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authorPatrick Simianer <simianer@cl.uni-heidelberg.de>2012-07-08 14:26:51 +0200
committerPatrick Simianer <simianer@cl.uni-heidelberg.de>2012-07-08 14:26:51 +0200
commitc139ce495861bb341e1b86a85ad4559f9ad53c14 (patch)
tree1071839ee458f21f169ce06fc536fefe07e4c65d /python/src
parent3a94ac22e5c60aa205f2b3dadf81b0666500e0c3 (diff)
parentd01e5b66d3010d61b9b56301fd7f302dd4ea5bc8 (diff)
Merge branch 'master' of github.com:pks/cdec-dtrain
Diffstat (limited to 'python/src')
-rw-r--r--python/src/_cdec.cpp8862
-rw-r--r--python/src/_cdec.pyx22
-rw-r--r--python/src/hypergraph.pxi59
-rw-r--r--python/src/kbest.pxd2
-rw-r--r--python/src/lattice.pxi12
-rw-r--r--python/src/mteval.pxd47
-rw-r--r--python/src/mteval.pxi154
-rw-r--r--python/src/utils.pxd10
-rw-r--r--python/src/vectors.pxi81
9 files changed, 8090 insertions, 1159 deletions
diff --git a/python/src/_cdec.cpp b/python/src/_cdec.cpp
index 0b9b9911..3a127ba9 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 Thu Jul 5 16:20:15 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 +384,96 @@ 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_8_lines;
+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_9___iter__;
+struct __pyx_obj_5_cdec___pyx_scope_struct_10___iter__;
+struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot;
+struct __pyx_opt_args_5_cdec_as_str;
+
+/* "/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/hypergraph.pxi":56
- * del derivations
+/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":122
+ * 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":70
+ * 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":36
+ * 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 +482,28 @@ 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)
@@ -454,11 +523,11 @@ 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
- * cdef public DenseVector weights
+ * cdef DenseVector weights
*/
struct __pyx_obj_5_cdec_Decoder {
PyObject_HEAD
@@ -467,7 +536,21 @@ struct __pyx_obj_5_cdec_Decoder {
};
-/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":32
+/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":103
+ * 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 +590,7 @@ 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 +626,67 @@ struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest {
};
+/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":22
+ * return stats
+ *
+ * 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/lattice.pxi":59
+ *
+ * def todot(self):
+ * def lines(): # <<<<<<<<<<<<<<
+ * yield 'digraph lattice {'
+ * yield 'rankdir = LR;'
+ */
+struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines {
+ PyObject_HEAD
+ struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *__pyx_outer_scope;
+ PyObject *__pyx_v_delta;
+ PyObject *__pyx_v_i;
+ PyObject *__pyx_v_label;
+ PyObject *__pyx_v_weight;
+ Py_ssize_t __pyx_t_0;
+ PyObject *__pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+ PyObject *__pyx_t_3;
+ Py_ssize_t __pyx_t_4;
+ PyObject *(*__pyx_t_5)(PyObject *);
+};
+
+
+/* "/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 +694,68 @@ 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":54
+ * 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_9___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 *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":95
+ * return candidate
+ *
+ * def __iter__(self): # <<<<<<<<<<<<<<
+ * cdef unsigned i
+ * for i in range(len(self)):
+ */
+struct __pyx_obj_5_cdec___pyx_scope_struct_10___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/lattice.pxi":58
+ * del self.lattice
+ *
+ * def todot(self): # <<<<<<<<<<<<<<
+ * def lines():
+ * yield 'digraph lattice {'
+ */
+struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot {
+ PyObject_HEAD
+ struct __pyx_obj_5_cdec_Lattice *__pyx_v_self;
+};
+
#ifndef CYTHON_REFNANNY
#define CYTHON_REFNANNY 0
#endif
@@ -635,6 +820,8 @@ 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[], \
@@ -729,6 +916,8 @@ static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i)
return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
}
+static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname);
+
static double __Pyx__PyObject_AsDouble(PyObject* obj); /* proto */
#define __Pyx_PyObject_AsDouble(obj) \
((likely(PyFloat_CheckExact(obj))) ? \
@@ -736,8 +925,6 @@ 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*/
@@ -748,6 +935,48 @@ static PyObject *__Pyx_CreateClass(PyObject *bases, PyObject *dict, PyObject *na
static PyObject* __Pyx_Globals(void); /*proto*/
+#define __Pyx_CyFunction_USED 1
+#include <structmember.h>
+#define __Pyx_CYFUNCTION_STATICMETHOD 0x01
+#define __Pyx_CYFUNCTION_CLASSMETHOD 0x02
+#define __Pyx_CYFUNCTION_CCLASS 0x04
+#define __Pyx_CyFunction_GetClosure(f) \
+ (((__pyx_CyFunctionObject *) (f))->func_closure)
+#define __Pyx_CyFunction_GetClassObj(f) \
+ (((__pyx_CyFunctionObject *) (f))->func_classobj)
+#define __Pyx_CyFunction_Defaults(type, f) \
+ ((type *)(((__pyx_CyFunctionObject *) (f))->defaults))
+#define __Pyx_CyFunction_SetDefaultsGetter(f, g) \
+ ((__pyx_CyFunctionObject *) (f))->defaults_getter = (g)
+typedef struct {
+ PyCFunctionObject func;
+ int flags;
+ PyObject *func_dict;
+ PyObject *func_weakreflist;
+ PyObject *func_name;
+ PyObject *func_doc;
+ PyObject *func_code;
+ PyObject *func_closure;
+ PyObject *func_classobj; /* No-args super() class cell */
+ void *defaults;
+ int defaults_pyobjects;
+ PyObject *defaults_tuple; /* Const defaults tuple */
+ PyObject *(*defaults_getter)(PyObject *);
+} __pyx_CyFunctionObject;
+static PyTypeObject *__pyx_CyFunctionType = 0;
+#define __Pyx_CyFunction_NewEx(ml, flags, self, module, code) \
+ __Pyx_CyFunction_New(__pyx_CyFunctionType, ml, flags, self, module, code)
+static PyObject *__Pyx_CyFunction_New(PyTypeObject *,
+ PyMethodDef *ml, int flags,
+ PyObject *self, PyObject *module,
+ PyObject* code);
+static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *m,
+ size_t size,
+ int pyobjects);
+static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *m,
+ PyObject *tuple);
+static int __Pyx_CyFunction_init(void);
+
static CYTHON_INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject *);
static CYTHON_INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject *);
@@ -801,6 +1030,9 @@ 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 +1073,32 @@ 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_todot = 0;
+static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_8_lines = 0;
+static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_9___iter__ = 0;
+static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_10___iter__ = 0;
+static char *__pyx_f_5_cdec_as_str(PyObject *, struct __pyx_opt_args_5_cdec_as_str *__pyx_optional_args); /*proto*/
+static struct __pyx_obj_5_cdec_SufficientStats *__pyx_f_5_cdec_as_stats(PyObject *, PyObject *); /*proto*/
#define __Pyx_MODULE_NAME "_cdec"
int __pyx_module_is_main__cdec = 0;
@@ -860,34 +1106,40 @@ 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__neg__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_5_cdec_12SparseVector_21__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_23__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_25__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_27__idiv__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, float __pyx_v_scalar); /* proto */
+#endif
+static PyObject *__pyx_pf_5_cdec_12SparseVector_29__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_31__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_33__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_35__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 +1147,12 @@ 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 */
@@ -907,48 +1160,102 @@ 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_7Lattice_5todot_lines(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_5_cdec_7Lattice_15todot(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__(PyObject *__pyx_v_x, PyObject *__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, 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_7weights___get__(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self); /* proto */
+static int __pyx_pf_5_cdec_7Decoder_7weights_2__set__(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self, PyObject *__pyx_v_weights); /* proto */
static PyObject *__pyx_pf_5_cdec_7Decoder_4read_weights(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self, PyObject *__pyx_v_cfg); /* proto */
