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-rw-r--r--python/cdec/sa/__init__.py25
-rw-r--r--python/cdec/sa/_sa.c80507
-rw-r--r--python/cdec/sa/_sa.pxd45
-rw-r--r--python/cdec/sa/_sa.pyx30
-rw-r--r--python/cdec/sa/alignment.pxi106
-rw-r--r--python/cdec/sa/bilex.pxi413
-rw-r--r--python/cdec/sa/compile.py132
-rw-r--r--python/cdec/sa/data_array.pxi157
-rw-r--r--python/cdec/sa/extract.py113
-rw-r--r--python/cdec/sa/extractor.py106
-rw-r--r--python/cdec/sa/features.pxi33
-rw-r--r--python/cdec/sa/features.py142
-rw-r--r--python/cdec/sa/float_list.pxi73
-rw-r--r--python/cdec/sa/int_list.pxi178
-rw-r--r--python/cdec/sa/lcp.pxi89
-rw-r--r--python/cdec/sa/precomputation.pxi454
-rw-r--r--python/cdec/sa/rule.pxi191
-rw-r--r--python/cdec/sa/rulefactory.pxi2224
-rw-r--r--python/cdec/sa/str_map.pxi23
-rw-r--r--python/cdec/sa/strmap.cc232
-rw-r--r--python/cdec/sa/strmap.h22
-rw-r--r--python/cdec/sa/suffix_array.pxi250
-rw-r--r--python/cdec/sa/sym.pxi125
-rw-r--r--python/cdec/sa/veb.pxi392
24 files changed, 86062 insertions, 0 deletions
diff --git a/python/cdec/sa/__init__.py b/python/cdec/sa/__init__.py
new file mode 100644
index 00000000..14ba5ecb
--- /dev/null
+++ b/python/cdec/sa/__init__.py
@@ -0,0 +1,25 @@
+from cdec.sa._sa import make_lattice, decode_lattice, decode_sentence,\
+ encode_words, decode_words, isvar,\
+ SuffixArray, DataArray, LCP, Precomputation, Alignment, BiLex,\
+ HieroCachingRuleFactory, Sampler, Scorer
+from cdec.sa.extractor import GrammarExtractor
+
+_SA_FEATURES = []
+_SA_ANNOTATORS = {}
+_SA_CONFIGURE = []
+
+def feature(fn):
+ _SA_FEATURES.append(fn)
+ return fn
+
+def annotator(fn):
+ _SA_ANNOTATORS[fn.__name__] = fn
+
+def annotate(sentence):
+ meta = {}
+ for name, fn in _SA_ANNOTATORS.iteritems():
+ meta[name] = fn(sentence)
+ return meta
+
+def configure(fn):
+ _SA_CONFIGURE.append(fn)
diff --git a/python/cdec/sa/_sa.c b/python/cdec/sa/_sa.c
new file mode 100644
index 00000000..2e565e22
--- /dev/null
+++ b/python/cdec/sa/_sa.c
@@ -0,0 +1,80507 @@
+/* Generated by Cython 0.19.1 on Sun Jun 2 14:47:43 2013 */
+
+#define PY_SSIZE_T_CLEAN
+#ifndef CYTHON_USE_PYLONG_INTERNALS
+#ifdef PYLONG_BITS_IN_DIGIT
+#define CYTHON_USE_PYLONG_INTERNALS 0
+#else
+#include "pyconfig.h"
+#ifdef PYLONG_BITS_IN_DIGIT
+#define CYTHON_USE_PYLONG_INTERNALS 1
+#else
+#define CYTHON_USE_PYLONG_INTERNALS 0
+#endif
+#endif
+#endif
+#include "Python.h"
+#ifndef Py_PYTHON_H
+ #error Python headers needed to compile C extensions, please install development version of Python.
+#elif PY_VERSION_HEX < 0x02040000
+ #error Cython requires Python 2.4+.
+#else
+#include <stddef.h> /* 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
+#ifndef Py_HUGE_VAL
+ #define Py_HUGE_VAL HUGE_VAL
+#endif
+#ifdef PYPY_VERSION
+#define CYTHON_COMPILING_IN_PYPY 1
+#define CYTHON_COMPILING_IN_CPYTHON 0
+#else
+#define CYTHON_COMPILING_IN_PYPY 0
+#define CYTHON_COMPILING_IN_CPYTHON 1
+#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 CYTHON_FORMAT_SSIZE_T ""
+ #define PyInt_FromSsize_t(z) PyInt_FromLong(z)
+ #define PyInt_AsSsize_t(o) __Pyx_PyInt_AsInt(o)
+ #define PyNumber_Index(o) ((PyNumber_Check(o) && !PyFloat_Check(o)) ? PyNumber_Int(o) : \
+ (PyErr_Format(PyExc_TypeError, \
+ "expected index value, got %.200s", Py_TYPE(o)->tp_name), \
+ (PyObject*)0))
+ #define __Pyx_PyIndex_Check(o) (PyNumber_Check(o) && !PyFloat_Check(o) && \
+ !PyComplex_Check(o))
+ #define PyIndex_Check __Pyx_PyIndex_Check
+ #define PyErr_WarnEx(category, message, stacklevel) PyErr_Warn(category, message)
+ #define __PYX_BUILD_PY_SSIZE_T "i"
+#else
+ #define __PYX_BUILD_PY_SSIZE_T "n"
+ #define CYTHON_FORMAT_SSIZE_T "z"
+ #define __Pyx_PyIndex_Check PyIndex_Check
+#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)
+ #define PyBUF_RECORDS (PyBUF_STRIDES | PyBUF_FORMAT | PyBUF_WRITABLE)
+ #define PyBUF_FULL (PyBUF_INDIRECT | PyBUF_FORMAT | PyBUF_WRITABLE)
+ typedef int (*getbufferproc)(PyObject *, Py_buffer *, int);
+ typedef void (*releasebufferproc)(PyObject *, Py_buffer *);
+#endif
+#if PY_MAJOR_VERSION < 3
+ #define __Pyx_BUILTIN_MODULE_NAME "__builtin__"
+ #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) \
+ PyCode_New(a, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
+#else
+ #define __Pyx_BUILTIN_MODULE_NAME "builtins"
+ #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) \
+ PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
+#endif
+#if PY_MAJOR_VERSION < 3 && PY_MINOR_VERSION < 6
+ #define PyUnicode_FromString(s) PyUnicode_Decode(s, strlen(s), "UTF-8", "strict")
+#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_VERSION_HEX < 0x02060000
+ #define Py_TPFLAGS_HAVE_VERSION_TAG 0
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+ #define __Pyx_PyUnicode_READY(op) (likely(PyUnicode_IS_READY(op)) ? \
+ 0 : _PyUnicode_Ready((PyObject *)(op)))
+ #define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_LENGTH(u)
+ #define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i)
+ #define __Pyx_PyUnicode_READ(k, d, i) PyUnicode_READ(k, d, i)
+#else
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+ #define __Pyx_PyUnicode_READY(op) (0)
+ #define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_SIZE(u)
+ #define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i]))
