diff options
Diffstat (limited to 'python/src')
| -rw-r--r-- | python/src/_cdec.cpp | 6687 | ||||
| -rw-r--r-- | python/src/_cdec.pyx | 135 | ||||
| -rw-r--r-- | python/src/decoder.pxd | 12 | ||||
| -rw-r--r-- | python/src/hypergraph.pxd | 68 | ||||
| -rw-r--r-- | python/src/hypergraph.pxi | 92 | ||||
| -rw-r--r-- | python/src/kbest.pxd | 6 | ||||
| -rw-r--r-- | python/src/lattice.pxd | 9 | ||||
| -rw-r--r-- | python/src/lattice.pxi | 56 | ||||
| -rw-r--r-- | python/src/utils.pxd | 55 | ||||
| -rw-r--r-- | python/src/vectors.pxi | 101 | 
10 files changed, 5378 insertions, 1843 deletions
| diff --git a/python/src/_cdec.cpp b/python/src/_cdec.cpp index 55470c89..0b9b9911 100644 --- a/python/src/_cdec.cpp +++ b/python/src/_cdec.cpp @@ -1,4 +1,4 @@ -/* Generated by Cython 0.16 on Thu Jun 14 09:24:35 2012 */ +/* Generated by Cython 0.16 on Sat Jun 23 11:57:21 2012 */  #define PY_SSIZE_T_CLEAN  #include "Python.h" @@ -272,11 +272,12 @@  #define __PYX_HAVE_API___cdec  #include <string>  #include <vector> +#include <utility>  #include <iostream>  #include "utils/weights.h"  #include "utils/logval.h" -#include "utils/prob.h"  #include "utils/wordid.h" +#include "utils/small_vector.h"  #include "utils/sparse_vector.h"  #include "utils/tdict.cc"  #include "utils/verbose.h" @@ -289,6 +290,7 @@  #include "decoder/hg_io.h"  #include "decoder/hg_intersect.h"  #include "decoder/hg_sampler.h" +#include "decoder/csplit.h"  #include "decoder/ff_register.h"  #include "decoder/decoder.h"  #include "observer.h" @@ -376,46 +378,32 @@ static const char *__pyx_filename;  static const char *__pyx_f[] = {    "_cdec.pyx", +  "vectors.pxi", +  "hypergraph.pxi", +  "lattice.pxi",  };  /*--- Type declarations ---*/ -struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree; -struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample; -struct __pyx_obj_5_cdec_Weights; +struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample; +struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__; +struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree;  struct __pyx_obj_5_cdec_Decoder; +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_1_kbest; +struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest; +struct __pyx_obj_5_cdec_DenseVector; -/* "_cdec.pyx":105 +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":56   *         del derivations   *  - *     def kbest_tree(self, size):             # <<<<<<<<<<<<<< - *         assert (self.hg != NULL) - *         cdef kb.KBestDerivations[vector[WordID], kb.ETreeTraversal]* derivations = new kb.KBestDerivations[vector[WordID], kb.ETreeTraversal](self.hg[0], size) - */ -struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree { -  PyObject_HEAD -  KBest::KBestDerivations<std::vector<WordID>,ETreeTraversal>::Derivation *__pyx_v_derivation; -  KBest::KBestDerivations<std::vector<WordID>,ETreeTraversal> *__pyx_v_derivations; -  unsigned int __pyx_v_k; -  struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self; -  PyObject *__pyx_v_sentence; -  PyObject *__pyx_v_size; -  unsigned int __pyx_t_0; -  long __pyx_t_1; -}; - - -/* "_cdec.pyx":122 - *         hypergraph.Intersect(lat.lattice[0], self.hg) - *    *     def sample(self, unsigned n):             # <<<<<<<<<<<<<< - *         assert (self.hg != NULL)   *         cdef vector[hypergraph.Hypothesis]* hypos = new vector[hypergraph.Hypothesis]() + *         if self.rng == NULL:   */ -struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample { +struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample {    PyObject_HEAD    std::vector<HypergraphSampler::Hypothesis> *__pyx_v_hypos;    unsigned int __pyx_v_k; @@ -427,35 +415,73 @@ struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample {  }; -/* "_cdec.pyx":15 - *     pass +/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":43 + *         self.vector.set_value(fid, value)   *  - * cdef class Weights:             # <<<<<<<<<<<<<< - *     cdef vector[weight_t]* weights + *     def __iter__(self):             # <<<<<<<<<<<<<< + *         cdef FastSparseVector[weight_t].const_iterator* it = new FastSparseVector[weight_t].const_iterator(self.vector[0], False) + *         cdef str fname + */ +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; +  size_t __pyx_t_0; +  size_t __pyx_t_1; +}; + + +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":44 + *         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   */ -struct __pyx_obj_5_cdec_Weights { +struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree {    PyObject_HEAD -  std::vector<weight_t> *weights; +  KBest::KBestDerivations<std::vector<WordID>,ETreeTraversal>::Derivation *__pyx_v_derivation; +  KBest::KBestDerivations<std::vector<WordID>,ETreeTraversal> *__pyx_v_derivations; +  unsigned int __pyx_v_k; +  struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self; +  PyObject *__pyx_v_size; +  PyObject *__pyx_v_tree; +  unsigned int __pyx_t_0; +  long __pyx_t_1;  }; -/* "_cdec.pyx":38 - *             yield FDConvert(fid).c_str(), self.weights[0][fid] +/* "_cdec.pyx":15 + *     pass   *    * cdef class Decoder:             # <<<<<<<<<<<<<<   *     cdef decoder.Decoder* dec - *     cdef public Weights weights + *     cdef public DenseVector weights   */  struct __pyx_obj_5_cdec_Decoder {    PyObject_HEAD    Decoder *dec; -  struct __pyx_obj_5_cdec_Weights *weights; +  struct __pyx_obj_5_cdec_DenseVector *weights;  }; -/* "_cdec.pyx":71 - *         return hg +/* "/Users/vchahun/Sandbox/cdec/python/src/vectors.pxi":32 + *         return sparse + *  + * cdef class SparseVector:             # <<<<<<<<<<<<<< + *     cdef FastSparseVector[weight_t]* vector + *  + */ +struct __pyx_obj_5_cdec_SparseVector { +  PyObject_HEAD +  FastSparseVector<weight_t> *vector; +}; + + +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":4 + * cimport kbest as kb   *    * cdef class Hypergraph:             # <<<<<<<<<<<<<<   *     cdef hypergraph.Hypergraph* hg @@ -468,8 +494,8 @@ struct __pyx_obj_5_cdec_Hypergraph {  }; -/* "_cdec.pyx":139 - *     # TODO: inside-outside pruning +/* "/Users/vchahun/Sandbox/cdec/python/src/lattice.pxi":3 + * cimport lattice   *    * cdef class Lattice:             # <<<<<<<<<<<<<<   *     cdef lattice.Lattice* lattice @@ -481,41 +507,70 @@ struct __pyx_obj_5_cdec_Lattice {  }; -/* "_cdec.pyx":33 - *         self.weights[0][fid] = value +/* "/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 + *         self.vector[0][fid] = value   *    *     def __iter__(self):             # <<<<<<<<<<<<<<   *         cdef unsigned fid - *         for fid in range(1, self.weights.size()): + *         for fid in range(1, self.vector.size()):   */  struct __pyx_obj_5_cdec___pyx_scope_struct____iter__ {    PyObject_HEAD    unsigned int __pyx_v_fid; -  struct __pyx_obj_5_cdec_Weights *__pyx_v_self; +  struct __pyx_obj_5_cdec_DenseVector *__pyx_v_self;    size_t __pyx_t_0;    unsigned int __pyx_t_1;  }; -/* "_cdec.pyx":92 - *         return tree.decode('utf8') +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":32 + *         return fmap   *    *     def kbest(self, size):             # <<<<<<<<<<<<<< - *         assert (self.hg != NULL)   *         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   */ -struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest { +struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest {    PyObject_HEAD    KBest::KBestDerivations<std::vector<WordID>,ESentenceTraversal>::Derivation *__pyx_v_derivation;    KBest::KBestDerivations<std::vector<WordID>,ESentenceTraversal> *__pyx_v_derivations;    unsigned int __pyx_v_k;    struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self; +  PyObject *__pyx_v_sentence;    PyObject *__pyx_v_size; -  PyObject *__pyx_v_tree;    unsigned int __pyx_t_0;    long __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 + *  + */ +struct __pyx_obj_5_cdec_DenseVector { +  PyObject_HEAD +  std::vector<weight_t> *vector; +}; +  #ifndef CYTHON_REFNANNY    #define CYTHON_REFNANNY 0  #endif @@ -572,6 +627,14 @@ struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest {  static PyObject *__Pyx_GetName(PyObject *dict, PyObject *name); /*proto*/ +static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb); /*proto*/ +static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb); /*proto*/ + +static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause); /*proto*/ + +static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed, +    const char *name, int exact); /*proto*/ +  static void __Pyx_RaiseDoubleKeywordsError(const char* func_name, PyObject* kw_name); /*proto*/  static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[], \ @@ -581,13 +644,12 @@ static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[], \  static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,      Py_ssize_t num_min, Py_ssize_t num_max, Py_ssize_t num_found); /*proto*/ -static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed, -    const char *name, int exact); /*proto*/ - -static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb); /*proto*/ -static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb); /*proto*/ - -static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause); /*proto*/ +static CYTHON_INLINE int __Pyx_NegateNonNeg(int b) { +    return unlikely(b < 0) ? b : !b; +} +static CYTHON_INLINE PyObject* __Pyx_PyBoolOrNull_FromLong(long b) { +    return unlikely(b < 0) ? NULL : __Pyx_PyBool_FromLong(b); +}  static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index); @@ -595,6 +657,78 @@ static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);  static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected); /*proto*/ +static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j) { +    PyObject *r; +    if (!j) return NULL; +    r = PyObject_GetItem(o, j); +    Py_DECREF(j); +    return r; +} +#define __Pyx_GetItemInt_List(o, i, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \ +                                                    __Pyx_GetItemInt_List_Fast(o, i) : \ +                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i))) +static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i) { +    if (likely(o != Py_None)) { +        if (likely((0 <= i) & (i < PyList_GET_SIZE(o)))) { +            PyObject *r = PyList_GET_ITEM(o, i); +            Py_INCREF(r); +            return r; +        } +        else if ((-PyList_GET_SIZE(o) <= i) & (i < 0)) { +            PyObject *r = PyList_GET_ITEM(o, PyList_GET_SIZE(o) + i); +            Py_INCREF(r); +            return r; +        } +    } +    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i)); +} +#define __Pyx_GetItemInt_Tuple(o, i, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \ +                                                    __Pyx_GetItemInt_Tuple_Fast(o, i) : \ +                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i))) +static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i) { +    if (likely(o != Py_None)) { +        if (likely((0 <= i) & (i < PyTuple_GET_SIZE(o)))) { +            PyObject *r = PyTuple_GET_ITEM(o, i); +            Py_INCREF(r); +            return r; +        } +        else if ((-PyTuple_GET_SIZE(o) <= i) & (i < 0)) { +            PyObject *r = PyTuple_GET_ITEM(o, PyTuple_GET_SIZE(o) + i); +            Py_INCREF(r); +            return r; +        } +    } +    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i)); +} +#define __Pyx_GetItemInt(o, i, size, to_py_func) (((size) <= sizeof(Py_ssize_t)) ? \ +                                                    __Pyx_GetItemInt_Fast(o, i) : \ +                                                    __Pyx_GetItemInt_Generic(o, to_py_func(i))) +static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i) { +    if (PyList_CheckExact(o)) { +        Py_ssize_t n = (likely(i >= 0)) ? i : i + PyList_GET_SIZE(o); +        if (likely((n >= 0) & (n < PyList_GET_SIZE(o)))) { +            PyObject *r = PyList_GET_ITEM(o, n); +            Py_INCREF(r); +            return r; +        } +    } +    else if (PyTuple_CheckExact(o)) { +        Py_ssize_t n = (likely(i >= 0)) ? i : i + PyTuple_GET_SIZE(o); +        if (likely((n >= 0) & (n < PyTuple_GET_SIZE(o)))) { +            PyObject *r = PyTuple_GET_ITEM(o, n); +            Py_INCREF(r); +            return r; +        } +    } +    else if (likely(i >= 0)) { +        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence; +        if (likely(m && m->sq_item)) { +            return m->sq_item(o, i); +        } +    } +    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i)); +} +  static double __Pyx__PyObject_AsDouble(PyObject* obj); /* proto */  #define __Pyx_PyObject_AsDouble(obj) \  ((likely(PyFloat_CheckExact(obj))) ? \ @@ -693,6 +827,10 @@ static int __Pyx_InitStrings(__Pyx_StringTabEntry *t); /*proto*/  /* Module declarations from 'libcpp.vector' */ +/* Module declarations from 'libcpp.utility' */ + +/* Module declarations from 'libcpp.pair' */ +  /* Module declarations from 'utils' */  /* Module declarations from 'lattice' */ @@ -704,14 +842,17 @@ static int __Pyx_InitStrings(__Pyx_StringTabEntry *t); /*proto*/  /* Module declarations from 'kbest' */  /* Module declarations from '_cdec' */ -static PyTypeObject *__pyx_ptype_5_cdec_Weights = 0; -static