static PyObject *__pyx_pf_5_cdec_7Decoder_6translate(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self, PyObject *__pyx_v_sentence, PyObject *__pyx_v_grammar); /* proto */
-static PyObject *__pyx_pf_5_cdec_7Decoder_7weights___get__(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self); /* proto */
-static int __pyx_pf_5_cdec_7Decoder_7weights_2__set__(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
-static int __pyx_pf_5_cdec_7Decoder_7weights_4__del__(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self); /* proto */
static char __pyx_k_1[] = "cannot take the dot product of %s and SparseVector";
static char __pyx_k_2[] = "comparison not implemented for SparseVector";
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[] = "digraph lattice {";
+ static char __pyx_k_20[] = "rankdir = LR;";
+ static char __pyx_k_21[] = "node [shape=circle];";
+ static char __pyx_k_22[] = "%d -> %d [label=\"%s\"];";
+ static char __pyx_k_23[] = "\"";
+ static char __pyx_k_24[] = "\\\"";
+ static char __pyx_k_26[] = "%d [shape=doublecircle]";
+static char __pyx_k_27[] = "}";
+static char __pyx_k_30[] = "/Users/vchahun/Sandbox/cdec/python/src/lattice.pxi";
+static char __pyx_k_31[] = "\n";
+static char __pyx_k_33[] = "Cannot convert type %s to str";
+static char __pyx_k_35[] = "candidate set index out of range";
+static char __pyx_k_37[] = "cannot initialize weights with %s";
+static char __pyx_k_40[] = "Cannot translate input type %s";
+static char __pyx_k__i[] = "i";
+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__join[] = "join";
+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";
+static char __pyx_k__delta[] = "delta";
+static char __pyx_k__items[] = "items";
+static char __pyx_k__label[] = "label";
+static char __pyx_k__lines[] = "lines";
static char __pyx_k__range[] = "range";
static char __pyx_k__split[] = "split";
static char __pyx_k__strip[] = "strip";
static char __pyx_k__config[] = "config";
static char __pyx_k__decode[] = "decode";
static char __pyx_k__encode[] = "encode";
+static char __pyx_k__weight[] = "weight";
static char __pyx_k__density[] = "density";
static char __pyx_k__grammar[] = "grammar";
+static char __pyx_k__replace[] = "replace";
+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 +1263,30 @@ 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_20;
static PyObject *__pyx_kp_s_21;
+static PyObject *__pyx_kp_s_22;
+static PyObject *__pyx_kp_s_23;
+static PyObject *__pyx_kp_s_24;
+static PyObject *__pyx_kp_s_26;
+static PyObject *__pyx_kp_s_27;
+static PyObject *__pyx_kp_s_30;
+static PyObject *__pyx_kp_s_31;
+static PyObject *__pyx_kp_s_33;
+static PyObject *__pyx_kp_s_35;
+static PyObject *__pyx_kp_s_37;
+static PyObject *__pyx_kp_s_40;
+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;
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static PyObject *__pyx_n_s__TypeError;
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static PyObject *__pyx_n_s____exit__;
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static PyObject *__pyx_n_s__beam_alpha;
static PyObject *__pyx_n_s__config;
static PyObject *__pyx_n_s__decode;
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static PyObject *__pyx_n_s__density;
static PyObject *__pyx_n_s__dot;
static PyObject *__pyx_n_s__encode;
+static PyObject *__pyx_n_s__encoding;
static PyObject *__pyx_n_s__enumerate;
static PyObject *__pyx_n_s__eval;
+static PyObject *__pyx_n_s__evaluator;
static PyObject *__pyx_n_s__grammar;
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static PyObject *__pyx_n_s__inp;
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+static PyObject *__pyx_n_s__label;
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+static PyObject *__pyx_n_s__name;
static PyObject *__pyx_n_s__open;
static PyObject *__pyx_n_s__plf;
static PyObject *__pyx_n_s__range;
+static PyObject *__pyx_n_s__refs;
+static PyObject *__pyx_n_s__replace;
static PyObject *__pyx_n_s__self;
static PyObject *__pyx_n_s__sentence;
static PyObject *__pyx_n_s__split;
static PyObject *__pyx_n_s__strip;
static PyObject *__pyx_n_s__utf8;
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static PyObject *__pyx_int_0;
static PyObject *__pyx_int_1;
static PyObject *__pyx_k_tuple_3;
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static PyObject *__pyx_k_tuple_16;
static PyObject *__pyx_k_tuple_17;
static PyObject *__pyx_k_tuple_18;
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+static PyObject *__pyx_k_tuple_28;
+static PyObject *__pyx_k_tuple_32;
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+static PyObject *__pyx_k_tuple_38;
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+static PyObject *__pyx_k_tuple_41;
+static PyObject *__pyx_k_tuple_42;
+static PyObject *__pyx_k_codeobj_29;
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+/* Python wrapper */
+static Py_ssize_t __pyx_pw_5_cdec_11DenseVector_1__len__(PyObject *__pyx_v_self); /*proto*/
+static Py_ssize_t __pyx_pw_5_cdec_11DenseVector_1__len__(PyObject *__pyx_v_self) {
+ Py_ssize_t __pyx_r;
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+static Py_ssize_t __pyx_pf_5_cdec_11DenseVector___len__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self) {
+ Py_ssize_t __pyx_r;
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-static PyObject *__pyx_pw_5_cdec_11DenseVector_1__getitem__(PyObject *__pyx_v_self, PyObject *__pyx_arg_fname) {
+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 *__pyx_arg_fname) {
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- __pyx_t_1 = (__pyx_v_fid <= __pyx_v_self->vector->size());
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/* Python wrapper */
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+static PyObject *__pyx_pw_5_cdec_11DenseVector_7__iter__(PyObject *__pyx_v_self); /*proto*/
+static PyObject *__pyx_pw_5_cdec_11DenseVector_7__iter__(PyObject *__pyx_v_self) {
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__Pyx_RefNannyFinishContext();
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*/
-static PyObject *__pyx_pf_5_cdec_11DenseVector_4__iter__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self) {
+static PyObject *__pyx_pf_5_cdec_11DenseVector_6__iter__(struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self) {
struct __pyx_obj_5_cdec___pyx_scope_struct____iter__ *__pyx_cur_scope;
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__Pyx_GIVEREF((PyObject *)__pyx_cur_scope->__pyx_v_self);
{
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+ __pyx_GeneratorObject *gen = __Pyx_Generator_New((__pyx_generator_body_t) __pyx_gb_5_cdec_11DenseVector_8generator, (PyObject *) __pyx_cur_scope); if (unlikely(!gen)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 22; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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return __pyx_r;
}
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+static PyObject *__pyx_gb_5_cdec_11DenseVector_8generator(__pyx_GeneratorObject *__pyx_generator, PyObject *__pyx_sent_value) /* generator body */
{
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return NULL;
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+ if (unlikely(!__pyx_sent_value)) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 22; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":20
+ /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":24
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__pyx_cur_scope->__pyx_v_fid = __pyx_t_2;
- /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":21
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+ __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;}
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PyErr_SetNone(PyExc_StopIteration);
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return __pyx_r;
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return __pyx_r;
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break;
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*/
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+static PyObject *__pyx_pf_5_cdec_12SparseVector_21__iadd__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other) {
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__Pyx_RefNannySetupContext("__iadd__", 0);
- /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":78
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*/
(__pyx_v_self->vector[0]) += (__pyx_v_other->vector[0]);
