From 57d8aeaf862bad8516e8aa87eca10fdb75bdcb3a Mon Sep 17 00:00:00 2001 From: Victor Chahuneau Date: Mon, 4 Jun 2012 02:16:59 -0400 Subject: Python module: initial version --- python/cdec/__init__.py | 1 + python/cdec/scfg/__init__.py | 1 + python/cdec/scfg/extractor.py | 112 + python/cdec/scfg/features.py | 62 + python/setup.py | 20 + python/src/_cdec.cpp | 4766 +++++++++++++++++++++++++++++++++++++++++ python/src/_cdec.pyx | 99 + python/src/decoder.pxd | 37 + python/src/hypergraph.pxd | 10 + python/src/observer.h | 22 + python/src/utils.pxd | 29 + python/test.py | 17 + 12 files changed, 5176 insertions(+) create mode 100644 python/cdec/__init__.py create mode 100644 python/cdec/scfg/__init__.py create mode 100644 python/cdec/scfg/extractor.py create mode 100644 python/cdec/scfg/features.py create mode 100644 python/setup.py create mode 100644 python/src/_cdec.cpp create mode 100644 python/src/_cdec.pyx create mode 100644 python/src/decoder.pxd create mode 100644 python/src/hypergraph.pxd create mode 100644 python/src/observer.h create mode 100644 python/src/utils.pxd create mode 100644 python/test.py (limited to 'python') diff --git a/python/cdec/__init__.py b/python/cdec/__init__.py new file mode 100644 index 00000000..910140d6 --- /dev/null +++ b/python/cdec/__init__.py @@ -0,0 +1 @@ +from _cdec import Decoder, Hypergraph diff --git a/python/cdec/scfg/__init__.py b/python/cdec/scfg/__init__.py new file mode 100644 index 00000000..6eb2f88f --- /dev/null +++ b/python/cdec/scfg/__init__.py @@ -0,0 +1 @@ +from extractor import GrammarExtractor diff --git a/python/cdec/scfg/extractor.py b/python/cdec/scfg/extractor.py new file mode 100644 index 00000000..9f1e1137 --- /dev/null +++ b/python/cdec/scfg/extractor.py @@ -0,0 +1,112 @@ +#!/usr/bin/env python +import StringIO + +import clex +import rulefactory +import calignment +import csuf +import cdat +import sym +import log + +log.level = -1 + +from features import EgivenFCoherent, SampleCountF, CountEF,\ + MaxLexEgivenF, MaxLexFgivenE, IsSingletonF, IsSingletonFE +from features import contextless + +class Output(StringIO.StringIO): + def close(self): + pass + + def __str__(self): + return self.getvalue() + +from itertools import chain + +def get_cn(sentence): + sentence = chain(('',), sentence.split(), ('',)) + sentence = (sym.fromstring(word, terminal=True) for word in sentence) + return tuple(((word, None, 1), ) for word in sentence) + +class PhonyGrammar: + def add(self, thing): + pass + +class GrammarExtractor: + def __init__(self, config): + alignment = calignment.Alignment(config['a_file'], from_binary=True) + self.factory = rulefactory.HieroCachingRuleFactory( + # compiled alignment object (REQUIRED) + alignment=alignment, + # name of generic nonterminal used by Hiero + category="[X]", + # do not change for extraction + grammar=PhonyGrammar(), # TODO: set to None? + # maximum number of contiguous chunks of terminal symbols in RHS of a rule. If None, defaults to max_nonterminals+1 + max_chunks=None, + # maximum span of a grammar rule in TEST DATA + max_initial_size=15, + # maximum number of symbols (both T and NT) allowed in a rule + max_length=config['max_len'], + # maximum number of nonterminals allowed in a rule (set >2 at your own risk) + max_nonterminals=config['max_nt'], + # maximum number of contiguous chunks of terminal symbols in target-side RHS of a rule. If None, defaults to max_nonterminals+1 + max_target_chunks=None, + # maximum number of target side symbols (both T and NT) allowed in a rule. If None, defaults to max_initial_size + max_target_length=None, + # minimum span of a nonterminal in the RHS of a rule in TEST DATA + min_gap_size=1, + # filename of file containing precomputed collocations + precompute_file=config['precompute_file'], + # maximum frequency rank of patterns used to compute triples (don't set higher than 20). + precompute_secondary_rank=config['rank2'], + # maximum frequency rank of patterns used to compute collocations (no need to set higher than maybe 200-300) + precompute_rank=config['rank1'], + # require extracted rules to have at least one aligned word + require_aligned_terminal=True, + # require each contiguous chunk of extracted rules to have at least one aligned word + require_aligned_chunks=False, + # generate a complete grammar for each input sentence + per_sentence_grammar=True, + # maximum span of a grammar rule extracted from TRAINING DATA + train_max_initial_size=config['max_size'], + # minimum span of an RHS nonterminal in a rule extracted from TRAINING DATA + train_min_gap_size=config['min_gap'], + # True if phrases should be tight, False otherwise (False seems to give better results but is slower) + tight_phrases=True, + ) + self.fsarray = csuf.SuffixArray(config['f_sa_file'], from_binary=True) + self.edarray = cdat.DataArray(config['e_file'], from_binary=True) + + self.factory.registerContext(self) + + # lower=faster, higher=better; improvements level off above 200-300 range, -1 = don't sample, use all data (VERY SLOW!) + self.sampler = rulefactory.Sampler(300) + self.sampler.registerContext(self) + + # lexical weighting tables + tt = clex.CLex(config['lex_file'], from_binary=True) + + self.models = (EgivenFCoherent, SampleCountF, CountEF, + MaxLexFgivenE(tt), MaxLexEgivenF(tt), IsSingletonF, IsSingletonFE) + self.models = tuple(contextless(feature) for feature in self.models) + + def grammar(self, sentence): + out = Output() + cn = get_cn(sentence) + self.factory.input_file(cn, out) + return str(out) + +def main(config): + sys.path.append(os.path.dirname(config)) + module = __import__(os.path.basename(config).replace('.py', '')) + extractor = GrammarExtractor(module.__dict__) + print extractor.grammar(next(sys.stdin)) + +if __name__ == '__main__': + import sys, os + if len(sys.argv) != 2 or not sys.argv[1].endswith('.py'): + sys.stderr.write('Usage: %s config.py\n' % sys.argv[0]) + sys.exit(1) + main(*sys.argv[1:]) diff --git a/python/cdec/scfg/features.py b/python/cdec/scfg/features.py new file mode 100644 index 00000000..6419cdd8 --- /dev/null +++ b/python/cdec/scfg/features.py @@ -0,0 +1,62 @@ +from __future__ import division +import math +import sym + +def contextless(feature): + feature.compute_contextless_score = feature + return feature + +MAXSCORE = 99 + +def EgivenF(fphrase, ephrase, paircount, fcount, fsample_count): # p(e|f) + return -math.log10(paircount/fcount) + +def CountEF(fphrase, ephrase, paircount, fcount, fsample_count): + return math.log10(1 + paircount) + +def SampleCountF(fphrase, ephrase, paircount, fcount, fsample_count): + return math.log10(1 + fsample_count) + +def EgivenFCoherent(fphrase, ephrase, paircount, fcount, fsample_count): + prob = paircount/fsample_count + return -math.log10(prob) if prob > 0 else MAXSCORE + +def CoherenceProb(fphrase, ephrase, paircount, fcount, fsample_count): + return -math.log10(fcount/fsample_count) + +def MaxLexEgivenF(ttable): + def feature(fphrase, ephrase, paircount, fcount, fsample_count): + fwords = [sym.tostring(w) for w in fphrase if not sym.isvar(w)] + ['NULL'] + ewords = (sym.tostring(w) for w in ephrase if not sym.isvar(w)) + def score(): + for e in ewords: + maxScore = max(ttable.get_score(f, e, 0) for f in fwords) + yield -math.log10(maxScore) if maxScore > 0 else MAXSCORE + return sum(score()) + return feature + +def MaxLexFgivenE(ttable): + def feature(fphrase, ephrase, paircount, fcount, fsample_count): + fwords = (sym.tostring(w) for w in fphrase if not sym.isvar(w)) + ewords = [sym.tostring(w) for w in ephrase if not sym.isvar(w)] + ['NULL'] + def score(): + for f in fwords: + maxScore = max(ttable.get_score(f, e, 1) for e in ewords) + yield -math.log10(maxScore) if maxScore > 0 else MAXSCORE + return sum(score()) + return feature + +def IsSingletonF(fphrase, ephrase, paircount, fcount, fsample_count): + return (fcount == 1) + +def IsSingletonFE(fphrase, ephrase, paircount, fcount, fsample_count): + return (paircount == 1) + +def IsNotSingletonF(fphrase, ephrase, paircount, fcount, fsample_count): + return (fcount > 1) + +def IsNotSingletonFE(fphrase, ephrase, paircount, fcount, fsample_count): + return (paircount > 1) + +def IsFEGreaterThanZero(fphrase, ephrase, paircount, fcount, fsample_count): + return (paircount > 0.01) diff --git a/python/setup.py b/python/setup.py new file mode 100644 index 00000000..756de088 --- /dev/null +++ b/python/setup.py @@ -0,0 +1,20 @@ +from distutils.core import setup +from distutils.extension import Extension +from Cython.Distutils import build_ext + +ext_modules = [ + Extension(name='_cdec', + sources=['src/_cdec.pyx'], + language='C++', + include_dirs=['..', 'src/', '../decoder', '../utils'], + library_dirs=['../decoder', '../utils', '../mteval', '../klm/lm', '../klm/util'], + libraries=['boost_program_options-mt', 'z', + 'cdec', 'utils', 'mteval', 'klm', 'klm_util']) +] + +setup( + name='cdec', + cmdclass={'build_ext': build_ext}, + ext_modules=ext_modules, + packages=['cdec', 'cdec.scfg'] +) diff --git a/python/src/_cdec.cpp b/python/src/_cdec.cpp new file mode 100644 index 00000000..a668912f --- /dev/null +++ b/python/src/_cdec.cpp @@ -0,0 +1,4766 @@ +/* Generated by Cython 0.15.1 on Mon Jun 4 01:31:27 2012 */ + +#define PY_SSIZE_T_CLEAN +#include "Python.h" +#ifndef Py_PYTHON_H + #error Python headers needed to compile C extensions, please install development version of Python. +#else + +#include /* For offsetof */ +#ifndef offsetof +#define offsetof(type, member) ( (size_t) & ((type*)0) -> member ) +#endif + +#if !defined(WIN32) && !defined(MS_WINDOWS) + #ifndef __stdcall + #define __stdcall + #endif + #ifndef __cdecl + #define __cdecl + #endif + #ifndef __fastcall + #define __fastcall + #endif +#endif + +#ifndef DL_IMPORT + #define DL_IMPORT(t) t +#endif +#ifndef DL_EXPORT + #define DL_EXPORT(t) t +#endif + +#ifndef PY_LONG_LONG + #define PY_LONG_LONG LONG_LONG +#endif + +#if PY_VERSION_HEX < 0x02040000 + #define METH_COEXIST 0 + #define PyDict_CheckExact(op) (Py_TYPE(op) == &PyDict_Type) + #define PyDict_Contains(d,o) PySequence_Contains(d,o) +#endif + +#if PY_VERSION_HEX < 0x02050000 + typedef int Py_ssize_t; + #define PY_SSIZE_T_MAX INT_MAX + #define PY_SSIZE_T_MIN INT_MIN + #define PY_FORMAT_SIZE_T "" + #define PyInt_FromSsize_t(z) PyInt_FromLong(z) + #define PyInt_AsSsize_t(o) __Pyx_PyInt_AsInt(o) + #define PyNumber_Index(o) PyNumber_Int(o) + #define PyIndex_Check(o) PyNumber_Check(o) + #define PyErr_WarnEx(category, message, stacklevel) PyErr_Warn(category, message) +#endif + +#if PY_VERSION_HEX < 0x02060000 + #define Py_REFCNT(ob) (((PyObject*)(ob))->ob_refcnt) + #define Py_TYPE(ob) (((PyObject*)(ob))->ob_type) + #define Py_SIZE(ob) (((PyVarObject*)(ob))->ob_size) + #define PyVarObject_HEAD_INIT(type, size) \ + PyObject_HEAD_INIT(type) size, + #define PyType_Modified(t) + + typedef struct { + void *buf; + PyObject *obj; + Py_ssize_t len; + Py_ssize_t itemsize; + int readonly; + int ndim; + char *format; + Py_ssize_t *shape; + Py_ssize_t *strides; + Py_ssize_t *suboffsets; + void *internal; + } Py_buffer; + + #define PyBUF_SIMPLE 0 + #define PyBUF_WRITABLE 0x0001 + #define PyBUF_FORMAT 0x0004 + #define PyBUF_ND 0x0008 + #define PyBUF_STRIDES (0x0010 | PyBUF_ND) + #define PyBUF_C_CONTIGUOUS (0x0020 | PyBUF_STRIDES) + #define PyBUF_F_CONTIGUOUS (0x0040 | PyBUF_STRIDES) + #define PyBUF_ANY_CONTIGUOUS (0x0080 | PyBUF_STRIDES) + #define PyBUF_INDIRECT (0x0100 | PyBUF_STRIDES) + +#endif + +#if PY_MAJOR_VERSION < 3 + #define __Pyx_BUILTIN_MODULE_NAME "__builtin__" +#else + #define __Pyx_BUILTIN_MODULE_NAME "builtins" +#endif + +#if PY_MAJOR_VERSION >= 3 + #define Py_TPFLAGS_CHECKTYPES 0 + #define Py_TPFLAGS_HAVE_INDEX 0 +#endif + +#if (PY_VERSION_HEX < 0x02060000) || (PY_MAJOR_VERSION >= 3) + #define Py_TPFLAGS_HAVE_NEWBUFFER 0 +#endif + +#if PY_MAJOR_VERSION >= 3 + #define PyBaseString_Type PyUnicode_Type + #define PyStringObject PyUnicodeObject + #define PyString_Type PyUnicode_Type + #define PyString_Check PyUnicode_Check + #define PyString_CheckExact PyUnicode_CheckExact +#endif + +#if PY_VERSION_HEX < 0x02060000 + #define PyBytesObject PyStringObject + #define PyBytes_Type PyString_Type + #define PyBytes_Check PyString_Check + #define PyBytes_CheckExact PyString_CheckExact + #define PyBytes_FromString PyString_FromString + #define PyBytes_FromStringAndSize PyString_FromStringAndSize + #define PyBytes_FromFormat PyString_FromFormat + #define PyBytes_DecodeEscape PyString_DecodeEscape + #define PyBytes_AsString PyString_AsString + #define PyBytes_AsStringAndSize PyString_AsStringAndSize + #define PyBytes_Size PyString_Size + #define PyBytes_AS_STRING PyString_AS_STRING + #define PyBytes_GET_SIZE PyString_GET_SIZE + #define PyBytes_Repr PyString_Repr + #define PyBytes_Concat PyString_Concat + #define PyBytes_ConcatAndDel PyString_ConcatAndDel +#endif + +#if PY_VERSION_HEX < 0x02060000 + #define PySet_Check(obj) PyObject_TypeCheck(obj, &PySet_Type) + #define PyFrozenSet_Check(obj) PyObject_TypeCheck(obj, &PyFrozenSet_Type) +#endif +#ifndef PySet_CheckExact + #define PySet_CheckExact(obj) (Py_TYPE(obj) == &PySet_Type) +#endif + +#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type) + +#if PY_MAJOR_VERSION >= 3 + #define PyIntObject PyLongObject + #define PyInt_Type PyLong_Type + #define PyInt_Check(op) PyLong_Check(op) + #define PyInt_CheckExact(op) PyLong_CheckExact(op) + #define PyInt_FromString PyLong_FromString + #define PyInt_FromUnicode PyLong_FromUnicode + #define PyInt_FromLong PyLong_FromLong + #define PyInt_FromSize_t PyLong_FromSize_t + #define PyInt_FromSsize_t PyLong_FromSsize_t + #define PyInt_AsLong PyLong_AsLong + #define PyInt_AS_LONG PyLong_AS_LONG + #define PyInt_AsSsize_t PyLong_AsSsize_t + #define PyInt_AsUnsignedLongMask PyLong_AsUnsignedLongMask + #define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask +#endif + +#if PY_MAJOR_VERSION >= 3 + #define PyBoolObject PyLongObject +#endif + +#if PY_VERSION_HEX < 0x03020000 + typedef long Py_hash_t; + #define __Pyx_PyInt_FromHash_t PyInt_FromLong + #define __Pyx_PyInt_AsHash_t PyInt_AsLong +#else + #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t + #define __Pyx_PyInt_AsHash_t PyInt_AsSsize_t +#endif + + +#if PY_MAJOR_VERSION >= 3 + #define __Pyx_PyNumber_Divide(x,y) PyNumber_TrueDivide(x,y) + #define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceTrueDivide(x,y) +#else + #define __Pyx_PyNumber_Divide(x,y) PyNumber_Divide(x,y) + #define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceDivide(x,y) +#endif + +#if (PY_MAJOR_VERSION < 3) || (PY_VERSION_HEX >= 0x03010300) + #define __Pyx_PySequence_GetSlice(obj, a, b) PySequence_GetSlice(obj, a, b) + #define __Pyx_PySequence_SetSlice(obj, a, b, value) PySequence_SetSlice(obj, a, b, value) + #define __Pyx_PySequence_DelSlice(obj, a, b) PySequence_DelSlice(obj, a, b) +#else + #define __Pyx_PySequence_GetSlice(obj, a, b) (unlikely(!(obj)) ? \ + (PyErr_SetString(PyExc_SystemError, "null argument to internal routine"), (PyObject*)0) : \ + (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_GetSlice(obj, a, b)) : \ + (PyErr_Format(PyExc_TypeError, "'%.200s' object is unsliceable", (obj)->ob_type->tp_name), (PyObject*)0))) + #define __Pyx_PySequence_SetSlice(obj, a, b, value) (unlikely(!(obj)) ? \ + (PyErr_SetString(PyExc_SystemError, "null argument to internal routine"), -1) : \ + (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_SetSlice(obj, a, b, value)) : \ + (PyErr_Format(PyExc_TypeError, "'%.200s' object doesn't support slice assignment", (obj)->ob_type->tp_name), -1))) + #define __Pyx_PySequence_DelSlice(obj, a, b) (unlikely(!