PyTypeObject *__pyx_ptype_5_cdec_Decoder = 0; +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_Decoder = 0;  static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct____iter__ = 0; -static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_1_kbest = 0; -static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_2_kbest_tree = 0; -static PyTypeObject *__pyx_ptype_5_cdec___pyx_scope_struct_3_sample = 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;  #define __Pyx_MODULE_NAME "_cdec"  int __pyx_module_is_main__cdec = 0; @@ -719,12 +860,53 @@ 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_open; +static PyObject *__pyx_builtin_ValueError; +static PyObject *__pyx_builtin_NotImplemented;  static PyObject *__pyx_builtin_eval; -static int __pyx_pf_5_cdec_7Weights___cinit__(struct __pyx_obj_5_cdec_Weights *__pyx_v_self, struct __pyx_obj_5_cdec_Decoder *__pyx_v_decoder); /* proto */ -static PyObject *__pyx_pf_5_cdec_7Weights_2__getitem__(struct __pyx_obj_5_cdec_Weights *__pyx_v_self, char *__pyx_v_fname); /* proto */ -static int __pyx_pf_5_cdec_7Weights_4__setitem__(struct __pyx_obj_5_cdec_Weights *__pyx_v_self, char *__pyx_v_fname, float __pyx_v_value); /* proto */ -static PyObject *__pyx_pf_5_cdec_7Weights_6__iter__(struct __pyx_obj_5_cdec_Weights *__pyx_v_self); /* proto */ +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 */ +#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 */ +#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 */ +static PyObject *__pyx_pf_5_cdec_10Hypergraph_6viterbi_source_tree(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self); /* proto */ +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 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 */ +static Py_ssize_t __pyx_pf_5_cdec_7Lattice_6__len__(struct __pyx_obj_5_cdec_Lattice *__pyx_v_self); /* proto */ +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 int __pyx_pf_5_cdec_7Decoder___cinit__(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self, char *__pyx_v_config); /* proto */  static void __pyx_pf_5_cdec_7Decoder_2__dealloc__(CYTHON_UNUSED struct __pyx_obj_5_cdec_Decoder *__pyx_v_self); /* proto */  static PyObject *__pyx_pf_5_cdec_7Decoder_4read_weights(struct __pyx_obj_5_cdec_Decoder *__pyx_v_self, PyObject *__pyx_v_cfg); /* proto */ @@ -732,17 +914,16 @@ static PyObject *__pyx_pf_5_cdec_7Decoder_6translate(struct __pyx_obj_5_cdec_Dec  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 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 */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_6kbest(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_size); /* proto */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_9kbest_tree(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_size); /* proto */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_12intersect(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_14sample(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, unsigned int __pyx_v_n); /* proto */ -static int __pyx_pf_5_cdec_7Lattice___init__(struct __pyx_obj_5_cdec_Lattice *__pyx_v_self, PyObject *__pyx_v_plf_tuple); /* proto */ -static PyObject *__pyx_pf_5_cdec_7Lattice_2__str__(struct __pyx_obj_5_cdec_Lattice *__pyx_v_self); /* proto */ -static PyObject *__pyx_pf_5_cdec_7Lattice_4__iter__(struct __pyx_obj_5_cdec_Lattice *__pyx_v_self); /* proto */ -static void __pyx_pf_5_cdec_7Lattice_6__dealloc__(CYTHON_UNUSED struct __pyx_obj_5_cdec_Lattice *__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__dot[] = "dot"; +static char __pyx_k__inp[] = "inp"; +static char __pyx_k__plf[] = "plf";  static char __pyx_k__eval[] = "eval";  static char __pyx_k__open[] = "open";  static char __pyx_k__self[] = "self"; @@ -754,7 +935,7 @@ 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__decoder[] = "decoder"; +static char __pyx_k__density[] = "density";  static char __pyx_k__grammar[] = "grammar";  static char __pyx_k__KeyError[] = "KeyError";  static char __pyx_k____exit__[] = "__exit__"; @@ -762,149 +943,98 @@ static char __pyx_k____main__[] = "__main__";  static char __pyx_k____test__[] = "__test__";  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__plf_tuple[] = "plf_tuple"; +static char __pyx_k__enumerate[] = "enumerate"; +static char __pyx_k__IndexError[] = "IndexError"; +static char __pyx_k__ValueError[] = "ValueError"; +static char __pyx_k__beam_alpha[] = "beam_alpha";  static char __pyx_k__ParseFailed[] = "ParseFailed"; +static char __pyx_k__NotImplemented[] = "NotImplemented"; +static PyObject *__pyx_kp_s_1; +static PyObject *__pyx_n_s_10; 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-static PyObject *__pyx_pw_5_cdec_10Hypergraph_10kbest_tree(PyObject *__pyx_v_self, PyObject *__pyx_v_size) { +static PyObject *__pyx_pw_5_cdec_10Hypergraph_14kbest_tree(PyObject *__pyx_v_self, PyObject *__pyx_v_size); /*proto*/ +static PyObject *__pyx_pw_5_cdec_10Hypergraph_14kbest_tree(PyObject *__pyx_v_self, PyObject *__pyx_v_size) {    PyObject *__pyx_r = 0;    __Pyx_RefNannyDeclarations    __Pyx_RefNannySetupContext("kbest_tree (wrapper)", 0); -  __pyx_r = __pyx_pf_5_cdec_10Hypergraph_9kbest_tree(((struct __pyx_obj_5_cdec_Hypergraph *)__pyx_v_self), ((PyObject *)__pyx_v_size)); +  __pyx_r = __pyx_pf_5_cdec_10Hypergraph_13kbest_tree(((struct __pyx_obj_5_cdec_Hypergraph *)__pyx_v_self), ((PyObject *)__pyx_v_size));    __Pyx_RefNannyFinishContext();    return __pyx_r;  } -/* "_cdec.pyx":105 +/* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":44   *         del derivations   *    *     def kbest_tree(self, size):             # <<<<<<<<<<<<<< - *         assert (self.hg != NULL)   *         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   */ -static PyObject *__pyx_pf_5_cdec_10Hypergraph_9kbest_tree(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_size) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *__pyx_cur_scope; +static PyObject *__pyx_pf_5_cdec_10Hypergraph_13kbest_tree(struct __pyx_obj_5_cdec_Hypergraph *__pyx_v_self, PyObject *__pyx_v_size) { +  struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree *__pyx_cur_scope;    PyObject *__pyx_r = NULL;    __Pyx_RefNannyDeclarations    int __pyx_lineno = 0;    const char *__pyx_filename = NULL;    int __pyx_clineno = 0;    __Pyx_RefNannySetupContext("kbest_tree", 0); -  __pyx_cur_scope = (struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree 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__Pyx_Generator_New((__pyx_generator_body_t) __pyx_gb_5_cdec_10Hypergraph_15generator3, (PyObject *) __pyx_cur_scope); if (unlikely(!gen)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 44; __pyx_clineno = __LINE__; goto __pyx_L1_error;}      __Pyx_DECREF(__pyx_cur_scope);      __Pyx_RefNannyFinishContext();      return (PyObject *) gen; @@ -2515,9 +3224,9 @@ static PyObject *__pyx_pf_5_cdec_10Hypergraph_9kbest_tree(struct __pyx_obj_5_cde    return __pyx_r;  } -static PyObject *__pyx_gb_5_cdec_10Hypergraph_11generator2(__pyx_GeneratorObject *__pyx_generator, PyObject *__pyx_sent_value) /* generator body */ +static PyObject *__pyx_gb_5_cdec_10Hypergraph_15generator3(__pyx_GeneratorObject *__pyx_generator, PyObject *__pyx_sent_value) /* generator body */  { -  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *__pyx_cur_scope = ((struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *)__pyx_generator->closure); +  struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree 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__LINE__; goto __pyx_L1_error;} +  __pyx_t_1 = __Pyx_PyInt_AsUnsignedInt(__pyx_cur_scope->__pyx_v_size); if (unlikely((__pyx_t_1 == (unsigned int)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 45; __pyx_clineno = __LINE__; goto __pyx_L1_error;}    __pyx_cur_scope->__pyx_v_derivations = new KBest::KBestDerivations<std::vector<WordID>,ETreeTraversal>((__pyx_cur_scope->__pyx_v_self->hg[0]), __pyx_t_1); -  /* "_cdec.pyx":111 - *         cdef str sentence +  /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":49 + *         cdef str tree   *         cdef unsigned k   *         for k in range(size):             # <<<<<<<<<<<<<<   *             derivation = derivations.LazyKthBest(self.hg.nodes_.size() - 1, k)   *             if not derivation: break   */ -  __pyx_t_2 = __Pyx_PyInt_AsLong(__pyx_cur_scope->__pyx_v_size); if (unlikely((__pyx_t_2 == (long)-1) && PyErr_Occurred())) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 111; __pyx_clineno = __LINE__; goto 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*)__pyx_cur_scope->__pyx_v_sentence)); -    __Pyx_XDECREF(((PyObject *)__pyx_cur_scope->__pyx_v_sentence)); +    if (!(likely(PyString_CheckExact(((PyObject *)__pyx_t_4)))||(PyErr_Format(PyExc_TypeError, "Expected str, got %.200s", Py_TYPE(((PyObject *)__pyx_t_4))->tp_name), 0))) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 52; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +    __Pyx_XGOTREF(((PyObject *)__pyx_cur_scope->__pyx_v_tree)); +    __Pyx_XDECREF(((PyObject *)__pyx_cur_scope->__pyx_v_tree));      __Pyx_GIVEREF(((PyObject *)__pyx_t_4)); -    __pyx_cur_scope->__pyx_v_sentence = ((PyObject*)__pyx_t_4); +    __pyx_cur_scope->__pyx_v_tree = ((PyObject*)__pyx_t_4);      __pyx_t_4 = 0; -    /* "_cdec.pyx":115 +    /* "/Users/vchahun/Sandbox/cdec/python/src/hypergraph.pxi":53   *             if not derivation: break - *             sentence = GetString(derivation._yield).c_str() - *             yield sentence.decode('utf8')             # <<<<<<<<<<<<<< + *             tree = GetString(derivation._yield).c_str() + *             yield tree.decode('utf8')             # <<<<<<<<<<<<<<   *         del derivations   *    */ -    __pyx_t_4 = PyObject_GetAttr(((PyObject *)__pyx_cur_scope->__pyx_v_sentence), __pyx_n_s__decode); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 115; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +    __pyx_t_4 = PyObject_GetAttr(((PyObject *)__pyx_cur_scope->__pyx_v_tree), __pyx_n_s__decode); if (unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 53; __pyx_clineno = __LINE__; goto __pyx_L1_error;}      __Pyx_GOTREF(__pyx_t_4); -    __pyx_t_5 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_k_tuple_6), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 115; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +    __pyx_t_5 = PyObject_Call(__pyx_t_4, ((PyObject *)__pyx_k_tuple_8), NULL); if (unlikely(!__pyx_t_5)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 53; __pyx_clineno = 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(unlikely(!__pyx_t_4)) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 64; __pyx_clineno = __LINE__; goto __pyx_L1_error;}      __Pyx_GOTREF(((PyObject *)__pyx_t_4)); -    if (!(likely(PyString_CheckExact(((PyObject *)__pyx_t_4)))||(PyErr_Format(PyExc_TypeError, "Expected str, got %.200s", Py_TYPE(((PyObject *)__pyx_t_4))->tp_name), 0))) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 131; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +    if (!(likely(PyString_CheckExact(((PyObject *)__pyx_t_4)))||(PyErr_Format(PyExc_TypeError, "Expected str, got %.200s", Py_TYPE(((PyObject *)__pyx_t_4))->tp_name), 0))) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 64; __pyx_clineno = __LINE__; goto __pyx_L1_error;}      __Pyx_XGOTREF(((PyObject *)__pyx_cur_scope->__pyx_v_sentence));      __Pyx_XDECREF(((PyObject *)__pyx_cur_scope->__pyx_v_sentence));      __Pyx_GIVEREF(((PyObject *)__pyx_t_4));      __pyx_cur_scope->__pyx_v_sentence = ((PyObject*)__pyx_t_4);      __pyx_t_4 = 0; -    /* "_cdec.pyx":132 +   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__pyx_tp_dealloc_5_cdec_DenseVector(PyObject *o) {    (*Py_TYPE(o)->tp_free)(o);  } -static PyObject *__pyx_sq_item_5_cdec_Weights(PyObject *o, Py_ssize_t i) { +static PyObject *__pyx_sq_item_5_cdec_DenseVector(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); @@ -3263,9 +5856,9 @@ static PyObject *__pyx_sq_item_5_cdec_Weights(PyObject *o, Py_ssize_t i) {    return r;  } -static int __pyx_mp_ass_subscript_5_cdec_Weights(PyObject *o, PyObject *i, PyObject *v) { +static int __pyx_mp_ass_subscript_5_cdec_DenseVector(PyObject *o, PyObject *i, PyObject *v) {    if (v) { -    return __pyx_pw_5_cdec_7Weights_5__setitem__(o, i, v); +    return __pyx_pw_5_cdec_11DenseVector_3__setitem__(o, i, v);    }    else {      PyErr_Format(PyExc_NotImplementedError, @@ -3274,11 +5867,13 @@ static int __pyx_mp_ass_subscript_5_cdec_Weights(PyObject *o, PyObject *i, PyObj    }  } -static PyMethodDef __pyx_methods_5_cdec_Weights[] = { +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)},    {0, 0, 0, 0}  }; -static PyNumberMethods __pyx_tp_as_number_Weights = { +static PyNumberMethods __pyx_tp_as_number_DenseVector = {    0, /*nb_add*/    0, /*nb_subtract*/    0, /*nb_multiply*/ @@ -3336,11 +5931,11 @@ static PyNumberMethods __pyx_tp_as_number_Weights = {    #endif  }; -static PySequenceMethods __pyx_tp_as_sequence_Weights = { +static PySequenceMethods __pyx_tp_as_sequence_DenseVector = {    0, /*sq_length*/    0, /*sq_concat*/    0, /*sq_repeat*/ -  __pyx_sq_item_5_cdec_Weights, /*sq_item*/ +  __pyx_sq_item_5_cdec_DenseVector, /*sq_item*/    0, /*sq_slice*/    0, /*sq_ass_item*/    0, /*sq_ass_slice*/ @@ -3349,13 +5944,13 @@ static PySequenceMethods __pyx_tp_as_sequence_Weights = {    0, /*sq_inplace_repeat*/  }; -static PyMappingMethods __pyx_tp_as_mapping_Weights = { +static PyMappingMethods __pyx_tp_as_mapping_DenseVector = {    0, /*mp_length*/ -  __pyx_pw_5_cdec_7Weights_3__getitem__, /*mp_subscript*/ -  __pyx_mp_ass_subscript_5_cdec_Weights, /*mp_ass_subscript*/ +  __pyx_pw_5_cdec_11DenseVector_1__getitem__, /*mp_subscript*/ +  __pyx_mp_ass_subscript_5_cdec_DenseVector, /*mp_ass_subscript*/  }; -static PyBufferProcs __pyx_tp_as_buffer_Weights = { +static PyBufferProcs __pyx_tp_as_buffer_DenseVector = {    #if PY_MAJOR_VERSION < 3    0, /*bf_getreadbuffer*/    #endif @@ -3376,12 +5971,12 @@ static PyBufferProcs __pyx_tp_as_buffer_Weights = {    #endif  }; -static PyTypeObject __pyx_type_5_cdec_Weights = { +static PyTypeObject __pyx_type_5_cdec_DenseVector = {    PyVarObject_HEAD_INIT(0, 0) -  __Pyx_NAMESTR("_cdec.Weights"), /*tp_name*/ -  sizeof(struct __pyx_obj_5_cdec_Weights), /*tp_basicsize*/ +  __Pyx_NAMESTR("_cdec.DenseVector"), /*tp_name*/ +  sizeof(struct __pyx_obj_5_cdec_DenseVector), /*tp_basicsize*/    0, /*tp_itemsize*/ -  __pyx_tp_dealloc_5_cdec_Weights, /*tp_dealloc*/ +  __pyx_tp_dealloc_5_cdec_DenseVector, /*tp_dealloc*/    0, /*tp_print*/    0, /*tp_getattr*/    0, /*tp_setattr*/ @@ -3391,24 +5986,24 @@ static PyTypeObject __pyx_type_5_cdec_Weights = {    0, /*reserved*/    #endif    0, /*tp_repr*/ -  &__pyx_tp_as_number_Weights, /*tp_as_number*/ -  &__pyx_tp_as_sequence_Weights, /*tp_as_sequence*/ -  &__pyx_tp_as_mapping_Weights, /*tp_as_mapping*/ +  &__pyx_tp_as_number_DenseVector, /*tp_as_number*/ +  &__pyx_tp_as_sequence_DenseVector, /*tp_as_sequence*/ +  &__pyx_tp_as_mapping_DenseVector, /*tp_as_mapping*/    0, /*tp_hash*/    0, /*tp_call*/    0, /*tp_str*/    0, /*tp_getattro*/    0, /*tp_setattro*/ -  &__pyx_tp_as_buffer_Weights, /*tp_as_buffer*/ +  &__pyx_tp_as_buffer_DenseVector, /*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_7Weights_7__iter__, /*tp_iter*/ +  __pyx_pw_5_cdec_11DenseVector_5__iter__, /*tp_iter*/    0, /*tp_iternext*/ -  __pyx_methods_5_cdec_Weights, /*tp_methods*/ +  __pyx_methods_5_cdec_DenseVector, /*tp_methods*/    0, /*tp_members*/    0, /*tp_getset*/    0, /*tp_base*/ @@ -3418,7 +6013,7 @@ static PyTypeObject __pyx_type_5_cdec_Weights = {    0, /*tp_dictoffset*/    0, /*tp_init*/    0, /*tp_alloc*/ -  __pyx_tp_new_5_cdec_Weights, /*tp_new*/ +  __pyx_tp_new_5_cdec_DenseVector, /*tp_new*/    0, /*tp_free*/    0, /*tp_is_gc*/    0, /*tp_bases*/ @@ -3432,78 +6027,43 @@ static PyTypeObject __pyx_type_5_cdec_Weights = {    #endif  }; -static PyObject *__pyx_tp_new_5_cdec_Decoder(PyTypeObject *t, PyObject *a, PyObject *k) { -  struct __pyx_obj_5_cdec_Decoder *p; +static PyObject *__pyx_tp_new_5_cdec_SparseVector(PyTypeObject *t, PyObject *a, PyObject *k) {    PyObject *o = (*t->tp_alloc)(t, 0);    if (!o) return 0; -  p = ((struct __pyx_obj_5_cdec_Decoder *)o); -  p->weights = ((struct __pyx_obj_5_cdec_Weights *)Py_None); Py_INCREF(Py_None); -  if (__pyx_pw_5_cdec_7Decoder_1__cinit__(o, a, k) < 0) { -    Py_DECREF(o); o = 0; -  }    return o;  } -static void __pyx_tp_dealloc_5_cdec_Decoder(PyObject *o) { -  struct __pyx_obj_5_cdec_Decoder *p = (struct __pyx_obj_5_cdec_Decoder *)o; -  { -    PyObject *etype, *eval, *etb; -    PyErr_Fetch(&etype, &eval, &etb); -    ++Py_REFCNT(o); -    __pyx_pw_5_cdec_7Decoder_3__dealloc__(o); -    if (PyErr_Occurred()) PyErr_WriteUnraisable(o); -    --Py_REFCNT(o); -    PyErr_Restore(etype, eval, etb); -  } -  Py_XDECREF(((PyObject *)p->weights)); +static void __pyx_tp_dealloc_5_cdec_SparseVector(PyObject *o) {    (*Py_TYPE(o)->tp_free)(o);  } - -static int __pyx_tp_traverse_5_cdec_Decoder(PyObject *o, visitproc v, void *a) { -  int e; -  struct __pyx_obj_5_cdec_Decoder *p = (struct __pyx_obj_5_cdec_Decoder *)o; -  if (p->weights) { -    e = (*v)(((PyObject*)p->weights), a); if (e) return e; -  } -  return 0; -} - -static int __pyx_tp_clear_5_cdec_Decoder(PyObject *o) { -  struct __pyx_obj_5_cdec_Decoder *p = (struct __pyx_obj_5_cdec_Decoder *)o; -  PyObject* tmp; -  tmp = ((PyObject*)p->weights); -  p->weights = ((struct __pyx_obj_5_cdec_Weights *)Py_None); Py_INCREF(Py_None); -  Py_XDECREF(tmp); -  return 0; -} - -static PyObject *__pyx_getprop_5_cdec_7Decoder_weights(PyObject *o, void *x) { -  return __pyx_pw_5_cdec_7Decoder_7weights_1__get__(o); +static PyObject *__pyx_sq_item_5_cdec_SparseVector(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 int __pyx_setprop_5_cdec_7Decoder_weights(PyObject *o, PyObject *v, void *x) { +static int __pyx_mp_ass_subscript_5_cdec_SparseVector(PyObject *o, PyObject *i, PyObject *v) {    if (v) { -    return __pyx_pw_5_cdec_7Decoder_7weights_3__set__(o, v); +    return __pyx_pw_5_cdec_12SparseVector_3__setitem__(o, i, v);    }    else { -    return __pyx_pw_5_cdec_7Decoder_7weights_5__del__(o); +    PyErr_Format(PyExc_NotImplementedError, +      "Subscript deletion not supported by %s", Py_TYPE(o)->tp_name); +    return -1;    }  } -static PyMethodDef __pyx_methods_5_cdec_Decoder[] = { -  {__Pyx_NAMESTR("read_weights"), (PyCFunction)__pyx_pw_5_cdec_7Decoder_5read_weights, METH_O, __Pyx_DOCSTR(0)}, -  {__Pyx_NAMESTR("translate"), (PyCFunction)__pyx_pw_5_cdec_7Decoder_7translate, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)}, +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)},    {0, 0, 0, 0}  }; -static struct PyGetSetDef __pyx_getsets_5_cdec_Decoder[] = { -  {(char *)"weights", __pyx_getprop_5_cdec_7Decoder_weights, __pyx_setprop_5_cdec_7Decoder_weights, 0, 0}, -  {0, 0, 0, 0, 0} -}; - -static PyNumberMethods __pyx_tp_as_number_Decoder = { -  0, /*nb_add*/ -  0, /*nb_subtract*/ +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*/    #if PY_MAJOR_VERSION < 3    0, /*nb_divide*/ @@ -3537,11 +6097,11 @@ static PyNumberMethods __pyx_tp_as_number_Decoder = {    #if PY_MAJOR_VERSION < 3    0, /*nb_hex*/    #endif -  0, /*nb_inplace_add*/ -  0, /*nb_inplace_subtract*/ -  0, /*nb_inplace_multiply*/ +  __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*/    #if PY_MAJOR_VERSION < 3 -  0, /*nb_inplace_divide*/ +  __pyx_pw_5_cdec_12SparseVector_24__idiv__, /*nb_inplace_divide*/    #endif    0, /*nb_inplace_remainder*/    0, /*nb_inplace_power*/ @@ -3559,26 +6119,26 @@ static PyNumberMethods __pyx_tp_as_number_Decoder = {    #endif  }; -static PySequenceMethods __pyx_tp_as_sequence_Decoder = { -  0, /*sq_length*/ +static PySequenceMethods __pyx_tp_as_sequence_SparseVector = { +  __pyx_pw_5_cdec_12SparseVector_14__len__, /*sq_length*/    0, /*sq_concat*/    0, /*sq_repeat*/ -  0, /*sq_item*/ +  __pyx_sq_item_5_cdec_SparseVector, /*sq_item*/    0, /*sq_slice*/    0, /*sq_ass_item*/    0, /*sq_ass_slice*/ -  0, /*sq_contains*/ +  __pyx_pw_5_cdec_12SparseVector_16__contains__, /*sq_contains*/    0, /*sq_inplace_concat*/    0, /*sq_inplace_repeat*/  }; -static PyMappingMethods __pyx_tp_as_mapping_Decoder = { -  0, /*mp_length*/ -  0, /*mp_subscript*/ -  0, /*mp_ass_subscript*/ +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_mp_ass_subscript_5_cdec_SparseVector, /*mp_ass_subscript*/  }; -static PyBufferProcs __pyx_tp_as_buffer_Decoder = { +static PyBufferProcs __pyx_tp_as_buffer_SparseVector = {    #if PY_MAJOR_VERSION < 3    0, /*bf_getreadbuffer*/    #endif @@ -3599,12 +6159,12 @@ static PyBufferProcs __pyx_tp_as_buffer_Decoder = {    #endif  }; -static PyTypeObject __pyx_type_5_cdec_Decoder = { +static PyTypeObject __pyx_type_5_cdec_SparseVector = {    PyVarObject_HEAD_INIT(0, 0) -  __Pyx_NAMESTR("_cdec.Decoder"), /*tp_name*/ -  sizeof(struct __pyx_obj_5_cdec_Decoder), /*tp_basicsize*/ +  __Pyx_NAMESTR("_cdec.SparseVector"), /*tp_name*/ +  sizeof(struct __pyx_obj_5_cdec_SparseVector), /*tp_basicsize*/    0, /*tp_itemsize*/ -  __pyx_tp_dealloc_5_cdec_Decoder, /*tp_dealloc*/ +  __pyx_tp_dealloc_5_cdec_SparseVector, /*tp_dealloc*/    0, /*tp_print*/    0, /*tp_getattr*/    0, /*tp_setattr*/ @@ -3614,26 +6174,26 @@ static PyTypeObject __pyx_type_5_cdec_Decoder = {    0, /*reserved*/    #endif    0, /*tp_repr*/ -  &__pyx_tp_as_number_Decoder, /*tp_as_number*/ -  &__pyx_tp_as_sequence_Decoder, /*tp_as_sequence*/ -  &__pyx_tp_as_mapping_Decoder, /*tp_as_mapping*/ +  &__pyx_tp_as_number_SparseVector, /*tp_as_number*/ +  &__pyx_tp_as_sequence_SparseVector, /*tp_as_sequence*/ +  &__pyx_tp_as_mapping_SparseVector, /*tp_as_mapping*/    0, /*tp_hash*/    0, /*tp_call*/    0, /*tp_str*/    0, /*tp_getattro*/    0, /*tp_setattro*/ -  &__pyx_tp_as_buffer_Decoder, /*tp_as_buffer*/ -  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/ +  &__pyx_tp_as_buffer_SparseVector, /*tp_as_buffer*/ +  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/    0, /*tp_doc*/ -  __pyx_tp_traverse_5_cdec_Decoder, /*tp_traverse*/ -  __pyx_tp_clear_5_cdec_Decoder, /*tp_clear*/ -  0, /*tp_richcompare*/ +  0, /*tp_traverse*/ +  0, /*tp_clear*/ +  __pyx_pw_5_cdec_12SparseVector_12__richcmp__, /*tp_richcompare*/    0, /*tp_weaklistoffset*/ -  0, /*tp_iter*/ +  __pyx_pw_5_cdec_12SparseVector_5__iter__, /*tp_iter*/    0, /*tp_iternext*/ -  __pyx_methods_5_cdec_Decoder, /*tp_methods*/ +  __pyx_methods_5_cdec_SparseVector, /*tp_methods*/    0, /*tp_members*/ -  __pyx_getsets_5_cdec_Decoder, /*tp_getset*/ +  0, /*tp_getset*/    0, /*tp_base*/    0, /*tp_dict*/    0, /*tp_descr_get*/ @@ -3641,7 +6201,7 @@ static PyTypeObject __pyx_type_5_cdec_Decoder = {    0, /*tp_dictoffset*/    0, /*tp_init*/    0, /*tp_alloc*/ -  __pyx_tp_new_5_cdec_Decoder, /*tp_new*/ +  __pyx_tp_new_5_cdec_SparseVector, /*tp_new*/    0, /*tp_free*/    0, /*tp_is_gc*/    0, /*tp_bases*/ @@ -3677,10 +6237,15 @@ static void __pyx_tp_dealloc_5_cdec_Hypergraph(PyObject *o) {  static PyMethodDef __pyx_methods_5_cdec_Hypergraph[] = {    {__Pyx_NAMESTR("viterbi"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_3viterbi, METH_NOARGS, __Pyx_DOCSTR(0)},    {__Pyx_NAMESTR("viterbi_tree"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_5viterbi_tree, METH_NOARGS, __Pyx_DOCSTR(0)}, -  {__Pyx_NAMESTR("kbest"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_7kbest, METH_O, __Pyx_DOCSTR(0)}, -  {__Pyx_NAMESTR("kbest_tree"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_10kbest_tree, METH_O, __Pyx_DOCSTR(0)}, -  {__Pyx_NAMESTR("intersect"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_13intersect, METH_O, __Pyx_DOCSTR(0)}, -  {__Pyx_NAMESTR("sample"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_15sample, METH_O, __Pyx_DOCSTR(0)}, +  {__Pyx_NAMESTR("viterbi_source_tree"), (PyCFunction)__pyx_pw_5_cdec_10Hypergraph_7viterbi_source_tree, METH_NOARGS, __Pyx_DOCSTR(0)}, +  {__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)},    {0, 0, 0, 0}  }; @@ -3849,13 +6414,31 @@ static void __pyx_tp_dealloc_5_cdec_Lattice(PyObject *o) {      PyObject *etype, *eval, *etb;      PyErr_Fetch(&etype, &eval, &etb);      ++Py_REFCNT(o); -    __pyx_pw_5_cdec_7Lattice_7__dealloc__(o); +    __pyx_pw_5_cdec_7Lattice_14__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_Lattice(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 int __pyx_mp_ass_subscript_5_cdec_Lattice(PyObject *o, PyObject *i, PyObject *v) { +  if (v) { +    return __pyx_pw_5_cdec_7Lattice_5__setitem__(o, i, v); +  } +  else { +    PyErr_Format(PyExc_NotImplementedError, +      "Subscript deletion not supported by %s", Py_TYPE(o)->tp_name); +    return -1; +  } +}  static PyMethodDef __pyx_methods_5_cdec_Lattice[] = {    {0, 0, 0, 0} @@ -3920,10 +6503,10 @@ static PyNumberMethods __pyx_tp_as_number_Lattice = {  };  static PySequenceMethods __pyx_tp_as_sequence_Lattice = { -  0, /*sq_length*/ +  __pyx_pw_5_cdec_7Lattice_7__len__, /*sq_length*/    0, /*sq_concat*/    0, /*sq_repeat*/ -  0, /*sq_item*/ +  __pyx_sq_item_5_cdec_Lattice, /*sq_item*/    0, /*sq_slice*/    0, /*sq_ass_item*/    0, /*sq_ass_slice*/ @@ -3933,9 +6516,9 @@ static PySequenceMethods __pyx_tp_as_sequence_Lattice = {  };  static PyMappingMethods __pyx_tp_as_mapping_Lattice = { -  0, /*mp_length*/ -  0, /*mp_subscript*/ -  0, /*mp_ass_subscript*/ +  __pyx_pw_5_cdec_7Lattice_7__len__, /*mp_length*/ +  __pyx_pw_5_cdec_7Lattice_3__getitem__, /*mp_subscript*/ +  __pyx_mp_ass_subscript_5_cdec_Lattice, /*mp_ass_subscript*/  };  static PyBufferProcs __pyx_tp_as_buffer_Lattice = { @@ -3979,7 +6562,7 @@ static PyTypeObject __pyx_type_5_cdec_Lattice = {    &__pyx_tp_as_mapping_Lattice, /*tp_as_mapping*/    0, /*tp_hash*/    0, /*tp_call*/ -  __pyx_pw_5_cdec_7Lattice_3__str__, /*tp_str*/ +  __pyx_pw_5_cdec_7Lattice_9__str__, /*tp_str*/    0, /*tp_getattro*/    0, /*tp_setattro*/    &__pyx_tp_as_buffer_Lattice, /*tp_as_buffer*/ @@ -3989,7 +6572,7 @@ static PyTypeObject __pyx_type_5_cdec_Lattice = {    0, /*tp_clear*/    0, /*tp_richcompare*/    0, /*tp_weaklistoffset*/ -  __pyx_pw_5_cdec_7Lattice_5__iter__, /*tp_iter*/ +  __pyx_pw_5_cdec_7Lattice_11__iter__, /*tp_iter*/    0, /*tp_iternext*/    __pyx_methods_5_cdec_Lattice, /*tp_methods*/    0, /*tp_members*/ @@ -4015,6 +6598,229 @@ static PyTypeObject __pyx_type_5_cdec_Lattice = {    #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); +  if (!o) return 0; +  p = ((struct __pyx_obj_5_cdec_Decoder *)o); +  p->weights = ((struct __pyx_obj_5_cdec_DenseVector *)Py_None); Py_INCREF(Py_None); +  if (__pyx_pw_5_cdec_7Decoder_1__cinit__(o, a, k) < 0) { +    Py_DECREF(o); o = 0; +  } +  return o; +} + +static void __pyx_tp_dealloc_5_cdec_Decoder(PyObject *o) { +  struct __pyx_obj_5_cdec_Decoder *p = (struct __pyx_obj_5_cdec_Decoder *)o; +  { +    PyObject *etype, *eval, *etb; +    PyErr_Fetch(&etype, &eval, &etb); +    ++Py_REFCNT(o); +    __pyx_pw_5_cdec_7Decoder_3__dealloc__(o); +    if (PyErr_Occurred()) PyErr_WriteUnraisable(o); +    --Py_REFCNT(o); +    PyErr_Restore(etype, eval, etb); +  } +  Py_XDECREF(((PyObject *)p->weights)); +  (*Py_TYPE(o)->tp_free)(o); +} + +static int __pyx_tp_traverse_5_cdec_Decoder(PyObject *o, visitproc v, void *a) { +  int e; +  struct __pyx_obj_5_cdec_Decoder *p = (struct __pyx_obj_5_cdec_Decoder *)o; +  if (p->weights) { +    e = (*v)(((PyObject*)p->weights), a); if (e) return e; +  } +  return 0; +} + +static int __pyx_tp_clear_5_cdec_Decoder(PyObject *o) { +  struct __pyx_obj_5_cdec_Decoder *p = (struct __pyx_obj_5_cdec_Decoder *)o; +  PyObject* tmp; +  tmp = ((PyObject*)p->weights); +  p->weights = ((struct __pyx_obj_5_cdec_DenseVector *)Py_None); Py_INCREF(Py_None); +  Py_XDECREF(tmp); +  return 0; +} + +static PyObject *__pyx_getprop_5_cdec_7Decoder_weights(PyObject *o, void *x) { +  return __pyx_pw_5_cdec_7Decoder_7weights_1__get__(o); +} + +static int __pyx_setprop_5_cdec_7Decoder_weights(PyObject *o, PyObject *v, void *x) { +  if (v) { +    return __pyx_pw_5_cdec_7Decoder_7weights_3__set__(o, v); +  } +  else { +    return __pyx_pw_5_cdec_7Decoder_7weights_5__del__(o); +  } +} + +static PyMethodDef __pyx_methods_5_cdec_Decoder[] = { +  {__Pyx_NAMESTR("read_weights"), (PyCFunction)__pyx_pw_5_cdec_7Decoder_5read_weights, METH_O, __Pyx_DOCSTR(0)}, +  {__Pyx_NAMESTR("translate"), (PyCFunction)__pyx_pw_5_cdec_7Decoder_7translate, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)}, +  {0, 0, 0, 0} +}; + +static struct PyGetSetDef __pyx_getsets_5_cdec_Decoder[] = { +  {(char *)"weights", __pyx_getprop_5_cdec_7Decoder_weights, __pyx_setprop_5_cdec_7Decoder_weights, 0, 0}, +  {0, 0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number_Decoder = { +  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_Decoder = { +  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_Decoder = { +  0, /*mp_length*/ +  0, /*mp_subscript*/ +  0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer_Decoder = { +  #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_Decoder = { +  PyVarObject_HEAD_INIT(0, 0) +  __Pyx_NAMESTR("_cdec.Decoder"), /*tp_name*/ +  sizeof(struct __pyx_obj_5_cdec_Decoder), /*tp_basicsize*/ +  0, /*tp_itemsize*/ +  __pyx_tp_dealloc_5_cdec_Decoder, /*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_Decoder, /*tp_as_number*/ +  &__pyx_tp_as_sequence_Decoder, /*tp_as_sequence*/ +  &__pyx_tp_as_mapping_Decoder, /*tp_as_mapping*/ +  0, /*tp_hash*/ +  0, /*tp_call*/ +  0, /*tp_str*/ +  0, /*tp_getattro*/ +  0, /*tp_setattro*/ +  &__pyx_tp_as_buffer_Decoder, /*tp_as_buffer*/ +  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/ +  0, /*tp_doc*/ +  __pyx_tp_traverse_5_cdec_Decoder, /*tp_traverse*/ +  __pyx_tp_clear_5_cdec_Decoder, /*tp_clear*/ +  0, /*tp_richcompare*/ +  0, /*tp_weaklistoffset*/ +  0, /*tp_iter*/ +  0, /*tp_iternext*/ +  __pyx_methods_5_cdec_Decoder, /*tp_methods*/ +  0, /*tp_members*/ +  __pyx_getsets_5_cdec_Decoder, /*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_Decoder, /*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____iter__(PyTypeObject *t, PyObject *a, PyObject *k) {    struct __pyx_obj_5_cdec___pyx_scope_struct____iter__ *p;    PyObject *o = (*t->tp_alloc)(t, 0); @@ -4043,7 +6849,7 @@ static int __pyx_tp_clear_5_cdec___pyx_scope_struct____iter__(PyObject *o) {    struct __pyx_obj_5_cdec___pyx_scope_struct____iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct____iter__ *)o;    PyObject* tmp;    tmp = ((PyObject*)p->__pyx_v_self); -  p->__pyx_v_self = ((struct __pyx_obj_5_cdec_Weights *)Py_None); Py_INCREF(Py_None); +  p->__pyx_v_self = ((struct __pyx_obj_5_cdec_DenseVector *)Py_None); Py_INCREF(Py_None);    Py_XDECREF(tmp);    return 0;  } @@ -4206,60 +7012,259 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct____iter__ = {    #endif  }; -static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_1_kbest(PyTypeObject *t, PyObject *a, PyObject *k) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest *p; +static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_1___iter__(PyTypeObject *t, PyObject *a, PyObject *k) { +  struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__ *p;    PyObject *o = (*t->tp_alloc)(t, 0);    if (!o) return 0; -  p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest *)o); +  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); +} + +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; +  } +  return 0; +} + +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); +  return 0; +} + +static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_1___iter__[] = { +  {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_1___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_1___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_1___iter__ = { +  0, /*mp_length*/ +  0, /*mp_subscript*/ +  0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_1___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_1___iter__ = { +  PyVarObject_HEAD_INIT(0, 0) +  __Pyx_NAMESTR("_cdec.__pyx_scope_struct_1___iter__"), /*tp_name*/ +  sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_1___iter__), /*tp_basicsize*/ +  0, /*tp_itemsize*/ +  __pyx_tp_dealloc_5_cdec___pyx_scope_struct_1___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_1___iter__, /*tp_as_number*/ +  &__pyx_tp_as_sequence___pyx_scope_struct_1___iter__, /*tp_as_sequence*/ +  &__pyx_tp_as_mapping___pyx_scope_struct_1___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_1___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_1___iter__, /*tp_traverse*/ +  __pyx_tp_clear_5_cdec___pyx_scope_struct_1___iter__, /*tp_clear*/ +  0, /*tp_richcompare*/ +  0, /*tp_weaklistoffset*/ +  0, /*tp_iter*/ +  0, /*tp_iternext*/ +  __pyx_methods_5_cdec___pyx_scope_struct_1___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_1___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_2_kbest(PyTypeObject *t, PyObject *a, PyObject *k) { +  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest *p; +  PyObject *o = (*t->tp_alloc)(t, 0); +  if (!o) return 0; +  p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest *)o); +  p->__pyx_v_self = 0; +  p->__pyx_v_sentence = 0;    p->__pyx_v_size = 0; -  p->__pyx_v_tree = 0;    return o;  } -static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_1_kbest(PyObject *o) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest *)o; +static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_2_kbest(PyObject *o) { +  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest *)o;    Py_XDECREF(((PyObject *)p->__pyx_v_self)); +  Py_XDECREF(((PyObject *)p->__pyx_v_sentence));    Py_XDECREF(p->__pyx_v_size); -  Py_XDECREF(((PyObject *)p->__pyx_v_tree));    (*Py_TYPE(o)->tp_free)(o);  } -static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_1_kbest(PyObject *o, visitproc v, void *a) { +static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_2_kbest(PyObject *o, visitproc v, void *a) {    int e; -  struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest *)o; +  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest *)o;    if (p->__pyx_v_self) {      e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e;    } +  if (p->__pyx_v_sentence) { +    e = (*v)(p->__pyx_v_sentence, a); if (e) return e; +  }    if (p->__pyx_v_size) {      e = (*v)(p->__pyx_v_size, a); if (e) return e;    } -  if (p->__pyx_v_tree) { -    e = (*v)(p->__pyx_v_tree, a); if (e) return e; -  }    return 0;  } -static int __pyx_tp_clear_5_cdec___pyx_scope_struct_1_kbest(PyObject *o) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest *)o; +static int __pyx_tp_clear_5_cdec___pyx_scope_struct_2_kbest(PyObject *o) { +  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest *)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);    Py_XDECREF(tmp); +  tmp = ((PyObject*)p->__pyx_v_sentence); +  p->__pyx_v_sentence = ((PyObject*)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); -  tmp = ((PyObject*)p->__pyx_v_tree); -  p->__pyx_v_tree = ((PyObject*)Py_None); Py_INCREF(Py_None); -  Py_XDECREF(tmp);    return 0;  } -static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_1_kbest[] = { +static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_2_kbest[] = {    {0, 0, 0, 0}  }; -static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_1_kbest = { +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_2_kbest = {    0, /*nb_add*/    0, /*nb_subtract*/    0, /*nb_multiply*/ @@ -4317,7 +7322,7 @@ static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_1_kbest = {    #endif  }; -static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_1_kbest = { +static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_2_kbest = {    0, /*sq_length*/    0, /*sq_concat*/    0, /*sq_repeat*/ @@ -4330,13 +7335,13 @@ static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_1_kbest = {    0, /*sq_inplace_repeat*/  }; -static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_1_kbest = { +static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_2_kbest = {    0, /*mp_length*/    0, /*mp_subscript*/    0, /*mp_ass_subscript*/  }; -static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_1_kbest = { +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_2_kbest = {    #if PY_MAJOR_VERSION < 3    0, /*bf_getreadbuffer*/    #endif @@ -4357,12 +7362,12 @@ static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_1_kbest = {    #endif  }; -static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_1_kbest = { +static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_2_kbest = {    PyVarObject_HEAD_INIT(0, 0) -  __Pyx_NAMESTR("_cdec.__pyx_scope_struct_1_kbest"), /*tp_name*/ -  sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_1_kbest), /*tp_basicsize*/ +  __Pyx_NAMESTR("_cdec.__pyx_scope_struct_2_kbest"), /*tp_name*/ +  sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest), /*tp_basicsize*/    0, /*tp_itemsize*/ -  __pyx_tp_dealloc_5_cdec___pyx_scope_struct_1_kbest, /*tp_dealloc*/ +  __pyx_tp_dealloc_5_cdec___pyx_scope_struct_2_kbest, /*tp_dealloc*/    0, /*tp_print*/    0, /*tp_getattr*/    0, /*tp_setattr*/ @@ -4372,24 +7377,24 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_1_kbest = {    0, /*reserved*/    #endif    0, /*tp_repr*/ -  &__pyx_tp_as_number___pyx_scope_struct_1_kbest, /*tp_as_number*/ -  &__pyx_tp_as_sequence___pyx_scope_struct_1_kbest, /*tp_as_sequence*/ -  &__pyx_tp_as_mapping___pyx_scope_struct_1_kbest, /*tp_as_mapping*/ +  &__pyx_tp_as_number___pyx_scope_struct_2_kbest, /*tp_as_number*/ +  &__pyx_tp_as_sequence___pyx_scope_struct_2_kbest, /*tp_as_sequence*/ +  &__pyx_tp_as_mapping___pyx_scope_struct_2_kbest, /*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_1_kbest, /*tp_as_buffer*/ +  &__pyx_tp_as_buffer___pyx_scope_struct_2_kbest, /*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_1_kbest, /*tp_traverse*/ -  __pyx_tp_clear_5_cdec___pyx_scope_struct_1_kbest, /*tp_clear*/ +  __pyx_tp_traverse_5_cdec___pyx_scope_struct_2_kbest, /*tp_traverse*/ +  __pyx_tp_clear_5_cdec___pyx_scope_struct_2_kbest, /*tp_clear*/    0, /*tp_richcompare*/    0, /*tp_weaklistoffset*/    0, /*tp_iter*/    0, /*tp_iternext*/ -  __pyx_methods_5_cdec___pyx_scope_struct_1_kbest, /*tp_methods*/ +  __pyx_methods_5_cdec___pyx_scope_struct_2_kbest, /*tp_methods*/    0, /*tp_members*/    0, /*tp_getset*/    0, /*tp_base*/ @@ -4399,7 +7404,7 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_1_kbest = {    0, /*tp_dictoffset*/    0, /*tp_init*/    0, /*tp_alloc*/ -  __pyx_tp_new_5_cdec___pyx_scope_struct_1_kbest, /*tp_new*/ +  __pyx_tp_new_5_cdec___pyx_scope_struct_2_kbest, /*tp_new*/    0, /*tp_free*/    0, /*tp_is_gc*/    0, /*tp_bases*/ @@ -4413,60 +7418,60 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_1_kbest = {    #endif  }; -static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_2_kbest_tree(PyTypeObject *t, PyObject *a, PyObject *k) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *p; +static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_3_kbest_tree(PyTypeObject *t, PyObject *a, PyObject *k) { +  struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree *p;    PyObject *o = (*t->tp_alloc)(t, 0);    if (!o) return 0; -  p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *)o); +  p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree *)o);    p->__pyx_v_self = 0; -  p->__pyx_v_sentence = 0;    p->__pyx_v_size = 0; +  p->__pyx_v_tree = 0;    return o;  } -static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_2_kbest_tree(PyObject *o) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *)o; +static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_3_kbest_tree(PyObject *o) { +  struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree *)o;    Py_XDECREF(((PyObject *)p->__pyx_v_self)); -  Py_XDECREF(((PyObject *)p->__pyx_v_sentence));    Py_XDECREF(p->__pyx_v_size); +  Py_XDECREF(((PyObject *)p->__pyx_v_tree));    (*Py_TYPE(o)->tp_free)(o);  } -static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_2_kbest_tree(PyObject *o, visitproc v, void *a) { +static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_3_kbest_tree(PyObject *o, visitproc v, void *a) {    int e; -  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *)o; +  struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree *)o;    if (p->__pyx_v_self) {      e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e;    } -  if (p->__pyx_v_sentence) { -    e = (*v)(p->__pyx_v_sentence, a); if (e) return e; -  }    if (p->__pyx_v_size) {      e = (*v)(p->__pyx_v_size, a); if (e) return e;    } +  if (p->__pyx_v_tree) { +    e = (*v)(p->__pyx_v_tree, a); if (e) return e; +  }    return 0;  } -static int __pyx_tp_clear_5_cdec___pyx_scope_struct_2_kbest_tree(PyObject *o) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree *)o; +static int __pyx_tp_clear_5_cdec___pyx_scope_struct_3_kbest_tree(PyObject *o) { +  struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree *)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);    Py_XDECREF(tmp); -  tmp = ((PyObject*)p->__pyx_v_sentence); -  p->__pyx_v_sentence = ((PyObject*)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); +  tmp = ((PyObject*)p->__pyx_v_tree); +  p->__pyx_v_tree = ((PyObject*)Py_None); Py_INCREF(Py_None); +  Py_XDECREF(tmp);    return 0;  } -static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_2_kbest_tree[] = { +static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_3_kbest_tree[] = {    {0, 0, 0, 0}  }; -static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_2_kbest_tree = { +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_3_kbest_tree = {    0, /*nb_add*/    0, /*nb_subtract*/    0, /*nb_multiply*/ @@ -4524,7 +7529,7 @@ static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_2_kbest_tree = {    #endif  }; -static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_2_kbest_tree = { +static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_3_kbest_tree = {    0, /*sq_length*/    0, /*sq_concat*/    0, /*sq_repeat*/ @@ -4537,13 +7542,13 @@ static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_2_kbest_tree =    0, /*sq_inplace_repeat*/  }; -static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_2_kbest_tree = { +static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_3_kbest_tree = {    0, /*mp_length*/    0, /*mp_subscript*/    0, /*mp_ass_subscript*/  }; -static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_2_kbest_tree = { +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_3_kbest_tree = {    #if PY_MAJOR_VERSION < 3    0, /*bf_getreadbuffer*/    #endif @@ -4564,12 +7569,12 @@ static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_2_kbest_tree = {    #endif  }; -static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_2_kbest_tree = { +static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_3_kbest_tree = {    PyVarObject_HEAD_INIT(0, 0) -  __Pyx_NAMESTR("_cdec.__pyx_scope_struct_2_kbest_tree"), /*tp_name*/ -  sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_2_kbest_tree), /*tp_basicsize*/ +  __Pyx_NAMESTR("_cdec.__pyx_scope_struct_3_kbest_tree"), /*tp_name*/ +  sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_3_kbest_tree), /*tp_basicsize*/    0, /*tp_itemsize*/ -  __pyx_tp_dealloc_5_cdec___pyx_scope_struct_2_kbest_tree, /*tp_dealloc*/ +  __pyx_tp_dealloc_5_cdec___pyx_scope_struct_3_kbest_tree, /*tp_dealloc*/    0, /*tp_print*/    0, /*tp_getattr*/    0, /*tp_setattr*/ @@ -4579,24 +7584,24 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_2_kbest_tree = {    0, /*reserved*/    #endif    0, /*tp_repr*/ -  &__pyx_tp_as_number___pyx_scope_struct_2_kbest_tree, /*tp_as_number*/ -  &__pyx_tp_as_sequence___pyx_scope_struct_2_kbest_tree, /*tp_as_sequence*/ -  &__pyx_tp_as_mapping___pyx_scope_struct_2_kbest_tree, /*tp_as_mapping*/ +  &__pyx_tp_as_number___pyx_scope_struct_3_kbest_tree, /*tp_as_number*/ +  &__pyx_tp_as_sequence___pyx_scope_struct_3_kbest_tree, /*tp_as_sequence*/ +  &__pyx_tp_as_mapping___pyx_scope_struct_3_kbest_tree, /*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_2_kbest_tree, /*tp_as_buffer*/ +  &__pyx_tp_as_buffer___pyx_scope_struct_3_kbest_tree, /*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_2_kbest_tree, /*tp_traverse*/ -  __pyx_tp_clear_5_cdec___pyx_scope_struct_2_kbest_tree, /*tp_clear*/ +  __pyx_tp_traverse_5_cdec___pyx_scope_struct_3_kbest_tree, /*tp_traverse*/ +  __pyx_tp_clear_5_cdec___pyx_scope_struct_3_kbest_tree, /*tp_clear*/    0, /*tp_richcompare*/    0, /*tp_weaklistoffset*/    0, /*tp_iter*/    0, /*tp_iternext*/ -  __pyx_methods_5_cdec___pyx_scope_struct_2_kbest_tree, /*tp_methods*/ +  __pyx_methods_5_cdec___pyx_scope_struct_3_kbest_tree, /*tp_methods*/    0, /*tp_members*/    0, /*tp_getset*/    0, /*tp_base*/ @@ -4606,7 +7611,7 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_2_kbest_tree = {    0, /*tp_dictoffset*/    0, /*tp_init*/    0, /*tp_alloc*/ -  __pyx_tp_new_5_cdec___pyx_scope_struct_2_kbest_tree, /*tp_new*/ +  __pyx_tp_new_5_cdec___pyx_scope_struct_3_kbest_tree, /*tp_new*/    0, /*tp_free*/    0, /*tp_is_gc*/    0, /*tp_bases*/ @@ -4620,26 +7625,26 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_2_kbest_tree = {    #endif  }; -static PyObject *__pyx_tp_new_5_cdec___pyx_scope_struct_3_sample(PyTypeObject *t, PyObject *a, PyObject *k) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample *p; +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;    PyObject *o = (*t->tp_alloc)(t, 0);    if (!o) return 0; -  p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample *)o); +  p = ((struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *)o);    p->__pyx_v_self = 0;    p->__pyx_v_sentence = 0;    return o;  } -static void __pyx_tp_dealloc_5_cdec___pyx_scope_struct_3_sample(PyObject *o) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample *)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;    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_3_sample(PyObject *o, visitproc v, void *a) { +static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_4_sample(PyObject *o, visitproc v, void *a) {    int e; -  struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample *)o; +  struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample *)o;    if (p->__pyx_v_self) {      e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e;    } @@ -4649,8 +7654,8 @@ static int __pyx_tp_traverse_5_cdec___pyx_scope_struct_3_sample(PyObject *o, vis    return 0;  } -static int __pyx_tp_clear_5_cdec___pyx_scope_struct_3_sample(PyObject *o) { -  struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample *)o; +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;    PyObject* tmp;    tmp = ((PyObject*)p->__pyx_v_self);    p->__pyx_v_self = ((struct __pyx_obj_5_cdec_Hypergraph *)Py_None); Py_INCREF(Py_None); @@ -4661,11 +7666,11 @@ static int __pyx_tp_clear_5_cdec___pyx_scope_struct_3_sample(PyObject *o) {    return 0;  } -static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_3_sample[] = { +static PyMethodDef __pyx_methods_5_cdec___pyx_scope_struct_4_sample[] = {    {0, 0, 0, 0}  }; -static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_3_sample = { +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_4_sample = {    0, /*nb_add*/    0, /*nb_subtract*/    0, /*nb_multiply*/ @@ -4723,7 +7728,7 @@ static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_3_sample = {    #endif  }; -static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_3_sample = { +static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_4_sample = {    0, /*sq_length*/    0, /*sq_concat*/    0, /*sq_repeat*/ @@ -4736,13 +7741,13 @@ static PySequenceMethods __pyx_tp_as_sequence___pyx_scope_struct_3_sample = {    0, /*sq_inplace_repeat*/  }; -static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_3_sample = { +static PyMappingMethods __pyx_tp_as_mapping___pyx_scope_struct_4_sample = {    0, /*mp_length*/    0, /*mp_subscript*/    0, /*mp_ass_subscript*/  }; -static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_3_sample = { +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_4_sample = {    #if PY_MAJOR_VERSION < 3    0, /*bf_getreadbuffer*/    #endif @@ -4763,12 +7768,12 @@ static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_3_sample = {    #endif  }; -static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_3_sample = { +static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_4_sample = {    PyVarObject_HEAD_INIT(0, 0) -  __Pyx_NAMESTR("_cdec.__pyx_scope_struct_3_sample"), /*tp_name*/ -  sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_3_sample), /*tp_basicsize*/ +  __Pyx_NAMESTR("_cdec.__pyx_scope_struct_4_sample"), /*tp_name*/ +  sizeof(struct __pyx_obj_5_cdec___pyx_scope_struct_4_sample), /*tp_basicsize*/    0, /*tp_itemsize*/ -  __pyx_tp_dealloc_5_cdec___pyx_scope_struct_3_sample, /*tp_dealloc*/ +  __pyx_tp_dealloc_5_cdec___pyx_scope_struct_4_sample, /*tp_dealloc*/    0, /*tp_print*/    0, /*tp_getattr*/    0, /*tp_setattr*/ @@ -4778,24 +7783,24 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_3_sample = {    0, /*reserved*/    #endif    0, /*tp_repr*/ -  &__pyx_tp_as_number___pyx_scope_struct_3_sample, /*tp_as_number*/ -  &__pyx_tp_as_sequence___pyx_scope_struct_3_sample, /*tp_as_sequence*/ -  &__pyx_tp_as_mapping___pyx_scope_struct_3_sample, /*tp_as_mapping*/ +  &__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*/    0, /*tp_hash*/    0, /*tp_call*/    0, /*tp_str*/    0, /*tp_getattro*/    0, /*tp_setattro*/ -  &__pyx_tp_as_buffer___pyx_scope_struct_3_sample, /*tp_as_buffer*/ +  &__pyx_tp_as_buffer___pyx_scope_struct_4_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_3_sample, /*tp_traverse*/ -  __pyx_tp_clear_5_cdec___pyx_scope_struct_3_sample, /*tp_clear*/ +  __pyx_tp_traverse_5_cdec___pyx_scope_struct_4_sample, /*tp_traverse*/ +  __pyx_tp_clear_5_cdec___pyx_scope_struct_4_sample, /*tp_clear*/    0, /*tp_richcompare*/    0, /*tp_weaklistoffset*/    0, /*tp_iter*/    0, /*tp_iternext*/ -  __pyx_methods_5_cdec___pyx_scope_struct_3_sample, /*tp_methods*/ +  __pyx_methods_5_cdec___pyx_scope_struct_4_sample, /*tp_methods*/    0, /*tp_members*/    0, /*tp_getset*/    0, /*tp_base*/ @@ -4805,7 +7810,198 @@ static PyTypeObject __pyx_type_5_cdec___pyx_scope_struct_3_sample = {    0, /*tp_dictoffset*/    0, /*tp_init*/    0, /*tp_alloc*/ -  __pyx_tp_new_5_cdec___pyx_scope_struct_3_sample, /*tp_new*/ +  __pyx_tp_new_5_cdec___pyx_scope_struct_4_sample, /*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___iter__(PyTypeObject *t, PyObject *a, PyObject *k) { +  struct __pyx_obj_5_cdec___pyx_scope_struct_5___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->__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; +  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) { +  int e; +  struct __pyx_obj_5_cdec___pyx_scope_struct_5___iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct_5___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; +  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_5___iter__[] = { +  {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number___pyx_scope_struct_5___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_5___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_5___iter__ = { +  0, /*mp_length*/ +  0, /*mp_subscript*/ +  0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer___pyx_scope_struct_5___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_5___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*/ +  0, /*tp_itemsize*/ +  __pyx_tp_dealloc_5_cdec___pyx_scope_struct_5___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_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*/ +  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*/ +  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*/ +  0, /*tp_richcompare*/ +  0, /*tp_weaklistoffset*/ +  0, /*tp_iter*/ +  0, /*tp_iternext*/ +  __pyx_methods_5_cdec___pyx_scope_struct_5___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_5___iter__, /*tp_new*/    0, /*tp_free*/    0, /*tp_is_gc*/    0, /*tp_bases*/ @@ -4838,22 +8034,37 @@ static struct PyModuleDef __pyx_moduledef = {  #endif  static __Pyx_StringTabEntry __pyx_string_tab[] = { +  {&__pyx_kp_s_1, __pyx_k_1, sizeof(__pyx_k_1), 0, 0, 1, 0}, +  {&__pyx_n_s_10, __pyx_k_10, sizeof(__pyx_k_10), 0, 0, 1, 1}, +  {&__pyx_kp_s_11, __pyx_k_11, sizeof(__pyx_k_11), 0, 0, 1, 0}, +  {&__pyx_kp_s_13, __pyx_k_13, sizeof(__pyx_k_13), 0, 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*)__pyx_n_s__utf8)); +  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_18)); + +  /* "_cdec.pyx":31 + *  + *     def read_weights(self, cfg): + *         with open(cfg) as fp:             # <<<<<<<<<<<<<< + *             for line in fp: + *                 fname, value = line.split() + */ +  __pyx_k_tuple_19 = PyTuple_New(3); if (unlikely(!__pyx_k_tuple_19)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 31; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  __Pyx_GOTREF(__pyx_k_tuple_19); +  __Pyx_INCREF(Py_None); +  PyTuple_SET_ITEM(__pyx_k_tuple_19, 0, Py_None); +  __Pyx_GIVEREF(Py_None); +  __Pyx_INCREF(Py_None); +  PyTuple_SET_ITEM(__pyx_k_tuple_19, 1, Py_None); +  __Pyx_GIVEREF(Py_None); +  __Pyx_INCREF(Py_None); +  PyTuple_SET_ITEM(__pyx_k_tuple_19, 2, Py_None); +  __Pyx_GIVEREF(Py_None); +  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_19)); + +  /* "_cdec.pyx":38 + *     def translate(self, sentence, grammar=None): + *         if isinstance(sentence, unicode): + *             inp = sentence.strip().encode('utf8')             # <<<<<<<<<<<<<< + *         elif isinstance(sentence, str): + *             inp = sentence.strip() + */ +  __pyx_k_tuple_20 = PyTuple_New(1); if (unlikely(!