- /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":79
+ /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":92
* def __iadd__(SparseVector self, SparseVector other):
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-static PyObject *__pyx_pw_5_cdec_12SparseVector_20__isub__(PyObject *__pyx_v_self, PyObject *__pyx_v_other) {
+static PyObject *__pyx_pw_5_cdec_12SparseVector_24__isub__(PyObject *__pyx_v_self, PyObject *__pyx_v_other); /*proto*/
+static PyObject *__pyx_pw_5_cdec_12SparseVector_24__isub__(PyObject *__pyx_v_self, PyObject *__pyx_v_other) {
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__Pyx_RefNannySetupContext("__isub__ (wrapper)", 0);
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- __pyx_r = __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));
+ if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_other), __pyx_ptype_5_cdec_SparseVector, 1, "other", 0))) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 94; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_r = __pyx_pf_5_cdec_12SparseVector_23__isub__(((struct __pyx_obj_5_cdec_SparseVector *)__pyx_v_self), ((struct __pyx_obj_5_cdec_SparseVector *)__pyx_v_other));
goto __pyx_L0;
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__pyx_r = NULL;
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return __pyx_r;
}
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+static PyObject *__pyx_pf_5_cdec_12SparseVector_23__isub__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, struct __pyx_obj_5_cdec_SparseVector *__pyx_v_other) {
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(__pyx_v_self->vector[0]) -= (__pyx_v_other->vector[0]);
- /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":83
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+static PyObject *__pyx_pw_5_cdec_12SparseVector_26__imul__(PyObject *__pyx_v_self, PyObject *__pyx_arg_scalar); /*proto*/
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float __pyx_v_scalar;
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goto __pyx_L4_argument_unpacking_done;
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+ __pyx_r = __pyx_pf_5_cdec_12SparseVector_25__imul__(((struct __pyx_obj_5_cdec_SparseVector *)__pyx_v_self), ((float)__pyx_v_scalar));
__Pyx_RefNannyFinishContext();
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+static PyObject *__pyx_pf_5_cdec_12SparseVector_25__imul__(struct __pyx_obj_5_cdec_SparseVector *__pyx_v_self, float __pyx_v_scalar) {
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(__pyx_v_self->vector[0]) *= __pyx_v_scalar;
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+static PyObject *__pyx_pw_5_cdec_12SparseVector_28__idiv__(PyObject *__pyx_v_self, PyObject *__pyx_arg_scalar); /*proto*/
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+ __pyx_r = __pyx_pf_5_cdec_12SparseVector_27__idiv__(((struct __pyx_obj_5_cdec_SparseVector *)__pyx_v_self), ((float)__pyx_v_scalar));
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* def __idiv__(SparseVector self, float scalar):
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- * def __add__(SparseVector self, SparseVector other):
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__Pyx_RefNannySetupContext("__add__ (wrapper)", 0);
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+ if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_x), __pyx_ptype_5_cdec_SparseVector, 1, "x", 0))) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 106; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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__pyx_t_1 = 0;
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*/
__pyx_cur_scope->__pyx_v_hypos = new std::vector<HypergraphSampler::Hypothesis>();
- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":58
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* def sample(self, unsigned n):
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__pyx_t_1 = (__pyx_cur_scope->__pyx_v_self->rng == NULL);
if (__pyx_t_1) {
- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":59
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}
__pyx_L4:;
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*/
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- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":63
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- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":64
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- * del hypos
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*/
- __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 = 64; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":66
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*/
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-static PyObject *__pyx_pw_5_cdec_10Hypergraph_20intersect(PyObject *__pyx_v_self, PyObject *__pyx_v_lat) {
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}
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__Pyx_RefNannySetupContext("intersect", 0);
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+ __pyx_t_1 = __Pyx_PyBool_FromLong(HG::Intersect((__pyx_v_lat->lattice[0]), __pyx_v_self->hg)); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 92; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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PyObject *__pyx_v_beam_alpha = 0;
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+ __pyx_r = __pyx_pf_5_cdec_10Hypergraph_24prune(((struct __pyx_obj_5_cdec_Hypergraph *)__pyx_v_self), __pyx_v_beam_alpha, __pyx_v_density, __pyx_v_kwargs);
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+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) {
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*/
__pyx_v_preserve_mask = new 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:
+ * del preserve_mask
+ */
+ __pyx_t_2 = __pyx_PyFloat_AsDouble(__pyx_v_beam_alpha); if (unlikely((__pyx_t_2 == (double)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 99; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_3 = __pyx_PyFloat_AsDouble(__pyx_v_density); if (unlikely((__pyx_t_3 == (double)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 99; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_v_self->hg->PruneInsideOutside(__pyx_t_2, __pyx_t_3, __pyx_v_preserve_mask, 0, 1.0, 0);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":100
+ * 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
+ *
+ */
+ __pyx_t_1 = (__pyx_v_preserve_mask != 0);
+ if (__pyx_t_1) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":101
+ * 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
*/
- __pyx_t_2 = __pyx_PyFloat_AsDouble(__pyx_v_beam_alpha); if (unlikely((__pyx_t_2 == (double)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 78; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __pyx_t_3 = __pyx_PyFloat_AsDouble(__pyx_v_density); if (unlikely((__pyx_t_3 == (double)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 78; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
- __pyx_v_self->hg->PruneInsideOutside(__pyx_t_2, __pyx_t_3, __pyx_v_preserve_mask, 0, 1.0, 0);
+ delete __pyx_v_preserve_mask;
+ goto __pyx_L4;
+ }
+ __pyx_L4:;
__pyx_r = Py_None; __Pyx_INCREF(Py_None);
goto __pyx_L0;
@@ -3766,25 +4978,25 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_21prune(struct __pyx_obj_5_cdec_Hy
}
/* Python wrapper */
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-static PyObject *__pyx_pw_5_cdec_10Hypergraph_24lattice(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
+static PyObject *__pyx_pw_5_cdec_10Hypergraph_27lattice(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
+static PyObject *__pyx_pw_5_cdec_10Hypergraph_27lattice(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
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+ __pyx_r = __pyx_pf_5_cdec_10Hypergraph_26lattice(((struct __pyx_obj_5_cdec_Hypergraph *)__pyx_v_self));
__Pyx_RefNannyFinishContext();
return __pyx_r;
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-/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":80
- * self.hg.PruneInsideOutside(beam_alpha, density, preserve_mask, False, 1, False)
+/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":103
+ * del preserve_mask
*
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* cdef str plf = hypergraph.AsPLF(self.hg[0], True).c_str()
* return Lattice(eval(plf))
*/
-static PyObject *__pyx_pf_5_cdec_10Hypergraph_23lattice(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self) {