(obj)) ? \ + (PyErr_SetString(PyExc_SystemError, "null argument to internal routine"), -1) : \ + (likely((obj)->ob_type->tp_as_mapping) ? (PySequence_DelSlice(obj, a, b)) : \ + (PyErr_Format(PyExc_TypeError, "'%.200s' object doesn't support slice deletion", (obj)->ob_type->tp_name), -1))) +#endif + +#if PY_MAJOR_VERSION >= 3 + #define PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : PyInstanceMethod_New(func)) +#endif + +#if PY_VERSION_HEX < 0x02050000 + #define __Pyx_GetAttrString(o,n) PyObject_GetAttrString((o),((char *)(n))) + #define __Pyx_SetAttrString(o,n,a) PyObject_SetAttrString((o),((char *)(n)),(a)) + #define __Pyx_DelAttrString(o,n) PyObject_DelAttrString((o),((char *)(n))) +#else + #define __Pyx_GetAttrString(o,n) PyObject_GetAttrString((o),(n)) + #define __Pyx_SetAttrString(o,n,a) PyObject_SetAttrString((o),(n),(a)) + #define __Pyx_DelAttrString(o,n) PyObject_DelAttrString((o),(n)) +#endif + +#if PY_VERSION_HEX < 0x02050000 + #define __Pyx_NAMESTR(n) ((char *)(n)) + #define __Pyx_DOCSTR(n) ((char *)(n)) +#else + #define __Pyx_NAMESTR(n) (n) + #define __Pyx_DOCSTR(n) (n) +#endif + +#ifndef __PYX_EXTERN_C + #ifdef __cplusplus + #define __PYX_EXTERN_C extern "C" + #else + #define __PYX_EXTERN_C extern + #endif +#endif + +#if defined(WIN32) || defined(MS_WINDOWS) +#define _USE_MATH_DEFINES +#endif +#include +#define __PYX_HAVE___cdec +#define __PYX_HAVE_API___cdec +#include +#include +#include +#include "utils/filelib.h" +#include "utils/weights.h" +#include "utils/wordid.h" +#include "utils/tdict.cc" +#include "utils/verbose.h" +#include "utils/fdict.h" +#include "decoder/hg.h" +#include "decoder/viterbi.h" +#include "decoder/ff_register.h" +#include "decoder/decoder.h" +#include "observer.h" +#ifdef _OPENMP +#include +#endif /* _OPENMP */ + +#ifdef PYREX_WITHOUT_ASSERTIONS +#define CYTHON_WITHOUT_ASSERTIONS +#endif + + +/* inline attribute */ +#ifndef CYTHON_INLINE + #if defined(__GNUC__) + #define CYTHON_INLINE __inline__ + #elif defined(_MSC_VER) + #define CYTHON_INLINE __inline + #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L + #define CYTHON_INLINE inline + #else + #define CYTHON_INLINE + #endif +#endif + +/* unused attribute */ +#ifndef CYTHON_UNUSED +# if defined(__GNUC__) +# if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4)) +# define CYTHON_UNUSED __attribute__ ((__unused__)) +# else +# define CYTHON_UNUSED +# endif +# elif defined(__ICC) || defined(__INTEL_COMPILER) +# define CYTHON_UNUSED __attribute__ ((__unused__)) +# else +# define CYTHON_UNUSED +# endif +#endif + +typedef struct {PyObject **p; char *s; const long n; const char* encoding; const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry; /*proto*/ + + +/* Type Conversion Predeclarations */ + +#define __Pyx_PyBytes_FromUString(s) PyBytes_FromString((char*)s) +#define __Pyx_PyBytes_AsUString(s) ((unsigned char*) PyBytes_AsString(s)) + +#define __Pyx_Owned_Py_None(b) (Py_INCREF(Py_None), Py_None) +#define __Pyx_PyBool_FromLong(b) ((b) ? 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PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x)) + + +#ifdef __GNUC__ + /* Test for GCC > 2.95 */ + #if __GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)) + #define likely(x) __builtin_expect(!!(x), 1) + #define unlikely(x) __builtin_expect(!!(x), 0) + #else /* __GNUC__ > 2 ... */ + #define likely(x) (x) + #define unlikely(x) (x) + #endif /* __GNUC__ > 2 ... */ +#else /* __GNUC__ */ + #define likely(x) (x) + #define unlikely(x) (x) +#endif /* __GNUC__ */ + +static PyObject *__pyx_m; +static PyObject *__pyx_b; +static PyObject *__pyx_empty_tuple; +static PyObject *__pyx_empty_bytes; +static int __pyx_lineno; +static int __pyx_clineno = 0; +static const char * __pyx_cfilenm= __FILE__; +static const char *__pyx_filename; + + +static const char *__pyx_f[] = { + "_cdec.pyx", +}; + +static PyObject *__Pyx_Generator_Next(PyObject *self); +static PyObject *__Pyx_Generator_Send(PyObject *self, PyObject *value); +static PyObject *__Pyx_Generator_Close(PyObject *self); +static PyObject *__Pyx_Generator_Throw(PyObject *gen, PyObject *args, CYTHON_UNUSED PyObject *kwds); 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+ +static PySequenceMethods __pyx_tp_as_sequence_Weights = { + 0, /*sq_length*/ + 0, /*sq_concat*/ + 0, /*sq_repeat*/ + __pyx_sq_item_5_cdec_Weights, /*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_Weights = { + 0, /*mp_length*/ + __pyx_pf_5_cdec_7Weights_1__getitem__, /*mp_subscript*/ + __pyx_mp_ass_subscript_5_cdec_Weights, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer_Weights = { + #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_Weights = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.Weights"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec_Weights), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec_Weights, /*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_Weights, /*tp_as_number*/ + &__pyx_tp_as_sequence_Weights, /*tp_as_sequence*/ + &__pyx_tp_as_mapping_Weights, /*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*/ + 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_pf_5_cdec_7Weights_3__iter__, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec_Weights, /*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_Weights, /*tp_new*/ + 0, /*tp_free*/ + 0, /*tp_is_gc*/ + 0, /*tp_bases*/ + 0, /*tp_mro*/ + 0, /*tp_cache*/ + 0, /*tp_subclasses*/ + 0, /*tp_weaklist*/ + 0, /*tp_del*/ + #if PY_VERSION_HEX >= 0x02060000 + 0, /*tp_version_tag*/ + #endif +}; + +static PyObject *__pyx_tp_new_5_cdec_Decoder(PyTypeObject *t, PyObject *a, PyObject *k) { + struct __pyx_obj_5_cdec_Decoder *p; + PyObject *o = (*t->tp_alloc)(t, 0); + 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_pf_5_cdec_7Decoder___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_pf_5_cdec_7Decoder_1__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_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_pf_5_cdec_7Decoder_7weights___get__(o); +} + +static int __pyx_setprop_5_cdec_7Decoder_weights(PyObject *o, PyObject *v, void *x) { + if (v) { + return __pyx_pf_5_cdec_7Decoder_7weights_1__set__(o, v); + } + else { + return __pyx_pf_5_cdec_7Decoder_7weights_2__del__(o); + } +} + +static PyMethodDef __pyx_methods_5_cdec_Decoder[] = { + {__Pyx_NAMESTR("fromconfig"), (PyCFunction)__pyx_pf_5_cdec_7Decoder_2fromconfig, METH_O, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("read_weights"), (PyCFunction)__pyx_pf_5_cdec_7Decoder_3read_weights, METH_O, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("translate"), (PyCFunction)__pyx_pf_5_cdec_7Decoder_4translate, 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_Hypergraph(PyTypeObject *t, PyObject *a, PyObject *k) { + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + return o; +} + +static void __pyx_tp_dealloc_5_cdec_Hypergraph(PyObject *o) { + (*Py_TYPE(o)->tp_free)(o); +} + +static PyMethodDef __pyx_methods_5_cdec_Hypergraph[] = { + {__Pyx_NAMESTR("viterbi"), (PyCFunction)__pyx_pf_5_cdec_10Hypergraph_viterbi, METH_NOARGS, __Pyx_DOCSTR(0)}, + {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number_Hypergraph = { + 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_Hypergraph = { + 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_Hypergraph = { + 0, /*mp_length*/ + 0, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer_Hypergraph = { + #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_Hypergraph = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.Hypergraph"), /*tp_name*/ + sizeof(struct __pyx_obj_5_cdec_Hypergraph), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec_Hypergraph, /*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_Hypergraph, /*tp_as_number*/ + &__pyx_tp_as_sequence_Hypergraph, /*tp_as_sequence*/ + &__pyx_tp_as_mapping_Hypergraph, /*tp_as_mapping*/ + 0, /*tp_hash*/ + 0, /*tp_call*/ + 0, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer_Hypergraph, /*tp_as_buffer*/ + Py_TPFLAGS_DEFAULT|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/ + 0, /*tp_doc*/ + 0, /*tp_traverse*/ + 0, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + 0, /*tp_iter*/ + 0, /*tp_iternext*/ + __pyx_methods_5_cdec_Hypergraph, /*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_Hypergraph, /*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_Generator(PyTypeObject *t, PyObject *a, PyObject *k) { + struct __pyx_Generator_object *p; + PyObject *o = (*t->tp_alloc)(t, 0); + if (!o) return 0; + p = ((struct __pyx_Generator_object *)o); + p->exc_type = 0; + p->exc_value = 0; + p->exc_traceback = 0; + return o; +} + +static void __pyx_tp_dealloc_5_cdec___pyx_Generator(PyObject *o) { + struct __pyx_Generator_object *p = (struct __pyx_Generator_object *)o; + Py_XDECREF(p->exc_type); + Py_XDECREF(p->exc_value); + Py_XDECREF(p->exc_traceback); + (*Py_TYPE(o)->tp_free)(o); +} + +static int __pyx_tp_traverse_5_cdec___pyx_Generator(PyObject *o, visitproc v, void *a) { + int e; + struct __pyx_Generator_object *p = (struct __pyx_Generator_object *)o; + if (p->exc_type) { + e = (*v)(p->exc_type, a); if (e) return e; + } + if (p->exc_value) { + e = (*v)(p->exc_value, a); if (e) return e; + } + if (p->exc_traceback) { + e = (*v)(p->exc_traceback, a); if (e) return e; + } + return 0; +} + +static int __pyx_tp_clear_5_cdec___pyx_Generator(PyObject *o) { + struct __pyx_Generator_object *p = (struct __pyx_Generator_object *)o; + PyObject* tmp; + tmp = ((PyObject*)p->exc_type); + p->exc_type = Py_None; Py_INCREF(Py_None); + Py_XDECREF(tmp); + tmp = ((PyObject*)p->exc_value); + p->exc_value = Py_None; Py_INCREF(Py_None); + Py_XDECREF(tmp); + tmp = ((PyObject*)p->exc_traceback); + p->exc_traceback = Py_None; Py_INCREF(Py_None); + Py_XDECREF(tmp); + return 0; +} + +static PyMethodDef __pyx_methods_5_cdec___pyx_Generator[] = { + {__Pyx_NAMESTR("send"), (PyCFunction)__Pyx_Generator_Send, METH_O, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("close"), (PyCFunction)__Pyx_Generator_Close, METH_NOARGS, __Pyx_DOCSTR(0)}, + {__Pyx_NAMESTR("throw"), (PyCFunction)__Pyx_Generator_Throw, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)}, + {0, 0, 0, 0} +}; + +static PyNumberMethods __pyx_tp_as_number___pyx_Generator = { + 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_Generator = { + 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_Generator = { + 0, /*mp_length*/ + 0, /*mp_subscript*/ + 0, /*mp_ass_subscript*/ +}; + +static PyBufferProcs __pyx_tp_as_buffer___pyx_Generator = { + #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_Generator_type = { + PyVarObject_HEAD_INIT(0, 0) + __Pyx_NAMESTR("_cdec.