+ #define __Pyx_PyUnicode_READ(k, d, i) ((k=k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
+#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_MAJOR_VERSION >= 3
+ #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
+ #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj)
+#else
+ #define __Pyx_PyBaseString_Check(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj) || \
+ PyString_Check(obj) || PyUnicode_Check(obj))
+ #define __Pyx_PyBaseString_CheckExact(obj) (Py_TYPE(obj) == &PyBaseString_Type)
+#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) || (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 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
+#ifndef CYTHON_RESTRICT
+ #if defined(__GNUC__)
+ #define CYTHON_RESTRICT __restrict__
+ #elif defined(_MSC_VER)
+ #define CYTHON_RESTRICT __restrict
+ #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
+ #define CYTHON_RESTRICT restrict
+ #else
+ #define CYTHON_RESTRICT
+ #endif
+#endif
+#ifdef NAN
+#define __PYX_NAN() ((float) NAN)
+#else
+static CYTHON_INLINE float __PYX_NAN() {
+ /* Initialize NaN. The sign is irrelevant, an exponent with all bits 1 and
+ a nonzero mantissa means NaN. If the first bit in the mantissa is 1, it is
+ a quiet NaN. */
+ float value;
+ memset(&value, 0xFF, sizeof(value));
+ return value;
+}
+#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
+
+#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 <math.h>
+#define __PYX_HAVE___sa
+#define __PYX_HAVE_API___sa
+#include "string.h"
+#include "stdio.h"
+#include "stdlib.h"
+#include "strmap.h"
+#include "math.h"
+#ifdef _OPENMP
+#include <omp.h>
+#endif /* _OPENMP */
+
+#ifdef PYREX_WITHOUT_ASSERTIONS
+#define CYTHON_WITHOUT_ASSERTIONS
+#endif
+
+#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) && !defined(_MSC_VER))
+# define CYTHON_UNUSED __attribute__ ((__unused__))
+# else
+# define CYTHON_UNUSED
+# endif
+#endif
+typedef struct {PyObject **p; char *s; const Py_ssize_t n; const char* encoding;
+ const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry; /*proto*/
+
+#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
+#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT 0
+#define __PYX_DEFAULT_STRING_ENCODING ""
+#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
+#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
+static CYTHON_INLINE char* __Pyx_PyObject_AsString(PyObject*);
+static CYTHON_INLINE char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length);
+#define __Pyx_PyBytes_FromString PyBytes_FromString
+#define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize
+static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(char*);
+#if PY_MAJOR_VERSION < 3
+ #define __Pyx_PyStr_FromString __Pyx_PyBytes_FromString
+ #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
+#else
+ #define __Pyx_PyStr_FromString __Pyx_PyUnicode_FromString
+ #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize
+#endif
+#define __Pyx_PyObject_AsUString(s) ((unsigned char*) __Pyx_PyObject_AsString(s))
+#define __Pyx_PyObject_FromUString(s) __Pyx_PyObject_FromString((char*)s)
+#define __Pyx_PyBytes_FromUString(s) __Pyx_PyBytes_FromString((char*)s)
+#define __Pyx_PyStr_FromUString(s) __Pyx_PyStr_FromString((char*)s)
+#define __Pyx_PyUnicode_FromUString(s) __Pyx_PyUnicode_FromString((char*)s)
+#if PY_MAJOR_VERSION < 3
+static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u)
+{
+ const Py_UNICODE *u_end = u;
+ while (*u_end++) ;
+ return u_end - u - 1;
+}
+#else
+#define __Pyx_Py_UNICODE_strlen Py_UNICODE_strlen
+#endif
+#define __Pyx_PyUnicode_FromUnicode(u) PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u))
+#define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode
+#define __Pyx_PyUnicode_AsUnicode PyUnicode_AsUnicode
+#define __Pyx_Owned_Py_None(b) (Py_INCREF(Py_None), Py_None)
+#define __Pyx_PyBool_FromLong(b) ((b) ? (Py_INCREF(Py_True), Py_True) : (Py_INCREF(Py_False), Py_False))
+static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
+static CYTHON_INLINE PyObject* __Pyx_PyNumber_Int(PyObject* x);
+static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
+static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
+static CYTHON_INLINE size_t __Pyx_PyInt_AsSize_t(PyObject*);
+#if CYTHON_COMPILING_IN_CPYTHON
+#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
+#else
+#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
+#endif
+#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
+#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+static int __Pyx_sys_getdefaultencoding_not_ascii;
+static int __Pyx_init_sys_getdefaultencoding_params() {
+ PyObject* sys = NULL;
+ PyObject* default_encoding = NULL;
+ PyObject* ascii_chars_u = NULL;
+ PyObject* ascii_chars_b = NULL;
+ sys = PyImport_ImportModule("sys");
+ if (sys == NULL) goto bad;
+ default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
+ if (default_encoding == NULL) goto bad;
+ if (strcmp(PyBytes_AsString(default_encoding), "ascii") == 0) {
+ __Pyx_sys_getdefaultencoding_not_ascii = 0;
+ } else {
+ const char* default_encoding_c = PyBytes_AS_STRING(default_encoding);
+ char ascii_chars[128];
+ int c;
+ for (c = 0; c < 128; c++) {
+ ascii_chars[c] = c;
+ }
+ __Pyx_sys_getdefaultencoding_not_ascii = 1;
+ ascii_chars_u = PyUnicode_DecodeASCII(ascii_chars, 128, NULL);