__pyx_k_tuple_20)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 38; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  __Pyx_GOTREF(__pyx_k_tuple_20); +  __Pyx_INCREF(((PyObject *)__pyx_n_s__utf8)); +  PyTuple_SET_ITEM(__pyx_k_tuple_20, 0, ((PyObject *)__pyx_n_s__utf8)); +  __Pyx_GIVEREF(((PyObject *)__pyx_n_s__utf8)); +  __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_20));    __Pyx_RefNannyFinishContext();    return 0;    __pyx_L1_error:; @@ -4989,6 +8303,8 @@ static int __Pyx_InitCachedConstants(void) {  static int __Pyx_InitGlobals(void) {    if (__Pyx_InitStrings(__pyx_string_tab) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}; +  __pyx_int_0 = PyInt_FromLong(0); if (unlikely(!__pyx_int_0)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}; +  __pyx_int_1 = PyInt_FromLong(1); if (unlikely(!__pyx_int_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;};    return 0;    __pyx_L1_error:;    return -1; @@ -5061,33 +8377,40 @@ PyMODINIT_FUNC PyInit__cdec(void)    /*--- Variable export code ---*/    /*--- Function export code ---*/    /*--- Type init code ---*/ -  if (PyType_Ready(&__pyx_type_5_cdec_Weights) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 15; __pyx_clineno = __LINE__; goto __pyx_L1_error;} -  if (__Pyx_SetAttrString(__pyx_m, "Weights", (PyObject *)&__pyx_type_5_cdec_Weights) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 15; __pyx_clineno = __LINE__; goto __pyx_L1_error;} -  __pyx_ptype_5_cdec_Weights = &__pyx_type_5_cdec_Weights; -  if (PyType_Ready(&__pyx_type_5_cdec_Decoder) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 38; __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 = 38; __pyx_clineno = __LINE__; goto __pyx_L1_error;} -  __pyx_ptype_5_cdec_Decoder = &__pyx_type_5_cdec_Decoder; -  if (PyType_Ready(&__pyx_type_5_cdec_Hypergraph) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 71; __pyx_clineno = __LINE__; goto __pyx_L1_error;} -  if (__Pyx_SetAttrString(__pyx_m, "Hypergraph", (PyObject *)&__pyx_type_5_cdec_Hypergraph) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 71; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  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;} +  __pyx_ptype_5_cdec_SparseVector = &__pyx_type_5_cdec_SparseVector; +  if (PyType_Ready(&__pyx_type_5_cdec_Hypergraph) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  if (__Pyx_SetAttrString(__pyx_m, "Hypergraph", (PyObject *)&__pyx_type_5_cdec_Hypergraph) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 4; __pyx_clineno = __LINE__; goto __pyx_L1_error;}    __pyx_ptype_5_cdec_Hypergraph = &__pyx_type_5_cdec_Hypergraph; -  if (PyType_Ready(&__pyx_type_5_cdec_Lattice) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 139; __pyx_clineno = __LINE__; goto __pyx_L1_error;} -  if (__Pyx_SetAttrString(__pyx_m, "Lattice", (PyObject *)&__pyx_type_5_cdec_Lattice) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 139; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  if (PyType_Ready(&__pyx_type_5_cdec_Lattice) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 3; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  if (__Pyx_SetAttrString(__pyx_m, "Lattice", (PyObject *)&__pyx_type_5_cdec_Lattice) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 3; __pyx_clineno = __LINE__; goto __pyx_L1_error;}    __pyx_ptype_5_cdec_Lattice = &__pyx_type_5_cdec_Lattice; -  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct____iter__) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 33; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  if (PyType_Ready(&__pyx_type_5_cdec_Decoder) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 15; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  if (__Pyx_SetAttrString(__pyx_m, "Decoder", (PyObject *)&__pyx_type_5_cdec_Decoder) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 15; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  __pyx_ptype_5_cdec_Decoder = &__pyx_type_5_cdec_Decoder; +  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct____iter__) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 18; __pyx_clineno = __LINE__; goto __pyx_L1_error;}    __pyx_ptype_5_cdec___pyx_scope_struct____iter__ = &__pyx_type_5_cdec___pyx_scope_struct____iter__; -  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_1_kbest) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 92; __pyx_clineno = __LINE__; goto __pyx_L1_error;} -  __pyx_ptype_5_cdec___pyx_scope_struct_1_kbest = &__pyx_type_5_cdec___pyx_scope_struct_1_kbest; -  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_2_kbest_tree) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 105; __pyx_clineno = __LINE__; goto __pyx_L1_error;} -  __pyx_ptype_5_cdec___pyx_scope_struct_2_kbest_tree = &__pyx_type_5_cdec___pyx_scope_struct_2_kbest_tree; -  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_3_sample) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 122; __pyx_clineno = __LINE__; goto __pyx_L1_error;} -  __pyx_ptype_5_cdec___pyx_scope_struct_3_sample = &__pyx_type_5_cdec___pyx_scope_struct_3_sample; +  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_1___iter__) < 0) {__pyx_filename = __pyx_f[1]; __pyx_lineno = 43; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  __pyx_ptype_5_cdec___pyx_scope_struct_1___iter__ = &__pyx_type_5_cdec___pyx_scope_struct_1___iter__; +  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_2_kbest) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 32; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  __pyx_ptype_5_cdec___pyx_scope_struct_2_kbest = &__pyx_type_5_cdec___pyx_scope_struct_2_kbest; +  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_3_kbest_tree) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 44; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  __pyx_ptype_5_cdec___pyx_scope_struct_3_kbest_tree = &__pyx_type_5_cdec___pyx_scope_struct_3_kbest_tree; +  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_4_sample) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 56; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  __pyx_ptype_5_cdec___pyx_scope_struct_4_sample = &__pyx_type_5_cdec___pyx_scope_struct_4_sample; +  if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct_5___iter__) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 50; __pyx_clineno = __LINE__; goto __pyx_L1_error;} +  __pyx_ptype_5_cdec___pyx_scope_struct_5___iter__ = &__pyx_type_5_cdec___pyx_scope_struct_5___iter__;    /*--- Type import code ---*/    /*--- Variable import code ---*/    /*--- Function import code ---*/    /*--- Execution code ---*/    /* "_cdec.pyx":10 - * cimport kbest as kb + * include "lattice.pxi"   *    * SetSilent(True)             # <<<<<<<<<<<<<<   *  @@ -5119,7 +8442,7 @@ PyMODINIT_FUNC PyInit__cdec(void)    /* "_cdec.pyx":1   * from libcpp.string cimport string             # <<<<<<<<<<<<<<   * from libcpp.vector cimport vector - * from cython.operator cimport dereference as deref + * from utils cimport *   */    __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;}    __Pyx_GOTREF(((PyObject *)__pyx_t_1)); @@ -5177,141 +8500,6 @@ static PyObject *__Pyx_GetName(PyObject *dict, PyObject *name) {      return result;  } -static void __Pyx_RaiseDoubleKeywordsError( -    const char* func_name, -    PyObject* kw_name) -{ -    PyErr_Format(PyExc_TypeError, -        #if PY_MAJOR_VERSION >= 3 -        "%s() got multiple values for keyword argument '%U'", func_name, kw_name); -        #else -        "%s() got multiple values for keyword argument '%s'", func_name, -        PyString_AS_STRING(kw_name)); -        #endif -} - -static int __Pyx_ParseOptionalKeywords( -    PyObject *kwds, -    PyObject **argnames[], -    PyObject *kwds2, -    PyObject *values[], -    Py_ssize_t num_pos_args, -    const char* function_name) -{ -    PyObject *key = 0, *value = 0; -    Py_ssize_t pos = 0; -    PyObject*** name; -    PyObject*** first_kw_arg = argnames + num_pos_args; -    while (PyDict_Next(kwds, &pos, &key, &value)) { -        name = first_kw_arg; -        while (*name && (**name != key)) name++; -        if (*name) { -            values[name-argnames] = value; -        } else { -            #if PY_MAJOR_VERSION < 3 -            if (unlikely(!PyString_CheckExact(key)) && unlikely(!PyString_Check(key))) { -            #else -            if (unlikely(!PyUnicode_Check(key))) { -            #endif -                goto invalid_keyword_type; -            } else { -                for (name = first_kw_arg; *name; name++) { -                    #if PY_MAJOR_VERSION >= 3 -                    if (PyUnicode_GET_SIZE(**name) == PyUnicode_GET_SIZE(key) && -                        PyUnicode_Compare(**name, key) == 0) break; -                    #else -                    if (PyString_GET_SIZE(**name) == PyString_GET_SIZE(key) && -                        _PyString_Eq(**name, key)) break; -                    #endif -                } -                if (*name) { -                    values[name-argnames] = value; -                } else { -                    for (name=argnames; name != first_kw_arg; name++) { -                        if (**name == key) goto arg_passed_twice; -                        #if PY_MAJOR_VERSION >= 3 -                        if (PyUnicode_GET_SIZE(**name) == PyUnicode_GET_SIZE(key) && -                            PyUnicode_Compare(**name, key) == 0) goto arg_passed_twice; -                        #else -                        if (PyString_GET_SIZE(**name) == PyString_GET_SIZE(key) && -                            _PyString_Eq(**name, key)) goto arg_passed_twice; -                        #endif -                    } -                    if (kwds2) { -                        if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad; -                    } else { -                        goto invalid_keyword; -                    } -                } -            } -        } -    } -    return 0; -arg_passed_twice: -    __Pyx_RaiseDoubleKeywordsError(function_name, **name); -    goto bad; -invalid_keyword_type: -    PyErr_Format(PyExc_TypeError, -        "%s() keywords must be strings", function_name); -    goto bad; -invalid_keyword: -    PyErr_Format(PyExc_TypeError, -    #if PY_MAJOR_VERSION < 3 -        "%s() got an unexpected keyword argument '%s'", -        function_name, PyString_AsString(key)); -    #else -        "%s() got an unexpected keyword argument '%U'", -        function_name, key); -    #endif -bad: -    return -1; -} - -static void __Pyx_RaiseArgtupleInvalid( -    const char* func_name, -    int exact, -    Py_ssize_t num_min, -    Py_ssize_t num_max, -    Py_ssize_t num_found) -{ -    Py_ssize_t num_expected; -    const char *more_or_less; -    if (num_found < num_min) { -        num_expected = num_min; -        more_or_less = "at least"; -    } else { -        num_expected = num_max; -        more_or_less = "at most"; -    } -    if (exact) { -        more_or_less = "exactly"; -    } -    PyErr_Format(PyExc_TypeError, -                 "%s() takes %s %"PY_FORMAT_SIZE_T"d positional argument%s (%"PY_FORMAT_SIZE_T"d given)", -                 func_name, more_or_less, num_expected, -                 (num_expected == 1) ? "" : "s", num_found); -} - -static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed, -    const char *name, int exact) -{ -    if (!type) { -        PyErr_Format(PyExc_SystemError, "Missing type object"); -        return 0; -    } -    if (none_allowed && obj == Py_None) return 1; -    else if (exact) { -        if (Py_TYPE(obj) == type) return 1; -    } -    else { -        if (PyObject_TypeCheck(obj, type)) return 1; -    } -    PyErr_Format(PyExc_TypeError, -        "Argument '%s' has incorrect type (expected %s, got %s)", -        name, type->tp_name, Py_TYPE(obj)->tp_name); -    return 0; -} -  static CYTHON_INLINE void __Pyx_ErrRestore(PyObject *type, PyObject *value, PyObject *tb) {  #if CYTHON_COMPILING_IN_CPYTHON      PyObject *tmp_type, *tmp_value, *tmp_tb; @@ -5465,6 +8653,141 @@ bad:  }  #endif +static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed, +    const char *name, int exact) +{ +    if (!type) { +        PyErr_Format(PyExc_SystemError, "Missing type object"); +        return 0; +    } +    if (none_allowed && obj == Py_None) return 1; +    else if (exact) { +        if (Py_TYPE(obj) == type) return 1; +    } +    else { +        if (PyObject_TypeCheck(obj, type)) return 1; +    } +    PyErr_Format(PyExc_TypeError, +        "Argument '%s' has incorrect type (expected %s, got %s)", +        name, type->tp_name, Py_TYPE(obj)->tp_name); +    return 0; +} + +static void __Pyx_RaiseDoubleKeywordsError( +    const char* func_name, +    PyObject* kw_name) +{ +    PyErr_Format(PyExc_TypeError, +        #if PY_MAJOR_VERSION >= 3 +        "%s() got multiple values for keyword argument '%U'", func_name, kw_name); +        #else +        "%s() got multiple values for keyword