__pyx_Generator"), /*tp_name*/ + sizeof(struct __pyx_Generator_object), /*tp_basicsize*/ + 0, /*tp_itemsize*/ + __pyx_tp_dealloc_5_cdec___pyx_Generator, /*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_Generator, /*tp_as_number*/ + &__pyx_tp_as_sequence___pyx_Generator, /*tp_as_sequence*/ + &__pyx_tp_as_mapping___pyx_Generator, /*tp_as_mapping*/ + 0, /*tp_hash*/ + 0, /*tp_call*/ + 0, /*tp_str*/ + 0, /*tp_getattro*/ + 0, /*tp_setattro*/ + &__pyx_tp_as_buffer___pyx_Generator, /*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_Generator, /*tp_traverse*/ + __pyx_tp_clear_5_cdec___pyx_Generator, /*tp_clear*/ + 0, /*tp_richcompare*/ + 0, /*tp_weaklistoffset*/ + PyObject_SelfIter, /*tp_iter*/ + __Pyx_Generator_Next, /*tp_iternext*/ + __pyx_methods_5_cdec___pyx_Generator, /*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_Generator, /*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 = __pyx_tp_new_5_cdec___pyx_Generator(t, a, k); + if (!o) return 0; + p = ((struct __pyx_obj_5_cdec___pyx_scope_struct____iter__ *)o); + p->__pyx_v_self = 0; + return o; +} + +static void __pyx_tp_dealloc_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; + Py_XDECREF(((PyObject *)p->__pyx_v_self)); + __pyx_tp_dealloc_5_cdec___pyx_Generator(o); +} + +static int __pyx_tp_traverse_5_cdec___pyx_scope_struct____iter__(PyObject *o, visitproc v, void *a) { + int e; + struct __pyx_obj_5_cdec___pyx_scope_struct____iter__ *p = (struct __pyx_obj_5_cdec___pyx_scope_struct____iter__ *)o; + e = __pyx_tp_traverse_5_cdec___pyx_Generator(o, v, a); if (e) return e; + if (p->__pyx_v_self) { + e = (*v)(((PyObject*)p->__pyx_v_self), a); 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__pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + /*--- Global init code ---*/ + /*--- 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 = 12; __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 = 12; __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 = 35; __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 = 35; __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 = 82; __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 = 82; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec_Hypergraph = &__pyx_type_5_cdec_Hypergraph; + if (PyType_Ready(&__pyx_Generator_type) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 30; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec___pyx_Generator = &__pyx_Generator_type; + __pyx_type_5_cdec___pyx_scope_struct____iter__.tp_base = __pyx_ptype_5_cdec___pyx_Generator; + if (PyType_Ready(&__pyx_type_5_cdec___pyx_scope_struct____iter__) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 30; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __pyx_ptype_5_cdec___pyx_scope_struct____iter__ = &__pyx_type_5_cdec___pyx_scope_struct____iter__; + /*--- Type import code ---*/ + /*--- Variable import code ---*/ + /*--- Function import code ---*/ + /*--- Execution code ---*/ + + /* "_cdec.pyx":7 + * cimport decoder + * + * SetSilent(True) # <<<<<<<<<<<<<< + * + * class ParseFailed(Exception): + */ + SetSilent(1); 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__pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0; + __Pyx_DECREF(((PyObject *)__pyx_t_1)); __pyx_t_1 = 0; + + /* "_cdec.pyx":53 + * + * @classmethod + * def fromconfig(cls, ini): # <<<<<<<<<<<<<< + * cdef dict config = {} + * with open(ini) as fp: + */ + __pyx_t_1 = __Pyx_GetName((PyObject *)__pyx_ptype_5_cdec_Decoder, __pyx_n_s__fromconfig); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 53; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(__pyx_t_1); + __pyx_t_3 = __Pyx_Method_ClassMethod(__pyx_t_1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 52; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(__pyx_t_3); + __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0; + if (PyDict_SetItem((PyObject *)__pyx_ptype_5_cdec_Decoder->tp_dict, __pyx_n_s__fromconfig, __pyx_t_3) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 53; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0; + PyType_Modified(__pyx_ptype_5_cdec_Decoder); + + /* "_cdec.pyx":1 + * from libcpp.string cimport string # <<<<<<<<<<<<<< + * from libcpp.vector cimport vector + * from utils cimport * + */ + __pyx_t_3 = PyDict_New(); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_GOTREF(((PyObject *)__pyx_t_3)); + if (PyObject_SetAttr(__pyx_m, __pyx_n_s____test__, ((PyObject *)__pyx_t_3)) < 0) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 1; __pyx_clineno = __LINE__; goto __pyx_L1_error;} + __Pyx_DECREF(((PyObject *)__pyx_t_3)); __pyx_t_3 = 0; + goto __pyx_L0; + __pyx_L1_error:; + __Pyx_XDECREF(__pyx_t_1); + __Pyx_XDECREF(__pyx_t_2); + __Pyx_XDECREF(__pyx_t_3); + if (__pyx_m) { + __Pyx_AddTraceback("init _cdec", __pyx_clineno, __pyx_lineno, __pyx_filename); + Py_DECREF(__pyx_m); __pyx_m = 0; + } else if (!PyErr_Occurred()) { + PyErr_SetString(PyExc_ImportError, "init _cdec"); + } + __pyx_L0:; + __Pyx_RefNannyFinishContext(); 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+ #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_CheckExact(key)) && 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 { + /* unexpected keyword found */ + 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) { + PyObject *tmp_type, *tmp_value, *tmp_tb; + PyThreadState *tstate = PyThreadState_GET(); + + tmp_type = tstate->curexc_type; + tmp_value = tstate->curexc_value; + tmp_tb = tstate->curexc_traceback; + tstate->curexc_type = type; + tstate->curexc_value = value; + tstate->curexc_traceback = tb; + Py_XDECREF(tmp_type); + Py_XDECREF(tmp_value); + Py_XDECREF(tmp_tb); +} + +static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb) { + PyThreadState *tstate = PyThreadState_GET(); + *type = tstate->curexc_type; + *value = tstate->curexc_value; + *tb = tstate->curexc_traceback; + + tstate->curexc_type = 0; + tstate->curexc_value = 0; + tstate->curexc_traceback = 0; +} + + +#if PY_MAJOR_VERSION < 3 +static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) { + /* cause is unused */ + Py_XINCREF(type); + Py_XINCREF(value); + Py_XINCREF(tb); + /* First, check the traceback argument, replacing None with NULL. */ + if (tb == Py_None) { + Py_DECREF(tb); + tb = 0; + } + else if (tb != NULL && !PyTraceBack_Check(tb)) { + PyErr_SetString(PyExc_TypeError, + "raise: arg 3 must be a traceback or None"); + goto raise_error; + } + /* Next, replace a missing value with None */ + if (value == NULL) { + value = Py_None; + Py_INCREF(value); + } + #if PY_VERSION_HEX < 0x02050000 + if (!PyClass_Check(type)) + #else + if (!PyType_Check(type)) + #endif + { + /* Raising an instance. The value should be a dummy. */ + if (value != Py_None) { + PyErr_SetString(PyExc_TypeError, + "instance exception may not have a separate value"); + goto raise_error; + } + /* Normalize to raise , */ + Py_DECREF(value); + value = type; + #if PY_VERSION_HEX < 0x02050000 + if (PyInstance_Check(type)) { + type = (PyObject*) ((PyInstanceObject*)type)->in_class; + Py_INCREF(type); + } + else { + type = 0; + PyErr_SetString(PyExc_TypeError, + "raise: exception must be an old-style class or instance"); + goto raise_error; + } + #else + type = (PyObject*) Py_TYPE(type); + Py_INCREF(type); + if (!PyType_IsSubtype((PyTypeObject *)type, (PyTypeObject *)PyExc_BaseException)) { + PyErr_SetString(PyExc_TypeError, + "raise: exception class must be a subclass of BaseException"); + goto raise_error; + } + #endif + } + + __Pyx_ErrRestore(type, value, tb); + return; +raise_error: + Py_XDECREF(value); + Py_XDECREF(type); + Py_XDECREF(tb); + return; +} + +#else /* Python 3+ */ + +static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) { + if (tb == Py_None) { + tb = 0; + } else if (tb && !PyTraceBack_Check(tb)) { + PyErr_SetString(PyExc_TypeError, + "raise: arg 3 must be a traceback or None"); + goto bad; + } + if (value == Py_None) + value = 0; + + if (PyExceptionInstance_Check(type)) { + if (value) { + PyErr_SetString(PyExc_TypeError, + "instance exception may not have a separate value"); + goto bad; + } + value = type; + type = (PyObject*) Py_TYPE(value); + } else if (!PyExceptionClass_Check(type)) { + PyErr_SetString(PyExc_TypeError, + "raise: exception class must be a subclass of BaseException"); + goto bad; + } + + if (cause) { + PyObject *fixed_cause; + if (PyExceptionClass_Check(cause)) { + fixed_cause = PyObject_CallObject(cause, NULL); + if (fixed_cause == NULL) + goto bad; + } + else if (PyExceptionInstance_Check(cause)) { + fixed_cause = cause; + Py_INCREF(fixed_cause); + } + else { + PyErr_SetString(PyExc_TypeError, + "exception causes must derive from " + "BaseException"); + goto bad; + } + if (!value) { + value = PyObject_CallObject(type, NULL); + } + PyException_SetCause(value, fixed_cause); + } + + PyErr_SetObject(type, value); + + if (tb) { + PyThreadState *tstate = PyThreadState_GET(); + PyObject* tmp_tb = tstate->curexc_traceback; + if (tb != tmp_tb) { + Py_INCREF(tb); + tstate->curexc_traceback = tb; + Py_XDECREF(tmp_tb); + } + } + +bad: + return; +} +#endif + +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", + index, (index == 1) ? "" : "s"); +} + +static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) { + PyErr_Format(PyExc_ValueError, + "too many values to unpack (expected %"PY_FORMAT_SIZE_T"d)", expected); +} + +static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) { + if (unlikely(retval)) { + Py_DECREF(retval); + __Pyx_RaiseTooManyValuesError(expected); + return -1; + } else if (PyErr_Occurred()) { + if (likely(PyErr_ExceptionMatches(PyExc_StopIteration))) { + PyErr_Clear(); + return 0; + } else { + return -1; + } + } + return 0; +} + +static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb) { + PyObject *local_type, *local_value, *local_tb; + PyObject *tmp_type, *tmp_value, *tmp_tb; + PyThreadState *tstate = PyThreadState_GET(); + local_type = tstate->curexc_type; + local_value = tstate->curexc_value; + local_tb = tstate->curexc_traceback; + tstate->curexc_type = 0; + tstate->curexc_value = 0; + tstate->curexc_traceback = 0; + PyErr_NormalizeException(&local_type, &local_value, &local_tb); + if (unlikely(tstate->curexc_type)) + goto bad; + #if PY_MAJOR_VERSION >= 3 + if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0)) + goto bad; + #endif + *type = local_type; + *value = local_value; + *tb = local_tb; + Py_INCREF(local_type); + Py_INCREF(local_value); + Py_INCREF(local_tb); + tmp_type = tstate->exc_type; + tmp_value = tstate->exc_value; + tmp_tb = tstate->exc_traceback; + tstate->exc_type = local_type; + tstate->exc_value = local_value; + tstate->exc_traceback = local_tb; + /* Make sure tstate is in a consistent state when we XDECREF + these objects (XDECREF may run arbitrary code). */ + Py_XDECREF(tmp_type); + Py_XDECREF(tmp_value); + Py_XDECREF(tmp_tb); + return 0; +bad: + *type = 0; + *value = 0; + *tb = 0; + Py_XDECREF(local_type); + Py_XDECREF(local_value); + Py_XDECREF(local_tb); + return -1; +} + + +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) { + return PyFloat_AsDouble(obj); + } else if (PyUnicode_CheckExact(obj) || PyBytes_CheckExact(obj)) { +#if PY_MAJOR_VERSION >= 3 + float_value = PyFloat_FromString(obj); +#else + float_value = PyFloat_FromString(obj, 0); +#endif + } else { + PyObject* args = PyTuple_New(1); + if (unlikely(!args)) goto bad; + PyTuple_SET_ITEM(args, 0, obj); + float_value = PyObject_Call((PyObject*)&PyFloat_Type, args, 0); + PyTuple_SET_ITEM(args, 0, 0); + Py_DECREF(args); + } + if (likely(float_value)) { + double value = PyFloat_AS_DOUBLE(float_value); + Py_DECREF(float_value); + return value; + } +bad: + return (double)-1; +} + +static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) { + if (unlikely(!type)) { + PyErr_Format(PyExc_SystemError, "Missing type object"); + return 0; + } + if (likely(PyObject_TypeCheck(obj, type))) + return 1; + PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s", + Py_TYPE(obj)->tp_name, type->tp_name); + return 0; +} + +static CYTHON_INLINE void __Pyx_ExceptionSave(PyObject **type, PyObject **value, PyObject **tb) { + PyThreadState *tstate = PyThreadState_GET(); + *type = tstate->exc_type; + *value = tstate->exc_value; + *tb = tstate->exc_traceback; + Py_XINCREF(*type); + Py_XINCREF(*value); + Py_XINCREF(*tb); +} + +static void __Pyx_ExceptionReset(PyObject *type, PyObject *value, PyObject *tb) { + PyObject *tmp_type, *tmp_value, *tmp_tb; + PyThreadState *tstate = PyThreadState_GET(); + tmp_type = tstate->exc_type; + tmp_value = tstate->exc_value; + tmp_tb = tstate->exc_traceback; + tstate->exc_type = type; + tstate->exc_value = value; + tstate->exc_traceback = tb; + Py_XDECREF(tmp_type); + Py_XDECREF(tmp_value); + Py_XDECREF(tmp_tb); +} + +static PyObject *__Pyx_FindPy2Metaclass(PyObject *bases) { + PyObject *metaclass; + /* Default metaclass */ +#if PY_MAJOR_VERSION < 3 + if (PyTuple_Check(bases) && PyTuple_GET_SIZE(bases) > 0) { + PyObject *base = PyTuple_GET_ITEM(bases, 0); + metaclass = PyObject_GetAttrString(base, (char *)"__class__"); + if (!metaclass) { + PyErr_Clear(); + metaclass = (PyObject*) Py_TYPE(base); + } + } else { + metaclass = (PyObject *) &PyClass_Type; + } +#else + if (PyTuple_Check(bases) && PyTuple_GET_SIZE(bases) > 0) { + PyObject *base = PyTuple_GET_ITEM(bases, 0); + metaclass = (PyObject*) Py_TYPE(base); + } else { + metaclass = (PyObject *) &PyType_Type; + } +#endif + Py_INCREF(metaclass); + return metaclass; +} + +static PyObject *__Pyx_CreateClass(PyObject *bases, PyObject *dict, PyObject *name, + PyObject *modname) { + PyObject *result; + PyObject *metaclass; + + if (PyDict_SetItemString(dict, "__module__", modname) < 0) + return NULL; + + /* Python2 __metaclass__ */ + metaclass = PyDict_GetItemString(dict, "__metaclass__"); + if (metaclass) { + Py_INCREF(metaclass); + } else { + metaclass = __Pyx_FindPy2Metaclass(bases); + } + result = PyObject_CallFunctionObjArgs(metaclass, name, bases, dict, NULL); + Py_DECREF(metaclass); + return result; +} + +static PyObject* __Pyx_Method_ClassMethod(PyObject *method) { + /* It appears that PyMethodDescr_Type is not anywhere exposed in the Python/C API */ + static PyTypeObject *methoddescr_type = NULL; + if (methoddescr_type == NULL) { + PyObject *meth = __Pyx_GetAttrString((PyObject*)&PyList_Type, "append"); + if (!meth) return NULL; + methoddescr_type = Py_TYPE(meth); + Py_DECREF(meth); + } + if (PyObject_TypeCheck(method, methoddescr_type)) { /* cdef classes */ + PyMethodDescrObject *descr = (PyMethodDescrObject *)method; + #if PY_VERSION_HEX < 0x03020000 + PyTypeObject *d_type = descr->d_type; + #else + PyTypeObject *d_type = descr->d_common.d_type; + #endif + return PyDescr_NewClassMethod(d_type, descr->d_method); + } + else if (PyMethod_Check(method)) { /* python classes */ + return PyClassMethod_New(PyMethod_GET_FUNCTION(method)); + } + else if (PyCFunction_Check(method)) { + return PyClassMethod_New(method); + } +#ifdef __pyx_binding_PyCFunctionType_USED + else if (PyObject_TypeCheck(method, __pyx_binding_PyCFunctionType)) { /* binded CFunction */ + return PyClassMethod_New(method); + } +#endif + PyErr_Format(PyExc_TypeError, + "Class-level classmethod() can only be called on " + "a method_descriptor or instance method."); + return NULL; +} + +static CYTHON_INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject* x) { + const unsigned char neg_one = (unsigned char)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(unsigned char) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(unsigned char)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to unsigned char" : + "value too large to convert to unsigned char"); + } + return (unsigned char)-1; + } + return (unsigned char)val; + } + return (unsigned