+ if (ascii_chars_u == NULL) goto bad;
+ ascii_chars_b = PyUnicode_AsEncodedString(ascii_chars_u, default_encoding_c, NULL);
+ if (ascii_chars_b == NULL || strncmp(ascii_chars, PyBytes_AS_STRING(ascii_chars_b), 128) != 0) {
+ PyErr_Format(
+ PyExc_ValueError,
+ "This module compiled with c_string_encoding=ascii, but default encoding '%s' is not a superset of ascii.",
+ default_encoding_c);
+ goto bad;
+ }
+ }
+ Py_XDECREF(sys);
+ Py_XDECREF(default_encoding);
+ Py_XDECREF(ascii_chars_u);
+ Py_XDECREF(ascii_chars_b);
+ return 0;
+bad:
+ Py_XDECREF(sys);
+ Py_XDECREF(default_encoding);
+ Py_XDECREF(ascii_chars_u);
+ Py_XDECREF(ascii_chars_b);
+ return -1;
+}
+#endif
+#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT && PY_MAJOR_VERSION >= 3
+#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL)
+#else
+#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL)
+#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
+static char* __PYX_DEFAULT_STRING_ENCODING;
+static int __Pyx_init_sys_getdefaultencoding_params() {
+ PyObject* sys = NULL;
+ PyObject* default_encoding = NULL;
+ char* default_encoding_c;
+ sys = PyImport_ImportModule("sys");
+ if (sys == NULL) goto bad;
+ default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
+ if (default_encoding == NULL) goto bad;
+ default_encoding_c = PyBytes_AS_STRING(default_encoding);
+ __PYX_DEFAULT_STRING_ENCODING = (char*) malloc(strlen(default_encoding_c));
+ strcpy(__PYX_DEFAULT_STRING_ENCODING, default_encoding_c);
+ Py_DECREF(sys);
+ Py_DECREF(default_encoding);
+ return 0;
+bad:
+ Py_XDECREF(sys);
+ Py_XDECREF(default_encoding);
+ return -1;
+}
+#endif
+#endif
+
+
+#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_d;
+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[] = {
+ "_sa.pyx",
+ "float_list.pxi",
+ "int_list.pxi",
+ "data_array.pxi",
+ "alignment.pxi",
+ "bilex.pxi",
+ "veb.pxi",
+ "rule.pxi",
+ "rulefactory.pxi",
+ "lcp.pxi",
+ "sym.pxi",
+ "precomputation.pxi",
+ "suffix_array.pxi",
+ "features.pxi",
+ "str_map.pxi",
+};
+
+/*--- Type declarations ---*/
+struct __pyx_obj_3_sa_HieroCachingRuleFactory;
+struct __pyx_obj_3_sa___pyx_scope_struct_9_decode_sentence;
+struct __pyx_obj_3_sa___pyx_scope_struct_17_genexpr;
+struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr;
+struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats;
+struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr;
+struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr;
+struct __pyx_obj_3_sa_IntList;
+struct __pyx_obj_3_sa_VEBIterator;
+struct __pyx_obj_3_sa_BiLex;
+struct __pyx_obj_3_sa_VEB;
+struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words;
+struct __pyx_obj_3_sa_LCP;
+struct __pyx_obj_3_sa_DataArray;
+struct __pyx_obj_3_sa_BitSetIterator;
+struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr;
+struct __pyx_obj_3_sa_Precomputation;
+struct __pyx_obj_3_sa___pyx_scope_struct_18_alignments;
+struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr;
+struct __pyx_obj_3_sa_SuffixArray;
+struct __pyx_obj_3_sa___pyx_scope_struct_16___str__;
+struct __pyx_obj_3_sa_Alphabet;
+struct __pyx_obj_3_sa_Rule;
+struct __pyx_obj_3_sa___pyx_scope_struct_6_genexpr;
+struct __pyx_obj_3_sa___pyx_scope_struct_21_add_instance;
+struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr;
+struct __pyx_obj_3_sa_PhraseLocation;
+struct __pyx_obj_3_sa___pyx_scope_struct_15___iter__;
+struct __pyx_obj_3_sa___pyx_scope_struct_22_form_rule;
+struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr;
+struct __pyx_obj_3_sa___pyx_scope_struct_24_fmt_rule;
+struct __pyx_obj_3_sa___pyx_scope_struct_28___str__;
+struct __pyx_obj_3_sa___pyx_scope_struct_1_read_bitext;
+struct __pyx_obj_3_sa___pyx_scope_struct_13_decode_words;
+struct __pyx_obj_3_sa_FeatureVector;
+struct __pyx_obj_3_sa___pyx_scope_struct_7_decode_lattice;
+struct __pyx_obj_3_sa___pyx_scope_struct_19_input;
+struct __pyx_obj_3_sa_Scorer;
+struct __pyx_obj_3_sa_Alignment;
+struct __pyx_obj_3_sa_BitSet;
+struct __pyx_obj_3_sa_Sampler;
+struct __pyx_obj_3_sa_StringMap;
+struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases;
+struct __pyx_obj_3_sa_TrieNode;
+struct __pyx_obj_3_sa_ExtendedTrieNode;
+struct __pyx_obj_3_sa_TrieMap;
+struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr;
+struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice;
+struct __pyx_obj_3_sa_Phrase;
+struct __pyx_obj_3_sa___pyx_scope_struct_27___iter__;
+struct __pyx_obj_3_sa___pyx_scope_struct____iter__;
+struct __pyx_obj_3_sa_TrieTable;
+struct __pyx_obj_3_sa___pyx_scope_struct_5_genexpr;
+struct __pyx_obj_3_sa___pyx_scope_struct_10_genexpr;
+struct __pyx_obj_3_sa_FloatList;
+struct __pyx_t_3_sa__node;
+struct __pyx_t_3_sa__BitSet;
+struct __pyx_t_3_sa__VEB;
+struct __pyx_t_3_sa__Trie_Edge;
+struct __pyx_t_3_sa__Trie_Node;
+struct __pyx_t_3_sa_match_node;
+struct __pyx_t_3_sa_Matching;
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":9
+ * from libc.string cimport memset, strcpy
+ *
+ * cdef struct _node: # <<<<<<<<<<<<<<
+ * _node* smaller
+ * _node* bigger
+ */
+struct __pyx_t_3_sa__node {
+ struct __pyx_t_3_sa__node *smaller;
+ struct __pyx_t_3_sa__node *bigger;
+ int key;
+ int val;
+};
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":30
+ * _init_lower_mask()
+ *