argument '%s'", func_name, +        PyString_AS_STRING(kw_name)); +        #endif +} + +static int __Pyx_ParseOptionalKeywords( +    PyObject *kwds, +    PyObject **argnames[], +    PyObject *kwds2, +    PyObject *values[], +    Py_ssize_t num_pos_args, +    const char* function_name) +{ +    PyObject *key = 0, *value = 0; +    Py_ssize_t pos = 0; +    PyObject*** name; +    PyObject*** first_kw_arg = argnames + num_pos_args; +    while (PyDict_Next(kwds, &pos, &key, &value)) { +        name = first_kw_arg; +        while (*name && (**name != key)) name++; +        if (*name) { +            values[name-argnames] = value; +        } else { +            #if PY_MAJOR_VERSION < 3 +            if (unlikely(!PyString_CheckExact(key)) && unlikely(!PyString_Check(key))) { +            #else +            if (unlikely(!PyUnicode_Check(key))) { +            #endif +                goto invalid_keyword_type; +            } else { +                for (name = first_kw_arg; *name; name++) { +                    #if PY_MAJOR_VERSION >= 3 +                    if (PyUnicode_GET_SIZE(**name) == PyUnicode_GET_SIZE(key) && +                        PyUnicode_Compare(**name, key) == 0) break; +                    #else +                    if (PyString_GET_SIZE(**name) == PyString_GET_SIZE(key) && +                        _PyString_Eq(**name, key)) break; +                    #endif +                } +                if (*name) { +                    values[name-argnames] = value; +                } else { +                    for (name=argnames; name != first_kw_arg; name++) { +                        if (**name == key) goto arg_passed_twice; +                        #if PY_MAJOR_VERSION >= 3 +                        if (PyUnicode_GET_SIZE(**name) == PyUnicode_GET_SIZE(key) && +                            PyUnicode_Compare(**name, key) == 0) goto arg_passed_twice; +                        #else +                        if (PyString_GET_SIZE(**name) == PyString_GET_SIZE(key) && +                            _PyString_Eq(**name, key)) goto arg_passed_twice; +                        #endif +                    } +                    if (kwds2) { +                        if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad; +                    } else { +                        goto invalid_keyword; +                    } +                } +            } +        } +    } +    return 0; +arg_passed_twice: +    __Pyx_RaiseDoubleKeywordsError(function_name, **name); +    goto bad; +invalid_keyword_type: +    PyErr_Format(PyExc_TypeError, +        "%s() keywords must be strings", function_name); +    goto bad; +invalid_keyword: +    PyErr_Format(PyExc_TypeError, +    #if PY_MAJOR_VERSION < 3 +        "%s() got an unexpected keyword argument '%s'", +        function_name, PyString_AsString(key)); +    #else +        "%s() got an unexpected keyword argument '%U'", +        function_name, key); +    #endif +bad: +    return -1; +} + +static void __Pyx_RaiseArgtupleInvalid( +    const char* func_name, +    int exact, +    Py_ssize_t num_min, +    Py_ssize_t num_max, +    Py_ssize_t num_found) +{ +    Py_ssize_t num_expected; +    const char *more_or_less; +    if (num_found < num_min) { +        num_expected = num_min; +        more_or_less = "at least"; +    } else { +        num_expected = num_max; +        more_or_less = "at most"; +    } +    if (exact) { +        more_or_less = "exactly"; +    } +    PyErr_Format(PyExc_TypeError, +                 "%s() takes %s %"PY_FORMAT_SIZE_T"d positional argument%s (%"PY_FORMAT_SIZE_T"d given)", +                 func_name, more_or_less, num_expected, +                 (num_expected == 1) ? "" : "s", num_found); +} +  static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {      PyErr_Format(PyExc_ValueError,                   "need more than %"PY_FORMAT_SIZE_T"d value%s to unpack", @@ -5492,6 +8815,8 @@ static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) {      return 0;  } + +  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) { diff --git a/python/src/_cdec.pyx b/python/src/_cdec.pyx index 664724dd..698a66f6 100644 --- a/python/src/_cdec.pyx +++ b/python/src/_cdec.pyx @@ -1,50 +1,28 @@  from libcpp.string cimport string  from libcpp.vector cimport vector -from cython.operator cimport dereference as deref  from utils cimport * -cimport hypergraph  cimport decoder -cimport lattice -cimport kbest as kb + +include "vectors.pxi" +include "hypergraph.pxi" +include "lattice.pxi"  SetSilent(True)  class ParseFailed(Exception):      pass -cdef class Weights: -    cdef vector[weight_t]* weights - -    def __cinit__(self, Decoder decoder): -        self.weights = &decoder.dec.CurrentWeightVector() - -    def __getitem__(self, char* fname): -        cdef unsigned fid = FDConvert(fname) -        if fid <= self.weights.size(): -            return self.weights[0][fid] -        raise KeyError(fname) -     -    def __setitem__(self, char* fname, float value): -        cdef unsigned fid = FDConvert(<char *>fname) -        if self.weights.size() <= fid: -            self.weights.resize(fid + 1) -        self.weights[0][fid] = value - -    def __iter__(self): -        cdef unsigned fid -        for fid in range(1, self.weights.size()): -            yield FDConvert(fid).c_str(), self.weights[0][fid] -  cdef class Decoder:      cdef decoder.Decoder* dec -    cdef public Weights weights +    cdef public DenseVector weights      def __cinit__(self, char* config):          decoder.register_feature_functions()          cdef istringstream* config_stream = new istringstream(config)          self.dec = new decoder.Decoder(config_stream)          del config_stream -        self.weights = Weights(self) +        self.weights = DenseVector() +        self.weights.vector = &self.dec.CurrentWeightVector()      def __dealloc__(self):          del self.dec @@ -55,11 +33,17 @@ cdef class Decoder:                  fname, value = line.split()                  self.weights[fname.strip()] = float(value) -    # TODO: list, lattice translation -    def translate(self, unicode sentence, grammar=None): +    def translate(self, sentence, grammar=None): +        if isinstance(sentence, unicode): +            inp = sentence.strip().encode('utf8') +        elif isinstance(sentence, str): +            inp = sentence.strip() +        elif isinstance(sentence, Lattice): +            inp = str(sentence) # PLF format +        else: +            raise TypeError('Cannot translate input type %s' % type(sentence))          if grammar:              self.dec.SetSentenceGrammarFromString(string(<char *> grammar)) -        inp = sentence.strip().encode('utf8')          cdef decoder.BasicObserver observer = decoder.BasicObserver()          self.dec.Decode(string(<char *>inp), &observer)          if observer.hypergraph == NULL: @@ -67,90 +51,3 @@ cdef class Decoder:          cdef Hypergraph hg = Hypergraph()          hg.hg = new hypergraph.Hypergraph(observer.hypergraph[0])          return hg -     -cdef class Hypergraph: -    cdef hypergraph.Hypergraph* hg -    cdef MT19937* rng - -    def __dealloc__(self): -        del self.hg -        if self.rng != NULL: -            del self.rng - -    def viterbi(self): -        assert (self.hg != NULL) -        cdef vector[WordID] trans -        hypergraph.ViterbiESentence(self.hg[0], &trans) -        cdef str sentence = GetString(trans).c_str() -        return sentence.decode('utf8') - -    def viterbi_tree(self): -        assert (self.hg != NULL) -        cdef str tree = hypergraph.ViterbiETree(self.hg[0]).c_str() -        return tree.decode('utf8') - -    def kbest(self, size): -        assert (self.hg != NULL) -        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 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 - -    def kbest_tree(self, size): -        assert (self.hg != NULL) -        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 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 - -    def intersect(self, Lattice lat): -        assert (self.hg != NULL) -        hypergraph.Intersect(lat.lattice[0], self.hg) - -    def sample(self, unsigned n): -        assert (self.hg != NULL) -        cdef vector[hypergraph.Hypothesis]* hypos = new vector[hypergraph.Hypothesis]() -        if self.rng == NULL: -            self.rng = new MT19937() -        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 - -    # TODO: get feature expectations, get partition function ("inside" score) -    # TODO: reweight the forest with different weights (Hypergraph::Reweight) -    # TODO: inside-outside pruning - -cdef class Lattice: -    cdef lattice.Lattice* lattice - -    def __init__(self, tuple plf_tuple): -        self.lattice = new lattice.Lattice() -        cdef bytes plf = str(plf_tuple) -        hypergraph.PLFtoLattice(string(<char *>plf), self.lattice) - -    def __str__(self): -        return hypergraph.AsPLF(self.lattice[0]).c_str() - -    def __iter__(self): -        return iter(eval(str(self))) - -    def __dealloc__(self): -        del self.lattice - -# TODO: wrap SparseVector diff --git a/python/src/decoder.pxd b/python/src/decoder.pxd index ab858841..e2678151 100644 --- a/python/src/decoder.pxd +++ b/python/src/decoder.pxd @@ -4,7 +4,7 @@ from hypergraph cimport Hypergraph  from utils cimport istream, weight_t  cdef extern from "decoder/ff_register.h": -    cdef void register_feature_functions() +    void register_feature_functions()  cdef extern from "decoder/decoder.h":      cdef cppclass SentenceMetadata: @@ -16,20 +16,20 @@ cdef extern from "decoder/decoder.h":      cdef cppclass Decoder:          Decoder(int argc, char** argv)          Decoder(istream* config_file) -        bint Decode(string input, DecoderObserver* observer) +        bint Decode(string& inp, DecoderObserver* observer)          # access this to either *read* or *write* to the decoder's last          # weight vector (i.e., the weights of the finest past)          vector[weight_t]& CurrentWeightVector() -        void SetId(int id) -        #const boost::program_options::variables_map& GetConf() const { return conf } +        # void SetId(int id) +        # const boost::program_options::variables_map& GetConf() const { return conf }          # add grammar rules (currently only supported by SCFG decoders)          # that will be used on subsequent calls to Decode. rules should be in standard          # text format. This function does NOT read from a file. -        void SetSupplementalGrammar(string grammar) -        void SetSentenceGrammarFromString(string grammar_str) +        void SetSupplementalGrammar(string& grammar) +        void SetSentenceGrammarFromString(string& grammar_str)  cdef extern from "observer.h":      cdef cppclass BasicObserver(DecoderObserver): diff --git a/python/src/hypergraph.pxd b/python/src/hypergraph.pxd index 4aef6955..656b1d47 100644 --- a/python/src/hypergraph.pxd +++ b/python/src/hypergraph.pxd @@ -1,41 +1,73 @@  from libcpp.string cimport string  from libcpp.vector cimport vector  from utils cimport * -cimport lattice +from lattice cimport Lattice  cdef extern from "decoder/hg.h": +    cdef cppclass EdgeMask "std::vector<bool>": +        EdgeMask(int size) +        bint& operator[](int) +      cdef cppclass Hypergraph: +        cppclass Edge: +            int id_ +            int head_node_ # position in hg.nodes_ +            SmallVector[unsigned] tail_nodes_ # positions in hg.nodes_ +            #TRulePtr rule_ +            FastSparseVector[weight_t] feature_values_ +            LogVal[double] edge_prob_ +            short int i_ +            short int j_ +            short int prev_i_ +            short int prev_j_          cppclass Node:              int id_              WordID cat_              WordID NT() -            #EdgesVector in_edges_ -            #EdgesVector out_edges_ +            vector[Edge] in_edges_ +            vector[Edge] out_edges_          Hypergraph(Hypergraph)          vector[Node] nodes_ +        vector[Edge] edges_ +        void Reweight(vector[weight_t]& weights) +        void Reweight(FastSparseVector& weights) +        bint PruneInsideOutside(double beam_alpha, +                                double density, +                                EdgeMask* preserve_mask, +                                bint use_sum_prod_semiring, +                                double scale, +                                bint safe_inside)  cdef extern from "decoder/viterbi.h": -    cdef prob_t ViterbiESentence(Hypergraph hg, vector[WordID]* trans) -    cdef string ViterbiETree(Hypergraph hg) +    LogVal[double] ViterbiESentence(Hypergraph& hg, vector[WordID]* trans) +    string ViterbiETree(Hypergraph& hg) +    LogVal[double] ViterbiFSentence(Hypergraph& hg, vector[WordID]* trans) +    string ViterbiFTree(Hypergraph& hg) +    FastSparseVector[weight_t] ViterbiFeatures(Hypergraph& hg) +    FastSparseVector[weight_t] ViterbiFeatures(Hypergraph& hg,  +            FastSparseVector[weight_t]* weights, +            bint fatal_dotprod_disagreement)  cdef extern from "decoder/hg_io.h" namespace "HypergraphIO":      bint ReadFromJSON(istream* inp, Hypergraph* out) -    bint WriteToJSON(Hypergraph hg, bint remove_rules, ostream* out) - -    #void WriteAsCFG(Hypergraph hg) -    #void WriteTarget(string base, unsigned sent_id, Hypergraph hg) - -    