char)__Pyx_PyInt_AsUnsignedLong(x); +} + +static CYTHON_INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject* x) { + const unsigned short neg_one = (unsigned short)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(unsigned short) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(unsigned short)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to unsigned short" : + "value too large to convert to unsigned short"); + } + return (unsigned short)-1; + } + return (unsigned short)val; + } + return (unsigned short)__Pyx_PyInt_AsUnsignedLong(x); +} + +static CYTHON_INLINE unsigned int __Pyx_PyInt_AsUnsignedInt(PyObject* x) { + const unsigned int neg_one = (unsigned int)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(unsigned int) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(unsigned int)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to unsigned int" : + "value too large to convert to unsigned int"); + } + return (unsigned int)-1; + } + return (unsigned int)val; + } + return (unsigned int)__Pyx_PyInt_AsUnsignedLong(x); +} + +static CYTHON_INLINE char __Pyx_PyInt_AsChar(PyObject* x) { + const char neg_one = (char)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(char) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(char)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to char" : + "value too large to convert to char"); + } + return (char)-1; + } + return (char)val; + } + return (char)__Pyx_PyInt_AsLong(x); +} + +static CYTHON_INLINE short __Pyx_PyInt_AsShort(PyObject* x) { + const short neg_one = (short)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(short) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(short)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to short" : + "value too large to convert to short"); + } + return (short)-1; + } + return (short)val; + } + return (short)__Pyx_PyInt_AsLong(x); +} + +static CYTHON_INLINE int __Pyx_PyInt_AsInt(PyObject* x) { + const int neg_one = (int)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(int) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(int)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to int" : + "value too large to convert to int"); + } + return (int)-1; + } + return (int)val; + } + return (int)__Pyx_PyInt_AsLong(x); +} + +static CYTHON_INLINE signed char __Pyx_PyInt_AsSignedChar(PyObject* x) { + const signed char neg_one = (signed char)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(signed char) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(signed char)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to signed char" : + "value too large to convert to signed char"); + } + return (signed char)-1; + } + return (signed char)val; + } + return (signed char)__Pyx_PyInt_AsSignedLong(x); +} + +static CYTHON_INLINE signed short __Pyx_PyInt_AsSignedShort(PyObject* x) { + const signed short neg_one = (signed short)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(signed short) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(signed short)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to signed short" : + "value too large to convert to signed short"); + } + return (signed short)-1; + } + return (signed short)val; + } + return (signed short)__Pyx_PyInt_AsSignedLong(x); +} + +static CYTHON_INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject* x) { + const signed int neg_one = (signed int)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(signed int) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(signed int)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to signed int" : + "value too large to convert to signed int"); + } + return (signed int)-1; + } + return (signed int)val; + } + return (signed int)__Pyx_PyInt_AsSignedLong(x); +} + +static CYTHON_INLINE int __Pyx_PyInt_AsLongDouble(PyObject* x) { + const int neg_one = (int)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; + if (sizeof(int) < sizeof(long)) { + long val = __Pyx_PyInt_AsLong(x); + if (unlikely(val != (long)(int)val)) { + if (!unlikely(val == -1 && PyErr_Occurred())) { + PyErr_SetString(PyExc_OverflowError, + (is_unsigned && unlikely(val < 0)) ? + "can't convert negative value to int" : + "value too large to convert to int"); + } + return (int)-1; + } + return (int)val; + } + return (int)__Pyx_PyInt_AsLong(x); +} + +static CYTHON_INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject* x) { + const unsigned long neg_one = (unsigned long)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; +#if PY_VERSION_HEX < 0x03000000 + if (likely(PyInt_Check(x))) { + long val = PyInt_AS_LONG(x); + if (is_unsigned && unlikely(val < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to unsigned long"); + return (unsigned long)-1; + } + return (unsigned long)val; + } else +#endif + if (likely(PyLong_Check(x))) { + if (is_unsigned) { + if (unlikely(Py_SIZE(x) < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to unsigned long"); + return (unsigned long)-1; + } + return (unsigned long)PyLong_AsUnsignedLong(x); + } else { + return (unsigned long)PyLong_AsLong(x); + } + } else { + unsigned long val; + PyObject *tmp = __Pyx_PyNumber_Int(x); + if (!tmp) return (unsigned long)-1; + val = __Pyx_PyInt_AsUnsignedLong(tmp); + Py_DECREF(tmp); + return val; + } +} + +static CYTHON_INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject* x) { + const unsigned PY_LONG_LONG neg_one = (unsigned PY_LONG_LONG)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; +#if PY_VERSION_HEX < 0x03000000 + if (likely(PyInt_Check(x))) { + long val = PyInt_AS_LONG(x); + if (is_unsigned && unlikely(val < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to unsigned PY_LONG_LONG"); + return (unsigned PY_LONG_LONG)-1; + } + return (unsigned PY_LONG_LONG)val; + } else +#endif + if (likely(PyLong_Check(x))) { + if (is_unsigned) { + if (unlikely(Py_SIZE(x) < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to unsigned PY_LONG_LONG"); + return (unsigned PY_LONG_LONG)-1; + } + return (unsigned PY_LONG_LONG)PyLong_AsUnsignedLongLong(x); + } else { + return (unsigned PY_LONG_LONG)PyLong_AsLongLong(x); + } + } else { + unsigned PY_LONG_LONG val; + PyObject *tmp = __Pyx_PyNumber_Int(x); + if (!tmp) return (unsigned PY_LONG_LONG)-1; + val = __Pyx_PyInt_AsUnsignedLongLong(tmp); + Py_DECREF(tmp); + return val; + } +} + +static CYTHON_INLINE long __Pyx_PyInt_AsLong(PyObject* x) { + const long neg_one = (long)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; +#if PY_VERSION_HEX < 0x03000000 + if (likely(PyInt_Check(x))) { + long val = PyInt_AS_LONG(x); + if (is_unsigned && unlikely(val < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to long"); + return (long)-1; + } + return (long)val; + } else +#endif + if (likely(PyLong_Check(x))) { + if (is_unsigned) { + if (unlikely(Py_SIZE(x) < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to long"); + return (long)-1; + } + return (long)PyLong_AsUnsignedLong(x); + } else { + return (long)PyLong_AsLong(x); + } + } else { + long val; + PyObject *tmp = __Pyx_PyNumber_Int(x); + if (!tmp) return (long)-1; + val = __Pyx_PyInt_AsLong(tmp); + Py_DECREF(tmp); + return val; + } +} + +static CYTHON_INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject* x) { + const PY_LONG_LONG neg_one = (PY_LONG_LONG)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; +#if PY_VERSION_HEX < 0x03000000 + if (likely(PyInt_Check(x))) { + long val = PyInt_AS_LONG(x); + if (is_unsigned && unlikely(val < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to PY_LONG_LONG"); + return (PY_LONG_LONG)-1; + } + return (PY_LONG_LONG)val; + } else +#endif + if (likely(PyLong_Check(x))) { + if (is_unsigned) { + if (unlikely(Py_SIZE(x) < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to PY_LONG_LONG"); + return (PY_LONG_LONG)-1; + } + return (PY_LONG_LONG)PyLong_AsUnsignedLongLong(x); + } else { + return (PY_LONG_LONG)PyLong_AsLongLong(x); + } + } else { + PY_LONG_LONG val; + PyObject *tmp = __Pyx_PyNumber_Int(x); + if (!tmp) return (PY_LONG_LONG)-1; + val = __Pyx_PyInt_AsLongLong(tmp); + Py_DECREF(tmp); + return val; + } +} + +static CYTHON_INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject* x) { + const signed long neg_one = (signed long)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; +#if PY_VERSION_HEX < 0x03000000 + if (likely(PyInt_Check(x))) { + long val = PyInt_AS_LONG(x); + if (is_unsigned && unlikely(val < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to signed long"); + return (signed long)-1; + } + return (signed long)val; + } else +#endif + if (likely(PyLong_Check(x))) { + if (is_unsigned) { + if (unlikely(Py_SIZE(x) < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to signed long"); + return (signed long)-1; + } + return (signed long)PyLong_AsUnsignedLong(x); + } else { + return (signed long)PyLong_AsLong(x); + } + } else { + signed long val; + PyObject *tmp = __Pyx_PyNumber_Int(x); + if (!tmp) return (signed long)-1; + val = __Pyx_PyInt_AsSignedLong(tmp); + Py_DECREF(tmp); + return val; + } +} + +static CYTHON_INLINE signed PY_LONG_LONG __Pyx_PyInt_AsSignedLongLong(PyObject* x) { + const signed PY_LONG_LONG neg_one = (signed PY_LONG_LONG)-1, const_zero = 0; + const int is_unsigned = neg_one > const_zero; +#if PY_VERSION_HEX < 0x03000000 + if (likely(PyInt_Check(x))) { + long val = PyInt_AS_LONG(x); + if (is_unsigned && unlikely(val < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to signed PY_LONG_LONG"); + return (signed PY_LONG_LONG)-1; + } + return (signed PY_LONG_LONG)val; + } else +#endif + if (likely(PyLong_Check(x))) { + if (is_unsigned) { + if (unlikely(Py_SIZE(x) < 0)) { + PyErr_SetString(PyExc_OverflowError, + "can't convert negative value to signed PY_LONG_LONG"); + return (signed PY_LONG_LONG)-1; + } + return (signed PY_LONG_LONG)PyLong_AsUnsignedLongLong(x); + } else { + return (signed PY_LONG_LONG)PyLong_AsLongLong(x); + } + } else { + signed PY_LONG_LONG val; + PyObject *tmp = __Pyx_PyNumber_Int(x); + if (!tmp) return (signed PY_LONG_LONG)-1; + val = __Pyx_PyInt_AsSignedLongLong(tmp); + Py_DECREF(tmp); + return val; + } +} + +static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb) { + PyObject *tmp_type, *tmp_value, *tmp_tb; + PyThreadState *tstate = PyThreadState_GET(); + + tmp_type = tstate->exc_type; + tmp_value = tstate->exc_value; + tmp_tb = tstate->exc_traceback; + + tstate->exc_type = *type; + tstate->exc_value = *value; + tstate->exc_traceback = *tb; + + *type = tmp_type; + *value = tmp_value; + *tb = tmp_tb; +} + +static CYTHON_INLINE void __Pyx_Generator_ExceptionClear(struct __pyx_Generator_object *self) +{ + Py_XDECREF(self->exc_type); + Py_XDECREF(self->exc_value); + Py_XDECREF(self->exc_traceback); + + self->exc_type = NULL; + self->exc_value = NULL; + self->exc_traceback = NULL; +} + +static CYTHON_INLINE PyObject *__Pyx_Generator_SendEx(struct __pyx_Generator_object *self, PyObject *value) +{ + PyObject *retval; + + if (self->is_running) { + PyErr_SetString(PyExc_ValueError, + "generator already executing"); + return NULL; + } + + if (self->resume_label == 0) { + if (value && value != Py_None) { + PyErr_SetString(PyExc_TypeError, + "can't send non-None value to a " + "just-started generator"); + return NULL; + } + } + + if (self->resume_label == -1) { + PyErr_SetNone(PyExc_StopIteration); + return NULL; + } + + + if (value) + __Pyx_ExceptionSwap(&self->exc_type, &self->exc_value, &self->exc_traceback); + else + __Pyx_Generator_ExceptionClear(self); + + self->is_running = 1; + retval = self->body((PyObject *) self, value); + self->is_running = 0; + + if (retval) + __Pyx_ExceptionSwap(&self->exc_type, &self->exc_value, &self->exc_traceback); + else + __Pyx_Generator_ExceptionClear(self); + + return retval; +} + +static PyObject *__Pyx_Generator_Next(PyObject *self) +{ + return __Pyx_Generator_SendEx((struct __pyx_Generator_object *) self, Py_None); +} + +static PyObject *__Pyx_Generator_Send(PyObject *self, PyObject *value) +{ + return __Pyx_Generator_SendEx((struct __pyx_Generator_object *) self, value); +} + +static PyObject *__Pyx_Generator_Close(PyObject *self) +{ + struct __pyx_Generator_object *generator = (struct __pyx_Generator_object *) self; + PyObject *retval; +#if PY_VERSION_HEX < 0x02050000 + PyErr_SetNone(PyExc_StopIteration); +#else + PyErr_SetNone(PyExc_GeneratorExit); +#endif + retval = __Pyx_Generator_SendEx(generator, NULL); + if (retval) { + Py_DECREF(retval); + PyErr_SetString(PyExc_RuntimeError, + "generator ignored GeneratorExit"); + return NULL; + } +#if PY_VERSION_HEX < 0x02050000 + if (PyErr_ExceptionMatches(PyExc_StopIteration)) +#else + if (PyErr_ExceptionMatches(PyExc_StopIteration) + || PyErr_ExceptionMatches(PyExc_GeneratorExit)) +#endif + { + PyErr_Clear(); /* ignore these errors */ + Py_INCREF(Py_None); + return Py_None; + } + return NULL; +} + +static PyObject *__Pyx_Generator_Throw(PyObject *self, PyObject *args, CYTHON_UNUSED PyObject *kwds) +{ + struct __pyx_Generator_object *generator = (struct __pyx_Generator_object *) self; + PyObject *typ; + PyObject *tb = NULL; + PyObject *val = NULL; + + if (!PyArg_UnpackTuple(args, (char *)"throw", 1, 3, &typ, &val, &tb)) + return NULL; + __Pyx_Raise(typ, val, tb, NULL); + return __Pyx_Generator_SendEx(generator, NULL); +} + +static int __Pyx_check_binary_version(void) { + char ctversion[4], rtversion[4]; + PyOS_snprintf(ctversion, 4, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION); + PyOS_snprintf(rtversion, 4, "%s", Py_GetVersion()); + if (ctversion[0] != rtversion[0] || ctversion[2] != rtversion[2]) { + char message[200]; + PyOS_snprintf(message, sizeof(message), + "compiletime version %s of module '%.100s' " + "does not match runtime version %s", + ctversion, __Pyx_MODULE_NAME, rtversion); + #if PY_VERSION_HEX < 0x02050000 + return PyErr_Warn(NULL, message); + #else + return PyErr_WarnEx(NULL, message, 1); + #endif + } + return 0; +} + +#include "compile.h" +#include "frameobject.h" +#include "traceback.h" + +static void __Pyx_AddTraceback(const char *funcname, int __pyx_clineno, + int __pyx_lineno, const char *__pyx_filename) { + PyObject *py_srcfile = 0; + PyObject *py_funcname = 0; + PyObject *py_globals = 0; + PyCodeObject *py_code = 0; + PyFrameObject *py_frame = 0; + + #if PY_MAJOR_VERSION < 3 + py_srcfile = PyString_FromString(__pyx_filename); + #else + py_srcfile = PyUnicode_FromString(__pyx_filename); + #endif + if (!py_srcfile) goto bad; + if (__pyx_clineno) { + #if PY_MAJOR_VERSION < 3 + py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, __pyx_clineno); + #else + py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, __pyx_clineno); + #endif + } + else { + #if PY_MAJOR_VERSION < 3 + py_funcname = PyString_FromString(funcname); + #else + py_funcname = PyUnicode_FromString(funcname); + #endif + } + if (!py_funcname) goto bad; + py_globals = PyModule_GetDict(__pyx_m); + if (!py_globals) goto bad; + py_code = PyCode_New( + 0, /*int argcount,*/ + #if PY_MAJOR_VERSION >= 3 + 0, /*int kwonlyargcount,*/ + #endif + 0, /*int nlocals,*/ + 0, /*int stacksize,*/ + 0, /*int flags,*/ + __pyx_empty_bytes, /*PyObject *code,*/ + __pyx_empty_tuple, /*PyObject *consts,*/ + __pyx_empty_tuple, /*PyObject *names,*/ + __pyx_empty_tuple, /*PyObject *varnames,*/ + __pyx_empty_tuple, /*PyObject *freevars,*/ + __pyx_empty_tuple, /*PyObject *cellvars,*/ + py_srcfile, /*PyObject *filename,*/ + py_funcname, /*PyObject *name,*/ + __pyx_lineno, /*int firstlineno,*/ + __pyx_empty_bytes /*PyObject *lnotab*/ + ); + if (!py_code) goto bad; + py_frame = PyFrame_New( + PyThreadState_GET(), /*PyThreadState *tstate,*/ + py_code, /*PyCodeObject *code,*/ + py_globals, /*PyObject *globals,*/ + 0 /*PyObject *locals*/ + ); + if (!py_frame) goto bad; + py_frame->f_lineno = __pyx_lineno; + PyTraceBack_Here(py_frame); +bad: + Py_XDECREF(py_srcfile); + Py_XDECREF(py_funcname); + Py_XDECREF(py_code); + Py_XDECREF(py_frame); +} + +static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) { + while (t->p) { + #if PY_MAJOR_VERSION < 3 + if (t->is_unicode) { + *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL); + } else if (t->intern) { + *t->p = PyString_InternFromString(t->s); + } else { + *t->p = PyString_FromStringAndSize(t->s, t->n - 1); + } + #else /* Python 3+ has unicode identifiers */ + if (t->is_unicode | t->is_str) { + if (t->intern) { + *t->p = PyUnicode_InternFromString(t->s); + } else if (t->encoding) { + *t->p = PyUnicode_Decode(t->s, t->n - 1, t->encoding, NULL); + } else { + *t->p = PyUnicode_FromStringAndSize(t->s, t->n - 1); + } + } else { + *t->p = PyBytes_FromStringAndSize(t->s, t->n - 1); + } + #endif + if (!