+ * cdef struct _BitSet: # <<<<<<<<<<<<<<
+ * long bitset
+ * int min_val
+ */
+struct __pyx_t_3_sa__BitSet {
+ long bitset;
+ int min_val;
+ int max_val;
+ int size;
+};
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":168
+ * return result
+ *
+ * cdef struct _VEB: # <<<<<<<<<<<<<<
+ * int top_universe_size
+ * int num_bottom_bits
+ */
+struct __pyx_t_3_sa__VEB {
+ int top_universe_size;
+ int num_bottom_bits;
+ int max_val;
+ int min_val;
+ int size;
+ void *top;
+ void **bottom;
+};
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/precomputation.pxi":10
+ * cdef struct _Trie_Node # forward decl
+ *
+ * cdef struct _Trie_Edge: # <<<<<<<<<<<<<<
+ * int val
+ * _Trie_Node* node
+ */
+struct __pyx_t_3_sa__Trie_Edge {
+ int val;
+ struct __pyx_t_3_sa__Trie_Node *node;
+ struct __pyx_t_3_sa__Trie_Edge *bigger;
+ struct __pyx_t_3_sa__Trie_Edge *smaller;
+};
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/precomputation.pxi":8
+ * from libc.string cimport memset, memcpy
+ *
+ * cdef struct _Trie_Node # forward decl # <<<<<<<<<<<<<<
+ *
+ * cdef struct _Trie_Edge:
+ */
+struct __pyx_t_3_sa__Trie_Node {
+ struct __pyx_t_3_sa__Trie_Edge *root;
+ int *arr;
+ int arr_len;
+};
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":76
+ *
+ * # linked list structure for storing matches in BaselineRuleFactory
+ * cdef struct match_node: # <<<<<<<<<<<<<<
+ * int* match
+ * match_node* next
+ */
+struct __pyx_t_3_sa_match_node {
+ int *match;
+ struct __pyx_t_3_sa_match_node *next;
+};
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":172
+ *
+ * # struct used to encapsulate a single matching
+ * cdef struct Matching: # <<<<<<<<<<<<<<
+ * int* arr
+ * int start
+ */
+struct __pyx_t_3_sa_Matching {
+ int *arr;
+ int start;
+ int end;
+ int sent_id;
+ int size;
+};
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":228
+ *
+ *
+ * cdef class HieroCachingRuleFactory: # <<<<<<<<<<<<<<
+ * '''This RuleFactory implements a caching
+ * method using TrieTable, which makes phrase
+ */
+struct __pyx_obj_3_sa_HieroCachingRuleFactory {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *__pyx_vtab;
+ struct __pyx_obj_3_sa_TrieTable *rules;
+ struct __pyx_obj_3_sa_Sampler *sampler;
+ struct __pyx_obj_3_sa_Scorer *scorer;
+ int max_chunks;
+ int max_target_chunks;
+ int max_length;
+ int max_target_length;
+ int max_nonterminals;
+ int max_initial_size;
+ int train_max_initial_size;
+ int min_gap_size;
+ int train_min_gap_size;
+ int category;
+ PyObject *precomputed_index;
+ PyObject *precomputed_collocations;
+ PyObject *precompute_file;
+ PyObject *max_rank;
+ int precompute_rank;
+ int precompute_secondary_rank;
+ int use_baeza_yates;
+ int use_index;
+ int use_collocations;
+ float by_slack_factor;
+ PyObject *prev_norm_prefix;
+ float extract_time;
+ float intersect_time;
+ struct __pyx_obj_3_sa_SuffixArray *fsa;
+ struct __pyx_obj_3_sa_DataArray *fda;
+ struct __pyx_obj_3_sa_DataArray *eda;
+ struct __pyx_obj_3_sa_Alignment *alignment;
+ struct __pyx_obj_3_sa_IntList *eid2symid;
+ struct __pyx_obj_3_sa_IntList *fid2symid;
+ int tight_phrases;
+ int require_aligned_terminal;
+ int require_aligned_chunks;
+ struct __pyx_obj_3_sa_IntList *findexes;
+ struct __pyx_obj_3_sa_IntList *findexes1;
+ int online;
+ PyObject *samples_f;
+ PyObject *phrases_f;
+ PyObject *phrases_e;
+ PyObject *phrases_fe;
+ PyObject *phrases_al;
+ PyObject *bilex_f;
+ PyObject *bilex_e;
+ PyObject *bilex_fe;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":118
+ * for arc in node for node in lattice)
+ *
+ * def decode_sentence(lattice): # <<<<<<<<<<<<<<
+ * return tuple(sym_tostring(sym) for ((sym, _, _),) in lattice)
+ *
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_9_decode_sentence {
+ PyObject_HEAD
+ PyObject *__pyx_v_lattice;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rule.pxi":187
+ * fields = [sym_tostring(self.lhs), str(self.f), str(self.e), str(self.scores)]
+ * if self.word_alignments is not None:
+ * fields.append(' '.join('%d-%d' % a for a in self.alignments())) # <<<<<<<<<<<<<<
+ * return ' ||| '.join(fields)
+ *
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_17_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ *__pyx_outer_scope;
+ PyObject *__pyx_v_a;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1187
+ * # Online rule extraction and scoring
+ * if self.online:
+ * f_syms = tuple(word[0][0] for word in fwords) # <<<<<<<<<<<<<<
+ * for f, lex_i, lex_j in self.get_f_phrases(f_syms):
+ * spanlen = (lex_j - lex_i) + 1
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_19_input *__pyx_outer_scope;
+ PyObject *__pyx_v_word;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/lcp.pxi":36
+ * logger.info("LCP array completed")
+ *
+ * def compute_stats(self, int max_n): # <<<<<<<<<<<<<<
+ * """Note: the output of this function is not exact. In
+ * particular, the frequency associated with each word is
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats {
+ PyObject_HEAD
+ int __pyx_v_N;
+ int __pyx_v_freq;
+ int __pyx_v_h;
+ int __pyx_v_i;
+ int __pyx_v_ii;
+ int __pyx_v_iii;
+ int __pyx_v_j;
+ int __pyx_v_k;
+ int __pyx_v_max_n;
+ int __pyx_v_n;
+ PyObject *__pyx_v_ngram;
+ struct __pyx_obj_3_sa_IntList *__pyx_v_ngram_start;
+ PyObject *__pyx_v_ngram_starts;
+ int __pyx_v_rs;
