyx_GeneratorObject *__pyx_generator, PyObject *__pyx_sent_value); /* proto */ +static PyObject *__pyx_gb_5_cdec_10Hypergraph_21generator5(__pyx_GeneratorObject *__pyx_generator, PyObject *__pyx_sent_value); /* proto */ /* Python wrapper */ -static PyObject *__pyx_pw_5_cdec_10Hypergraph_17sample(PyObject *__pyx_v_self, PyObject *__pyx_arg_n); /*proto*/ -static PyObject *__pyx_pw_5_cdec_10Hypergraph_17sample(PyObject *__pyx_v_self, PyObject *__pyx_arg_n) { +static PyObject *__pyx_pw_5_cdec_10Hypergraph_20sample(PyObject *__pyx_v_self, PyObject *__pyx_arg_n); /*proto*/ +static PyObject *__pyx_pw_5_cdec_10Hypergraph_20sample(PyObject *__pyx_v_self, PyObject *__pyx_arg_n) { unsigned int __pyx_v_n; PyObject *__pyx_r = 0; __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("sample (wrapper)", 0); assert(__pyx_arg_n); { - __pyx_v_n = __Pyx_PyInt_AsUnsignedInt(__pyx_arg_n); if (unlikely((__pyx_v_n == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 56; __pyx_clineno = __LINE__; goto __pyx_L3_error;} + __pyx_v_n = __Pyx_PyInt_AsUnsignedInt(__pyx_arg_n); if (unlikely((__pyx_v_n == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 75; __pyx_clineno = __LINE__; goto __pyx_L3_error;} } goto __pyx_L4_argument_unpacking_done; __pyx_L3_error:; @@ -3371,28 +4309,28 @@ static PyObject *__pyx_pw_5_cdec_10Hypergraph_17sample(PyObject *__pyx_v_self, P __Pyx_RefNannyFinishContext(); return NULL; __pyx_L4_argument_unpacking_done:; - __pyx_r = __pyx_pf_5_cdec_10Hypergraph_16sample(((struct __pyx_obj_5_cdec_Hypergraph *)__pyx_v_self), ((unsigned int)__pyx_v_n)); + __pyx_r = __pyx_pf_5_cdec_10Hypergraph_19sample(((struct __pyx_obj_5_cdec_Hypergraph *)__pyx_v_self), ((unsigned int)__pyx_v_n)); __Pyx_RefNannyFinishContext(); return __pyx_r; } -/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":56 - * del derivations +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":75 + * del derivations * * def sample(self, unsigned n): # <<<<<<<<<<<<<< * cdef vector[hypergraph.Hypothesis]* hypos = new vector[hypergraph.Hypothesis]() * if self.rng == NULL: */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_16sample(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, unsigned int __pyx_v_n) { - struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *__pyx_cur_scope; +static PyObject *__pyx_pf_5_cdec_10Hypergraph_19sample(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, unsigned int __pyx_v_n) { + struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *__pyx_cur_scope; PyObject *__pyx_r = NULL; __Pyx_RefNannyDeclarations int __pyx_lineno = 0; const char *__pyx_filename = NULL; int __pyx_clineno = 0; __Pyx_RefNannySetupContext("sample", 0); - __pyx_cur_scope = (struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *)__pyx_ptype_5_cdec___pyx_scope_struct_4_sample->tp_new(__pyx_ptype_5_cdec___pyx_scope_struct_4_sample, __pyx_empty_tuple, NULL); + __pyx_cur_scope = (struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *)__pyx_ptype_5_cdec___pyx_scope_struct_5_sample->tp_new(__pyx_ptype_5_cdec___pyx_scope_struct_5_sample, __pyx_empty_tuple, NULL); if (unlikely(!__pyx_cur_scope)) { __Pyx_RefNannyFinishContext(); return NULL; @@ -3403,7 +4341,7 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_16sample(struct __pyx_obj_5_cdec_H __Pyx_GIVEREF((PyObject *)__pyx_cur_scope->__pyx_v_self); __pyx_cur_scope->__pyx_v_n = __pyx_v_n; { - __pyx_GeneratorObject *gen = __Pyx_Generator_New((__pyx_generator_body_t) __pyx_gb_5_cdec_10Hypergraph_18generator4, (PyObject *) __pyx_cur_scope); if (unlikely(!gen)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 56; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_GeneratorObject *gen = __Pyx_Generator_New((__pyx_generator_body_t) __pyx_gb_5_cdec_10Hypergraph_21generator5, (PyObject *) __pyx_cur_scope); if (unlikely(!gen)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 75; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_DECREF(__pyx_cur_scope); __Pyx_RefNannyFinishContext(); return (PyObject *) gen; @@ -3421,9 +4359,9 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_16sample(struct __pyx_obj_5_cdec_H return __pyx_r; } -static PyObject *__pyx_gb_5_cdec_10Hypergraph_18generator4(__pyx_GeneratorObject *__pyx_generator, PyObject *__pyx_sent_value) /* generator body */ +static PyObject *__pyx_gb_5_cdec_10Hypergraph_21generator5(__pyx_GeneratorObject *__pyx_generator, PyObject *__pyx_sent_value) /* generator body */ { - struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *__pyx_cur_scope = ((struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *)__pyx_generator->closure); + struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *__pyx_cur_scope = ((struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *)__pyx_generator->closure); PyObject *__pyx_r = NULL; int __pyx_t_1; size_t __pyx_t_2; @@ -3434,15 +4372,15 @@ static PyObject *__pyx_gb_5_cdec_10Hypergraph_18generator4(__pyx_GeneratorObject __Pyx_RefNannySetupContext("None", 0); switch (__pyx_generator->resume_label) { case 0: goto __pyx_L3_first_run; - case 1: goto __pyx_L7_resume_from_yield; + case 1: goto __pyx_L10_resume_from_yield; default: /* CPython raises the right error here */ __Pyx_RefNannyFinishContext(); return NULL; } 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yield sentence.decode('utf8') + */ + __pyx_t_2 = __pyx_cur_scope->__pyx_v_hypos->size(); + for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) { + __pyx_cur_scope->__pyx_v_k = __pyx_t_3; + + /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":84 + * try: + * for k in range(hypos.size()): + * sentence = GetString(hypos[0][k].words).c_str() # <<<<<<<<<<<<<< + * yield sentence.decode('utf8') + * finally: + */ + __pyx_t_4 = PyBytes_FromString(TD::GetString(((__pyx_cur_scope->__pyx_v_hypos[0])[__pyx_cur_scope->__pyx_v_k]).words).c_str()); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 84; __pyx_clineno = __LINE__; goto __pyx_L6;} + __Pyx_GOTREF(((PyObject *)__pyx_t_4)); + if (!(likely(PyString_CheckExact(((PyObject *)__pyx_t_4)))||(PyErr_Format(PyExc_TypeError, "Expected str, got %.200s", Py_TYPE(((PyObject *)__pyx_t_4))->tp_name), 0))) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 84; __pyx_clineno = __LINE__; goto __pyx_L6;} + __Pyx_XGOTREF(((PyObject *)__pyx_cur_scope->__pyx_v_sentence)); + __Pyx_XDECREF(((PyObject *)__pyx_cur_scope->__pyx_v_sentence)); + __Pyx_GIVEREF(((PyObject *)__pyx_t_4)); + __pyx_cur_scope->__pyx_v_sentence = ((PyObject*)__pyx_t_4); + __pyx_t_4 = 0; - /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":65 - * for k in range(hypos.size()): - * sentence = GetString(hypos[0][k].words).c_str() - * yield sentence.decode('utf8') # <<<<<<<<<<<<<< - * del hypos - * + /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":85 + * for k in range(hypos.size()): + * sentence = GetString(hypos[0][k].words).c_str() + * yield sentence.decode('utf8') # <<<<<<<<<<<<<< + * finally: + * del hypos */ - __pyx_t_4 = PyObject_GetAttr(((PyObject *)__pyx_cur_scope->__pyx_v_sentence), __pyx_n_s__decode); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 65; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __Pyx_GOTREF(__pyx_t_4); - __pyx_t_5 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_k_tuple_9), 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PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_k_tuple_9), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 85; __pyx_clineno = __LINE__; goto __pyx_L6;} + __Pyx_GOTREF(__pyx_t_5); + __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0; + __pyx_r = __pyx_t_5; + __pyx_t_5 = 0; + __pyx_cur_scope->__pyx_t_0 = __pyx_t_2; + __pyx_cur_scope->__pyx_t_1 = __pyx_t_3; + __Pyx_XGIVEREF(__pyx_r); + __Pyx_RefNannyFinishContext(); + /* return from generator, yielding value */ + __pyx_generator->resume_label = 1; + return __pyx_r; + __pyx_L10_resume_from_yield:; + __pyx_t_2 = __pyx_cur_scope->__pyx_t_0; + __pyx_t_3 = __pyx_cur_scope->__pyx_t_1; + if (unlikely(!__pyx_sent_value)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 85; __pyx_clineno = __LINE__; goto __pyx_L6;} + } } - /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":66 - * sentence = GetString(hypos[0][k].words).c_str() - * yield sentence.decode('utf8') - * del hypos # <<<<<<<<<<<<<< + /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":87 + * yield sentence.decode('utf8') + * finally: + * del hypos # <<<<<<<<<<<<<< * * # TODO richer k-best/sample output (feature vectors, trees?) */ - delete __pyx_cur_scope->__pyx_v_hypos; + /*finally:*/ { + int __pyx_why; + PyObject *__pyx_exc_type, *__pyx_exc_value, *__pyx_exc_tb; + int __pyx_exc_lineno; + __pyx_exc_type = 0; __pyx_exc_value = 0; __pyx_exc_tb = 0; __pyx_exc_lineno = 0; + __pyx_why = 0; goto __pyx_L7; + __pyx_L6: { + __pyx_why = 4; + __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0; + __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0; + __Pyx_ErrFetch(&__pyx_exc_type, &__pyx_exc_value, &__pyx_exc_tb); + __pyx_exc_lineno = __pyx_lineno; + goto __pyx_L7; + } + __pyx_L7:; + delete __pyx_cur_scope->__pyx_v_hypos; + switch (__pyx_why) { + case 4: { + __Pyx_ErrRestore(__pyx_exc_type, __pyx_exc_value, __pyx_exc_tb); + __pyx_lineno = __pyx_exc_lineno; + __pyx_exc_type = 0; + __pyx_exc_value = 0; + __pyx_exc_tb = 0; + goto __pyx_L1_error; 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__pyx_v_beam_alpha, __pyx_v_density, __pyx_v_kwargs); __Pyx_XDECREF(__pyx_v_kwargs); __Pyx_RefNannyFinishContext(); return __pyx_r; } -/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":73 +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":94 * return hypergraph.Intersect(lat.lattice[0], self.hg) * * def prune(self, beam_alpha=0, density=0, **kwargs): # <<<<<<<<<<<<<< @@ -3691,7 +4665,7 @@ static PyObject *__pyx_pw_5_cdec_10Hypergraph_22prune(PyObject *__pyx_v_self, Py * if 'csplit_preserve_full_word' in kwargs: */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_21prune(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_beam_alpha, PyObject *__pyx_v_density, PyObject *__pyx_v_kwargs) { +static PyObject *__pyx_pf_5_cdec_10Hypergraph_24prune(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_beam_alpha, PyObject *__pyx_v_density, PyObject *__pyx_v_kwargs) { std::vector<bool> *__pyx_v_preserve_mask; PyObject *__pyx_r = NULL; 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std::vector<bool>(__pyx_v_self->hg->edges_.size()); - /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":77 + /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":98 * if 'csplit_preserve_full_word' in kwargs: * preserve_mask = new hypergraph.EdgeMask(self.hg.edges_.size()) * preserve_mask[0][hypergraph.GetFullWordEdgeIndex(self.hg[0])] = True # <<<<<<<<<<<<<< * self.hg.PruneInsideOutside(beam_alpha, density, preserve_mask, False, 1, False) - * + * if preserve_mask: */ ((__pyx_v_preserve_mask[0])[CompoundSplit::GetFullWordEdgeIndex((__pyx_v_self->hg[0]))]) = 1; goto __pyx_L3; } __pyx_L3:; - /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":78 + /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":99 * preserve_mask = new hypergraph.EdgeMask(self.hg.edges_.size()) * preserve_mask[0][hypergraph.GetFullWordEdgeIndex(self.hg[0])] = True * self.hg.PruneInsideOutside(beam_alpha, density, preserve_mask, False, 1, False) # <<<<<<<<<<<<<< + * if preserve_mask: + * 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__pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_v_plf = ((PyObject*)__pyx_t_1); __pyx_t_1 = 0; - /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":82 + /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":105 * def lattice(self): # TODO direct hg -> lattice conversion in cdec * cdef str plf = hypergraph.AsPLF(self.hg[0], True).c_str() * return Lattice(eval(plf)) # <<<<<<<<<<<<<< @@ -3817,17 +4813,17 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_23lattice(struct __pyx_obj_5_cdec_ * def reweight(self, weights): */ __Pyx_XDECREF(__pyx_r); - __pyx_t_1 = __Pyx_Globals(); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 82; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_t_1 = __Pyx_Globals(); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 105; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_t_1); - __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 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else { PyErr_Format(PyExc_NotImplementedError, @@ -5868,8 +8858,8 @@ static int __pyx_mp_ass_subscript_5_cdec_DenseVector(PyObject *o, PyObject *i, P } static PyMethodDef __pyx_methods_5_cdec_DenseVector[] = { - {__Pyx_NAMESTR("dot"), (PyCFunction)__pyx_pw_5_cdec_11DenseVector_8dot, METH_O, __Pyx_DOCSTR(0)}, - {__Pyx_NAMESTR("tosparse"), (PyCFunction)__pyx_pw_5_cdec_11DenseVector_10tosparse, METH_NOARGS, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("dot"), (PyCFunction)__pyx_pw_5_cdec_11DenseVector_10dot, METH_O, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("tosparse"), (PyCFunction)__pyx_pw_5_cdec_11DenseVector_12tosparse, METH_NOARGS, __Pyx_DOCSTR(0)}, {0, 0, 0, 0} }; @@ -5932,7 +8922,7 @@ static PyNumberMethods __pyx_tp_as_number_DenseVector = { }; static PySequenceMethods __pyx_tp_as_sequence_DenseVector = { - 0, /*sq_length*/ + __pyx_pw_5_cdec_11DenseVector_1__len__, /*sq_length*/ 0, /*sq_concat*/ 0, /*sq_repeat*/ __pyx_sq_item_5_cdec_DenseVector, /*sq_item*/ @@ -5945,8 +8935,8 @@ static 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__pyx_pw_5_cdec_12SparseVector_1__dealloc__(o); + if (PyErr_Occurred()) PyErr_WriteUnraisable(o); + --Py_REFCNT(o); + PyErr_Restore(etype, eval, etb); + } (*Py_TYPE(o)->tp_free)(o); } static PyObject *__pyx_sq_item_5_cdec_SparseVector(PyObject *o, Py_ssize_t i) { @@ -6046,7 +9045,7 @@ static PyObject *__pyx_sq_item_5_cdec_SparseVector(PyObject *o, Py_ssize_t i) { static int __pyx_mp_ass_subscript_5_cdec_SparseVector(PyObject *o, PyObject *i, PyObject *v) { if (v) { - return __pyx_pw_5_cdec_12SparseVector_3__setitem__(o, i, v); + return __pyx_pw_5_cdec_12SparseVector_7__setitem__(o, i, v); } else { PyErr_Format(PyExc_NotImplementedError, @@ -6056,17 +9055,17 @@ static int __pyx_mp_ass_subscript_5_cdec_SparseVector(PyObject *o, PyObject *i, } static PyMethodDef __pyx_methods_5_cdec_SparseVector[] = { - {__Pyx_NAMESTR("dot"), (PyCFunction)__pyx_pw_5_cdec_12SparseVector_8dot, METH_O, __Pyx_DOCSTR(0)}, - {__Pyx_NAMESTR("todense"), (PyCFunction)__pyx_pw_5_cdec_12SparseVector_10todense, METH_NOARGS, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("copy"), (PyCFunction)__pyx_pw_5_cdec_12SparseVector_3copy, METH_NOARGS, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("dot"), (PyCFunction)__pyx_pw_5_cdec_12SparseVector_12dot, METH_O, __Pyx_DOCSTR(0)}, {0, 0, 0, 0} }; static PyNumberMethods __pyx_tp_as_number_SparseVector = { - __pyx_pw_5_cdec_12SparseVector_26__add__, /*nb_add*/ - __pyx_pw_5_cdec_12SparseVector_28__sub__, /*nb_subtract*/ - 0, /*nb_multiply*/ + __pyx_pw_5_cdec_12SparseVector_28__add__, /*nb_add*/ + __pyx_pw_5_cdec_12SparseVector_30__sub__, /*nb_subtract*/ + __pyx_pw_5_cdec_12SparseVector_32__mul__, /*nb_multiply*/ #if PY_MAJOR_VERSION < 3 - 0, /*nb_divide*/ + __pyx_pw_5_cdec_12SparseVector_34__div__, /*nb_divide*/ #endif 0, /*nb_remainder*/ 0, /*nb_divmod*/ @@ -6097,11 +9096,11 @@ static PyNumberMethods __pyx_tp_as_number_SparseVector = { #if PY_MAJOR_VERSION < 3 0, /*nb_hex*/ #endif - __pyx_pw_5_cdec_12SparseVector_18__iadd__, /*nb_inplace_add*/ - __pyx_pw_5_cdec_12SparseVector_20__isub__, /*nb_inplace_subtract*/ - __pyx_pw_5_cdec_12SparseVector_22__imul__, /*nb_inplace_multiply*/ + __pyx_pw_5_cdec_12SparseVector_20__iadd__, /*nb_inplace_add*/ + __pyx_pw_5_cdec_12SparseVector_22__isub__, /*nb_inplace_subtract*/ + __pyx_pw_5_cdec_12SparseVector_24__imul__, /*nb_inplace_multiply*/ #if PY_MAJOR_VERSION < 3 - __pyx_pw_5_cdec_12SparseVector_24__idiv__, /*nb_inplace_divide*/ + __pyx_pw_5_cdec_12SparseVector_26__idiv__, /*nb_inplace_divide*/ #endif 0, /*nb_inplace_remainder*/ 0, /*nb_inplace_power*/ @@ -6120,21 +9119,21 @@ static PyNumberMethods __pyx_tp_as_number_SparseVector = { }; static PySequenceMethods __pyx_tp_as_sequence_SparseVector = { - __pyx_pw_5_cdec_12SparseVector_14__len__, /*sq_length*/ + __pyx_pw_5_cdec_12SparseVector_16__len__, /*sq_length*/ 0, /*sq_concat*/ 0, /*sq_repeat*/ __pyx_sq_item_5_cdec_SparseVector, /*sq_item*/ 0, /*sq_slice*/ 0, /*sq_ass_item*/ 0, /*sq_ass_slice*/ - __pyx_pw_5_cdec_12SparseVector_16__contains__, /*sq_contains*/ + __pyx_pw_5_cdec_12SparseVector_18__contains__, /*sq_contains*/ 0, /*sq_inplace_concat*/ 0, /*sq_inplace_repeat*/ }; static PyMappingMethods __pyx_tp_as_mapping_SparseVector = { - __pyx_pw_5_cdec_12SparseVector_14__len__, /*mp_length*/ - __pyx_pw_5_cdec_12SparseVector_1__getitem__, /*mp_subscript*/ + __pyx_pw_5_cdec_12SparseVector_16__len__, /*mp_length*/ + __pyx_pw_5_cdec_12SparseVector_5__getitem__, /*mp_subscript*/ __pyx_mp_ass_subscript_5_cdec_SparseVector, /*mp_ass_subscript*/ }; @@ -6187,9 +9186,9 @@ static PyTypeObject __pyx_type_5_cdec_SparseVector = { 0, /*tp_doc*/ 0, /*tp_traverse*/ 0, /*tp_clear*/ - __pyx_pw_5_cdec_12SparseVector_12__richcmp__, /*tp_richcompare*/ + __pyx_pw_5_cdec_12SparseVector_14__richcmp__, /*tp_richcompare*/ 0, /*tp_weaklistoffset*/ - __pyx_pw_5_cdec_12SparseVector_5__iter__, /*tp_iter*/ + __pyx_pw_5_cdec_12SparseVector_9__iter__, /*tp_iter*/ 0, /*tp_iternext*/ __pyx_methods_5_cdec_SparseVector, /*tp_methods*/ 0, /*tp_members*/ @@ -6241,11 +9240,12 @@ static PyMethodDef __pyx_methods_5_cdec_Hypergraph[] = { {__Pyx_NAMESTR("viterbi_features"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_9viterbi_features, METH_NOARGS, __Pyx_DOCSTR(0)}, {__Pyx_NAMESTR("kbest"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_11kbest, METH_O, __Pyx_DOCSTR(0)}, {__Pyx_NAMESTR("kbest_tree"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_14kbest_tree, METH_O, __Pyx_DOCSTR(0)}, - {__Pyx_NAMESTR("sample"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_17sample, METH_O, __Pyx_DOCSTR(0)}, - {__Pyx_NAMESTR("intersect"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_20intersect, METH_O, __Pyx_DOCSTR(0)}, - {__Pyx_NAMESTR("prune"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_22prune, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)}, - {__Pyx_NAMESTR("lattice"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_24lattice, METH_NOARGS, __Pyx_DOCSTR(0)}, - {__Pyx_NAMESTR("reweight"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_26reweight, METH_O, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("kbest_features"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_17kbest_features, METH_O, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("sample"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_20sample, METH_O, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("intersect"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_23intersect, METH_O, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("prune"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_25prune, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("lattice"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_27lattice, METH_NOARGS, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("reweight"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_29reweight, METH_O, __Pyx_DOCSTR(0)}, {0, 0, 0, 0} }; @@ -6598,6 +9598,941 @@ static PyTypeObject __pyx_type_5_cdec_Lattice = { #endif }; +static PyObject *__pyx_tp_new_5_cdec_Candidate(PyTypeObject *t, PyObject *a, PyObject *k) { + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + return o; +} + +static void __pyx_tp_dealloc_5_cdec_Candidate(PyObject *o) { + (*Py_TYPE(o)->tp_free)(o); +} + +static PyObject *__pyx_getprop_5_cdec_9Candidate_words(PyObject *o, void *x) { + return __pyx_pw_5_cdec_9Candidate_5words_1__get__(o); +} + +static PyObject *__pyx_getprop_5_cdec_9Candidate_fmap(PyObject *o, void *x) { + return __pyx_pw_5_cdec_9Candidate_4fmap_1__get__(o); +} + +static PyObject *__pyx_getprop_5_cdec_9Candidate_score(PyObject *o, void *x) { + return __pyx_pw_5_cdec_9Candidate_5score_1__get__(o); +} + +static int __pyx_setprop_5_cdec_9Candidate_score(PyObject *o, PyObject *v, void *x) { + if (v) { + return __pyx_pw_5_cdec_9Candidate_5score_3__set__(o, v); + } + else { + PyErr_SetString(PyExc_NotImplementedError, "__del__"); + return -1; + } +} + +static PyMethodDef __pyx_methods_5_cdec_Candidate[] = { + {0, 0, 0, 0} +}; + +static struct PyGetSetDef __pyx_getsets_5_cdec_Candidate[] = { + {(char *)"words", __pyx_getprop_5_cdec_9Candidate_words, 0, 0, 0}, + {(char *)"fmap", __pyx_getprop_5_cdec_9Candidate_fmap, 0, 0, 0}, + {(char *)"score", __pyx_getprop_5_cdec_9Candidate_score, __pyx_setprop_5_cdec_9Candidate_score, 0, 0}, + {0, 0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number_Candidate = { + 0, /*nb_add*/ + 0, /*nb_subtract*/ + 0, /*nb_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_divide*/ + #endif + 0, /*nb_remainder*/ + 0, /*nb_divmod*/ + 0, /*nb_power*/ + 0, /*nb_negative*/ + 0, /*nb_positive*/ + 0, /*nb_absolute*/ + 0, /*nb_nonzero*/ + 0, /*nb_invert*/ + 0, /*nb_lshift*/ + 0, /*nb_rshift*/ + 0, /*nb_and*/ + 0, /*nb_xor*/ + 0, /*nb_or*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_coerce*/ + #endif + 0, /*nb_int*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_long*/ + #else + 0, /*reserved*/ + #endif + 0, /*nb_float*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_oct*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*nb_hex*/ + #endif + 0, /*nb_inplace_add*/ + 0, /*nb_inplace_subtract*/ + 0, /*nb_inplace_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_inplace_divide*/ + #endif + 0, /*nb_inplace_remainder*/ + 0, /*nb_inplace_power*/ + 0, /*nb_inplace_lshift*/ + 0, /*nb_inplace_rshift*/ + 0, /*nb_inplace_and*/ + 0, /*nb_inplace_xor*/ + 0, /*nb_inplace_or*/ + 0, /*nb_floor_divide*/ + 0, /*nb_true_divide*/ + 0, /*nb_inplace_floor_divide*/ + 0, /*nb_inplace_true_divide*/ + #if PY_VERSION_HEX >= 0x02050000 + 0, /*nb_index*/ + #endif +}; + +static PySequenceMethods __pyx_tp_as_sequence_Candidate = { + 0, /*sq_length*/ + 0, /*sq_concat*/ + 0, /*sq_repeat*/ + 0, /*sq_item*/ + 0, /*sq_slice*/ + 0, /*sq_ass_item*/ + 0, /*sq_ass_slice*/ + 0, /*sq_contains*/ + 0, /*sq_inplace_concat*/ + 0, /*sq_inplace_repeat*/ +}; + +static PyMappingMethods __pyx_tp_as_mapping_Candidate = { + 0, /*mp_length*/ + 0, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer_Candidate = { + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getreadbuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getwritebuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getsegcount*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getcharbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_getbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_releasebuffer*/ + #endif +}; + +static PyTypeObject __pyx_type_5_cdec_Candidate = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.Candidate"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec_Candidate), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec_Candidate, /*tp_dealloc*/ + 0, /*tp_print*/ + 0, /*tp_getattr*/ + 0, /*tp_setattr*/ + #if PY_MAJOR_VERSION < 3 + 0, /*tp_compare*/ + #else + 0, /*reserved*/ + #endif + 0, /*tp_repr*/ + &__pyx_tp_as_number_Candidate, /*tp_as_number*/ + &__pyx_tp_as_sequence_Candidate, /*tp_as_sequence*/ + &__pyx_tp_as_mapping_Candidate, /*tp_as_mapping*/ + 0, /*tp_hash*/ + 0, /*tp_call*/ + 0, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer_Candidate, /*tp_as_buffer*/ + Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/ + 0, /*tp_doc*/ + 0, /*tp_traverse*/ + 0, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + 0, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec_Candidate, /*tp_methods*/ + 0, /*tp_members*/ + __pyx_getsets_5_cdec_Candidate, /*tp_getset*/ + 0, /*tp_base*/ + 0, /*tp_dict*/ + 0, /*tp_descr_get*/ + 0, /*tp_descr_set*/ + 0, /*tp_dictoffset*/ + 0, /*tp_init*/ + 0, /*tp_alloc*/ + __pyx_tp_new_5_cdec_Candidate, /*tp_new*/ + 0, /*tp_free*/ + 0, /*tp_is_gc*/ + 0, /*tp_bases*/ + 0, /*tp_mro*/ + 0, /*tp_cache*/ + 0, /*tp_subclasses*/ + 0, /*tp_weaklist*/ + 0, /*tp_del*/ + #if PY_VERSION_HEX >= 0x02060000 + 0, /*tp_version_tag*/ + #endif +}; + +static PyObject *__pyx_tp_new_5_cdec_SufficientStats(PyTypeObject *t, PyObject *a, PyObject *k) { + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + return o; +} + +static void __pyx_tp_dealloc_5_cdec_SufficientStats(PyObject *o) { + { + PyObject *etype, *eval, *etb; + PyErr_Fetch(&etype, &eval, &etb); + ++Py_REFCNT(o); + __pyx_pw_5_cdec_15SufficientStats_1__dealloc__(o); + if (PyErr_Occurred()) PyErr_WriteUnraisable(o); + --Py_REFCNT(o); + PyErr_Restore(etype, eval, etb); + } + (*Py_TYPE(o)->tp_free)(o); +} + +static PyObject *__pyx_getprop_5_cdec_15SufficientStats_score(PyObject *o, void *x) { + return __pyx_pw_5_cdec_15SufficientStats_5score_1__get__(o); +} + +static PyObject *__pyx_getprop_5_cdec_15SufficientStats_detail(PyObject *o, void *x) { + return __pyx_pw_5_cdec_15SufficientStats_6detail_1__get__(o); +} + +static PyMethodDef __pyx_methods_5_cdec_SufficientStats[] = { + {0, 0, 0, 0} +}; + +static struct PyGetSetDef __pyx_getsets_5_cdec_SufficientStats[] = { + {(char *)"score", __pyx_getprop_5_cdec_15SufficientStats_score, 0, 0, 0}, + {(char *)"detail", __pyx_getprop_5_cdec_15SufficientStats_detail, 0, 0, 0}, + {0, 0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number_SufficientStats = { + __pyx_pw_5_cdec_15SufficientStats_10__add__, /*nb_add*/ + 0, /*nb_subtract*/ + 0, /*nb_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_divide*/ + #endif + 0, /*nb_remainder*/ + 0, /*nb_divmod*/ + 0, /*nb_power*/ + 0, /*nb_negative*/ + 0, /*nb_positive*/ + 0, /*nb_absolute*/ + 0, /*nb_nonzero*/ + 0, /*nb_invert*/ + 0, /*nb_lshift*/ + 0, /*nb_rshift*/ + 0, /*nb_and*/ + 0, /*nb_xor*/ + 0, /*nb_or*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_coerce*/ + #endif + 0, /*nb_int*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_long*/ + #else + 0, /*reserved*/ + #endif + 0, /*nb_float*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_oct*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*nb_hex*/ + #endif + __pyx_pw_5_cdec_15SufficientStats_8__iadd__, /*nb_inplace_add*/ + 0, /*nb_inplace_subtract*/ + 0, /*nb_inplace_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_inplace_divide*/ + #endif + 0, /*nb_inplace_remainder*/ + 0, /*nb_inplace_power*/ + 0, /*nb_inplace_lshift*/ + 0, /*nb_inplace_rshift*/ + 0, /*nb_inplace_and*/ + 0, /*nb_inplace_xor*/ + 0, /*nb_inplace_or*/ + 0, /*nb_floor_divide*/ + 0, /*nb_true_divide*/ + 0, /*nb_inplace_floor_divide*/ + 0, /*nb_inplace_true_divide*/ + #if PY_VERSION_HEX >= 0x02050000 + 0, /*nb_index*/ + #endif +}; + +static PySequenceMethods __pyx_tp_as_sequence_SufficientStats = { + __pyx_pw_5_cdec_15SufficientStats_3__len__, /*sq_length*/ + 0, /*sq_concat*/ + 0, /*sq_repeat*/ + 0, /*sq_item*/ + 0, /*sq_slice*/ + 0, /*sq_ass_item*/ + 0, /*sq_ass_slice*/ + 0, /*sq_contains*/ + 0, /*sq_inplace_concat*/ + 0, /*sq_inplace_repeat*/ +}; + +static PyMappingMethods __pyx_tp_as_mapping_SufficientStats = { + __pyx_pw_5_cdec_15SufficientStats_3__len__, /*mp_length*/ + 0, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer_SufficientStats = { + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getreadbuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getwritebuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getsegcount*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getcharbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_getbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_releasebuffer*/ + #endif +}; + +static PyTypeObject __pyx_type_5_cdec_SufficientStats = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.SufficientStats"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec_SufficientStats), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec_SufficientStats, /*tp_dealloc*/ + 0, /*tp_print*/ + 0, /*tp_getattr*/ + 0, /*tp_setattr*/ + #if PY_MAJOR_VERSION < 3 + 0, /*tp_compare*/ + #else + 0, /*reserved*/ + #endif + 0, /*tp_repr*/ + &__pyx_tp_as_number_SufficientStats, /*tp_as_number*/ + &__pyx_tp_as_sequence_SufficientStats, /*tp_as_sequence*/ + &__pyx_tp_as_mapping_SufficientStats, /*tp_as_mapping*/ + 0, /*tp_hash*/ + 0, /*tp_call*/ + 0, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer_SufficientStats, /*tp_as_buffer*/ + Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/ + 0, /*tp_doc*/ + 0, /*tp_traverse*/ + 0, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + __pyx_pw_5_cdec_15SufficientStats_5__iter__, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec_SufficientStats, /*tp_methods*/ + 0, /*tp_members*/ + __pyx_getsets_5_cdec_SufficientStats, /*tp_getset*/ + 0, /*tp_base*/ + 0, /*tp_dict*/ + 0, /*tp_descr_get*/ + 0, /*tp_descr_set*/ + 0, /*tp_dictoffset*/ + 0, /*tp_init*/ + 0, /*tp_alloc*/ + __pyx_tp_new_5_cdec_SufficientStats, /*tp_new*/ + 0, /*tp_free*/ + 0, /*tp_is_gc*/ + 0, /*tp_bases*/ + 0, /*tp_mro*/ + 0, /*tp_cache*/ + 0, /*tp_subclasses*/ + 0, /*tp_weaklist*/ + 0, /*tp_del*/ + #if PY_VERSION_HEX >= 0x02060000 + 0, /*tp_version_tag*/ + #endif +}; + +static PyObject *__pyx_tp_new_5_cdec_CandidateSet(PyTypeObject *t, PyObject *a, PyObject *k) { + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + if (__pyx_pw_5_cdec_12CandidateSet_1__cinit__(o, a, k) < 0) { + Py_DECREF(o); o = 0; + } + return o; +} + +static void __pyx_tp_dealloc_5_cdec_CandidateSet(PyObject *o) { + { + PyObject *etype, *eval, *etb; + PyErr_Fetch(&etype, &eval, &etb); + ++Py_REFCNT(o); + __pyx_pw_5_cdec_12CandidateSet_3__dealloc__(o); + if (PyErr_Occurred()) PyErr_WriteUnraisable(o); + --Py_REFCNT(o); + PyErr_Restore(etype, eval, etb); + } + (*Py_TYPE(o)->tp_free)(o); +} +static PyObject *__pyx_sq_item_5_cdec_CandidateSet(PyObject *o, Py_ssize_t i) { + PyObject *r; + PyObject *x = PyInt_FromSsize_t(i); if(!x) return 0; + r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x); + Py_DECREF(x); + return r; +} + +static PyMethodDef __pyx_methods_5_cdec_CandidateSet[] = { + {__Pyx_NAMESTR("add_kbest"), (PyCFunction)__pyx_pw_5_cdec_12CandidateSet_12add_kbest, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)}, + {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number_CandidateSet = { + 0, /*nb_add*/ + 0, /*nb_subtract*/ + 0, /*nb_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_divide*/ + #endif + 0, /*nb_remainder*/ + 0, /*nb_divmod*/ + 0, /*nb_power*/ + 0, /*nb_negative*/ + 0, /*nb_positive*/ + 0, /*nb_absolute*/ + 0, /*nb_nonzero*/ + 0, /*nb_invert*/ + 0, /*nb_lshift*/ + 0, /*nb_rshift*/ + 0, /*nb_and*/ + 0, /*nb_xor*/ + 0, /*nb_or*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_coerce*/ + #endif + 0, /*nb_int*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_long*/ + #else + 0, /*reserved*/ + #endif + 0, /*nb_float*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_oct*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*nb_hex*/ + #endif + 0, /*nb_inplace_add*/ + 0, /*nb_inplace_subtract*/ + 0, /*nb_inplace_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_inplace_divide*/ + #endif + 0, /*nb_inplace_remainder*/ + 0, /*nb_inplace_power*/ + 0, /*nb_inplace_lshift*/ + 0, /*nb_inplace_rshift*/ + 0, /*nb_inplace_and*/ + 0, /*nb_inplace_xor*/ + 0, /*nb_inplace_or*/ + 0, /*nb_floor_divide*/ + 0, /*nb_true_divide*/ + 0, /*nb_inplace_floor_divide*/ + 0, /*nb_inplace_true_divide*/ + #if PY_VERSION_HEX >= 0x02050000 + 0, /*nb_index*/ + #endif +}; + +static PySequenceMethods __pyx_tp_as_sequence_CandidateSet = { + __pyx_pw_5_cdec_12CandidateSet_5__len__, /*sq_length*/ + 0, /*sq_concat*/ + 0, /*sq_repeat*/ + __pyx_sq_item_5_cdec_CandidateSet, /*sq_item*/ + 0, /*sq_slice*/ + 0, /*sq_ass_item*/ + 0, /*sq_ass_slice*/ + 0, /*sq_contains*/ + 0, /*sq_inplace_concat*/ + 0, /*sq_inplace_repeat*/ +}; + +static PyMappingMethods __pyx_tp_as_mapping_CandidateSet = { + __pyx_pw_5_cdec_12CandidateSet_5__len__, /*mp_length*/ + __pyx_pw_5_cdec_12CandidateSet_7__getitem__, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer_CandidateSet = { + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getreadbuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getwritebuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getsegcount*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getcharbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_getbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_releasebuffer*/ + #endif +}; + +static PyTypeObject __pyx_type_5_cdec_CandidateSet = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.CandidateSet"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec_CandidateSet), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec_CandidateSet, /*tp_dealloc*/ + 0, /*tp_print*/ + 0, /*tp_getattr*/ + 0, /*tp_setattr*/ + #if PY_MAJOR_VERSION < 3 + 0, /*tp_compare*/ + #else + 0, /*reserved*/ + #endif + 0, /*tp_repr*/ + &__pyx_tp_as_number_CandidateSet, /*tp_as_number*/ + &__pyx_tp_as_sequence_CandidateSet, /*tp_as_sequence*/ + &__pyx_tp_as_mapping_CandidateSet, /*tp_as_mapping*/ + 0, /*tp_hash*/ + 0, /*tp_call*/ + 0, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer_CandidateSet, /*tp_as_buffer*/ + Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/ + 0, /*tp_doc*/ + 0, /*tp_traverse*/ + 0, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + __pyx_pw_5_cdec_12CandidateSet_9__iter__, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec_CandidateSet, /*tp_methods*/ + 0, /*tp_members*/ + 0, /*tp_getset*/ + 0, /*tp_base*/ + 0, /*tp_dict*/ + 0, /*tp_descr_get*/ + 0, /*tp_descr_set*/ + 0, /*tp_dictoffset*/ + 0, /*tp_init*/ + 0, /*tp_alloc*/ + __pyx_tp_new_5_cdec_CandidateSet, /*tp_new*/ + 0, /*tp_free*/ + 0, /*tp_is_gc*/ + 0, /*tp_bases*/ + 0, /*tp_mro*/ + 0, /*tp_cache*/ + 0, /*tp_subclasses*/ + 0, /*tp_weaklist*/ + 0, /*tp_del*/ + #if PY_VERSION_HEX >= 0x02060000 + 0, /*tp_version_tag*/ + #endif +}; + +static PyObject *__pyx_tp_new_5_cdec_SegmentEvaluator(PyTypeObject *t, PyObject *a, PyObject *k) { + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + return o; +} + +static void __pyx_tp_dealloc_5_cdec_SegmentEvaluator(PyObject *o) { + { + PyObject *etype, *eval, *etb; + PyErr_Fetch(&etype, &eval, &etb); + ++Py_REFCNT(o); + __pyx_pw_5_cdec_16SegmentEvaluator_1__dealloc__(o); + if (PyErr_Occurred()) PyErr_WriteUnraisable(o); + --Py_REFCNT(o); + PyErr_Restore(etype, eval, etb); + } + (*Py_TYPE(o)->tp_free)(o); +} + +static PyMethodDef __pyx_methods_5_cdec_SegmentEvaluator[] = { + {__Pyx_NAMESTR("evaluate"), (PyCFunction)__pyx_pw_5_cdec_16SegmentEvaluator_3evaluate, METH_O, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("candidate_set"), (PyCFunction)__pyx_pw_5_cdec_16SegmentEvaluator_5candidate_set, METH_NOARGS, __Pyx_DOCSTR(0)}, + {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number_SegmentEvaluator = { + 0, /*nb_add*/ + 0, /*nb_subtract*/ + 0, /*nb_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_divide*/ + #endif + 0, /*nb_remainder*/ + 0, /*nb_divmod*/ + 0, /*nb_power*/ + 0, /*nb_negative*/ + 0, /*nb_positive*/ + 0, /*nb_absolute*/ + 0, /*nb_nonzero*/ + 0, /*nb_invert*/ + 0, /*nb_lshift*/ + 0, /*nb_rshift*/ + 0, /*nb_and*/ + 0, /*nb_xor*/ + 0, /*nb_or*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_coerce*/ + #endif + 0, /*nb_int*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_long*/ + #else + 0, /*reserved*/ + #endif + 0, /*nb_float*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_oct*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*nb_hex*/ + #endif + 0, /*nb_inplace_add*/ + 0, /*nb_inplace_subtract*/ + 0, /*nb_inplace_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_inplace_divide*/ + #endif + 0, /*nb_inplace_remainder*/ + 0, /*nb_inplace_power*/ + 0, /*nb_inplace_lshift*/ + 0, /*nb_inplace_rshift*/ + 0, /*nb_inplace_and*/ + 0, /*nb_inplace_xor*/ + 0, /*nb_inplace_or*/ + 0, /*nb_floor_divide*/ + 0, /*nb_true_divide*/ + 0, /*nb_inplace_floor_divide*/ + 0, /*nb_inplace_true_divide*/ + #if PY_VERSION_HEX >= 0x02050000 + 0, /*nb_index*/ + #endif +}; + +static PySequenceMethods __pyx_tp_as_sequence_SegmentEvaluator = { + 0, /*sq_length*/ + 0, /*sq_concat*/ + 0, /*sq_repeat*/ + 0, /*sq_item*/ + 0, /*sq_slice*/ + 0, /*sq_ass_item*/ + 0, /*sq_ass_slice*/ + 0, /*sq_contains*/ + 0, /*sq_inplace_concat*/ + 0, /*sq_inplace_repeat*/ +}; + +static PyMappingMethods __pyx_tp_as_mapping_SegmentEvaluator = { + 0, /*mp_length*/ + 0, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer_SegmentEvaluator = { + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getreadbuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getwritebuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getsegcount*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getcharbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_getbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_releasebuffer*/ + #endif +}; + +static PyTypeObject __pyx_type_5_cdec_SegmentEvaluator = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.SegmentEvaluator"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec_SegmentEvaluator), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec_SegmentEvaluator, /*tp_dealloc*/ + 0, /*tp_print*/ + 0, /*tp_getattr*/ + 0, /*tp_setattr*/ + #if PY_MAJOR_VERSION < 3 + 0, /*tp_compare*/ + #else + 0, /*reserved*/ + #endif + 0, /*tp_repr*/ + &__pyx_tp_as_number_SegmentEvaluator, /*tp_as_number*/ + &__pyx_tp_as_sequence_SegmentEvaluator, /*tp_as_sequence*/ + &__pyx_tp_as_mapping_SegmentEvaluator, /*tp_as_mapping*/ + 0, /*tp_hash*/ + 0, /*tp_call*/ + 0, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer_SegmentEvaluator, /*tp_as_buffer*/ + Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/ + 0, /*tp_doc*/ + 0, /*tp_traverse*/ + 0, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + 0, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec_SegmentEvaluator, /*tp_methods*/ + 0, /*tp_members*/ + 0, /*tp_getset*/ + 0, /*tp_base*/ + 0, /*tp_dict*/ + 0, /*tp_descr_get*/ + 0, /*tp_descr_set*/ + 0, /*tp_dictoffset*/ + 0, /*tp_init*/ + 0, /*tp_alloc*/ + __pyx_tp_new_5_cdec_SegmentEvaluator, /*tp_new*/ + 0, /*tp_free*/ + 0, /*tp_is_gc*/ + 0, /*tp_bases*/ + 0, /*tp_mro*/ + 0, /*tp_cache*/ + 0, /*tp_subclasses*/ + 0, /*tp_weaklist*/ + 0, /*tp_del*/ + #if PY_VERSION_HEX >= 0x02060000 + 0, /*tp_version_tag*/ + #endif +}; + +static PyObject *__pyx_tp_new_5_cdec_Scorer(PyTypeObject *t, PyObject *a, PyObject *k) { + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + if (__pyx_pw_5_cdec_6Scorer_1__cinit__(o, a, k) < 0) { + Py_DECREF(o); o = 0; + } + return o; +} + +static void __pyx_tp_dealloc_5_cdec_Scorer(PyObject *o) { + { + PyObject *etype, *eval, *etb; + PyErr_Fetch(&etype, &eval, &etb); + ++Py_REFCNT(o); + __pyx_pw_5_cdec_6Scorer_3__dealloc__(o); + if (PyErr_Occurred()) PyErr_WriteUnraisable(o); + --Py_REFCNT(o); + PyErr_Restore(etype, eval, etb); + } + (*Py_TYPE(o)->tp_free)(o); +} + +static PyMethodDef __pyx_methods_5_cdec_Scorer[] = { + {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number_Scorer = { + 0, /*nb_add*/ + 0, /*nb_subtract*/ + 0, /*nb_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_divide*/ + #endif + 0, /*nb_remainder*/ + 0, /*nb_divmod*/ + 0, /*nb_power*/ + 0, /*nb_negative*/ + 0, /*nb_positive*/ + 0, /*nb_absolute*/ + 0, /*nb_nonzero*/ + 0, /*nb_invert*/ + 0, /*nb_lshift*/ + 0, /*nb_rshift*/ + 0, /*nb_and*/ + 0, /*nb_xor*/ + 0, /*nb_or*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_coerce*/ + #endif + 0, /*nb_int*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_long*/ + #else + 0, /*reserved*/ + #endif + 0, /*nb_float*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_oct*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*nb_hex*/ + #endif + 0, /*nb_inplace_add*/ + 0, /*nb_inplace_subtract*/ + 0, /*nb_inplace_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_inplace_divide*/ + #endif + 0, /*nb_inplace_remainder*/ + 0, /*nb_inplace_power*/ + 0, /*nb_inplace_lshift*/ + 0, /*nb_inplace_rshift*/ + 0, /*nb_inplace_and*/ + 0, /*nb_inplace_xor*/ + 0, /*nb_inplace_or*/ + 0, /*nb_floor_divide*/ + 0, /*nb_true_divide*/ + 0, /*nb_inplace_floor_divide*/ + 0, /*nb_inplace_true_divide*/ + #if PY_VERSION_HEX >= 0x02050000 + 0, /*nb_index*/ + #endif +}; + +static PySequenceMethods __pyx_tp_as_sequence_Scorer = { + 0, /*sq_length*/ + 0, /*sq_concat*/ + 0, /*sq_repeat*/ + 0, /*sq_item*/ + 0, /*sq_slice*/ + 0, /*sq_ass_item*/ + 0, /*sq_ass_slice*/ + 0, /*sq_contains*/ + 0, /*sq_inplace_concat*/ + 0, /*sq_inplace_repeat*/ +}; + +static PyMappingMethods __pyx_tp_as_mapping_Scorer = { + 0, /*mp_length*/ + 0, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer_Scorer = { + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getreadbuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getwritebuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getsegcount*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getcharbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_getbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_releasebuffer*/ + #endif +}; + +static PyTypeObject __pyx_type_5_cdec_Scorer = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.Scorer"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec_Scorer), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec_Scorer, /*tp_dealloc*/ + 0, /*tp_print*/ + 0, /*tp_getattr*/ + 0, /*tp_setattr*/ + #if PY_MAJOR_VERSION < 3 + 0, /*tp_compare*/ + #else + 0, /*reserved*/ + #endif + 0, /*tp_repr*/ + &__pyx_tp_as_number_Scorer, /*tp_as_number*/ + &__pyx_tp_as_sequence_Scorer, /*tp_as_sequence*/ + &__pyx_tp_as_mapping_Scorer, /*tp_as_mapping*/ + 0, /*tp_hash*/ + __pyx_pw_5_cdec_6Scorer_5__call__, /*tp_call*/ + __pyx_pw_5_cdec_6Scorer_7__str__, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer_Scorer, /*tp_as_buffer*/ + Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/ + 0, /*tp_doc*/ + 0, /*tp_traverse*/ + 0, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + 0, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec_Scorer, /*tp_methods*/ + 0, /*tp_members*/ + 0, /*tp_getset*/ + 0, /*tp_base*/ + 0, /*tp_dict*/ + 0, /*tp_descr_get*/ + 0, /*tp_descr_set*/ + 0, /*tp_dictoffset*/ + 0, /*tp_init*/ + 0, /*tp_alloc*/ + __pyx_tp_new_5_cdec_Scorer, /*tp_new*/ + 0, /*tp_free*/ + 0, /*tp_is_gc*/ + 0, /*tp_bases*/ + 0, /*tp_mro*/ + 0, /*tp_cache*/ + 0, /*tp_subclasses*/ + 0, /*tp_weaklist*/ + 0, /*tp_del*/ + #if PY_VERSION_HEX >= 0x02060000 + 0, /*tp_version_tag*/ + #endif +}; + static PyObject *__pyx_tp_new_5_cdec_Decoder(PyTypeObject *t, PyObject *a, PyObject *k) { struct __pyx_obj_5_cdec_Decoder *p; PyObject *o = (*t->tp_alloc)(t, 0); @@ -7017,14 +10952,12 @@ static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_1___iter__(PyTypeObject PyObject *o = (*t->tp_alloc)(t, 0); if (!o) return 0; p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ *)o); - p->__pyx_v_fname = 0; p->__pyx_v_self = 0; return o; } static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_1___iter__(PyObject *o) { struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ *)o; - Py_XDECREF(((PyObject *)p->__pyx_v_fname)); Py_XDECREF(((PyObject *)p->__pyx_v_self)); (*Py_TYPE(o)->tp_free)(o); } @@ -7032,9 +10965,6 @@ static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_1___iter__(PyObject *o) { static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_1___iter__(PyObject *o, visitproc v, void *a) { int e; struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ *)o; - if (p->__pyx_v_fname) { - e = (*v)(p->__pyx_v_fname, a); if (e) return e; - } if (p->__pyx_v_self) { e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e; } @@ -7044,9 +10974,6 @@ static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_1___iter__(PyObject *o, v static int __pyx_tp_clear_5_cdec___pyx_scope_struct_1___iter__(PyObject *o) { struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ *)o; PyObject* tmp; - tmp = ((PyObject*)p->__pyx_v_fname); - p->__pyx_v_fname = ((PyObject*)Py_None); Py_INCREF(Py_None); - Py_XDECREF(tmp); tmp = ((PyObject*)p->__pyx_v_self); p->__pyx_v_self = ((struct __pyx_obj_5_cdec_SparseVector *)Py_None); Py_INCREF(Py_None); Py_XDECREF(tmp); @@ -7625,26 +11552,233 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_3_kbest_tree = { #endif }; -static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_4_sample(PyTypeObject *t, PyObject *a, PyObject *k) { - struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *p; +static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_4_kbest_features(PyTypeObject *t, PyObject *a, PyObject *k) { + struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features *p; PyObject *o = (*t->tp_alloc)(t, 0); if (!o) return 0; - p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *)o); + p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features *)o); + p->__pyx_v_fmap = 0; + p->__pyx_v_self = 0; + p->__pyx_v_size = 0; + return o; +} + +static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_4_kbest_features(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features *)o; + Py_XDECREF(((PyObject *)p->__pyx_v_fmap)); + Py_XDECREF(((PyObject *)p->__pyx_v_self)); + Py_XDECREF(p->__pyx_v_size); + (*Py_TYPE(o)->tp_free)(o); +} + +static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_4_kbest_features(PyObject *o, visitproc v, void *a) { + int e; + struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features *)o; + if (p->__pyx_v_fmap) { + e = (*v)(((PyObject*)p->__pyx_v_fmap), a); if (e) return e; + } + if (p->__pyx_v_self) { + e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e; + } + if (p->__pyx_v_size) { + e = (*v)(p->__pyx_v_size, a); if (e) return e; + } + return 0; +} + +static int __pyx_tp_clear_5_cdec___pyx_scope_struct_4_kbest_features(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features *)o; + PyObject* tmp; + tmp = ((PyObject*)p->__pyx_v_fmap); + p->__pyx_v_fmap = ((struct __pyx_obj_5_cdec_SparseVector *)Py_None); Py_INCREF(Py_None); + Py_XDECREF(tmp); + tmp = ((PyObject*)p->__pyx_v_self); + p->__pyx_v_self = ((struct __pyx_obj_5_cdec_Hypergraph *)Py_None); Py_INCREF(Py_None); + Py_XDECREF(tmp); + tmp = ((PyObject*)p->__pyx_v_size); + p->__pyx_v_size = Py_None; Py_INCREF(Py_None); + Py_XDECREF(tmp); + return 0; +} + +static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_4_kbest_features[] = { + {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_4_kbest_features = { + 0, /*nb_add*/ + 0, /*nb_subtract*/ + 0, /*nb_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_divide*/ + #endif + 0, /*nb_remainder*/ + 0, /*nb_divmod*/ + 0, /*nb_power*/ + 0, /*nb_negative*/ + 0, /*nb_positive*/ + 0, /*nb_absolute*/ + 0, /*nb_nonzero*/ + 0, /*nb_invert*/ + 0, /*nb_lshift*/ + 0, /*nb_rshift*/ + 0, /*nb_and*/ + 0, /*nb_xor*/ + 0, /*nb_or*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_coerce*/ + #endif + 0, /*nb_int*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_long*/ + #else + 0, /*reserved*/ + #endif + 0, /*nb_float*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_oct*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*nb_hex*/ + #endif + 0, /*nb_inplace_add*/ + 0, /*nb_inplace_subtract*/ + 0, /*nb_inplace_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_inplace_divide*/ + #endif + 0, /*nb_inplace_remainder*/ + 0, /*nb_inplace_power*/ + 0, /*nb_inplace_lshift*/ + 0, /*nb_inplace_rshift*/ + 0, /*nb_inplace_and*/ + 0, /*nb_inplace_xor*/ + 0, /*nb_inplace_or*/ + 0, /*nb_floor_divide*/ + 0, /*nb_true_divide*/ + 0, /*nb_inplace_floor_divide*/ + 0, /*nb_inplace_true_divide*/ + #if PY_VERSION_HEX >= 0x02050000 + 0, /*nb_index*/ + #endif +}; + +static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_4_kbest_features = { + 0, /*sq_length*/ + 0, /*sq_concat*/ + 0, /*sq_repeat*/ + 0, /*sq_item*/ + 0, /*sq_slice*/ + 0, /*sq_ass_item*/ + 0, /*sq_ass_slice*/ + 0, /*sq_contains*/ + 0, /*sq_inplace_concat*/ + 0, /*sq_inplace_repeat*/ +}; + +static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_4_kbest_features = { + 0, /*mp_length*/ + 0, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_4_kbest_features = { + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getreadbuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getwritebuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getsegcount*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getcharbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_getbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_releasebuffer*/ + #endif +}; + +static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_4_kbest_features = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.__pyx_scope_struct_4_kbest_features"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_4_kbest_features), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec___pyx_scope_struct_4_kbest_features, /*tp_dealloc*/ + 0, /*tp_print*/ + 0, /*tp_getattr*/ + 0, /*tp_setattr*/ + #if PY_MAJOR_VERSION < 3 + 0, /*tp_compare*/ + #else + 0, /*reserved*/ + #endif + 0, /*tp_repr*/ + &__pyx_tp_as_number___pyx_scope_struct_4_kbest_features, /*tp_as_number*/ + &__pyx_tp_as_sequence___pyx_scope_struct_4_kbest_features, /*tp_as_sequence*/ + &__pyx_tp_as_mapping___pyx_scope_struct_4_kbest_features, /*tp_as_mapping*/ + 0, /*tp_hash*/ + 0, /*tp_call*/ + 0, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer___pyx_scope_struct_4_kbest_features, /*tp_as_buffer*/ + Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/ + 0, /*tp_doc*/ + __pyx_tp_traverse_5_cdec___pyx_scope_struct_4_kbest_features, /*tp_traverse*/ + __pyx_tp_clear_5_cdec___pyx_scope_struct_4_kbest_features, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + 0, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec___pyx_scope_struct_4_kbest_features, /*tp_methods*/ + 0, /*tp_members*/ + 0, /*tp_getset*/ + 0, /*tp_base*/ + 0, /*tp_dict*/ + 0, /*tp_descr_get*/ + 0, /*tp_descr_set*/ + 0, /*tp_dictoffset*/ + 0, /*tp_init*/ + 0, /*tp_alloc*/ + __pyx_tp_new_5_cdec___pyx_scope_struct_4_kbest_features, /*tp_new*/ + 0, /*tp_free*/ + 0, /*tp_is_gc*/ + 0, /*tp_bases*/ + 0, /*tp_mro*/ + 0, /*tp_cache*/ + 0, /*tp_subclasses*/ + 0, /*tp_weaklist*/ + 0, /*tp_del*/ + #if PY_VERSION_HEX >= 0x02060000 + 0, /*tp_version_tag*/ + #endif +}; + +static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_5_sample(PyTypeObject *t, PyObject *a, PyObject *k) { + struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *p; + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *)o); p->__pyx_v_self = 0; p->__pyx_v_sentence = 0; return o; } -static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_4_sample(PyObject *o) { - struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *)o; +static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_5_sample(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *)o; Py_XDECREF(((PyObject *)p->__pyx_v_self)); Py_XDECREF(((PyObject *)p->__pyx_v_sentence)); (*Py_TYPE(o)->tp_free)(o); } -static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_4_sample(PyObject *o, visitproc v, void *a) { +static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_5_sample(PyObject *o, visitproc v, void *a) { int e; - struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *)o; + struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *)o; if (p->__pyx_v_self) { e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e; } @@ -7654,8 +11788,8 @@ static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_4_sample(PyObject *o, vis return 0; } -static int __pyx_tp_clear_5_cdec___pyx_scope_struct_4_sample(PyObject *o) { - struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *)o; +static int __pyx_tp_clear_5_cdec___pyx_scope_struct_5_sample(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample *)o; PyObject* tmp; tmp = ((PyObject*)p->__pyx_v_self); p->__pyx_v_self = ((struct __pyx_obj_5_cdec_Hypergraph *)Py_None); Py_INCREF(Py_None); @@ -7666,11 +11800,11 @@ static int __pyx_tp_clear_5_cdec___pyx_scope_struct_4_sample(PyObject *o) { return 0; } -static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_4_sample[] = { +static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_5_sample[] = { {0, 0, 0, 0} }; -static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_4_sample = { +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_5_sample = { 0, /*nb_add*/ 0, /*nb_subtract*/ 0, /*nb_multiply*/ @@ -7728,7 +11862,7 @@ static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_4_sample = { #endif }; -static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_4_sample = { +static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_5_sample = { 0, /*sq_length*/ 0, /*sq_concat*/ 0, /*sq_repeat*/ @@ -7741,13 +11875,13 @@ static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_4_sample = { 0, /*sq_inplace_repeat*/ }; -static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_4_sample = { +static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_5_sample = { 0, /*mp_length*/ 0, /*mp_subscript*/ 0, /*mp_ass_subscript*/ }; -static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_4_sample = { +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_5_sample = { #if PY_MAJOR_VERSION < 3 0, /*bf_getreadbuffer*/ #endif @@ -7768,12 +11902,12 @@ static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_4_sample = { #endif }; -static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_4_sample = { +static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_5_sample = { PyVarObject_HEAD_INIT(0, 0) - __Pyx_NAMESTR("_cdec.__pyx_scope_struct_4_sample"), /*tp_name*/ - sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample), /*tp_basicsize*/ + __Pyx_NAMESTR("_cdec.__pyx_scope_struct_5_sample"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_5_sample), /*tp_basicsize*/ 0, /*tp_itemsize*/ - __pyx_tp_dealloc_5_cdec___pyx_scope_struct_4_sample, /*tp_dealloc*/ + __pyx_tp_dealloc_5_cdec___pyx_scope_struct_5_sample, /*tp_dealloc*/ 0, /*tp_print*/ 0, /*tp_getattr*/ 0, /*tp_setattr*/ @@ -7783,24 +11917,24 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_4_sample = { 0, /*reserved*/ #endif 0, /*tp_repr*/ - &__pyx_tp_as_number___pyx_scope_struct_4_sample, /*tp_as_number*/ - &__pyx_tp_as_sequence___pyx_scope_struct_4_sample, /*tp_as_sequence*/ - &__pyx_tp_as_mapping___pyx_scope_struct_4_sample, /*tp_as_mapping*/ + &__pyx_tp_as_number___pyx_scope_struct_5_sample, /*tp_as_number*/ + &__pyx_tp_as_sequence___pyx_scope_struct_5_sample, /*tp_as_sequence*/ + &__pyx_tp_as_mapping___pyx_scope_struct_5_sample, /*tp_as_mapping*/ 0, /*tp_hash*/ 0, /*tp_call*/ 0, /*tp_str*/ 0, /*tp_getattro*/ 0, /*tp_setattro*/ - &__pyx_tp_as_buffer___pyx_scope_struct_4_sample, /*tp_as_buffer*/ + &__pyx_tp_as_buffer___pyx_scope_struct_5_sample, /*tp_as_buffer*/ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/ 0, /*tp_doc*/ - __pyx_tp_traverse_5_cdec___pyx_scope_struct_4_sample, /*tp_traverse*/ - __pyx_tp_clear_5_cdec___pyx_scope_struct_4_sample, /*tp_clear*/ + __pyx_tp_traverse_5_cdec___pyx_scope_struct_5_sample, /*tp_traverse*/ + __pyx_tp_clear_5_cdec___pyx_scope_struct_5_sample, /*tp_clear*/ 0, /*tp_richcompare*/ 0, /*tp_weaklistoffset*/ 0, /*tp_iter*/ 0, /*tp_iternext*/ - __pyx_methods_5_cdec___pyx_scope_struct_4_sample, /*tp_methods*/ + __pyx_methods_5_cdec___pyx_scope_struct_5_sample, /*tp_methods*/ 0, /*tp_members*/ 0, /*tp_getset*/ 0, /*tp_base*/ @@ -7810,7 +11944,7 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_4_sample = { 0, /*tp_dictoffset*/ 0, /*tp_init*/ 0, /*tp_alloc*/ - __pyx_tp_new_5_cdec___pyx_scope_struct_4_sample, /*tp_new*/ + __pyx_tp_new_5_cdec___pyx_scope_struct_5_sample, /*tp_new*/ 0, /*tp_free*/ 0, /*tp_is_gc*/ 0, /*tp_bases*/ @@ -7824,32 +11958,32 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_4_sample = { #endif }; -static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_5___iter__(PyTypeObject *t, PyObject *a, PyObject *k) { - struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ *p; +static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_6___iter__(PyTypeObject *t, PyObject *a, PyObject *k) { + struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__ *p; PyObject *o = (*t->tp_alloc)(t, 0); if (!o) return 0; - p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ *)o); + p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__ *)o); p->__pyx_v_self = 0; return o; } -static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_5___iter__(PyObject *o) { - struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ *)o; +static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_6___iter__(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__ *)o; Py_XDECREF(((PyObject *)p->__pyx_v_self)); (*Py_TYPE(o)->tp_free)(o); } -static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_5___iter__(PyObject *o, visitproc v, void *a) { +static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_6___iter__(PyObject *o, visitproc v, void *a) { int e; - struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ *)o; + struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__ *)o; if (p->__pyx_v_self) { e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e; } return 0; } -static int __pyx_tp_clear_5_cdec___pyx_scope_struct_5___iter__(PyObject *o) { - struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ *)o; +static int __pyx_tp_clear_5_cdec___pyx_scope_struct_6___iter__(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__ *)o; PyObject* tmp; tmp = ((PyObject*)p->__pyx_v_self); p->__pyx_v_self = ((struct __pyx_obj_5_cdec_Lattice *)Py_None); Py_INCREF(Py_None); @@ -7857,11 +11991,409 @@ static int __pyx_tp_clear_5_cdec___pyx_scope_struct_5___iter__(PyObject *o) { return 0; } -static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_5___iter__[] = { +static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_6___iter__[] = { + {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_6___iter__ = { + 0, /*nb_add*/ + 0, /*nb_subtract*/ + 0, /*nb_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_divide*/ + #endif + 0, /*nb_remainder*/ + 0, /*nb_divmod*/ + 0, /*nb_power*/ + 0, /*nb_negative*/ + 0, /*nb_positive*/ + 0, /*nb_absolute*/ + 0, /*nb_nonzero*/ + 0, /*nb_invert*/ + 0, /*nb_lshift*/ + 0, /*nb_rshift*/ + 0, /*nb_and*/ + 0, /*nb_xor*/ + 0, /*nb_or*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_coerce*/ + #endif + 0, /*nb_int*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_long*/ + #else + 0, /*reserved*/ + #endif + 0, /*nb_float*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_oct*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*nb_hex*/ + #endif + 0, /*nb_inplace_add*/ + 0, /*nb_inplace_subtract*/ + 0, /*nb_inplace_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_inplace_divide*/ + #endif + 0, /*nb_inplace_remainder*/ + 0, /*nb_inplace_power*/ + 0, /*nb_inplace_lshift*/ + 0, /*nb_inplace_rshift*/ + 0, /*nb_inplace_and*/ + 0, /*nb_inplace_xor*/ + 0, /*nb_inplace_or*/ + 0, /*nb_floor_divide*/ + 0, /*nb_true_divide*/ + 0, /*nb_inplace_floor_divide*/ + 0, /*nb_inplace_true_divide*/ + #if PY_VERSION_HEX >= 0x02050000 + 0, /*nb_index*/ + #endif +}; + +static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_6___iter__ = { + 0, /*sq_length*/ + 0, /*sq_concat*/ + 0, /*sq_repeat*/ + 0, /*sq_item*/ + 0, /*sq_slice*/ + 0, /*sq_ass_item*/ + 0, /*sq_ass_slice*/ + 0, /*sq_contains*/ + 0, /*sq_inplace_concat*/ + 0, /*sq_inplace_repeat*/ +}; + +static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_6___iter__ = { + 0, /*mp_length*/ + 0, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_6___iter__ = { + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getreadbuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getwritebuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getsegcount*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getcharbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_getbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_releasebuffer*/ + #endif +}; + +static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_6___iter__ = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.