+static PyObject *__pyx_pf_5_cdec_10Hypergraph_26lattice(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self) {
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@@ -3796,20 +5008,20 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_23lattice(struct __pyx_obj_5_cdec_
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__Pyx_RefNannySetupContext("lattice", 0);
- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":81
+ /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":104
*
* def lattice(self): # TODO direct hg -> lattice conversion in cdec
* cdef str plf = hypergraph.AsPLF(self.hg[0], True).c_str() # <<<<<<<<<<<<<<
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*
*/
- __pyx_t_1 = PyBytes_FromString(HypergraphIO::AsPLF((__pyx_v_self->hg[0]), 1).c_str()); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 81; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_1 = PyBytes_FromString(HypergraphIO::AsPLF((__pyx_v_self->hg[0]), 1).c_str()); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 104; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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- if (!(likely(PyString_CheckExact(((PyObject *)__pyx_t_1)))||(PyErr_Format(PyExc_TypeError, "Expected str, got %.200s", Py_TYPE(((PyObject *)__pyx_t_1))->tp_name), 0))) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 81; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (!(likely(PyString_CheckExact(((PyObject *)__pyx_t_1)))||(PyErr_Format(PyExc_TypeError, "Expected str, got %.200s", Py_TYPE(((PyObject *)__pyx_t_1))->tp_name), 0))) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 104; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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__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()
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@@ -3817,17 +5029,17 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_23lattice(struct __pyx_obj_5_cdec_
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}
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+ __pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 105; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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PyTuple_SET_ITEM(__pyx_t_3, 0, ((PyObject *)__pyx_v_plf));
@@ -3838,15 +5050,15 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_23lattice(struct __pyx_obj_5_cdec_
__Pyx_GIVEREF(((PyObject *)__pyx_t_2));
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PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_2);
__Pyx_GIVEREF(__pyx_t_2);
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@@ -3869,17 +5081,17 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_23lattice(struct __pyx_obj_5_cdec_
}
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-static PyObject *__pyx_pw_5_cdec_10Hypergraph_26reweight(PyObject *__pyx_v_self, PyObject *__pyx_v_weights) {
+static PyObject *__pyx_pw_5_cdec_10Hypergraph_29reweight(PyObject *__pyx_v_self, PyObject *__pyx_v_weights); /*proto*/
+static PyObject *__pyx_pw_5_cdec_10Hypergraph_29reweight(PyObject *__pyx_v_self, PyObject *__pyx_v_weights) {
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+ __pyx_r = __pyx_pf_5_cdec_10Hypergraph_28reweight(((struct __pyx_obj_5_cdec_Hypergraph *)__pyx_v_self), ((PyObject *)__pyx_v_weights));
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-/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":84
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*
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+static PyObject *__pyx_pf_5_cdec_10Hypergraph_28reweight(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_weights) {
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__Pyx_RefNannySetupContext("reweight", 0);
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- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":86
+ /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":109
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goto __pyx_L3;
}
- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":87
+ /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":110
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- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":88
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* self.hg.Reweight((<DenseVector> weights).vector[0]) # <<<<<<<<<<<<<<
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- * raise ValueError('cannot reweight hypergraph with %s' % type(weights))
+ * raise TypeError('cannot reweight hypergraph with %s' % type(weights))
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goto __pyx_L3;
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/*else*/ {
- /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":90
+ /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":113
* self.hg.Reweight((<DenseVector> weights).vector[0])
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- {__pyx_filename = __pyx_f[0]; __pyx_lineno = 33; __pyx_clineno = __LINE__; goto __pyx_L7_error;}
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+ {__pyx_filename = __pyx_f[0]; __pyx_lineno = 60; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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- /* "_cdec.pyx":45
+ /* "_cdec.pyx":61
* else:
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* self.dec.SetSentenceGrammarFromString(string(<char *> grammar))
* cdef decoder.BasicObserver observer = decoder.BasicObserver()
*/
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+ __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_v_grammar); if (unlikely(__pyx_t_2 < 0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 61; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
if (__pyx_t_2) {
- /* "_cdec.pyx":46
+ /* "_cdec.pyx":62
* raise TypeError('Cannot translate input type %s' % type(sentence))
* if grammar:
* self.dec.SetSentenceGrammarFromString(string(<char *> grammar)) # <<<<<<<<<<<<<<
* cdef decoder.BasicObserver observer = decoder.BasicObserver()
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- __pyx_t_4 = PyBytes_AsString(__pyx_v_grammar); if (unlikely((!__pyx_t_4) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 46; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_4 = PyBytes_AsString(__pyx_v_grammar); if (unlikely((!__pyx_t_4) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 62; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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goto __pyx_L4;
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__pyx_L4:;
- /* "_cdec.pyx":47
+ /* "_cdec.pyx":63
* if grammar:
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*/
__pyx_v_observer = BasicObserver();
- /* "_cdec.pyx":48
+ /* "_cdec.pyx":64
* self.dec.SetSentenceGrammarFromString(string(<char *> grammar))
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* if observer.hypergraph == NULL:
* raise ParseFailed()
*/
- __pyx_t_4 = PyBytes_AsString(__pyx_v_inp); if (unlikely((!__pyx_t_4) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 48; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_4 = PyBytes_AsString(__pyx_v_inp); if (unlikely((!__pyx_t_4) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 64; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__pyx_v_self->dec->Decode(std::string(((char *)__pyx_t_4)), (&__pyx_v_observer));
- /* "_cdec.pyx":49
+ /* "_cdec.pyx":65
* cdef decoder.BasicObserver observer = decoder.BasicObserver()
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__pyx_t_2 = (__pyx_v_observer.hypergraph == NULL);
if (__pyx_t_2) {
- /* "_cdec.pyx":50
+ /* "_cdec.pyx":66
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* if observer.hypergraph == NULL:
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*/
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+ __pyx_t_3 = __Pyx_GetName(__pyx_m, __pyx_n_s__ParseFailed); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 66; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+ __pyx_t_1 = PyObject_Call(__pyx_t_3, ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 66; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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+ {__pyx_filename = __pyx_f[0]; __pyx_lineno = 66; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
goto __pyx_L5;
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__pyx_L5:;
- /* "_cdec.pyx":51
+ /* "_cdec.pyx":67
* if observer.hypergraph == NULL:
* raise ParseFailed()
* cdef Hypergraph hg = Hypergraph() # <<<<<<<<<<<<<<
* hg.hg = new hypergraph.Hypergraph(observer.hypergraph[0])
* return hg
*/
- __pyx_t_1 = PyObject_Call(((PyObject *)((PyObject*)__pyx_ptype_5_cdec_Hypergraph)), ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 51; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_t_1 = PyObject_Call(((PyObject *)((PyObject*)__pyx_ptype_5_cdec_Hypergraph)), ((PyObject *)__pyx_empty_tuple), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 67; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
__Pyx_GOTREF(__pyx_t_1);
__pyx_v_hg = ((struct __pyx_obj_5_cdec_Hypergraph *)__pyx_t_1);
__pyx_t_1 = 0;
- /* "_cdec.pyx":52
+ /* "_cdec.pyx":68
* raise ParseFailed()
* cdef Hypergraph hg = Hypergraph()
* hg.hg = new hypergraph.Hypergraph(observer.hypergraph[0]) # <<<<<<<<<<<<<<
@@ -5718,7 +9916,7 @@ static PyObject *__pyx_pf_5_cdec_7Decoder_6translate(struct __pyx_obj_5_cdec_Dec
*/
__pyx_v_hg->hg = new Hypergraph((__pyx_v_observer.hypergraph[0]));
- /* "_cdec.pyx":53
+ /* "_cdec.pyx":69
* cdef Hypergraph hg = Hypergraph()
* hg.hg = new hypergraph.Hypergraph(observer.hypergraph[0])
* return hg # <<<<<<<<<<<<<<
@@ -5743,102 +9941,6 @@ static PyObject *__pyx_pf_5_cdec_7Decoder_6translate(struct __pyx_obj_5_cdec_Dec
return __pyx_r;
}
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- *
- * def __cinit__(self, char* config):
- */
-
-static PyObject *__pyx_pf_5_cdec_7Decoder_7weights___get__(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self) {
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-static int __pyx_pw_5_cdec_7Decoder_7weights_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
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- int __pyx_r;
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- __Pyx_DECREF(((PyObject *)__pyx_v_self->weights));
- __pyx_v_self->weights = ((struct __pyx_obj_5_cdec_DenseVector *)Py_None);
-
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-
static PyObject *__pyx_tp_new_5_cdec_DenseVector(PyTypeObject *t, PyObject *a, PyObject *k) {
PyObject *o = (*t->tp_alloc)(t, 0);
if (!o) return 0;
@@ -5858,7 +9960,7 @@ static PyObject *__pyx_sq_item_5_cdec_DenseVector(PyObject *o, Py_ssize_t i) {
static int __pyx_mp_ass_subscript_5_cdec_DenseVector(PyObject *o, PyObject *i, PyObject *v) {
if (v) {
- return __pyx_pw_5_cdec_11DenseVector_3__setitem__(o, i, v);
+ return __pyx_pw_5_cdec_11DenseVector_5__setitem__(o, i, v);
}
else {
PyErr_Format(PyExc_NotImplementedError,
@@ -5868,8 +9970,8 @@ 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 +10034,7 @@ 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 +10047,8 @@ static PySequenceMethods __pyx_tp_as_sequence_DenseVector = {
};
static PyMappingMethods __pyx_tp_as_mapping_DenseVector = {
- 0, /*mp_length*/
- __pyx_pw_5_cdec_11DenseVector_1__getitem__, /*mp_subscript*/
+ __pyx_pw_5_cdec_11DenseVector_1__len__, /*mp_length*/
+ __pyx_pw_5_cdec_11DenseVector_3__getitem__, /*mp_subscript*/
__pyx_mp_ass_subscript_5_cdec_DenseVector, /*mp_ass_subscript*/
};
@@ -6001,7 +10103,7 @@ static PyTypeObject __pyx_type_5_cdec_DenseVector = {
0, /*tp_clear*/
0, /*tp_richcompare*/
0, /*tp_weaklistoffset*/
- __pyx_pw_5_cdec_11DenseVector_5__iter__, /*tp_iter*/
+ __pyx_pw_5_cdec_11DenseVector_7__iter__, /*tp_iter*/
0, /*tp_iternext*/
__pyx_methods_5_cdec_DenseVector, /*tp_methods*/
0, /*tp_members*/
@@ -6034,6 +10136,15 @@ static PyObject *__pyx_tp_new_5_cdec_SparseVector(PyTypeObject *t, PyObject *a,
}
static void __pyx_tp_dealloc_5_cdec_SparseVector(PyObject *o) {
+ {
+ PyObject *etype, *eval, *etb;
+ PyErr_Fetch(&etype, &eval, &etb);
+ ++Py_REFCNT(o);
+ __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 +10157,7 @@ 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,
@@ -6056,22 +10167,22 @@ 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_30__add__, /*nb_add*/
+ __pyx_pw_5_cdec_12SparseVector_32__sub__, /*nb_subtract*/
+ __pyx_pw_5_cdec_12SparseVector_34__mul__, /*nb_multiply*/
#if PY_MAJOR_VERSION < 3
- 0, /*nb_divide*/
+ __pyx_pw_5_cdec_12SparseVector_36__div__, /*nb_divide*/
#endif
0, /*nb_remainder*/
0, /*nb_divmod*/
0, /*nb_power*/
- 0, /*nb_negative*/
+ __pyx_pw_5_cdec_12SparseVector_20__neg__, /*nb_negative*/
0, /*nb_positive*/
0, /*nb_absolute*/
0, /*nb_nonzero*/
@@ -6097,11 +10208,11 @@ 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_22__iadd__, /*nb_inplace_add*/
+ __pyx_pw_5_cdec_12SparseVector_24__isub__, /*nb_inplace_subtract*/
+ __pyx_pw_5_cdec_12SparseVector_26__imul__, /*nb_inplace_multiply*/
#if PY_MAJOR_VERSION < 3
- __pyx_pw_5_cdec_12SparseVector_24__idiv__, /*nb_inplace_divide*/
+ __pyx_pw_5_cdec_12SparseVector_28__idiv__, /*nb_inplace_divide*/
#endif
0, /*nb_inplace_remainder*/
0, /*nb_inplace_power*/
@@ -6120,21 +10231,21 @@ 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 +10298,9 @@ 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 +10352,12 @@ 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}
};
@@ -6441,6 +10553,7 @@ static int __pyx_mp_ass_subscript_5_cdec_Lattice(PyObject *o, PyObject *i, PyObj
}
static PyMethodDef __pyx_methods_5_cdec_Lattice[] = {
+ {__Pyx_NAMESTR("todot"), (PyCFunction)__pyx_pw_5_cdec_7Lattice_16todot, METH_NOARGS, __Pyx_DOCSTR(0)},
{0, 0, 0, 0}
};
@@ -6598,6 +10711,941 @@ 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);
@@ -6652,7 +11700,8 @@ static int __pyx_setprop_5_cdec_7Decoder_weights(PyObject *o, PyObject *v, void
return __pyx_pw_5_cdec_7Decoder_7weights_3__set__(o, v);
}
else {
- return __pyx_pw_5_cdec_7Decoder_7weights_5__del__(o);
+ PyErr_SetString(PyExc_NotImplementedError, "__del__");
+ return -1;
}
}
@@ -7017,14 +12066,12 @@ 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 +12079,6 @@ 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 +12088,6 @@ 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 +12666,233 @@ 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_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_4_sample *)o);
+ 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 +12902,8 @@ 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 +12914,11 @@ 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 +12976,7 @@ 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 +12989,13 @@ 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 +13016,12 @@ 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 +13031,24 @@ 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 +13058,7 @@ 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 +13072,32 @@ 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 +13105,648 @@ 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_todot(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *p;
+ PyObject *o = (*t->tp_alloc)(t, 0);
+ if (!o) return 0;
+ p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *)o);
+ p->__pyx_v_self = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_7_todot(PyObject *o) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *)o;
+ Py_XDECREF(((PyObject *)p->__pyx_v_self));
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_7_todot(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *)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_7_todot(PyObject *o) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *)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);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_7_todot[] = {
+ {0, 0, 0, 0}
+};
+
+static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_7_todot = {
+ 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_todot = {
+ 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_todot = {
+ 0, /*mp_length*/
+ 0, /*mp_subscript*/
+ 0, /*mp_ass_subscript*/
+};
+
+static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_7_todot = {
+ #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_todot = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_cdec.__pyx_scope_struct_7_todot"), /*tp_name*/
+ sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_5_cdec___pyx_scope_struct_7_todot, /*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_todot, /*tp_as_number*/
+ &__pyx_tp_as_sequence___pyx_scope_struct_7_todot, /*tp_as_sequence*/
+ &__pyx_tp_as_mapping___pyx_scope_struct_7_todot, /*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_todot, /*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_todot, /*tp_traverse*/