+ struct __pyx_obj_3_sa_IntList *__pyx_v_run_start;
+ struct __pyx_obj_3_sa_LCP *__pyx_v_self;
+ int __pyx_v_valid;
+ struct __pyx_obj_3_sa_VEB *__pyx_v_veb;
+ int __pyx_t_0;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":122
+ *
+ * def encode_words(words):
+ * return tuple(sym_fromstring(word, True) for word in words) # <<<<<<<<<<<<<<
+ *
+ * def decode_words(syms):
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *__pyx_outer_scope;
+ PyObject *__pyx_v_word;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/features.pxi":21
+ *
+ * def __str__(self):
+ * return ' '.join('%s=%s' % feat for feat in self) # <<<<<<<<<<<<<<
+ *
+ * cdef class Scorer:
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_28___str__ *__pyx_outer_scope;
+ PyObject *__pyx_v_feat;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "_sa.pxd":12
+ * cdef void read_handle(self, FILE* f)
+ *
+ * cdef class IntList: # <<<<<<<<<<<<<<
+ * cdef int size
+ * cdef int increment
+ */
+struct __pyx_obj_3_sa_IntList {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_IntList *__pyx_vtab;
+ int size;
+ int increment;
+ int len;
+ int *arr;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":340
+ *
+ *
+ * cdef class VEBIterator: # <<<<<<<<<<<<<<
+ * cdef _VEB* v
+ * cdef int next_val
+ */
+struct __pyx_obj_3_sa_VEBIterator {
+ PyObject_HEAD
+ struct __pyx_t_3_sa__VEB *v;
+ int next_val;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":47
+ *
+ *
+ * cdef class BiLex: # <<<<<<<<<<<<<<
+ * cdef FloatList col1
+ * cdef FloatList col2
+ */
+struct __pyx_obj_3_sa_BiLex {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_BiLex *__pyx_vtab;
+ struct __pyx_obj_3_sa_FloatList *col1;
+ struct __pyx_obj_3_sa_FloatList *col2;
+ struct __pyx_obj_3_sa_IntList *f_index;
+ struct __pyx_obj_3_sa_IntList *e_index;
+ PyObject *id2eword;
+ PyObject *id2fword;
+ PyObject *eword2id;
+ PyObject *fword2id;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":354
+ *
+ *
+ * cdef class VEB: # <<<<<<<<<<<<<<
+ * cdef _VEB* veb
+ * cdef int _findsucc(self, int i)
+ */
+struct __pyx_obj_3_sa_VEB {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_VEB *__pyx_vtab;
+ struct __pyx_t_3_sa__VEB *veb;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":121
+ * return tuple(sym_tostring(sym) for ((sym, _, _),) in lattice)
+ *
+ * def encode_words(words): # <<<<<<<<<<<<<<
+ * return tuple(sym_fromstring(word, True) for word in words)
+ *
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words {
+ PyObject_HEAD
+ PyObject *__pyx_v_words;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/lcp.pxi":5
+ * as k most frequent n-grams"""
+ *
+ * cdef class LCP: # <<<<<<<<<<<<<<
+ * cdef SuffixArray sa
+ * cdef IntList lcp
+ */
+struct __pyx_obj_3_sa_LCP {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa_SuffixArray *sa;
+ struct __pyx_obj_3_sa_IntList *lcp;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/data_array.pxi":9
+ * from libc.string cimport memset, strcpy
+ *
+ * cdef class DataArray: # <<<<<<<<<<<<<<
+ * cdef public word2id
+ * cdef public id2word
+ */
+struct __pyx_obj_3_sa_DataArray {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_DataArray *__pyx_vtab;
+ PyObject *word2id;
+ PyObject *id2word;
+ struct __pyx_obj_3_sa_IntList *data;
+ struct __pyx_obj_3_sa_IntList *sent_id;
+ struct __pyx_obj_3_sa_IntList *sent_index;
+ int use_sent_id;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":100
+ *
+ *
+ * cdef class BitSetIterator: # <<<<<<<<<<<<<<
+ * cdef _BitSet* b
+ * cdef int next_val
+ */
+struct __pyx_obj_3_sa_BitSetIterator {
+ PyObject_HEAD
+ struct __pyx_t_3_sa__BitSet *b;
+ int next_val;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2116
+ * f = Phrase(f_sym)
+ * e = Phrase(e_sym)
+ * a = tuple(self.alignment.link(i, j) for i, j in links) # <<<<<<<<<<<<<<
+ * return (f, e, a, lex_f_i, lex_f_j)
+ *
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_22_form_rule *__pyx_outer_scope;
+ PyObject *__pyx_v_i;
+ PyObject *__pyx_v_j;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/precomputation.pxi":188
+ *
+ *
+ * cdef class Precomputation: # <<<<<<<<<<<<<<
+ * cdef int precompute_rank
+ * cdef int precompute_secondary_rank
+ */
+struct __pyx_obj_3_sa_Precomputation {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_Precomputation *__pyx_vtab;
+ int precompute_rank;
+ int precompute_secondary_rank;
+ int max_length;
+ int max_nonterminals;
+ int train_max_initial_size;
+ int train_min_gap_size;
+ PyObject *precomputed_index;
+ PyObject *precomputed_collocations;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rule.pxi":190
+ * return ' ||| '.join(fields)
+ *
+ * def alignments(self): # <<<<<<<<<<<<<<
+ * for point in self.word_alignments:
+ * yield point / ALIGNMENT_CODE, point % ALIGNMENT_CODE
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_18_alignments {
+ PyObject_HEAD
+ PyObject *__pyx_v_point;
+ struct __pyx_obj_3_sa_Rule *__pyx_v_self;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":125
+ *
+ * def decode_words(syms):
+ * return tuple(sym_tostring(sym) for sym in syms) # <<<<<<<<<<<<<<
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_13_decode_words *__pyx_outer_scope;
+ PyObject *__pyx_v_sym;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/suffix_array.pxi":6