__pyx_scope_struct_6___iter__"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_6___iter__), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec___pyx_scope_struct_6___iter__, /*tp_dealloc*/ + 0, /*tp_print*/ + 0, /*tp_getattr*/ + 0, /*tp_setattr*/ + #if PY_MAJOR_VERSION < 3 + 0, /*tp_compare*/ + #else + 0, /*reserved*/ + #endif + 0, /*tp_repr*/ + &__pyx_tp_as_number___pyx_scope_struct_6___iter__, /*tp_as_number*/ + &__pyx_tp_as_sequence___pyx_scope_struct_6___iter__, /*tp_as_sequence*/ + &__pyx_tp_as_mapping___pyx_scope_struct_6___iter__, /*tp_as_mapping*/ + 0, /*tp_hash*/ + 0, /*tp_call*/ + 0, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer___pyx_scope_struct_6___iter__, /*tp_as_buffer*/ + Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/ + 0, /*tp_doc*/ + __pyx_tp_traverse_5_cdec___pyx_scope_struct_6___iter__, /*tp_traverse*/ + __pyx_tp_clear_5_cdec___pyx_scope_struct_6___iter__, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + 0, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec___pyx_scope_struct_6___iter__, /*tp_methods*/ + 0, /*tp_members*/ + 0, /*tp_getset*/ + 0, /*tp_base*/ + 0, /*tp_dict*/ + 0, /*tp_descr_get*/ + 0, /*tp_descr_set*/ + 0, /*tp_dictoffset*/ + 0, /*tp_init*/ + 0, /*tp_alloc*/ + __pyx_tp_new_5_cdec___pyx_scope_struct_6___iter__, /*tp_new*/ + 0, /*tp_free*/ + 0, /*tp_is_gc*/ + 0, /*tp_bases*/ + 0, /*tp_mro*/ + 0, /*tp_cache*/ + 0, /*tp_subclasses*/ + 0, /*tp_weaklist*/ + 0, /*tp_del*/ + #if PY_VERSION_HEX >= 0x02060000 + 0, /*tp_version_tag*/ + #endif +}; + +static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_7___iter__(PyTypeObject *t, PyObject *a, PyObject *k) { + struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__ *p; + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__ *)o); + p->__pyx_v_i = 0; + p->__pyx_v_self = 0; + p->__pyx_t_1 = 0; + return o; +} + +static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_7___iter__(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__ *)o; + Py_XDECREF(p->__pyx_v_i); + Py_XDECREF(((PyObject *)p->__pyx_v_self)); + Py_XDECREF(p->__pyx_t_1); + (*Py_TYPE(o)->tp_free)(o); +} + +static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_7___iter__(PyObject *o, visitproc v, void *a) { + int e; + struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__ *)o; + if (p->__pyx_v_i) { + e = (*v)(p->__pyx_v_i, a); if (e) return e; + } + if (p->__pyx_v_self) { + e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e; + } + if (p->__pyx_t_1) { + e = (*v)(p->__pyx_t_1, a); if (e) return e; + } + return 0; +} + +static int __pyx_tp_clear_5_cdec___pyx_scope_struct_7___iter__(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__ *)o; + PyObject* tmp; + tmp = ((PyObject*)p->__pyx_v_i); + p->__pyx_v_i = Py_None; Py_INCREF(Py_None); + Py_XDECREF(tmp); + tmp = ((PyObject*)p->__pyx_v_self); + p->__pyx_v_self = ((struct __pyx_obj_5_cdec_SufficientStats *)Py_None); Py_INCREF(Py_None); + Py_XDECREF(tmp); + tmp = ((PyObject*)p->__pyx_t_1); + p->__pyx_t_1 = Py_None; Py_INCREF(Py_None); + Py_XDECREF(tmp); + return 0; +} + +static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_7___iter__[] = { + {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_7___iter__ = { + 0, /*nb_add*/ + 0, /*nb_subtract*/ + 0, /*nb_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_divide*/ + #endif + 0, /*nb_remainder*/ + 0, /*nb_divmod*/ + 0, /*nb_power*/ + 0, /*nb_negative*/ + 0, /*nb_positive*/ + 0, /*nb_absolute*/ + 0, /*nb_nonzero*/ + 0, /*nb_invert*/ + 0, /*nb_lshift*/ + 0, /*nb_rshift*/ + 0, /*nb_and*/ + 0, /*nb_xor*/ + 0, /*nb_or*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_coerce*/ + #endif + 0, /*nb_int*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_long*/ + #else + 0, /*reserved*/ + #endif + 0, /*nb_float*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_oct*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*nb_hex*/ + #endif + 0, /*nb_inplace_add*/ + 0, /*nb_inplace_subtract*/ + 0, /*nb_inplace_multiply*/ + #if PY_MAJOR_VERSION < 3 + 0, /*nb_inplace_divide*/ + #endif + 0, /*nb_inplace_remainder*/ + 0, /*nb_inplace_power*/ + 0, /*nb_inplace_lshift*/ + 0, /*nb_inplace_rshift*/ + 0, /*nb_inplace_and*/ + 0, /*nb_inplace_xor*/ + 0, /*nb_inplace_or*/ + 0, /*nb_floor_divide*/ + 0, /*nb_true_divide*/ + 0, /*nb_inplace_floor_divide*/ + 0, /*nb_inplace_true_divide*/ + #if PY_VERSION_HEX >= 0x02050000 + 0, /*nb_index*/ + #endif +}; + +static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_7___iter__ = { + 0, /*sq_length*/ + 0, /*sq_concat*/ + 0, /*sq_repeat*/ + 0, /*sq_item*/ + 0, /*sq_slice*/ + 0, /*sq_ass_item*/ + 0, /*sq_ass_slice*/ + 0, /*sq_contains*/ + 0, /*sq_inplace_concat*/ + 0, /*sq_inplace_repeat*/ +}; + +static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_7___iter__ = { + 0, /*mp_length*/ + 0, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_7___iter__ = { + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getreadbuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getwritebuffer*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getsegcount*/ + #endif + #if PY_MAJOR_VERSION < 3 + 0, /*bf_getcharbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_getbuffer*/ + #endif + #if PY_VERSION_HEX >= 0x02060000 + 0, /*bf_releasebuffer*/ + #endif +}; + +static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_7___iter__ = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.__pyx_scope_struct_7___iter__"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_7___iter__), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec___pyx_scope_struct_7___iter__, /*tp_dealloc*/ + 0, /*tp_print*/ + 0, /*tp_getattr*/ + 0, /*tp_setattr*/ + #if PY_MAJOR_VERSION < 3 + 0, /*tp_compare*/ + #else + 0, /*reserved*/ + #endif + 0, /*tp_repr*/ + &__pyx_tp_as_number___pyx_scope_struct_7___iter__, /*tp_as_number*/ + &__pyx_tp_as_sequence___pyx_scope_struct_7___iter__, /*tp_as_sequence*/ + &__pyx_tp_as_mapping___pyx_scope_struct_7___iter__, /*tp_as_mapping*/ + 0, /*tp_hash*/ + 0, /*tp_call*/ + 0, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer___pyx_scope_struct_7___iter__, /*tp_as_buffer*/ + Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/ + 0, /*tp_doc*/ + __pyx_tp_traverse_5_cdec___pyx_scope_struct_7___iter__, /*tp_traverse*/ + __pyx_tp_clear_5_cdec___pyx_scope_struct_7___iter__, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + 0, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec___pyx_scope_struct_7___iter__, /*tp_methods*/ + 0, /*tp_members*/ + 0, /*tp_getset*/ + 0, /*tp_base*/ + 0, /*tp_dict*/ + 0, /*tp_descr_get*/ + 0, /*tp_descr_set*/ + 0, /*tp_dictoffset*/ + 0, /*tp_init*/ + 0, /*tp_alloc*/ + __pyx_tp_new_5_cdec___pyx_scope_struct_7___iter__, /*tp_new*/ + 0, /*tp_free*/ + 0, /*tp_is_gc*/ + 0, /*tp_bases*/ + 0, /*tp_mro*/ + 0, /*tp_cache*/ + 0, /*tp_subclasses*/ + 0, /*tp_weaklist*/ + 0, /*tp_del*/ + #if PY_VERSION_HEX >= 0x02060000 + 0, /*tp_version_tag*/ + #endif +}; + +static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_8___iter__(PyTypeObject *t, PyObject *a, PyObject *k) { + struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__ *p; + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__ *)o); + p->__pyx_v_self = 0; + return o; +} + +static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_8___iter__(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__ *)o; + Py_XDECREF(((PyObject *)p->__pyx_v_self)); + (*Py_TYPE(o)->tp_free)(o); +} + +static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_8___iter__(PyObject *o, visitproc v, void *a) { + int e; + struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__ *)o; + if (p->__pyx_v_self) { + e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e; + } + return 0; +} + +static int __pyx_tp_clear_5_cdec___pyx_scope_struct_8___iter__(PyObject *o) { + struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__ *)o; + PyObject* tmp; + tmp = ((PyObject*)p->__pyx_v_self); + p->__pyx_v_self = ((struct __pyx_obj_5_cdec_CandidateSet *)Py_None); Py_INCREF(Py_None); + Py_XDECREF(tmp); + return 0; +} + +static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_8___iter__[] = { {0, 0, 0, 0} }; -static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_5___iter__ = { +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_8___iter__ = { 0, /*nb_add*/ 0, /*nb_subtract*/ 0, /*nb_multiply*/ @@ -7919,7 +12451,7 @@ static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_5___iter__ = { #endif }; -static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_5___iter__ = { +static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_8___iter__ = { 0, /*sq_length*/ 0, /*sq_concat*/ 0, /*sq_repeat*/ @@ -7932,13 +12464,13 @@ static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_5___iter__ = { 0, /*sq_inplace_repeat*/ }; -static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_5___iter__ = { +static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_8___iter__ = { 0, /*mp_length*/ 0, /*mp_subscript*/ 0, /*mp_ass_subscript*/ }; -static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_5___iter__ = { +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_8___iter__ = { #if PY_MAJOR_VERSION < 3 0, /*bf_getreadbuffer*/ #endif @@ -7959,12 +12491,12 @@ static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_5___iter__ = { #endif }; -static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_5___iter__ = { +static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_8___iter__ = { PyVarObject_HEAD_INIT(0, 0) - __Pyx_NAMESTR("_cdec.__pyx_scope_struct_5___iter__"), /*tp_name*/ - sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__), /*tp_basicsize*/ + __Pyx_NAMESTR("_cdec.__pyx_scope_struct_8___iter__"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_8___iter__), /*tp_basicsize*/ 0, /*tp_itemsize*/ - __pyx_tp_dealloc_5_cdec___pyx_scope_struct_5___iter__, /*tp_dealloc*/ + __pyx_tp_dealloc_5_cdec___pyx_scope_struct_8___iter__, /*tp_dealloc*/ 0, /*tp_print*/ 0, /*tp_getattr*/ 0, /*tp_setattr*/ @@ -7974,24 +12506,24 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_5___iter__ = { 0, /*reserved*/ #endif 0, /*tp_repr*/ - &__pyx_tp_as_number___pyx_scope_struct_5___iter__, /*tp_as_number*/ - &__pyx_tp_as_sequence___pyx_scope_struct_5___iter__, /*tp_as_sequence*/ - &__pyx_tp_as_mapping___pyx_scope_struct_5___iter__, /*tp_as_mapping*/ + &__pyx_tp_as_number___pyx_scope_struct_8___iter__, /*tp_as_number*/ + &__pyx_tp_as_sequence___pyx_scope_struct_8___iter__, /*tp_as_sequence*/ + &__pyx_tp_as_mapping___pyx_scope_struct_8___iter__, /*tp_as_mapping*/ 0, /*tp_hash*/ 0, /*tp_call*/ 0, /*tp_str*/ 0, /*tp_getattro*/ 0, /*tp_setattro*/ - &__pyx_tp_as_buffer___pyx_scope_struct_5___iter__, /*tp_as_buffer*/ + &__pyx_tp_as_buffer___pyx_scope_struct_8___iter__, /*tp_as_buffer*/ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/ 0, /*tp_doc*/ - __pyx_tp_traverse_5_cdec___pyx_scope_struct_5___iter__, /*tp_traverse*/ - __pyx_tp_clear_5_cdec___pyx_scope_struct_5___iter__, /*tp_clear*/ + __pyx_tp_traverse_5_cdec___pyx_scope_struct_8___iter__, /*tp_traverse*/ + __pyx_tp_clear_5_cdec___pyx_scope_struct_8___iter__, /*tp_clear*/ 0, /*tp_richcompare*/ 0, /*tp_weaklistoffset*/ 0, /*tp_iter*/ 0, /*tp_iternext*/ - __pyx_methods_5_cdec___pyx_scope_struct_5___iter__, /*tp_methods*/ + __pyx_methods_5_cdec___pyx_scope_struct_8___iter__, /*tp_methods*/ 0, /*tp_members*/ 0, /*tp_getset*/ 0, /*tp_base*/ @@ -8001,7 +12533,7 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_5___iter__ = { 0, /*tp_dictoffset*/ 0, /*tp_init*/ 0, /*tp_alloc*/ - __pyx_tp_new_5_cdec___pyx_scope_struct_5___iter__, /*tp_new*/ + __pyx_tp_new_5_cdec___pyx_scope_struct_8___iter__, /*tp_new*/ 0, /*tp_free*/ 0, /*tp_is_gc*/ 0, /*tp_bases*/ @@ -8039,15 +12571,18 @@ static __Pyx_StringTabEntry __pyx_string_tab[] = { {&__pyx_kp_s_11, __pyx_k_11, sizeof(__pyx_k_11), 0, 0, 1, 0}, {&__pyx_kp_s_13, __pyx_k_13, sizeof(__pyx_k_13), 0, 0, 1, 0}, {&__pyx_kp_s_14, __pyx_k_14, sizeof(__pyx_k_14), 0, 0, 1, 0}, + {&__pyx_kp_s_19, __pyx_k_19, sizeof(__pyx_k_19), 0, 0, 1, 0}, {&__pyx_kp_s_2, __pyx_k_2, sizeof(__pyx_k_2), 0, 0, 1, 0}, - {&__pyx_kp_s_21, __pyx_k_21, sizeof(__pyx_k_21), 0, 0, 1, 0}, + {&__pyx_kp_s_23, __pyx_k_23, sizeof(__pyx_k_23), 0, 0, 1, 0}, + {&__pyx_n_s__BLEU, __pyx_k__BLEU, sizeof(__pyx_k__BLEU), 0, 0, 1, 1}, {&__pyx_n_s__Exception, __pyx_k__Exception, sizeof(__pyx_k__Exception), 0, 0, 1, 1}, + {&__pyx_n_s__IBM_BLEU, __pyx_k__IBM_BLEU, sizeof(__pyx_k__IBM_BLEU), 0, 0, 1, 1}, {&__pyx_n_s__IndexError, __pyx_k__IndexError, sizeof(__pyx_k__IndexError), 0, 0, 1, 1}, {&__pyx_n_s__KeyError, __pyx_k__KeyError, sizeof(__pyx_k__KeyError), 0, 0, 1, 1}, {&__pyx_n_s__NotImplemented, __pyx_k__NotImplemented, sizeof(__pyx_k__NotImplemented), 0, 0, 1, 1}, {&__pyx_n_s__ParseFailed, __pyx_k__ParseFailed, sizeof(__pyx_k__ParseFailed), 0, 0, 1, 1}, + {&__pyx_n_s__TER, __pyx_k__TER, sizeof(__pyx_k__TER), 0, 0, 1, 1}, {&__pyx_n_s__TypeError, __pyx_k__TypeError, sizeof(__pyx_k__TypeError), 0, 0, 1, 1}, - {&__pyx_n_s__ValueError, __pyx_k__ValueError, sizeof(__pyx_k__ValueError), 0, 0, 1, 1}, {&__pyx_n_s____enter__, __pyx_k____enter__, sizeof(__pyx_k____enter__), 0, 0, 1, 1}, {&__pyx_n_s____exit__, __pyx_k____exit__, sizeof(__pyx_k____exit__), 0, 0, 1, 1}, {&__pyx_n_s____main__, __pyx_k____main__, sizeof(__pyx_k____main__), 0, 0, 1, 1}, @@ -8059,13 +12594,19 @@ static __Pyx_StringTabEntry __pyx_string_tab[] = { {&__pyx_n_s__density, __pyx_k__density, sizeof(__pyx_k__density), 0, 0, 1, 1}, {&__pyx_n_s__dot, __pyx_k__dot, sizeof(__pyx_k__dot), 0, 0, 1, 1}, {&__pyx_n_s__encode, __pyx_k__encode, sizeof(__pyx_k__encode), 0, 0, 1, 1}, + {&__pyx_n_s__encoding, __pyx_k__encoding, sizeof(__pyx_k__encoding), 0, 0, 1, 1}, {&__pyx_n_s__enumerate, __pyx_k__enumerate, sizeof(__pyx_k__enumerate), 0, 0, 1, 1}, {&__pyx_n_s__eval, __pyx_k__eval, sizeof(__pyx_k__eval), 0, 0, 1, 1}, + {&__pyx_n_s__evaluator, __pyx_k__evaluator, sizeof(__pyx_k__evaluator), 0, 0, 1, 1}, {&__pyx_n_s__grammar, __pyx_k__grammar, sizeof(__pyx_k__grammar), 0, 0, 1, 1}, + {&__pyx_n_s__hypergraph, __pyx_k__hypergraph, sizeof(__pyx_k__hypergraph), 0, 0, 1, 1}, {&__pyx_n_s__inp, __pyx_k__inp, sizeof(__pyx_k__inp), 0, 0, 1, 1}, + {&__pyx_n_s__k, __pyx_k__k, sizeof(__pyx_k__k), 0, 0, 1, 1}, + {&__pyx_n_s__name, __pyx_k__name, sizeof(__pyx_k__name), 0, 0, 1, 1}, {&__pyx_n_s__open, __pyx_k__open, sizeof(__pyx_k__open), 0, 0, 1, 1}, {&__pyx_n_s__plf, __pyx_k__plf, sizeof(__pyx_k__plf), 0, 0, 1, 1}, {&__pyx_n_s__range, __pyx_k__range, sizeof(__pyx_k__range), 0, 0, 1, 1}, + {&__pyx_n_s__refs, __pyx_k__refs, sizeof(__pyx_k__refs), 0, 0, 1, 1}, {&__pyx_n_s__self, __pyx_k__self, sizeof(__pyx_k__self), 0, 0, 1, 1}, {&__pyx_n_s__sentence, __pyx_k__sentence, sizeof(__pyx_k__sentence), 0, 0, 1, 1}, {&__pyx_n_s__split, __pyx_k__split, sizeof(__pyx_k__split), 0, 0, 1, 1}, @@ -8074,14 +12615,13 @@ static __Pyx_StringTabEntry __pyx_string_tab[] = { {0, 0, 0, 0, 0, 0, 0} }; static int __Pyx_InitCachedBuiltins(void) { - __pyx_builtin_Exception = __Pyx_GetName(__pyx_b, __pyx_n_s__Exception); if (!