*t->p) + return -1; + ++t; + } + return 0; +} + +/* Type Conversion Functions */ + +static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) { + int is_true = x == Py_True; + if (is_true | (x == Py_False) | (x == Py_None)) return is_true; + else return PyObject_IsTrue(x); +} + +static CYTHON_INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x) { + PyNumberMethods *m; + const char *name = NULL; + PyObject *res = NULL; +#if PY_VERSION_HEX < 0x03000000 + if (PyInt_Check(x) || PyLong_Check(x)) +#else + if (PyLong_Check(x)) +#endif + return Py_INCREF(x), x; + m = Py_TYPE(x)->tp_as_number; +#if PY_VERSION_HEX < 0x03000000 + if (m && m->nb_int) { + name = "int"; + res = PyNumber_Int(x); + } + else if (m && m->nb_long) { + name = "long"; + res = PyNumber_Long(x); + } +#else + if (m && m->nb_int) { + name = "int"; + res = PyNumber_Long(x); + } +#endif + if (res) { +#if PY_VERSION_HEX < 0x03000000 + if (!PyInt_Check(res) && !PyLong_Check(res)) { +#else + if (!PyLong_Check(res)) { +#endif + PyErr_Format(PyExc_TypeError, + "__%s__ returned non-%s (type %.200s)", + name, name, Py_TYPE(res)->tp_name); + Py_DECREF(res); + return NULL; + } + } + else if (!PyErr_Occurred()) { + PyErr_SetString(PyExc_TypeError, + "an integer is required"); + } + return res; +} + +static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) { + Py_ssize_t ival; + PyObject* x = PyNumber_Index(b); + if (!x) return -1; + ival = PyInt_AsSsize_t(x); + Py_DECREF(x); + return ival; +} + +static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) { +#if PY_VERSION_HEX < 0x02050000 + if (ival <= LONG_MAX) + return PyInt_FromLong((long)ival); + else { + unsigned char *bytes = (unsigned char *) &ival; + int one = 1; int little = (int)*(unsigned char*)&one; + return _PyLong_FromByteArray(bytes, sizeof(size_t), little, 0); + } +#else + return PyInt_FromSize_t(ival); +#endif +} + +static CYTHON_INLINE size_t __Pyx_PyInt_AsSize_t(PyObject* x) { + unsigned PY_LONG_LONG val = __Pyx_PyInt_AsUnsignedLongLong(x); + if (unlikely(val == (unsigned PY_LONG_LONG)-1 && PyErr_Occurred())) { + return (size_t)-1; + } else if (unlikely(val != (unsigned PY_LONG_LONG)(size_t)val)) { + PyErr_SetString(PyExc_OverflowError, + "value too large to convert to size_t"); + return (size_t)-1; + } + return (size_t)val; +} + + +#endif /* Py_PYTHON_H */ diff --git a/python/src/_cdec.pyx b/python/src/_cdec.pyx new file mode 100644 index 00000000..b99f087d --- /dev/null +++ b/python/src/_cdec.pyx @@ -0,0 +1,99 @@ +from libcpp.string cimport string +from libcpp.vector cimport vector +from utils cimport * +cimport hypergraph +cimport decoder + +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 = Convert(fname) + if fid <= self.weights.size(): + return self.weights[0][fid] + raise KeyError(fname) + + def __setitem__(self, char* fname, float value): + cdef unsigned fid = Convert(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 Convert(fid).c_str(), self.weights[0][fid] + +cdef class Decoder: + cdef decoder.Decoder* dec + cdef public Weights weights + + def __cinit__(self, char* config): + decoder.register_feature_functions() + cdef istringstream* config_stream = new istringstream(config) # ConfigStream(kwargs) + #cdef ReadFile* config_file = new ReadFile(string(config)) + #cdef istream* config_stream = config_file.stream() + self.dec = new decoder.Decoder(config_stream) + del config_stream + #del config_file + self.weights = Weights(self) + + def __dealloc__(self): + del self.dec + + @classmethod + def fromconfig(cls, ini): + cdef dict config = {} + with open(ini) as fp: + for line in fp: + line = line.strip() + if not line or line.startswith('#'): continue + param, value = line.split('=') + config[param.strip()] = value.strip() + return cls(**config) + + def read_weights(self, cfg): + with open(cfg) as fp: + for line in fp: + fname, value = line.split() + self.weights[fname.strip()] = float(value) + + def translate(self, unicode sentence, grammar=None): + if grammar: + self.dec.SetSentenceGrammarFromString(string( grammar)) + #sgml = '%s' % (grammar, sentence.encode('utf8')) + sgml = sentence.strip().encode('utf8') + cdef decoder.BasicObserver observer = decoder.BasicObserver() + self.dec.Decode(string(sgml), &observer) + if observer.hypergraph == NULL: + raise ParseFailed() + cdef Hypergraph hg = Hypergraph() + hg.hg = new hypergraph.Hypergraph(observer.hypergraph[0]) + return hg + +cdef class Hypergraph: + cdef hypergraph.Hypergraph* hg + + 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 params_str(params): + return '\n'.join('%s=%s' % (param, value) for param, value in params.iteritems()) + +cdef istringstream* ConfigStream(dict params): + ini = params_str(params) + return new istringstream( ini) +""" diff --git a/python/src/decoder.pxd b/python/src/decoder.pxd new file mode 100644 index 00000000..ab858841 --- /dev/null +++ b/python/src/decoder.pxd @@ -0,0 +1,37 @@ +from libcpp.string cimport string +from libcpp.vector cimport vector +from hypergraph cimport Hypergraph +from utils cimport istream, weight_t + +cdef extern from "decoder/ff_register.h": + cdef void register_feature_functions() + +cdef extern from "decoder/decoder.h": + cdef cppclass SentenceMetadata: + pass + + cdef cppclass DecoderObserver: + DecoderObserver() + + cdef cppclass Decoder: + Decoder(int argc, char** argv) + Decoder(istream* config_file) + bint Decode(string input, 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 } + + # 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) + +cdef extern from "observer.h": + cdef cppclass BasicObserver(DecoderObserver): + Hypergraph* hypergraph + BasicObserver() diff --git a/python/src/hypergraph.pxd b/python/src/hypergraph.pxd new file mode 100644 index 00000000..05977fa8 --- /dev/null +++ b/python/src/hypergraph.pxd @@ -0,0 +1,10 @@ +from libcpp.string cimport string +from libcpp.vector cimport vector +from utils cimport WordID + +cdef extern from "decoder/hg.h": + cdef cppclass Hypergraph: + Hypergraph(Hypergraph) + +cdef extern from "decoder/viterbi.h": + cdef string ViterbiESentence(Hypergraph hg, vector[WordID]* trans) diff --git a/python/src/observer.h b/python/src/observer.h new file mode 100644 index 00000000..d398f2f7 --- /dev/null +++ b/python/src/observer.h @@ -0,0 +1,22 @@ +#include "decoder/hg.h" +#include "decoder/decoder.h" +#include + +struct BasicObserver: public DecoderObserver { + Hypergraph* hypergraph; + BasicObserver() : hypergraph(NULL) {} + ~BasicObserver() { + if(hypergraph != NULL) delete hypergraph; + } + void NotifyDecodingStart(const SentenceMetadata& smeta) {} + void NotifySourceParseFailure(const SentenceMetadata& smeta) {} + void NotifyTranslationForest(const SentenceMetadata& smeta, Hypergraph* hg) { + if(hypergraph != NULL) delete hypergraph; + hypergraph = new Hypergraph(*hg); + } + void NotifyAlignmentFailure(const SentenceMetadata& semta) { + if(hypergraph != NULL) delete hypergraph; + } + void NotifyAlignmentForest(const SentenceMetadata& smeta, Hypergraph* hg) {} + void NotifyDecodingComplete(const SentenceMetadata& smeta) {} +}; diff --git a/python/src/utils.pxd b/python/src/utils.pxd new file mode 100644 index 00000000..ae38948e --- /dev/null +++ b/python/src/utils.pxd @@ -0,0 +1,29 @@ +from libcpp.string cimport string +from libcpp.vector cimport vector + +cdef extern from "" namespace "std": + cdef cppclass istream: + pass + cdef cppclass istringstream(istream): + istringstream(char*) + +cdef extern from "utils/filelib.h": + cdef cppclass ReadFile: + ReadFile(string) + istream* stream() + +cdef extern from "utils/weights.h": + ctypedef double weight_t + +cdef extern from "utils/wordid.h": + ctypedef int WordID + +cdef extern from "utils/tdict.cc" namespace "TD": + cdef string GetString(vector[WordID] st) + +cdef extern from "utils/verbose.h": + cdef void SetSilent(bint) + +cdef extern from "utils/fdict.h" namespace "FD": + WordID Convert(char*) + string& Convert(WordID) diff --git a/python/test.py b/python/test.py new file mode 100644 index 00000000..df5ce64d --- /dev/null +++ b/python/test.py @@ -0,0 +1,17 @@ +#coding: utf8 +import cdec +import gzip + +config = 'formalism=scfg' +weights = '../tests/system_tests/australia/weights' +grammar_file = '../tests/system_tests/australia/australia.scfg.gz' + +decoder = cdec.Decoder(config) +decoder.read_weights(weights) +print dict(decoder.weights) +with gzip.open(grammar_file) as f: + grammar = f.read() +sentence = u'澳洲 是 与 北韩 有 邦交 的 少数 国家 之一 。' +print 'Input:', sentence +forest = decoder.translate(sentence, grammar=grammar) +print 'Output:', forest.viterbi().encode('utf8') -- cgit v1.2.3