void ReadFromPLF(string inp, Hypergraph* out, int line=*) -    string AsPLF(Hypergraph hg, bint include_global_parentheses=*) -    string AsPLF(lattice.Lattice lat, bint include_global_parentheses=*) -    void PLFtoLattice(string plf, lattice.Lattice* pl) +    bint WriteToJSON(Hypergraph& hg, bint remove_rules, ostream* out) +    void ReadFromPLF(string& inp, Hypergraph* out, int line) +    string AsPLF(Hypergraph& hg, bint include_global_parentheses) +    void PLFtoLattice(string& plf, Lattice* pl) +    string AsPLF(Lattice& lat, bint include_global_parentheses)  cdef extern from "decoder/hg_intersect.h" namespace "HG": -    bint Intersect(lattice.Lattice target, Hypergraph* hg) +    bint Intersect(Lattice& target, Hypergraph* hg)  cdef extern from "decoder/hg_sampler.h" namespace "HypergraphSampler":      cdef cppclass Hypothesis:          vector[WordID] words -        SparseVector[double] fmap -        prob_t model_score -    void sample_hypotheses(Hypergraph hg, unsigned n, MT19937* rng, vector[Hypothesis]* hypos) +        FastSparseVector[double] fmap +        LogVal[double] model_score +    void sample_hypotheses(Hypergraph& hg,  +                           unsigned n,  +                           MT19937* rng,  +                           vector[Hypothesis]* hypos) + +cdef extern from "decoder/csplit.h" namespace "CompoundSplit": +    int GetFullWordEdgeIndex(Hypergraph& forest) diff --git a/python/src/hypergraph.pxi b/python/src/hypergraph.pxi new file mode 100644 index 00000000..c226d105 --- /dev/null +++ b/python/src/hypergraph.pxi @@ -0,0 +1,92 @@ +cimport hypergraph +cimport kbest as kb + +cdef class Hypergraph: +    cdef hypergraph.Hypergraph* hg +    cdef MT19937* rng + +    def __dealloc__(self): +        del self.hg +        if self.rng != NULL: +            del self.rng + +    def viterbi(self): +        cdef vector[WordID] trans +        hypergraph.ViterbiESentence(self.hg[0], &trans) +        cdef str sentence = GetString(trans).c_str() +        return sentence.decode('utf8') + +    def viterbi_tree(self): +        cdef str tree = hypergraph.ViterbiETree(self.hg[0]).c_str() +        return tree.decode('utf8') + +    def viterbi_source_tree(self): +        cdef str tree = hypergraph.ViterbiFTree(self.hg[0]).c_str() +        return tree.decode('utf8') +     +    def viterbi_features(self): +        cdef SparseVector fmap = SparseVector() +        fmap.vector = new FastSparseVector[weight_t](hypergraph.ViterbiFeatures(self.hg[0])) +        return fmap + +    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 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 + +    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 + +    def sample(self, unsigned n): +        cdef vector[hypergraph.Hypothesis]* hypos = new vector[hypergraph.Hypothesis]() +        if self.rng == NULL: +            self.rng = new MT19937() +        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 + +    # TODO richer k-best/sample output (feature vectors, trees?) + +    def intersect(self, Lattice lat): +        return hypergraph.Intersect(lat.lattice[0], self.hg) + +    def prune(self, beam_alpha=0, density=0, **kwargs): +        cdef hypergraph.EdgeMask* preserve_mask = NULL +        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) + +    def lattice(self): # TODO direct hg -> lattice conversion in cdec +        cdef str plf = hypergraph.AsPLF(self.hg[0], True).c_str() +        return Lattice(eval(plf)) + +    def reweight(self, weights): +        if isinstance(weights, SparseVector): +            self.hg.Reweight((<SparseVector> weights).vector[0]) +        elif isinstance(weights, DenseVector): +            self.hg.Reweight((<DenseVector> weights).vector[0]) +        else: +            raise ValueError('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 e339714a..f34ac5ed 100644 --- a/python/src/kbest.pxd +++ b/python/src/kbest.pxd @@ -1,16 +1,18 @@  from libcpp.vector cimport vector  from utils cimport WordID -cimport hypergraph +from hypergraph cimport Hypergraph  cdef extern from "decoder/viterbi.h":      cdef cppclass ESentenceTraversal:          pass      cdef cppclass ETreeTraversal:          pass +    cdef cppclass FTreeTraversal: +        pass  cdef extern from "decoder/kbest.h" namespace "KBest":      cdef cppclass KBestDerivations[T, Traversal]:          cppclass Derivation:              T _yield "yield" -        KBestDerivations(hypergraph.Hypergraph hg, unsigned k) +        KBestDerivations(Hypergraph& hg, unsigned k)          Derivation* LazyKthBest(unsigned v, unsigned k) diff --git a/python/src/lattice.pxd b/python/src/lattice.pxd index bdfaba80..3a4bc22f 100644 --- a/python/src/lattice.pxd +++ b/python/src/lattice.pxd @@ -1,4 +1,5 @@  from libcpp.vector cimport vector +from libcpp.string cimport string  from utils cimport WordID  cdef extern from "decoder/lattice.h": @@ -9,8 +10,12 @@ cdef extern from "decoder/lattice.h":          LatticeArc()          LatticeArc(WordID w, double c, int i) -    cdef cppclass Lattice: # (vector[vector[LatticeArc]]) +    cdef cppclass Lattice(vector): # (vector[vector[LatticeArc]])          Lattice()          Lattice(unsigned t) -        Lattice(unsigned t, vector[LatticeArc] v) +        Lattice(unsigned t, vector[LatticeArc]& v)          bint IsSentence() +        vector[LatticeArc]& operator[](unsigned) + +cdef extern from "decoder/lattice.h" namespace "LatticeTools": +    void ConvertTextToLattice(string& text, Lattice* pl) diff --git a/python/src/lattice.pxi b/python/src/lattice.pxi new file mode 100644 index 00000000..493c6dcd --- /dev/null +++ b/python/src/lattice.pxi @@ -0,0 +1,56 @@ +cimport lattice + +cdef class Lattice: +    cdef lattice.Lattice* lattice + +    def __init__(self, inp): +        if isinstance(inp, tuple): +            self.lattice = new lattice.Lattice(len(inp)) +            for i, arcs in enumerate(inp): +                self[i] = arcs +        else: +            if isinstance(inp, unicode): +                inp = inp.encode('utf8') +            if not isinstance(inp, str): +                raise TypeError('Cannot create lattice from %s' % type(inp)) +            self.lattice = new lattice.Lattice() +            lattice.ConvertTextToLattice(string(<char *>inp), self.lattice) + +    def __getitem__(self, int index): +        if not 0 <= index < len(self): +            raise IndexError('lattice index out of range') +        arcs = [] +        cdef vector[lattice.LatticeArc] arc_vector = self.lattice[0][index] +        cdef lattice.LatticeArc* arc +        cdef str label +        cdef unsigned i +        for i in range(arc_vector.size()): +            arc = &arc_vector[i] +            label = TDConvert(arc.label) +            arcs.append((label.decode('utf8'), arc.cost, arc.dist2next)) +        return tuple(arcs) + +    def __setitem__(self, int index, tuple arcs): +        if not 0 <= index < len(self): +            raise IndexError('lattice index out of range') +        cdef lattice.LatticeArc* arc +        for (label, cost, dist2next) in arcs: +            if isinstance(label, unicode): +                label = label.encode('utf8') +            arc = new lattice.LatticeArc(TDConvert(<char *>label), cost, dist2next) +            self.lattice[0][index].push_back(arc[0]) +            del arc + +    def __len__(self): +        return self.lattice.size() + +    def __str__(self): +        return hypergraph.AsPLF(self.lattice[0], True).c_str() + +    def __iter__(self): +        cdef unsigned i +        for i in range(len(self)): +            yield self[i] + +    def __dealloc__(self): +        del self.lattice diff --git a/python/src/utils.pxd b/python/src/utils.pxd index 786cd265..3d518524 100644 --- a/python/src/utils.pxd +++ b/python/src/utils.pxd @@ -1,5 +1,6 @@  from libcpp.string cimport string  from libcpp.vector cimport vector +from libcpp.pair cimport pair  cdef extern from "<iostream>" namespace "std":      cdef cppclass istream: @@ -8,30 +9,60 @@ cdef extern from "<iostream>" namespace "std":          pass      cdef cppclass istringstream(istream):          istringstream(char*) +    ostream cout  cdef extern from "utils/weights.h":      ctypedef double weight_t  cdef extern from "utils/logval.h":      cdef cppclass LogVal[T]: -        pass +        double as_float() -cdef extern from "utils/prob.h": -    cdef cppclass prob_t: -        pass +    double log(LogVal[double]&)  cdef extern from "utils/wordid.h":      ctypedef int WordID -cdef extern from "utils/sparse_vector.h": -    cdef cppclass SparseVector[T]: +cdef extern from "utils/small_vector.h": +    cdef cppclass SmallVector[T]:          pass +cdef extern from "utils/sparse_vector.h": +    cdef cppclass FastSparseVector[T]: +        cppclass const_iterator: +            const_iterator(FastSparseVector[T]&, bint is_end) +            pair[unsigned, T]* ptr "operator->" () +            const_iterator& operator++() +            bint operator==(const_iterator&) +            bint operator!=(const_iterator&) +        FastSparseVector() +        FastSparseVector(FastSparseVector[T]&) +        const_iterator begin() +        const_iterator end() +        void init_vector(vector[T]* vp) +        T value(unsigned k) +        void set_value(unsigned k, T& v) +        size_t size() +        bint nonzero(unsigned k) +        bint operator==(FastSparseVector[T]&) +        T dot(vector[weight_t]&) # cython bug when [T] +        T dot(FastSparseVector[T]&) + +    FastSparseVector[weight_t] operator+(FastSparseVector[weight_t]&, FastSparseVector[weight_t]&) +    FastSparseVector[weight_t] operator-(FastSparseVector[weight_t]&, FastSparseVector[weight_t]&) +    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 string GetString(vector[WordID] st) +    string GetString(vector[WordID]& st) +    unsigned NumWords() +    WordID TDConvert "TD::Convert" (char*) +    char* TDConvert "TD::Convert" (WordID)  cdef extern from "utils/verbose.h": -    cdef void SetSilent(bint) +    void SetSilent(bint)  cdef extern from "utils/fdict.h" namespace "FD":      WordID FDConvert "FD::Convert" (char*) @@ -39,15 +70,9 @@ cdef extern from "utils/fdict.h" namespace "FD":  cdef extern from "utils/filelib.h":      cdef cppclass ReadFile: -        ReadFile(string) +        ReadFile(string&)          istream* stream()  cdef extern from "utils/sampler.h":      cdef cppclass MT19937:          pass - -""" -cdef extern from "<boost/shared_ptr.hpp>" namespace "boost": -    cdef cppclass shared_ptr[T]: -        void reset(T*) -""" diff --git a/python/src/vectors.pxi b/python/src/vectors.pxi new file mode 100644 index 00000000..74d3a0bd --- /dev/null +++ b/python/src/vectors.pxi @@ -0,0 +1,101 @@ +from cython.operator cimport preincrement as pinc + +cdef class DenseVector: +    cdef vector[weight_t]* vector + +    def __getitem__(self, char* fname): +        cdef unsigned fid = FDConvert(fname) +        if 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) +        if self.vector.size() <= fid: +            self.vector.resize(fid + 1) +        self.vector[0][fid] = value + +    def __iter__(self): +        cdef unsigned fid +        for fid in range(1, self.vector.size()): +            yield FDConvert(fid).c_str(), self.vector[0][fid] + +    def dot(self, SparseVector other): +        return other.dot(self) + +    def tosparse(self): +        cdef SparseVector sparse = SparseVector() +        sparse.vector = new FastSparseVector[weight_t]() +        InitSparseVector(self.vector[0], sparse.vector) +        return sparse + +cdef class SparseVector: +    cdef FastSparseVector[weight_t]* vector + +    def __getitem__(self, char* fname): +        cdef unsigned fid = FDConvert(fname) +        return self.vector.value(fid) +     +    def __setitem__(self, char* fname, float value): +        cdef unsigned fid = FDConvert(<char *>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]) + +    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 +     +    def __richcmp__(SparseVector self, SparseVector other, int op): +        if op == 2: # == +            return self.vector[0] == other.vector[0] +        elif op == 3: # != +            return not (self == other) +        raise NotImplemented('comparison not implemented for SparseVector') + +    def __len__(self): +        return self.vector.size() + +    def __contains__(self, char* fname): +        return self.vector.nonzero(FDConvert(fname)) +     +    def __iadd__(SparseVector self, SparseVector other): +        self.vector[0] += other.vector[0] +        return self + +    def __isub__(SparseVector self, SparseVector other): +        self.vector[0] -= other.vector[0] +        return self + +    def __imul__(SparseVector self, float scalar): +        self.vector[0] *= scalar +        return self + +    def __idiv__(SparseVector self, float scalar): +        self.vector[0] /= scalar +        return self + +    def __add__(SparseVector self, SparseVector other): +        cdef SparseVector result = SparseVector() +        result.vector = new FastSparseVector[weight_t](self.vector[0] + other.vector[0]) +        return result + +    def __sub__(SparseVector self, SparseVector other): +        cdef SparseVector result = SparseVector() +        result.vector = new FastSparseVector[weight_t](self.vector[0] - other.vector[0]) +        return result | 