+ * from libc.stdio cimport FILE, fclose, fopen
+ *
+ * cdef class SuffixArray: # <<<<<<<<<<<<<<
+ * cdef DataArray darray
+ * cdef IntList sa
+ */
+struct __pyx_obj_3_sa_SuffixArray {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_SuffixArray *__pyx_vtab;
+ struct __pyx_obj_3_sa_DataArray *darray;
+ struct __pyx_obj_3_sa_IntList *sa;
+ struct __pyx_obj_3_sa_IntList *ha;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rule.pxi":183
+ * return self.f.arity()
+ *
+ * def __str__(self): # <<<<<<<<<<<<<<
+ * cdef unsigned i
+ * fields = [sym_tostring(self.lhs), str(self.f), str(self.e), str(self.scores)]
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa_Rule *__pyx_v_self;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":7
+ * cdef int INDEX_MASK = (1<<INDEX_SHIFT)-1
+ *
+ * cdef class Alphabet: # <<<<<<<<<<<<<<
+ * cdef readonly StringMap terminals, nonterminals
+ * cdef int first_nonterminal, last_nonterminal
+ */
+struct __pyx_obj_3_sa_Alphabet {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_Alphabet *__pyx_vtab;
+ struct __pyx_obj_3_sa_StringMap *terminals;
+ struct __pyx_obj_3_sa_StringMap *nonterminals;
+ int first_nonterminal;
+ int last_nonterminal;
+ PyObject *id2sym;
+};
+
+
+/* "_sa.pxd":35
+ * cdef public int chunklen(self, int k)
+ *
+ * cdef class Rule: # <<<<<<<<<<<<<<
+ * cdef int lhs
+ * cdef readonly Phrase f, e
+ */
+struct __pyx_obj_3_sa_Rule {
+ PyObject_HEAD
+ int lhs;
+ struct __pyx_obj_3_sa_Phrase *f;
+ struct __pyx_obj_3_sa_Phrase *e;
+ struct __pyx_obj_3_sa_FeatureVector *scores;
+ int n_scores;
+ PyObject *word_alignments;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":112
+ * def make_lattice(words):
+ * word_ids = (sym_fromstring(word, True) for word in words)
+ * return tuple(((word, None, 1), ) for word in word_ids) # <<<<<<<<<<<<<<
+ *
+ * def decode_lattice(lattice):
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_6_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *__pyx_outer_scope;
+ PyObject *__pyx_v_word;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1885
+ * # Aggregate stats from a training instance
+ * # (Extract rules, update counts)
+ * def add_instance(self, f_words, e_words, alignment): # <<<<<<<<<<<<<<
+ *
+ * self.online = True
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_21_add_instance {
+ PyObject_HEAD
+ PyObject *__pyx_v_al;
+ PyObject *__pyx_v_cover;
+ PyObject *__pyx_v_e_nt_cover;
+ PyObject *__pyx_v_e_words;
+ PyObject *__pyx_v_ef_span;
+ PyObject *__pyx_v_extract;
+ PyObject *__pyx_v_f_len;
+ PyObject *__pyx_v_f_words;
+ PyObject *__pyx_v_fe_span;
+ PyObject *__pyx_v_rules;
+ struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/data_array.pxi":74
+ * def read_bitext(self, char* filename, int side):
+ * with gzip_or_text(filename) as fp:
+ * data = (line.split(' ||| ')[side] for line in fp) # <<<<<<<<<<<<<<
+ * self.read_text_data(data)
+ *
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_1_read_bitext *__pyx_outer_scope;
+ PyObject *__pyx_v_line;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":84
+ * # in the suffix array; if discontiguous, it is the set of
+ * # actual locations (packed into an array)
+ * cdef class PhraseLocation: # <<<<<<<<<<<<<<
+ * cdef int sa_low
+ * cdef int sa_high
+ */
+struct __pyx_obj_3_sa_PhraseLocation {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_PhraseLocation *__pyx_vtab;
+ int sa_low;
+ int sa_high;
+ int arr_low;
+ int arr_high;
+ struct __pyx_obj_3_sa_IntList *arr;
+ int num_subpatterns;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rule.pxi":141
+ * return self.syms[i]
+ *
+ * def __iter__(self): # <<<<<<<<<<<<<<
+ * cdef int i
+ * for i from 0 <= i < self.n:
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_15___iter__ {
+ PyObject_HEAD
+ int __pyx_v_i;
+ struct __pyx_obj_3_sa_Phrase *__pyx_v_self;
+ int __pyx_t_0;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2055
+ *
+ * # Create a rule from source, target, non-terminals, and alignments
+ * def form_rule(self, f_i, e_i, f_span, e_span, nt, al): # <<<<<<<<<<<<<<
+ *
+ * # Substitute in non-terminals
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_22_form_rule {
+ PyObject_HEAD
+ PyObject *__pyx_v_links;
+ struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2121
+ * # Rule string from rule
+ * def fmt_rule(self, f, e, a):
+ * a_str = ' '.join('{0}-{1}'.format(*self.alignment.unlink(packed)) for packed in a) # <<<<<<<<<<<<<<
+ * return '[X] ||| {0} ||| {1} ||| {2}'.format(f, e, a_str)
+ *
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_24_fmt_rule *__pyx_outer_scope;
+ PyObject *__pyx_v_packed;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2120
+ *
+ * # Rule string from rule
+ * def fmt_rule(self, f, e, a): # <<<<<<<<<<<<<<
+ * a_str = ' '.join('{0}-{1}'.format(*self.alignment.unlink(packed)) for packed in a)
+ * return '[X] ||| {0} ||| {1} ||| {2}'.format(f, e, a_str)
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_24_fmt_rule {
+ PyObject_HEAD
+ PyObject *__pyx_v_a;
+ struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/features.pxi":20
+ * yield (FD.word(self.names[i]), self.values[i])
+ *
+ * def __str__(self): # <<<<<<<<<<<<<<
+ * return ' '.join('%s=%s' % feat for feat in self)
+ *