+ __pyx_tp_clear_5_cdec___pyx_scope_struct_7_todot, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_5_cdec___pyx_scope_struct_7_todot, /*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_todot, /*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_lines(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines *p;
+ PyObject *o = (*t->tp_alloc)(t, 0);
+ if (!o) return 0;
+ p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines *)o);
+ p->__pyx_outer_scope = 0;
+ p->__pyx_v_delta = 0;
+ p->__pyx_v_i = 0;
+ p->__pyx_v_label = 0;
+ p->__pyx_v_weight = 0;
+ p->__pyx_t_1 = 0;
+ p->__pyx_t_3 = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_8_lines(PyObject *o) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines *)o;
+ Py_XDECREF(((PyObject *)p->__pyx_outer_scope));
+ Py_XDECREF(p->__pyx_v_delta);
+ Py_XDECREF(p->__pyx_v_i);
+ Py_XDECREF(p->__pyx_v_label);
+ Py_XDECREF(p->__pyx_v_weight);
+ Py_XDECREF(p->__pyx_t_1);
+ Py_XDECREF(p->__pyx_t_3);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_8_lines(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines *)o;
+ if (p->__pyx_outer_scope) {
+ e = (*v)(((PyObject*)p->__pyx_outer_scope), a); if (e) return e;
+ }
+ if (p->__pyx_v_delta) {
+ e = (*v)(p->__pyx_v_delta, a); if (e) return e;
+ }
+ if (p->__pyx_v_i) {
+ e = (*v)(p->__pyx_v_i, a); if (e) return e;
+ }
+ if (p->__pyx_v_label) {
+ e = (*v)(p->__pyx_v_label, a); if (e) return e;
+ }
+ if (p->__pyx_v_weight) {
+ e = (*v)(p->__pyx_v_weight, a); if (e) return e;
+ }
+ if (p->__pyx_t_1) {
+ e = (*v)(p->__pyx_t_1, a); if (e) return e;
+ }
+ if (p->__pyx_t_3) {
+ e = (*v)(p->__pyx_t_3, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_5_cdec___pyx_scope_struct_8_lines(PyObject *o) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_outer_scope);
+ p->__pyx_outer_scope = ((struct __pyx_obj_5_cdec___pyx_scope_struct_7_todot *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_delta);
+ p->__pyx_v_delta = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(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_label);
+ p->__pyx_v_label = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_weight);
+ p->__pyx_v_weight = 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);
+ tmp = ((PyObject*)p->__pyx_t_3);
+ p->__pyx_t_3 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_8_lines[] = {
+ {0, 0, 0, 0}
+};
+
+static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_8_lines = {
+ 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_8_lines = {
+ 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_8_lines = {
+ 0, /*mp_length*/
+ 0, /*mp_subscript*/
+ 0, /*mp_ass_subscript*/
+};
+
+static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_8_lines = {
+ #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_8_lines = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_cdec.__pyx_scope_struct_8_lines"), /*tp_name*/
+ sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_8_lines), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_5_cdec___pyx_scope_struct_8_lines, /*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_8_lines, /*tp_as_number*/
+ &__pyx_tp_as_sequence___pyx_scope_struct_8_lines, /*tp_as_sequence*/
+ &__pyx_tp_as_mapping___pyx_scope_struct_8_lines, /*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_8_lines, /*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_8_lines, /*tp_traverse*/
+ __pyx_tp_clear_5_cdec___pyx_scope_struct_8_lines, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_5_cdec___pyx_scope_struct_8_lines, /*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_8_lines, /*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_9___iter__(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_9___iter__ *p;
+ PyObject *o = (*t->tp_alloc)(t, 0);
+ if (!o) return 0;
+ p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_9___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_9___iter__(PyObject *o) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_9___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_9___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_9___iter__(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_5_cdec___pyx_scope_struct_9___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_9___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_9___iter__(PyObject *o) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_9___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_9___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_9___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_9___iter__ = {
0, /*nb_add*/
0, /*nb_subtract*/
0, /*nb_multiply*/
@@ -7919,7 +13804,7 @@ 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_9___iter__ = {
0, /*sq_length*/
0, /*sq_concat*/
0, /*sq_repeat*/
@@ -7932,13 +13817,13 @@ 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_9___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_9___iter__ = {
#if PY_MAJOR_VERSION < 3
0, /*bf_getreadbuffer*/
#endif
@@ -7959,12 +13844,12 @@ 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_9___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_9___iter__"), /*tp_name*/
+ sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_9___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_9___iter__, /*tp_dealloc*/
0, /*tp_print*/
0, /*tp_getattr*/
0, /*tp_setattr*/
@@ -7974,24 +13859,24 @@ 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_9___iter__, /*tp_as_number*/
+ &__pyx_tp_as_sequence___pyx_scope_struct_9___iter__, /*tp_as_sequence*/
+ &__pyx_tp_as_mapping___pyx_scope_struct_9___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_9___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_9___iter__, /*tp_traverse*/
+ __pyx_tp_clear_5_cdec___pyx_scope_struct_9___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_9___iter__, /*tp_methods*/
0, /*tp_members*/
0, /*tp_getset*/
0, /*tp_base*/
@@ -8001,7 +13886,198 @@ 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_9___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_10___iter__(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_10___iter__ *p;
+ PyObject *o = (*t->tp_alloc)(t, 0);
+ if (!o) return 0;
+ p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_10___iter__ *)o);
+ p->__pyx_v_self = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_10___iter__(PyObject *o) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_10___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_10___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_10___iter__(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_5_cdec___pyx_scope_struct_10___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_10___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_10___iter__(PyObject *o) {
+ struct __pyx_obj_5_cdec___pyx_scope_struct_10___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_10___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_10___iter__[] = {
+ {0, 0, 0, 0}
+};
+
+static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_10___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*/
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+ 0, /*bf_releasebuffer*/
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{&__pyx_kp_s_2, __pyx_k_2, sizeof(__pyx_k_2), 0, 0, 1, 0},
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{&__pyx_kp_s_21, __pyx_k_21, sizeof(__pyx_k_21), 0, 0, 1, 0},
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{&__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},
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{&__pyx_n_s__ParseFailed, __pyx_k__ParseFailed, sizeof(__pyx_k__ParseFailed), 0, 0, 1, 1},
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{&__pyx_n_s__TypeError, __pyx_k__TypeError, sizeof(__pyx_k__TypeError), 0, 0, 1, 1},
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{&__pyx_n_s__decode, __pyx_k__decode, sizeof(__pyx_k__decode), 0, 0, 1, 1},
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{&__pyx_n_s__encode, __pyx_k__encode, sizeof(__pyx_k__encode), 0, 0, 1, 1},
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{&__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},
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{&__pyx_n_s__grammar, __pyx_k__grammar, sizeof(__pyx_k__grammar), 0, 0, 1, 1},
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{&__pyx_n_s__inp, __pyx_k__inp, sizeof(__pyx_k__inp), 0, 0, 1, 1},
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{&__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},
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{&__pyx_n_s__self, __pyx_k__self, sizeof(__pyx_k__self), 0, 0, 1, 1},