__pyx_builtin_Exception) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 12; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __pyx_builtin_KeyError = __Pyx_GetName(__pyx_b, __pyx_n_s__KeyError); if (!__pyx_builtin_KeyError) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 10; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __pyx_builtin_range = __Pyx_GetName(__pyx_b, __pyx_n_s__range); if (!__pyx_builtin_range) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 20; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __pyx_builtin_ValueError = __Pyx_GetName(__pyx_b, __pyx_n_s__ValueError); if (!__pyx_builtin_ValueError) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 56; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __pyx_builtin_NotImplemented = __Pyx_GetName(__pyx_b, __pyx_n_s__NotImplemented); if (!__pyx_builtin_NotImplemented) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __pyx_builtin_eval = __Pyx_GetName(__pyx_b, __pyx_n_s__eval); if (!__pyx_builtin_eval) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 82; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_builtin_Exception = __Pyx_GetName(__pyx_b, __pyx_n_s__Exception); if (!__pyx_builtin_Exception) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_builtin_KeyError = __Pyx_GetName(__pyx_b, __pyx_n_s__KeyError); if (!__pyx_builtin_KeyError) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_builtin_range = __Pyx_GetName(__pyx_b, __pyx_n_s__range); if (!__pyx_builtin_range) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 24; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_builtin_TypeError = __Pyx_GetName(__pyx_b, __pyx_n_s__TypeError); if (!__pyx_builtin_TypeError) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_builtin_NotImplemented = __Pyx_GetName(__pyx_b, __pyx_n_s__NotImplemented); if (!__pyx_builtin_NotImplemented) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 76; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_builtin_eval = __Pyx_GetName(__pyx_b, __pyx_n_s__eval); if (!__pyx_builtin_eval) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 105; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_builtin_enumerate = __Pyx_GetName(__pyx_b, __pyx_n_s__enumerate); if (!__pyx_builtin_enumerate) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __pyx_builtin_TypeError = __Pyx_GetName(__pyx_b, __pyx_n_s__TypeError); if (!__pyx_builtin_TypeError) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 15; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_builtin_IndexError = __Pyx_GetName(__pyx_b, __pyx_n_s__IndexError); if (!__pyx_builtin_IndexError) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 21; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_builtin_open = __Pyx_GetName(__pyx_b, __pyx_n_s__open); if (!__pyx_builtin_open) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L1_error;} return 0; @@ -8093,14 +12633,14 @@ static int __Pyx_InitCachedConstants(void) { __Pyx_RefNannyDeclarations __Pyx_RefNannySetupContext("__Pyx_InitCachedConstants", 0); - /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":69 + /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":76 * elif op == 3: # != - * return not (self == other) + * return not (x == y) * raise NotImplemented('comparison not implemented for SparseVector') # <<<<<<<<<<<<<< * * def __len__(self): */ - __pyx_k_tuple_3 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 69; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_k_tuple_3 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_3)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 76; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_k_tuple_3); __Pyx_INCREF(((PyObject *)__pyx_kp_s_2)); PyTuple_SET_ITEM(__pyx_k_tuple_3, 0, ((PyObject *)__pyx_kp_s_2)); @@ -8149,42 +12689,42 @@ static int __Pyx_InitCachedConstants(void) { __Pyx_GIVEREF(((PyObject *)__pyx_n_s__utf8)); __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_6)); - /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":41 - * if not derivation: break - * sentence = GetString(derivation._yield).c_str() - * yield sentence.decode('utf8') # <<<<<<<<<<<<<< - * del derivations - * + /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":42 + * if not derivation: break + * sentence = GetString(derivation._yield).c_str() + * yield sentence.decode('utf8') # <<<<<<<<<<<<<< + * finally: + * del derivations */ - __pyx_k_tuple_7 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_7)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 41; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_k_tuple_7 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_7)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 42; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_k_tuple_7); __Pyx_INCREF(((PyObject *)__pyx_n_s__utf8)); PyTuple_SET_ITEM(__pyx_k_tuple_7, 0, ((PyObject *)__pyx_n_s__utf8)); __Pyx_GIVEREF(((PyObject *)__pyx_n_s__utf8)); __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_7)); - /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":53 - * if not derivation: break - * tree = GetString(derivation._yield).c_str() - * yield tree.decode('utf8') # <<<<<<<<<<<<<< - * del derivations - * + /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":56 + * if not derivation: break + * tree = GetString(derivation._yield).c_str() + * yield tree.decode('utf8') # <<<<<<<<<<<<<< + * finally: + * del derivations */ - __pyx_k_tuple_8 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_8)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 53; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_k_tuple_8 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_8)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 56; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_k_tuple_8); __Pyx_INCREF(((PyObject *)__pyx_n_s__utf8)); PyTuple_SET_ITEM(__pyx_k_tuple_8, 0, ((PyObject *)__pyx_n_s__utf8)); __Pyx_GIVEREF(((PyObject *)__pyx_n_s__utf8)); __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_8)); - /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":65 - * for k in range(hypos.size()): - * sentence = GetString(hypos[0][k].words).c_str() - * yield sentence.decode('utf8') # 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isinstance(sentence, unicode): + * ret = sentence.encode('utf8') # <<<<<<<<<<<<<< + * elif isinstance(sentence, str): + * ret = sentence + */ + __pyx_k_tuple_20 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_20)) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 6; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(__pyx_k_tuple_20); + __Pyx_INCREF(((PyObject *)__pyx_n_s__utf8)); + PyTuple_SET_ITEM(__pyx_k_tuple_20, 0, ((PyObject *)__pyx_n_s__utf8)); + __Pyx_GIVEREF(((PyObject *)__pyx_n_s__utf8)); + __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_20)); + /* "_cdec.pyx":31 * * def read_weights(self, cfg): @@ -8268,18 +12822,18 @@ static int __Pyx_InitCachedConstants(void) { * for line in fp: * fname, value = line.split() */ - __pyx_k_tuple_19 = PyTuple_New(3); if (unlikely(!__pyx_k_tuple_19)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __Pyx_GOTREF(__pyx_k_tuple_19); + __pyx_k_tuple_21 = PyTuple_New(3); if (unlikely(!__pyx_k_tuple_21)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(__pyx_k_tuple_21); __Pyx_INCREF(Py_None); - PyTuple_SET_ITEM(__pyx_k_tuple_19, 0, Py_None); + PyTuple_SET_ITEM(__pyx_k_tuple_21, 0, Py_None); __Pyx_GIVEREF(Py_None); __Pyx_INCREF(Py_None); - PyTuple_SET_ITEM(__pyx_k_tuple_19, 1, Py_None); + PyTuple_SET_ITEM(__pyx_k_tuple_21, 1, Py_None); __Pyx_GIVEREF(Py_None); __Pyx_INCREF(Py_None); - PyTuple_SET_ITEM(__pyx_k_tuple_19, 2, Py_None); + PyTuple_SET_ITEM(__pyx_k_tuple_21, 2, Py_None); __Pyx_GIVEREF(Py_None); - __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_19)); + __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_21)); /* "_cdec.pyx":38 * def translate(self, sentence, grammar=None): @@ -8288,12 +12842,37 @@ static int __Pyx_InitCachedConstants(void) { * elif isinstance(sentence, str): * inp = sentence.strip() */ - __pyx_k_tuple_20 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_20)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 38; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __Pyx_GOTREF(__pyx_k_tuple_20); + __pyx_k_tuple_22 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_22)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 38; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(__pyx_k_tuple_22); __Pyx_INCREF(((PyObject *)__pyx_n_s__utf8)); - PyTuple_SET_ITEM(__pyx_k_tuple_20, 0, ((PyObject *)__pyx_n_s__utf8)); + PyTuple_SET_ITEM(__pyx_k_tuple_22, 0, ((PyObject *)__pyx_n_s__utf8)); __Pyx_GIVEREF(((PyObject *)__pyx_n_s__utf8)); - __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_20)); + __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_22)); + + /* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":140 + * return self.name.c_str() + * + * BLEU = Scorer('IBM_BLEU') # <<<<<<<<<<<<<< + * TER = Scorer('TER') + */ + __pyx_k_tuple_24 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_24)) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 140; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(__pyx_k_tuple_24); + __Pyx_INCREF(((PyObject *)__pyx_n_s__IBM_BLEU)); + PyTuple_SET_ITEM(__pyx_k_tuple_24, 0, ((PyObject *)__pyx_n_s__IBM_BLEU)); + __Pyx_GIVEREF(((PyObject *)__pyx_n_s__IBM_BLEU)); + __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_24)); + + /* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":141 + * + * BLEU = Scorer('IBM_BLEU') + * TER = Scorer('TER') # <<<<<<<<<<<<<< + */ + __pyx_k_tuple_25 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_25)) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 141; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(__pyx_k_tuple_25); + __Pyx_INCREF(((PyObject *)__pyx_n_s__TER)); + PyTuple_SET_ITEM(__pyx_k_tuple_25, 0, ((PyObject *)__pyx_n_s__TER)); + __Pyx_GIVEREF(((PyObject *)__pyx_n_s__TER)); + __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_25)); __Pyx_RefNannyFinishContext(); return 0; __pyx_L1_error:; @@ -8380,8 +12959,8 @@ PyMODINIT_FUNC PyInit__cdec(void) if (PyType_Ready(&__pyx_type_5_cdec_DenseVector) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 3; __pyx_clineno = __LINE__; goto __pyx_L1_error;} if (__Pyx_SetAttrString(__pyx_m, "DenseVector", (PyObject *)&__pyx_type_5_cdec_DenseVector) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 3; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_ptype_5_cdec_DenseVector = &__pyx_type_5_cdec_DenseVector; - if (PyType_Ready(&__pyx_type_5_cdec_SparseVector) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 32; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - if (__Pyx_SetAttrString(__pyx_m, "SparseVector", (PyObject *)&__pyx_type_5_cdec_SparseVector) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 32; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (PyType_Ready(&__pyx_type_5_cdec_SparseVector) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 36; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (__Pyx_SetAttrString(__pyx_m, "SparseVector", (PyObject *)&__pyx_type_5_cdec_SparseVector) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 36; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_ptype_5_cdec_SparseVector = &__pyx_type_5_cdec_SparseVector; if (PyType_Ready(&__pyx_type_5_cdec_Hypergraph) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4; __pyx_clineno = __LINE__; goto __pyx_L1_error;} if (__Pyx_SetAttrString(__pyx_m, "Hypergraph", (PyObject *)&__pyx_type_5_cdec_Hypergraph) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4; __pyx_clineno = __LINE__; goto __pyx_L1_error;} @@ -8389,53 +12968,95 @@ PyMODINIT_FUNC PyInit__cdec(void) if (PyType_Ready(&__pyx_type_5_cdec_Lattice) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 3; __pyx_clineno = __LINE__; goto __pyx_L1_error;} if (__Pyx_SetAttrString(__pyx_m, "Lattice", (PyObject *)&__pyx_type_5_cdec_Lattice) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 3; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_ptype_5_cdec_Lattice = &__pyx_type_5_cdec_Lattice; + if (PyType_Ready(&__pyx_type_5_cdec_Candidate) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (__Pyx_SetAttrString(__pyx_m, "Candidate", (PyObject *)&__pyx_type_5_cdec_Candidate) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec_Candidate = &__pyx_type_5_cdec_Candidate; + if (PyType_Ready(&__pyx_type_5_cdec_SufficientStats) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 27; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (__Pyx_SetAttrString(__pyx_m, "SufficientStats", (PyObject *)&__pyx_type_5_cdec_SufficientStats) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 27; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec_SufficientStats = &__pyx_type_5_cdec_SufficientStats; + if (PyType_Ready(&__pyx_type_5_cdec_CandidateSet) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 59; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (__Pyx_SetAttrString(__pyx_m, "CandidateSet", (PyObject *)&__pyx_type_5_cdec_CandidateSet) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 59; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec_CandidateSet = &__pyx_type_5_cdec_CandidateSet; + if (PyType_Ready(&__pyx_type_5_cdec_SegmentEvaluator) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 90; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (__Pyx_SetAttrString(__pyx_m, "SegmentEvaluator", (PyObject *)&__pyx_type_5_cdec_SegmentEvaluator) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 90; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec_SegmentEvaluator = &__pyx_type_5_cdec_SegmentEvaluator; + if (PyType_Ready(&__pyx_type_5_cdec_Scorer) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 109; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (__Pyx_SetAttrString(__pyx_m, "Scorer", (PyObject *)&__pyx_type_5_cdec_Scorer) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 109; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec_Scorer = &__pyx_type_5_cdec_Scorer; if (PyType_Ready(&__pyx_type_5_cdec_Decoder) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 15; __pyx_clineno = __LINE__; goto __pyx_L1_error;} if (__Pyx_SetAttrString(__pyx_m, "Decoder", (PyObject *)&__pyx_type_5_cdec_Decoder) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 15; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_ptype_5_cdec_Decoder = &__pyx_type_5_cdec_Decoder; - if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct____iter__) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 18; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct____iter__) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 22; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_ptype_5_cdec___pyx_scope_struct____iter__ = &__pyx_type_5_cdec___pyx_scope_struct____iter__; - if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_1___iter__) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 43; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_1___iter__) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 55; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_ptype_5_cdec___pyx_scope_struct_1___iter__ = &__pyx_type_5_cdec___pyx_scope_struct_1___iter__; if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_2_kbest) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 32; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_ptype_5_cdec___pyx_scope_struct_2_kbest = &__pyx_type_5_cdec___pyx_scope_struct_2_kbest; - if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_3_kbest_tree) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 44; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_3_kbest_tree) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 46; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __pyx_ptype_5_cdec___pyx_scope_struct_3_kbest_tree = &__pyx_type_5_cdec___pyx_scope_struct_3_kbest_tree; - if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_4_sample) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 56; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __pyx_ptype_5_cdec___pyx_scope_struct_4_sample = &__pyx_type_5_cdec___pyx_scope_struct_4_sample; - if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_5___iter__) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 50; __pyx_clineno = __LINE__; goto __pyx_L1_error;} - __pyx_ptype_5_cdec___pyx_scope_struct_5___iter__ = &__pyx_type_5_cdec___pyx_scope_struct_5___iter__; + if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_4_kbest_features) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 60; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec___pyx_scope_struct_4_kbest_features = &__pyx_type_5_cdec___pyx_scope_struct_4_kbest_features; + if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_5_sample) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 75; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec___pyx_scope_struct_5_sample = &__pyx_type_5_cdec___pyx_scope_struct_5_sample; + if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_6___iter__) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 50; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec___pyx_scope_struct_6___iter__ = &__pyx_type_5_cdec___pyx_scope_struct_6___iter__; + if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_7___iter__) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 45; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec___pyx_scope_struct_7___iter__ = &__pyx_type_5_cdec___pyx_scope_struct_7___iter__; + if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_8___iter__) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 82; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec___pyx_scope_struct_8___iter__ = &__pyx_type_5_cdec___pyx_scope_struct_8___iter__; /*--- Type import code ---*/ /*--- Variable import code ---*/ /*--- Function import code ---*/ /*--- Execution code ---*/ - /* "_cdec.pyx":10 - * include "lattice.pxi" + /* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":140 + * return self.name.c_str() + * + * BLEU = Scorer('IBM_BLEU') # <<<<<<<<<<<<<< + * TER = Scorer('TER') + */ + __pyx_t_1 = PyObject_Call(((PyObject *)((PyObject*)__pyx_ptype_5_cdec_Scorer)), ((PyObject *)__pyx_k_tuple_24), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 140; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(__pyx_t_1); + if (PyObject_SetAttr(__pyx_m, __pyx_n_s__BLEU, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 140; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0; + + /* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":141 + * + * BLEU = Scorer('IBM_BLEU') + * TER = Scorer('TER') # <<<<<<<<<<<<<< + */ + __pyx_t_1 = PyObject_Call(((PyObject *)((PyObject*)__pyx_ptype_5_cdec_Scorer)), ((PyObject *)__pyx_k_tuple_25), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 141; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(__pyx_t_1); + if (PyObject_SetAttr(__pyx_m, __pyx_n_s__TER, __pyx_t_1) < 0) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 141; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0; + + /* "_cdec.pyx":11 + * include "mteval.pxi" * * SetSilent(True) # <<<<<<<<<<<<<< * - * class ParseFailed(Exception): + * class ParseFailed(Exception): pass */ SetSilent(1); - /* "_cdec.pyx":12 + /* "_cdec.pyx":13 * SetSilent(True) * - * class ParseFailed(Exception): # <<<<<<<<<<<<<< - * pass + * class ParseFailed(Exception): pass # <<<<<<<<<<<<<< * + * cdef class Decoder: */ - __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 12; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(((PyObject *)__pyx_t_1)); - __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 12; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_t_2); __Pyx_INCREF(__pyx_builtin_Exception); PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_builtin_Exception); __Pyx_GIVEREF(__pyx_builtin_Exception); - __pyx_t_3 = __Pyx_CreateClass(((PyObject *)__pyx_t_2), ((PyObject *)__pyx_t_1), __pyx_n_s__ParseFailed, __pyx_n_s___cdec); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 12; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_t_3 = __Pyx_CreateClass(((PyObject *)__pyx_t_2), ((PyObject *)__pyx_t_1), __pyx_n_s__ParseFailed, __pyx_n_s___cdec); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_GOTREF(__pyx_t_3); __Pyx_DECREF(((PyObject *)__pyx_t_2)); __pyx_t_2 = 0; - if (PyObject_SetAttr(__pyx_m, __pyx_n_s__ParseFailed, __pyx_t_3) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 12; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + if (PyObject_SetAttr(__pyx_m, __pyx_n_s__ParseFailed, __pyx_t_3) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 13; __pyx_clineno = __LINE__; goto __pyx_L1_error;} __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0; __Pyx_DECREF(((PyObject *)__pyx_t_1)); __pyx_t_1 = 0; @@ -8673,6 +13294,18 @@ static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed return 0; } +static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) { + if (unlikely(!type)) { + PyErr_Format(PyExc_SystemError, "Missing type object"); + return 0; + } + if (likely(PyObject_TypeCheck(obj, type))) + return 1; + PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s", + Py_TYPE(obj)->tp_name, type->tp_name); + return 0; +} + static void __Pyx_RaiseDoubleKeywordsError( const char* func_name, PyObject* kw_name) @@ -8889,18 +13522,6 @@ bad: return -1; } -static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) { - if (unlikely(!type)) { - PyErr_Format(PyExc_SystemError, "Missing type object"); - return 0; - } - if (likely(PyObject_TypeCheck(obj, type))) - return 1; - PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s", - Py_TYPE(obj)->tp_name, type->tp_name); - return 0; -} - static CYTHON_INLINE void __Pyx_ExceptionSave(PyObject **type, PyObject **value, PyObject **tb) { PyThreadState *tstate = PyThreadState_GET(); *type = tstate->exc_type; @@ -9693,6 +14314,25 @@ static int __pyx_Generator_init(void) return PyType_Ready(&__pyx_GeneratorType); } +static void __Pyx_WriteUnraisable(const char *name, int clineno, + int lineno, const char *filename) { + PyObject *old_exc, *old_val, *old_tb; + PyObject *ctx; + __Pyx_ErrFetch(&old_exc, &old_val, &old_tb); + #if PY_MAJOR_VERSION < 3 + ctx = PyString_FromString(name); + #else + ctx = PyUnicode_FromString(name); + #endif + __Pyx_ErrRestore(old_exc, old_val, old_tb); + if (!ctx) { + PyErr_WriteUnraisable(Py_None); + } else { + PyErr_WriteUnraisable(ctx); + Py_DECREF(ctx); + } +} + static int __Pyx_check_binary_version(void) { char ctversion[4], rtversion[4]; PyOS_snprintf(ctversion, 4, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION); diff --git a/python/src/_cdec.pyx b/python/src/_cdec.pyx index 698a66f6..6fafbbc0 100644 --- a/python/src/_cdec.pyx +++ b/python/src/_cdec.pyx @@ -6,11 +6,11 @@ cimport decoder include "vectors.pxi" include "hypergraph.pxi" include "lattice.pxi" +include "mteval.pxi" SetSilent(True) -class ParseFailed(Exception): - pass +class ParseFailed(Exception): pass cdef class Decoder: cdef decoder.Decoder* dec diff --git a/python/src/hypergraph.pxi b/python/src/hypergraph.pxi index c226d105..9d09722e 100644 --- a/python/src/hypergraph.pxi +++ b/python/src/hypergraph.pxi @@ -32,26 +32,45 @@ cdef class Hypergraph: def kbest(self, size): cdef kb.KBestDerivations[vector[WordID], kb.ESentenceTraversal]* derivations = new kb.KBestDerivations[vector[WordID], kb.ESentenceTraversal](self.hg[0], size) cdef kb.KBestDerivations[vector[WordID], kb.ESentenceTraversal].Derivation* derivation - cdef str sentence + cdef bytes sentence cdef unsigned k - for k in range(size): - derivation = derivations.LazyKthBest(self.hg.nodes_.size() - 1, k) - if not derivation: break - sentence = GetString(derivation._yield).c_str() - yield sentence.decode('utf8') - del derivations + try: + for k in range(size): + derivation = derivations.LazyKthBest(self.hg.nodes_.size() - 1, k) + if not derivation: break + sentence = GetString(derivation._yield).c_str() + yield sentence.decode('utf8') + finally: + del derivations def kbest_tree(self, size): cdef kb.KBestDerivations[vector[WordID], kb.ETreeTraversal]* derivations = new kb.KBestDerivations[vector[WordID], kb.ETreeTraversal](self.hg[0], size) cdef kb.KBestDerivations[vector[WordID], kb.ETreeTraversal].Derivation* derivation cdef str tree cdef unsigned k - for k in range(size): - derivation = derivations.LazyKthBest(self.hg.nodes_.size() - 1, k) - if not derivation: break - tree = GetString(derivation._yield).c_str() - yield tree.decode('utf8') - del derivations + try: + for k in range(size): + derivation = derivations.LazyKthBest(self.hg.nodes_.size() - 1, k) + if not derivation: break + tree = GetString(derivation._yield).c_str() + yield tree.decode('utf8') + finally: + del derivations + + def kbest_features(self, size): + cdef kb.KBestDerivations[FastSparseVector[weight_t], kb.FeatureVectorTraversal]* derivations = new kb.KBestDerivations[FastSparseVector[weight_t], kb.FeatureVectorTraversal](self.hg[0], size) + cdef kb.KBestDerivations[FastSparseVector[weight_t], kb.FeatureVectorTraversal].Derivation* derivation + cdef SparseVector fmap + cdef unsigned k + try: + for k in range(size): + derivation = derivations.LazyKthBest(self.hg.nodes_.size() - 1, k) + if not derivation: break + fmap = SparseVector() + fmap.vector = new FastSparseVector[weight_t](derivation._yield) + yield fmap + finally: + del derivations def sample(self, unsigned n): cdef vector[hypergraph.Hypothesis]* hypos = new vector[hypergraph.Hypothesis]() @@ -60,10 +79,12 @@ cdef class Hypergraph: hypergraph.sample_hypotheses(self.hg[0], n, self.rng, hypos) cdef str sentence cdef unsigned k - for k in range(hypos.size()): - sentence = GetString(hypos[0][k].words).c_str() - yield sentence.decode('utf8') - del hypos + try: + for k in range(hypos.size()): + sentence = GetString(hypos[0][k].words).c_str() + yield sentence.decode('utf8') + finally: + del hypos # TODO richer k-best/sample output (feature vectors, trees?) @@ -76,6 +97,8 @@ cdef class Hypergraph: preserve_mask = new hypergraph.EdgeMask(self.hg.edges_.size()) preserve_mask[0][hypergraph.GetFullWordEdgeIndex(self.hg[0])] = True self.hg.PruneInsideOutside(beam_alpha, density, preserve_mask, False, 1, False) + if preserve_mask: + del preserve_mask def lattice(self): # TODO direct hg -> lattice conversion in cdec cdef str plf = hypergraph.AsPLF(self.hg[0], True).c_str() @@ -87,6 +110,6 @@ cdef class Hypergraph: elif isinstance(weights, DenseVector): self.hg.Reweight((<DenseVector> weights).vector[0]) else: - raise ValueError('cannot reweight hypergraph with %s' % type(weights)) + raise TypeError('cannot reweight hypergraph with %s' % type(weights)) # TODO get feature expectations, get partition function ("inside" score) diff --git a/python/src/kbest.pxd b/python/src/kbest.pxd index f34ac5ed..cef42bd3 100644 --- a/python/src/kbest.pxd +++ b/python/src/kbest.pxd @@ -9,6 +9,8 @@ cdef extern from "decoder/viterbi.h": pass cdef cppclass FTreeTraversal: pass + cdef cppclass FeatureVectorTraversal: + pass cdef extern from "decoder/kbest.h" namespace "KBest": cdef cppclass KBestDerivations[T, Traversal]: diff --git a/python/src/mteval.pxd b/python/src/mteval.pxd new file mode 100644 index 00000000..52af6297 --- /dev/null +++ b/python/src/mteval.pxd @@ -0,0 +1,47 @@ +from libcpp.vector cimport vector +from libcpp.string cimport string +from utils cimport * +from hypergraph cimport Hypergraph + +cdef extern from "mteval/ns.h": + cdef cppclass SufficientStats: + SufficientStats() + SufficientStats(SufficientStats&) + unsigned size() + float operator[](unsigned i) + void swap(SufficientStats& other) + + SufficientStats add "operator+" (SufficientStats&, SufficientStats&) + + cdef cppclass SegmentEvaluator: + void Evaluate(vector[WordID]& hyp, SufficientStats* out) + + cdef cppclass EvaluationMetric: + string& MetricId() + bint IsErrorMetric() + float ComputeScore(SufficientStats& stats) + string DetailedScore(SufficientStats& stats) + shared_ptr[SegmentEvaluator] CreateSegmentEvaluator(vector[vector[WordID]]& refs) + ComputeSufficientStatistics(vector[WordID]& hyp, + vector[WordID]& refs, + SufficientStats* out) + +cdef extern from "mteval/ns.h" namespace "EvaluationMetric": + EvaluationMetric* Instance(string& metric_id) + EvaluationMetric* Instance() # IBM_BLEU + +cdef extern from "training/candidate_set.h" namespace "training": + cdef cppclass Candidate "const training::Candidate": + vector[WordID] ewords + FastSparseVector[weight_t] fmap + SufficientStats eval_feats + + cdef cppclass CandidateSet: + CandidateSet() + unsigned size() + Candidate& operator[](unsigned i) + void ReadFromFile(string& file) + void WriteToFile(string& file) + void AddKBestCandidates(Hypergraph& hg, + unsigned kbest_size, + SegmentEvaluator* scorer) diff --git a/python/src/mteval.pxi b/python/src/mteval.pxi new file mode 100644 index 00000000..9afb6fe1 --- /dev/null +++ b/python/src/mteval.pxi @@ -0,0 +1,141 @@ +cimport mteval + +cdef char* as_str(sentence, error_msg='Cannot convert type %s to str'): + cdef bytes ret + if isinstance(sentence, unicode): + ret = sentence.encode('utf8') + elif isinstance(sentence, str): + ret = sentence + else: + raise TypeError(error_msg % type(sentence)) + return ret + +cdef class Candidate: + cdef mteval.Candidate* candidate + cdef public float score + + property words: + def __get__(self): + return unicode(GetString(self.candidate.ewords).c_str(), encoding='utf8') + + property fmap: + def __get__(self): + cdef SparseVector fmap = SparseVector() + fmap.vector = new FastSparseVector[weight_t](self.candidate.fmap) + return fmap + +cdef class SufficientStats: + cdef mteval.SufficientStats* stats + cdef mteval.EvaluationMetric* metric + + def __dealloc__(self): + del self.stats + + property score: + def __get__(self): + return self.metric.ComputeScore(self.stats[0]) + + property detail: + def __get__(self): + return self.metric.DetailedScore(self.stats[0]).c_str() + + def __len__(self): + return self.stats.size() + + def __iter__(self): + for i in range(len(self)): + yield self.stats[0][i] + + def __iadd__(SufficientStats self, SufficientStats other): + self.stats[0] += other.stats[0] + return self + + def __add__(SufficientStats x, SufficientStats y): + cdef SufficientStats result = SufficientStats() + result.stats = new mteval.SufficientStats(mteval.add(x.stats[0], y.stats[0])) + result.metric = x.metric + return result + +cdef class CandidateSet: + cdef shared_ptr[mteval.SegmentEvaluator]* scorer + cdef mteval.EvaluationMetric* metric + cdef mteval.CandidateSet* cs + + def __cinit__(self, SegmentEvaluator evaluator): + self.scorer = new shared_ptr[mteval.SegmentEvaluator](evaluator.scorer[0]) + self.metric = evaluator.metric + self.cs = new mteval.CandidateSet() + + def __dealloc__(self): + del self.scorer + del self.cs + + def __len__(self): + return self.cs.size() + + def __getitem__(self, unsigned k): + cdef Candidate candidate = Candidate() + candidate.candidate = &self.cs[0][k] + candidate.score = self.metric.ComputeScore(self.cs[0][k].eval_feats) + return candidate + + def __iter__(self): + cdef unsigned i + for i in range(len(self)): + yield self[i] + + def add_kbest(self, Hypergraph hypergraph, unsigned k): + self.cs.AddKBestCandidates(hypergraph.hg[0], k, self.scorer.get()) + +cdef class SegmentEvaluator: + cdef shared_ptr[mteval.SegmentEvaluator]* scorer + cdef mteval.EvaluationMetric* metric + + def __dealloc__(self): + del self.scorer + + def evaluate(self, sentence): + cdef vector[WordID] hyp + cdef SufficientStats sf = SufficientStats() + sf.metric = self.metric + sf.stats = new mteval.SufficientStats() + ConvertSentence(string(as_str(sentence.strip())), &hyp) + self.scorer.get().Evaluate(hyp, sf.stats) + return sf + + def candidate_set(self): + return CandidateSet(self) + +cdef class Scorer: + cdef string* name + + def __cinit__(self, char* name): + self.name = new string(name) + + def __dealloc__(self): + del self.name + + def __call__(self, refs): + cdef mteval.EvaluationMetric* metric = mteval.Instance(self.name[0]) + if isinstance(refs, unicode) or isinstance(refs, str): + refs = [refs] + cdef vector[vector[WordID]]* refsv = new vector[vector[WordID]]() + cdef vector[WordID]* refv + cdef bytes ref_str + for ref in refs: + refv = new vector[WordID]() + ConvertSentence(string(as_str(ref.strip())), refv) + refsv.push_back(refv[0]) + del refv + cdef unsigned i + cdef SegmentEvaluator evaluator = SegmentEvaluator() + evaluator.metric = metric + evaluator.scorer = new shared_ptr[mteval.SegmentEvaluator](metric.CreateSegmentEvaluator(refsv[0])) + del refsv # in theory should not delete but store in SegmentEvaluator + return evaluator + + def __str__(self): + return self.name.c_str() + +BLEU = Scorer('IBM_BLEU') +TER = Scorer('TER') diff --git a/python/src/utils.pxd b/python/src/utils.pxd index 3d518524..94fab5ef 100644 --- a/python/src/utils.pxd +++ b/python/src/utils.pxd @@ -50,16 +50,19 @@ cdef extern from "utils/sparse_vector.h": FastSparseVector[weight_t] operator+(FastSparseVector[weight_t]&, FastSparseVector[weight_t]&) FastSparseVector[weight_t] operator-(FastSparseVector[weight_t]&, FastSparseVector[weight_t]&) + FastSparseVector[weight_t] operator*(FastSparseVector[weight_t]&, double&) + FastSparseVector[weight_t] operator/(FastSparseVector[weight_t]&, double&) ostream operator<<(ostream& out, FastSparseVector[weight_t]& v) cdef extern from "utils/weights.h" namespace "Weights": void InitSparseVector(vector[weight_t]& dv, FastSparseVector[weight_t]* sv) -cdef extern from "utils/tdict.cc" namespace "TD": +cdef extern from "utils/tdict.h" namespace "TD": string GetString(vector[WordID]& st) unsigned NumWords() WordID TDConvert "TD::Convert" (char*) char* TDConvert "TD::Convert" (WordID) + void ConvertSentence(string& sent, vector[WordID]* ids) cdef extern from "utils/verbose.h": void SetSilent(bint) @@ -76,3 +79,8 @@ cdef extern from "utils/filelib.h": cdef extern from "utils/sampler.h": cdef cppclass MT19937: pass + +cdef extern from "<boost/shared_ptr.hpp>" namespace "boost": + cdef cppclass shared_ptr[T]: + shared_ptr(shared_ptr& r) + T* get() diff --git a/python/src/vectors.pxi b/python/src/vectors.pxi index 74d3a0bd..fc0c365f 100644 --- a/python/src/vectors.pxi +++ b/python/src/vectors.pxi @@ -1,16 +1,20 @@ from cython.operator cimport preincrement as pinc cdef class DenseVector: - cdef vector[weight_t]* vector + cdef vector[weight_t]* vector # Not owned by DenseVector + + def __len__(self): + return self.vector.size() def __getitem__(self, char* fname): - cdef unsigned fid = FDConvert(fname) - if fid <= self.vector.size(): + cdef int fid = FDConvert(fname) + if 0 <= fid < self.vector.size(): return self.vector[0][fid] raise KeyError(fname) def __setitem__(self, char* fname, float value): - cdef unsigned fid = FDConvert(<char *>fname) + cdef int fid = FDConvert(<char *>fname) + if fid < 0: raise KeyError(fname) if self.vector.size() <= fid: self.vector.resize(fid + 1) self.vector[0][fid] = value @@ -32,40 +36,43 @@ cdef class DenseVector: cdef class SparseVector: cdef FastSparseVector[weight_t]* vector + def __dealloc__(self): + del self.vector + + def copy(self): + return self * 1 + def __getitem__(self, char* fname): - cdef unsigned fid = FDConvert(fname) + cdef int fid = FDConvert(fname) + if fid < 0: raise KeyError(fname) return self.vector.value(fid) def __setitem__(self, char* fname, float value): - cdef unsigned fid = FDConvert(<char *>fname) + cdef int fid = FDConvert(<char *>fname) + if fid < 0: raise KeyError(fname) self.vector.set_value(fid, value) def __iter__(self): cdef FastSparseVector[weight_t].const_iterator* it = new FastSparseVector[weight_t].const_iterator(self.vector[0], False) - cdef str fname - for i in range(self.vector.size()): - fname = FDConvert(it[0].ptr().first).c_str() - yield (fname, it[0].ptr().second) - pinc(it[0]) + try: + for i in range(self.vector.size()): + yield (FDConvert(it[0].ptr().first).c_str(), it[0].ptr().second) + pinc(it[0]) # ++it + finally: + del it def dot(self, other): if isinstance(other, DenseVector): return self.vector.dot((<DenseVector> other).vector[0]) elif isinstance(other, SparseVector): return self.vector.dot((<SparseVector> other).vector[0]) - raise ValueError('cannot take the dot product of %s and SparseVector' % type(other)) - - def todense(self): - cdef DenseVector dense = DenseVector() - dense.vector = new vector[weight_t]() - self.vector.init_vector(dense.vector) - return dense + raise TypeError('cannot take the dot product of %s and SparseVector' % type(other)) - def __richcmp__(SparseVector self, SparseVector other, int op): + def __richcmp__(SparseVector x, SparseVector y, int op): if op == 2: # == - return self.vector[0] == other.vector[0] + return x.vector[0] == y.vector[0] elif op == 3: # != - return not (self == other) + return not (x == y) raise NotImplemented('comparison not implemented for SparseVector') def __len__(self): @@ -90,12 +97,30 @@ cdef class SparseVector: self.vector[0] /= scalar return self - def __add__(SparseVector self, SparseVector other): + def __add__(SparseVector x, SparseVector y): + cdef SparseVector result = SparseVector() + result.vector = new FastSparseVector[weight_t](x.vector[0] + y.vector[0]) + return result + + def __sub__(SparseVector x, SparseVector y): + cdef SparseVector result = SparseVector() + result.vector = new FastSparseVector[weight_t](x.vector[0] - y.vector[0]) + return result + + def __mul__(x, y): + cdef SparseVector vector + cdef float scalar + if isinstance(x, SparseVector): vector, scalar = x, y + else: vector, scalar = y, x cdef SparseVector result = SparseVector() - result.vector = new FastSparseVector[weight_t](self.vector[0] + other.vector[0]) + result.vector = new FastSparseVector[weight_t](vector.vector[0] * scalar) return result - def __sub__(SparseVector self, SparseVector other): + def __div__(x, y): + cdef SparseVector vector + cdef float scalar + if isinstance(x, SparseVector): vector, scalar = x, y + else: vector, scalar = y, x cdef SparseVector result = SparseVector() - result.vector = new FastSparseVector[weight_t](self.vector[0] - other.vector[0]) + result.vector = new FastSparseVector[weight_t](vector.vector[0] / scalar) return result diff --git a/python/test.py b/python/test.py index 92403298..8069aa0a 100644 --- a/python/test.py +++ b/python/test.py @@ -31,9 +31,11 @@ print ' FTree[0]:', forest.viterbi_source_tree().encode('utf8') print 'LgProb[0]:', forest.viterbi_features().dot(decoder.weights) # Get k-best translations -for i, (sentence, tree) in enumerate(zip(forest.kbest(5), forest.kbest_tree(5)), 1): +kbest = zip(forest.kbest(5), forest.kbest_tree(5), forest.kbest_features(5)) +for i, (sentence, tree, features) in enumerate(kbest, 1): print 'Output[%d]:' % i, sentence.encode('utf8') print ' Tree[%d]:' % i, tree.encode('utf8') + print ' FVect[%d]:' % i, dict(features) # Sample translations from the forest for sentence in forest.sample(5): @@ -58,3 +60,6 @@ print forest.viterbi_source_tree() # Compare 1best and reference feature vectors fref = forest.viterbi_features() print dict(fsrc - fref) + +# Prune hypergraph +forest.prune(density=100) diff --git a/training/Makefile.am b/training/Makefile.am index 68ebfab4..4cef0d5b 100644 --- a/training/Makefile.am +++ b/training/Makefile.am @@ -26,6 +26,7 @@ TESTS = lbfgs_test optimize_test noinst_LIBRARIES = libtraining.a libtraining_a_SOURCES = \ candidate_set.cc \ + entropy.cc \ optimize.cc \ online_optimizer.cc \ risk.cc diff --git a/training/candidate_set.cc b/training/candidate_set.cc index 8c086ece..087efec3 100644 --- a/training/candidate_set.cc +++ b/training/candidate_set.cc @@ -4,6 +4,7 @@ #include <boost/functional/hash.hpp> +#include "verbose.h" #include "ns.h" #include "filelib.h" #include "wordid.h" @@ -118,7 +119,7 @@ void CandidateSet::WriteToFile(const string& file) const { } void CandidateSet::ReadFromFile(const string& file) { - cerr << "Reading candidates from " << file << endl; + if(!SILENT) cerr << "Reading candidates from " << file << endl; ReadFile rf(file); istream& in = *rf.stream(); string cand; @@ -133,11 +134,11 @@ void CandidateSet::ReadFromFile(const string& file) { ParseSparseVector(feats, 0, &cs.back().fmap); cs.back().eval_feats = SufficientStats(ss); } - cerr << " read " << cs.size() << " candidates\n"; + if(!SILENT) cerr << " read " << cs.size() << " candidates\n"; } void CandidateSet::Dedup() { - cerr << "Dedup in=" << cs.size(); + if(!SILENT) cerr << "Dedup in=" << cs.size(); tr1::unordered_set<Candidate, CandidateHasher, CandidateCompare> u; while(cs.size() > 0) { u.insert(cs.back()); @@ -148,7 +149,7 @@ void CandidateSet::Dedup() { cs.push_back(*it); it = u.erase(it); } - cerr << " out=" << cs.size() << endl; + if(!SILENT) cerr << " out=" << cs.size() << endl; } void CandidateSet::AddKBestCandidates(const Hypergraph& hg, size_t kbest_size, const SegmentEvaluator* scorer) { diff --git a/training/entropy.cc b/training/entropy.cc new file mode 100644 index 00000000..4fdbe2be --- /dev/null +++ b/training/entropy.cc @@ -0,0 +1,41 @@ +#include "entropy.h" + +#include "prob.h" +#include "candidate_set.h" + +using namespace std; + +namespace training { + +// see Mann and McCallum "Efficient Computation of Entropy Gradient ..." for +// a mostly clear derivation of: +// g = E[ F(x,y) * log p(y|x) ] + H(y | x) * E[ F(x,y) ] +double CandidateSetEntropy::operator()(const vector<double>& params, + SparseVector<double>* g) const { + prob_t z; + vector<double> dps(cands_.size()); + for (unsigned i = 0; i < cands_.size(); ++i) { + dps[i] = cands_[i].fmap.dot(params); + const prob_t u(dps[i], init_lnx()); + z += u; + } + const double log_z = log(z); + + SparseVector<double> exp_feats; + double entropy = 0; + for (unsigned i = 0; i < cands_.size(); ++i) { + const double log_prob = cands_[i].fmap.dot(params) - log_z; + const double prob = exp(log_prob); + const double e_logprob = prob * log_prob; + entropy -= e_logprob; + if (g) { + (*g) += cands_[i].fmap * e_logprob; + exp_feats += cands_[i].fmap * prob; + } + } + if (g) (*g) += exp_feats * entropy; + return entropy; +} + +} + diff --git a/training/entropy.h b/training/entropy.h new file mode 100644 index 00000000..796589ca --- /dev/null +++ b/training/entropy.h @@ -0,0 +1,22 @@ +#ifndef _CSENTROPY_H_ +#define _CSENTROPY_H_ + +#include <vector> +#include "sparse_vector.h" + +namespace training { + class CandidateSet; + + class CandidateSetEntropy { + public: + explicit CandidateSetEntropy(const CandidateSet& cs) : cands_(cs) {} + // compute the entropy (expected log likelihood) of a CandidateSet + // (optional) the gradient of the entropy with respect to params + double operator()(const std::vector<double>& params, + SparseVector<double>* g = NULL) const; + private: + const CandidateSet& cands_; + }; +}; + +#endif diff --git a/utils/fdict.h b/utils/fdict.h index 71547d2e..eb853fb2 100644 --- a/utils/fdict.h +++ b/utils/fdict.h @@ -33,6 +33,8 @@ struct FD { assert(dict_.max() == 0); // dictionary must not have // been added to hash_ = new PerfectHashFunction(cmph_file); +#else + (void) cmph_file; #endif } static inline int NumFeats() { |