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_28___str__ {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa_FeatureVector *__pyx_v_self;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/data_array.pxi":72
+ * self.read_text_data(fp)
+ *
+ * def read_bitext(self, char* filename, int side): # <<<<<<<<<<<<<<
+ * with gzip_or_text(filename) as fp:
+ * data = (line.split(' ||| ')[side] for line in fp)
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_1_read_bitext {
+ PyObject_HEAD
+ PyObject *__pyx_v_fp;
+ int __pyx_v_side;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":124
+ * return tuple(sym_fromstring(word, True) for word in words)
+ *
+ * def decode_words(syms): # <<<<<<<<<<<<<<
+ * return tuple(sym_tostring(sym) for sym in syms)
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_13_decode_words {
+ PyObject_HEAD
+ PyObject *__pyx_v_syms;
+};
+
+
+/* "_sa.pxd":25
+ * cdef void read_handle(self, FILE* f)
+ *
+ * cdef class FeatureVector: # <<<<<<<<<<<<<<
+ * cdef IntList names
+ * cdef FloatList values
+ */
+struct __pyx_obj_3_sa_FeatureVector {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa_IntList *names;
+ struct __pyx_obj_3_sa_FloatList *values;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":114
+ * return tuple(((word, None, 1), ) for word in word_ids)
+ *
+ * def decode_lattice(lattice): # <<<<<<<<<<<<<<
+ * return tuple((sym_tostring(sym), weight, dist) for (sym, weight, dist) in arc
+ * for arc in node for node in lattice)
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_7_decode_lattice {
+ PyObject_HEAD
+ PyObject *__pyx_v_lattice;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":973
+ * return sorted(result);
+ *
+ * def input(self, fwords, meta): # <<<<<<<<<<<<<<
+ * '''When this function is called on the RuleFactory,
+ * it looks up all of the rules that can be used to translate
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_19_input {
+ PyObject_HEAD
+ PyObject *__pyx_v_alignment;
+ PyObject *__pyx_v_als;
+ PyObject *__pyx_v_alslist;
+ int __pyx_v_alt;
+ int __pyx_v_alt_id;
+ int __pyx_v_arity;
+ struct __pyx_obj_3_sa_IntList *__pyx_v_chunklen;
+ PyObject *__pyx_v_count;
+ PyObject *__pyx_v_e;
+ PyObject *__pyx_v_elist;
+ PyObject *__pyx_v_extract;
+ PyObject *__pyx_v_extract_start;
+ PyObject *__pyx_v_extract_stop;
+ PyObject *__pyx_v_extracts;
+ PyObject *__pyx_v_f;
+ PyObject *__pyx_v_f_syms;
+ PyObject *__pyx_v_fcount;
+ int __pyx_v_flen;
+ PyObject *__pyx_v_fphrases;
+ PyObject *__pyx_v_frontier;
+ PyObject *__pyx_v_frontier_nodes;
+ PyObject *__pyx_v_fwords;
+ PyObject *__pyx_v_genexpr;
+ struct __pyx_obj_3_sa_Phrase *__pyx_v_hiero_phrase;
+ long __pyx_v_hit;
+ int __pyx_v_i;
+ PyObject *__pyx_v_input_match;
+ PyObject *__pyx_v_intersect_start_time;
+ PyObject *__pyx_v_intersect_stop_time;
+ PyObject *__pyx_v_is_shadow_path;
+ int __pyx_v_j;
+ int __pyx_v_k;
+ PyObject *__pyx_v_key;
+ PyObject *__pyx_v_lex_i;
+ PyObject *__pyx_v_lex_j;
+ PyObject *__pyx_v_loc;
+ PyObject *__pyx_v_locs;
+ int __pyx_v_lookup_required;
+ struct __pyx_t_3_sa_Matching __pyx_v_matching;
+ PyObject *__pyx_v_max_locs;
+ PyObject *__pyx_v_meta;
+ PyObject *__pyx_v_new_frontier;
+ PyObject *__pyx_v_new_node;
+ PyObject *__pyx_v_next_states;
+ PyObject *__pyx_v_node;
+ PyObject *__pyx_v_nodes_isteps_away_buffer;
+ int __pyx_v_nualt;
+ int __pyx_v_num_samples;
+ int __pyx_v_num_subpatterns;
+ PyObject *__pyx_v_pathlen;
+ PyObject *__pyx_v_phrase;
+ struct __pyx_obj_3_sa_PhraseLocation *__pyx_v_phrase_location;
+ PyObject *__pyx_v_prefix;
+ PyObject *__pyx_v_reachable_buffer;
+ PyObject *__pyx_v_sa_range;
+ struct __pyx_obj_3_sa_IntList *__pyx_v_sample;
+ struct __pyx_obj_3_sa_FeatureVector *__pyx_v_scores;
+ PyObject *__pyx_v_seen_phrases;
+ struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self;
+ PyObject *__pyx_v_spanlen;
+ float __pyx_v_start_time;
+ PyObject *__pyx_v_stop_time;
+ PyObject *__pyx_v_suffix_link;
+ int __pyx_v_suffix_link_xcat;
+ PyObject *__pyx_v_suffix_link_xcat_index;
+ PyObject *__pyx_v_word_id;
+ int __pyx_v_x1;
+ int __pyx_v_xcat;
+ PyObject *__pyx_v_xcat_index;
+ PyObject *__pyx_v_xnode;
+ PyObject *__pyx_v_xroot;
+ Py_ssize_t __pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ int __pyx_t_2;
+ PyObject *__pyx_t_3;
+ PyObject *__pyx_t_4;
+ PyObject *__pyx_t_5;
+ int __pyx_t_6;
+ Py_ssize_t __pyx_t_7;
+ Py_ssize_t __pyx_t_8;
+ Py_ssize_t __pyx_t_9;
+ PyObject *(*__pyx_t_10)(PyObject *);
+ PyObject *(*__pyx_t_11)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/features.pxi":23
+ * return ' '.join('%s=%s' % feat for feat in self)
+ *
+ * cdef class Scorer: # <<<<<<<<<<<<<<
+ * cdef models
+ * def __init__(self, *models):
+ */
+struct __pyx_obj_3_sa_Scorer {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_Scorer *__pyx_vtab;
+ PyObject *models;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/alignment.pxi":10
+ * cdef int ALIGNMENT_CODE = 1 << 16
+ *
+ * cdef class Alignment: # <<<<<<<<<<<<<<
+ * cdef IntList links
+ * cdef IntList sent_index
+ */
+struct __pyx_obj_3_sa_Alignment {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_Alignment *__pyx_vtab;
+ struct __pyx_obj_3_sa_IntList *links;
+ struct __pyx_obj_3_sa_IntList *sent_index;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":118
+ * # (entirely C-implemented) _BitSet struct.