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{&__pyx_n_s__utf8, __pyx_k__utf8, sizeof(__pyx_k__utf8), 0, 0, 1, 1},
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- /* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":69
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- * del derivations
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_36));
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*
* def read_weights(self, cfg):
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__Pyx_INCREF(Py_None);
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__Pyx_GIVEREF(Py_None);
__Pyx_INCREF(Py_None);
- PyTuple_SET_ITEM(__pyx_k_tuple_19, 1, Py_None);
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__Pyx_GIVEREF(Py_None);
__Pyx_INCREF(Py_None);
- PyTuple_SET_ITEM(__pyx_k_tuple_19, 2, Py_None);
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__Pyx_GIVEREF(Py_None);
- __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_19));
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_38));
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__Pyx_INCREF(((PyObject *)__pyx_n_s__utf8));
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__Pyx_GIVEREF(((PyObject *)__pyx_n_s__utf8));
- __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_20));
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@@ -8380,8 +14590,8 @@ 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;}
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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;}
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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 = 22; __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 = 22; __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 = 36; __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 = 36; __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 = 70; __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 = 70; __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 = 103; __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 = 103; __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 = 122; __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 = 122; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
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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;}
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/*--- Type import code ---*/
/*--- Variable import code ---*/
/*--- Function import code ---*/
/*--- Execution code ---*/
- /* "_cdec.pyx":10
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/mteval.pxi":153
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+ * TER = Scorer('TER') # <<<<<<<<<<<<<<
+ */
+ __pyx_t_1 = PyObject_Call(((PyObject *)((PyObject*)__pyx_ptype_5_cdec_Scorer)), ((PyObject *)__pyx_k_tuple_42), NULL); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[4]; __pyx_lineno = 154; __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 = 154; __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 +14929,18 @@ 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)
@@ -8817,6 +15085,10 @@ static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) {
+static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname) {
+ PyErr_Format(PyExc_NameError, "free variable '%s' referenced before assignment in enclosing scope", varname);
+}
+
static double __Pyx__PyObject_AsDouble(PyObject* obj) {
PyObject* float_value;
if (Py_TYPE(obj)->tp_as_number && Py_TYPE(obj)->tp_as_number->nb_float) {
@@ -8889,18 +15161,6 @@ 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;
@@ -9006,6 +15266,365 @@ bad:
return NULL;
}
+static PyObject *
+__Pyx_CyFunction_get_doc(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *closure)
+{
+ if (op->func_doc == NULL && op->func.m_ml->ml_doc) {
+#if PY_MAJOR_VERSION >= 3
+ op->func_doc = PyUnicode_FromString(op->func.m_ml->ml_doc);
+#else
+ op->func_doc = PyString_FromString(op->func.m_ml->ml_doc);
+#endif
+ }
+ if (op->func_doc == 0) {
+ Py_INCREF(Py_None);
+ return Py_None;
+ }
+ Py_INCREF(op->func_doc);
+ return op->func_doc;
+}
+static int
+__Pyx_CyFunction_set_doc(__pyx_CyFunctionObject *op, PyObject *value)
+{
+ PyObject *tmp = op->func_doc;
+ if (value == NULL)
+ op->func_doc = Py_None; /* Mark as deleted */
+ else
+ op->func_doc = value;
+ Py_INCREF(op->func_doc);
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_name(__pyx_CyFunctionObject *op)
+{
+ if (op->func_name == NULL) {
+#if PY_MAJOR_VERSION >= 3
+ op->func_name = PyUnicode_InternFromString(op->func.m_ml->ml_name);
+#else
+ op->func_name = PyString_InternFromString(op->func.m_ml->ml_name);
+#endif
+ }
+ Py_INCREF(op->func_name);
+ return op->func_name;
+}
+static int
+__Pyx_CyFunction_set_name(__pyx_CyFunctionObject *op, PyObject *value)
+{
+ PyObject *tmp;
+#if PY_MAJOR_VERSION >= 3
+ if (value == NULL || !PyUnicode_Check(value)) {
+#else
+ if (value == NULL || !PyString_Check(value)) {
+#endif
+ PyErr_SetString(PyExc_TypeError,
+ "__name__ must be set to a string object");
+ return -1;
+ }
+ tmp = op->func_name;
+ Py_INCREF(value);
+ op->func_name = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_self(__pyx_CyFunctionObject *m, CYTHON_UNUSED void *closure)
+{
+ PyObject *self;
+ self = m->func_closure;
+ if (self == NULL)
+ self = Py_None;
+ Py_INCREF(self);
+ return self;
+}
+static PyObject *
+__Pyx_CyFunction_get_dict(__pyx_CyFunctionObject *op)
+{
+ if (op->func_dict == NULL) {
+ op->func_dict = PyDict_New();
+ if (op->func_dict == NULL)
+ return NULL;
+ }
+ Py_INCREF(op->func_dict);
+ return op->func_dict;
+}
+static int
+__Pyx_CyFunction_set_dict(__pyx_CyFunctionObject *op, PyObject *value)
+{
+ PyObject *tmp;
+ if (value == NULL) {
+ PyErr_SetString(PyExc_TypeError,
+ "function's dictionary may not be deleted");
+ return -1;
+ }
+ if (!PyDict_Check(value)) {
+ PyErr_SetString(PyExc_TypeError,
+ "setting function's dictionary to a non-dict");
+ return -1;
+ }
+ tmp = op->func_dict;
+ Py_INCREF(value);
+ op->func_dict = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_globals(CYTHON_UNUSED __pyx_CyFunctionObject *op)
+{
+ PyObject* dict = PyModule_GetDict(__pyx_m);
+ Py_XINCREF(dict);
+ return dict;
+}
+static PyObject *
+__Pyx_CyFunction_get_closure(CYTHON_UNUSED __pyx_CyFunctionObject *op)
+{
+ Py_INCREF(Py_None);
+ return Py_None;
+}
+static PyObject *
+__Pyx_CyFunction_get_code(__pyx_CyFunctionObject *op)
+{
+ PyObject* result = (op->func_code) ? op->func_code : Py_None;
+ Py_INCREF(result);
+ return result;
+}
+static PyObject *
+__Pyx_CyFunction_get_defaults(__pyx_CyFunctionObject *op)
+{
+ if (op->defaults_tuple) {
+ Py_INCREF(op->defaults_tuple);
+ return op->defaults_tuple;
+ }
+ if (op->defaults_getter) {
+ PyObject *res = op->defaults_getter((PyObject *) op);
+ if (res) {
+ Py_INCREF(res);
+ op->defaults_tuple = res;
+ }
+ return res;
+ }
+ Py_INCREF(Py_None);
+ return Py_None;
+}
+static PyGetSetDef __pyx_CyFunction_getsets[] = {
+ {(char *) "func_doc", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
+ {(char *) "__doc__", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
+ {(char *) "func_name", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
+ {(char *) "__name__", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
+ {(char *) "__self__", (getter)__Pyx_CyFunction_get_self, 0, 0, 0},
+ {(char *) "func_dict", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
+ {(char *) "__dict__", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
+ {(char *) "func_globals", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
+ {(char *) "__globals__", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
+ {(char *) "func_closure", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
+ {(char *) "__closure__", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
+ {(char *) "func_code", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
+ {(char *) "__code__", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
+ {(char *) "func_defaults", (getter)__Pyx_CyFunction_get_defaults, 0, 0, 0},
+ {(char *) "__defaults__", (getter)__Pyx_CyFunction_get_defaults, 0, 0, 0},
+ {0, 0, 0, 0, 0}
+};
+#ifndef PY_WRITE_RESTRICTED /* < Py2.5 */
+#define PY_WRITE_RESTRICTED WRITE_RESTRICTED
+#endif
+static PyMemberDef __pyx_CyFunction_members[] = {
+ {(char *) "__module__", T_OBJECT, offsetof(__pyx_CyFunctionObject, func.m_module), PY_WRITE_RESTRICTED, 0},
+ {0, 0, 0, 0, 0}
+};
+static PyObject *
+__Pyx_CyFunction_reduce(__pyx_CyFunctionObject *m, CYTHON_UNUSED PyObject *args)
+{
+#if PY_MAJOR_VERSION >= 3
+ return PyUnicode_FromString(m->func.m_ml->ml_name);
+#else
+ return PyString_FromString(m->func.m_ml->ml_name);
+#endif
+}
+static PyMethodDef __pyx_CyFunction_methods[] = {
+ {__Pyx_NAMESTR("__reduce__"), (PyCFunction)__Pyx_CyFunction_reduce, METH_VARARGS, 0},
+ {0, 0, 0, 0}
+};
+static PyObject *__Pyx_CyFunction_New(PyTypeObject *type, PyMethodDef *ml, int flags,
+ PyObject *closure, PyObject *module, PyObject* code) {
+ __pyx_CyFunctionObject *op = PyObject_GC_New(__pyx_CyFunctionObject, type);
+ if (op == NULL)
+ return NULL;
+ op->flags = flags;
+ op->func_weakreflist = NULL;
+ op->func.m_ml = ml;
+ op->func.m_self = (PyObject *) op;
+ Py_XINCREF(closure);
+ op->func_closure = closure;
+ Py_XINCREF(module);
+ op->func.m_module = module;
+ op->func_dict = NULL;
+ op->func_name = NULL;
+ op->func_doc = NULL;
+ op->func_classobj = NULL;
+ Py_XINCREF(code);
+ op->func_code = code;
+ op->defaults_pyobjects = 0;
+ op->defaults = NULL;
+ op->defaults_tuple = NULL;
+ op->defaults_getter = NULL;
+ PyObject_GC_Track(op);
+ return (PyObject *) op;
+}
+static int
+__Pyx_CyFunction_clear(__pyx_CyFunctionObject *m)
+{
+ Py_CLEAR(m->func_closure);
+ Py_CLEAR(m->func.m_module);
+ Py_CLEAR(m->func_dict);
+ Py_CLEAR(m->func_name);
+ Py_CLEAR(m->func_doc);
+ Py_CLEAR(m->func_code);
+ Py_CLEAR(m->func_classobj);
+ Py_CLEAR(m->defaults_tuple);
+ if (m->defaults) {
+ PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
+ int i;
+ for (i = 0; i < m->defaults_pyobjects; i++)
+ Py_XDECREF(pydefaults[i]);
+ PyMem_Free(m->defaults);
+ m->defaults = NULL;
+ }
+ return 0;
+}
+static void __Pyx_CyFunction_dealloc(__pyx_CyFunctionObject *m)
+{
+ PyObject_GC_UnTrack(m);
+ if (m->func_weakreflist != NULL)
+ PyObject_ClearWeakRefs((PyObject *) m);
+ __Pyx_CyFunction_clear(m);
+ PyObject_GC_Del(m);
+}
+static int __Pyx_CyFunction_traverse(__pyx_CyFunctionObject *m, visitproc visit, void *arg)
+{
+ Py_VISIT(m->func_closure);
+ Py_VISIT(m->func.m_module);
+ Py_VISIT(m->func_dict);
+ Py_VISIT(m->func_name);
+ Py_VISIT(m->func_doc);
+ Py_VISIT(m->func_code);
+ Py_VISIT(m->func_classobj);
+ Py_VISIT(m->defaults_tuple);
+ if (m->defaults) {
+ PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
+ int i;
+ for (i = 0; i < m->defaults_pyobjects; i++)
+ Py_VISIT(pydefaults[i]);
+ }
+ return 0;
+}
+static PyObject *__Pyx_CyFunction_descr_get(PyObject *func, PyObject *obj, PyObject *type)
+{
+ __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
+ if (m->flags & __Pyx_CYFUNCTION_STATICMETHOD) {
+ Py_INCREF(func);
+ return func;
+ }
+ if (m->flags & __Pyx_CYFUNCTION_CLASSMETHOD) {
+ if (type == NULL)
+ type = (PyObject *)(Py_TYPE(obj));
+ return PyMethod_New(func,
+ type, (PyObject *)(Py_TYPE(type)));
+ }
+ if (obj == Py_None)
+ obj = NULL;
+ return PyMethod_New(func, obj, type);
+}
+static PyObject*
+__Pyx_CyFunction_repr(__pyx_CyFunctionObject *op)
+{
+ PyObject *func_name = __Pyx_CyFunction_get_name(op);
+#if PY_MAJOR_VERSION >= 3
+ return PyUnicode_FromFormat("<cyfunction %U at %p>",
+ func_name, (void *)op);
+#else
+ return PyString_FromFormat("<cyfunction %s at %p>",
+ PyString_AsString(func_name), (void *)op);
+#endif
+}
+static PyTypeObject __pyx_CyFunctionType_type = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("cython_function_or_method"), /*tp_name*/
+ sizeof(__pyx_CyFunctionObject), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ (destructor) __Pyx_CyFunction_dealloc, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+#if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
+#else
+ 0, /*reserved*/
+#endif
+ (reprfunc) __Pyx_CyFunction_repr, /*tp_repr*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ __Pyx_PyCFunction_Call, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC, /* tp_flags*/
+ 0, /*tp_doc*/
+ (traverseproc) __Pyx_CyFunction_traverse, /*tp_traverse*/
+ (inquiry) __Pyx_CyFunction_clear, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ offsetof(__pyx_CyFunctionObject, func_weakreflist), /* tp_weaklistoffse */
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_CyFunction_methods, /*tp_methods*/
+ __pyx_CyFunction_members, /*tp_members*/
+ __pyx_CyFunction_getsets, /*tp_getset*/
+ 0, /*tp_base*/
+ 0, /*tp_dict*/
+ __Pyx_CyFunction_descr_get, /*tp_descr_get*/
+ 0, /*tp_descr_set*/
+ offsetof(__pyx_CyFunctionObject, func_dict),/*tp_dictoffset*/
+ 0, /*tp_init*/
+ 0, /*tp_alloc*/
+ 0, /*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 int __Pyx_CyFunction_init(void)
+{
+ if (PyType_Ready(&__pyx_CyFunctionType_type) < 0)
+ return -1;
+ __pyx_CyFunctionType = &__pyx_CyFunctionType_type;
+ return 0;
+}
+void *__Pyx_CyFunction_InitDefaults(PyObject *func, size_t size, int pyobjects)
+{
+ __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
+ m->defaults = PyMem_Malloc(size);
+ if (!m->defaults)
+ return PyErr_NoMemory();
+ memset(m->defaults, 0, sizeof(size));
+ m->defaults_pyobjects = pyobjects;
+ return m->defaults;
+}
+static void __Pyx_CyFunction_SetDefaultsTuple(PyObject *func, PyObject *tuple)
+{
+ __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
+ m->defaults_tuple = tuple;
+ Py_INCREF(tuple);
+}
+
static CYTHON_INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject* x) {
const unsigned char neg_one = (unsigned char)-1, const_zero = 0;
const int is_unsigned = neg_one > const_zero;
@@ -9693,6 +16312,25 @@ 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..cccfec0b 100644
--- a/python/src/_cdec.pyx
+++ b/python/src/_cdec.pyx
@@ -6,15 +6,15 @@ 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
- cdef public DenseVector weights
+ cdef DenseVector weights
def __cinit__(self, char* config):
decoder.register_feature_functions()
@@ -27,6 +27,22 @@ cdef class Decoder:
def __dealloc__(self):
del self.dec
+ property weights:
+ def __get__(self):
+ return self.weights
+
+ def __set__(self, weights):
+ if isinstance(weights, DenseVector):
+ self.weights.vector[0] = (<DenseVector> weights).vector[0]
+ elif isinstance(weights, SparseVector):
+ self.weights.vector.clear()
+ ((<SparseVector> weights).vector[0]).init_vector(self.weights.vector)
+ elif isinstance(weights, dict):
+ for fname, fval in weights.items():
+ self.weights[fname] = fval
+ else:
+ raise TypeError('cannot initialize weights with %s' % type(weights))
+
def read_weights(self, cfg):
with open(cfg) as fp:
for line in fp:
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/lattice.pxi b/python/src/lattice.pxi
index 493c6dcd..f8341e29 100644
--- a/python/src/lattice.pxi
+++ b/python/src/lattice.pxi
@@ -54,3 +54,15 @@ cdef class Lattice:
def __dealloc__(self):
del self.lattice
+
+ def todot(self):
+ def lines():
+ yield 'digraph lattice {'
+ yield 'rankdir = LR;'
+ yield 'node [shape=circle];'
+ for i in range(len(self)):
+ for label, weight, delta in self[i]:
+ yield '%d -> %d [label="%s"];' % (i, i+delta, label.replace('"', '\\"'))
+ yield '%d [shape=doublecircle]' % len(self)
+ yield '}'
+ return '\n'.join(lines()).encode('utf8')
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..d90eb9a6
--- /dev/null
+++ b/python/src/mteval.pxi
@@ -0,0 +1,154 @@
+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 SufficientStats as_stats(x, y):
+ if isinstance(x, SufficientStats):
+ return x
+ elif x == 0 and isinstance(y, SufficientStats):
+ stats = SufficientStats()
+ stats.stats = new mteval.SufficientStats()
+ stats.metric = (<SufficientStats> y).metric
+ return stats
+
+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__(x, y):
+ cdef SufficientStats sx = as_stats(x, y)
+ cdef SufficientStats sy = as_stats(y, x)
+ cdef SufficientStats result = SufficientStats()
+ result.stats = new mteval.SufficientStats(mteval.add(sx.stats[0], sy.stats[0]))
+ result.metric = sx.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,int k):
+ if not 0 <= k < self.cs.size():
+ raise IndexError('candidate set index out of range')
+ 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..ce95968c 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):
@@ -73,6 +80,12 @@ cdef class SparseVector:
def __contains__(self, char* fname):
return self.vector.nonzero(FDConvert(fname))
+
+ def __neg__(self):
+ cdef SparseVector result = SparseVector()
+ result.vector = new FastSparseVector[weight_t](self.vector[0])
+ result.vector[0] *= -1.0
+ return result
def __iadd__(SparseVector self, SparseVector other):
self.vector[0] += other.vector[0]
@@ -90,12 +103,30 @@ 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