+ * # Very slow; use only for debugging
+ * cdef class BitSet: # <<<<<<<<<<<<<<
+ *
+ * cdef _BitSet* b
+ */
+struct __pyx_obj_3_sa_BitSet {
+ PyObject_HEAD
+ struct __pyx_t_3_sa__BitSet *b;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":106
+ *
+ *
+ * cdef class Sampler: # <<<<<<<<<<<<<<
+ * '''A Sampler implements a logic for choosing
+ * samples from a population range'''
+ */
+struct __pyx_obj_3_sa_Sampler {
+ PyObject_HEAD
+ int sample_size;
+ struct __pyx_obj_3_sa_IntList *sa;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/str_map.pxi":8
+ * char* stringmap_word(StrMap *vocab, int i)
+ *
+ * cdef class StringMap: # <<<<<<<<<<<<<<
+ * cdef StrMap *vocab
+ * cdef char *word(self, int i)
+ */
+struct __pyx_obj_3_sa_StringMap {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_StringMap *__pyx_vtab;
+ StrMap *vocab;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2167
+ * # (Used for EGivenFCoherent)
+ * # Return set of (fphrase, lex_i, lex_j)
+ * def get_f_phrases(self, f_words): # <<<<<<<<<<<<<<
+ *
+ * f_len = len(f_words)
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases {
+ PyObject_HEAD
+ PyObject *__pyx_v_extract;
+ PyObject *__pyx_v_f_len;
+ PyObject *__pyx_v_f_words;
+ PyObject *__pyx_v_phrases;
+ struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":46
+ * cdef int EPSILON = sym_fromstring('*EPS*', True)
+ *
+ * cdef class TrieNode: # <<<<<<<<<<<<<<
+ * cdef public children
+ *
+ */
+struct __pyx_obj_3_sa_TrieNode {
+ PyObject_HEAD
+ PyObject *children;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":52
+ * self.children = {}
+ *
+ * cdef class ExtendedTrieNode(TrieNode): # <<<<<<<<<<<<<<
+ * cdef public phrase
+ * cdef public phrase_location
+ */
+struct __pyx_obj_3_sa_ExtendedTrieNode {
+ struct __pyx_obj_3_sa_TrieNode __pyx_base;
+ PyObject *phrase;
+ PyObject *phrase_location;
+ PyObject *suffix_link;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/precomputation.pxi":109
+ * trie_node_to_map(edge.node, result, prefix, include_zeros)
+ *
+ * cdef class TrieMap: # <<<<<<<<<<<<<<
+ *
+ * cdef _Trie_Node** root
+ */
+struct __pyx_obj_3_sa_TrieMap {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_TrieMap *__pyx_vtab;
+ struct __pyx_t_3_sa__Trie_Node **root;
+ int V;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":115
+ *
+ * def decode_lattice(lattice):
+ * return tuple((sym_tostring(sym), weight, dist) for (sym, weight, dist) in arc # <<<<<<<<<<<<<<
+ * for arc in node for node in lattice)
+ *
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_7_decode_lattice *__pyx_outer_scope;
+ PyObject *__pyx_v_arc;
+ PyObject *__pyx_v_dist;
+ PyObject *__pyx_v_node;
+ PyObject *__pyx_v_sym;
+ PyObject *__pyx_v_weight;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+ PyObject *__pyx_t_3;
+ PyObject *__pyx_t_4;
+ Py_ssize_t __pyx_t_5;
+ PyObject *(*__pyx_t_6)(PyObject *);
+ Py_ssize_t __pyx_t_7;
+ PyObject *(*__pyx_t_8)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":110
+ * return sym_isvar(sym)
+ *
+ * def make_lattice(words): # <<<<<<<<<<<<<<
+ * word_ids = (sym_fromstring(word, True) for word in words)
+ * return tuple(((word, None, 1), ) for word in word_ids)
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice {
+ PyObject_HEAD
+ PyObject *__pyx_v_word_ids;
+ PyObject *__pyx_v_words;
+};
+
+
+/* "_sa.pxd":29
+ * cdef FloatList values
+ *
+ * cdef class Phrase: # <<<<<<<<<<<<<<
+ * cdef int *syms
+ * cdef int n, *varpos, n_vars
+ */
+struct __pyx_obj_3_sa_Phrase {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_Phrase *__pyx_vtab;
+ int *syms;
+ int n;
+ int *varpos;
+ int n_vars;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/features.pxi":15
+ * self.values.append(value)
+ *
+ * def __iter__(self): # <<<<<<<<<<<<<<
+ * cdef unsigned i
+ * for i in range(self.names.len):
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_27___iter__ {
+ PyObject_HEAD
+ unsigned int __pyx_v_i;
+ struct __pyx_obj_3_sa_FeatureVector *__pyx_v_self;
+ int __pyx_t_0;
+ unsigned int __pyx_t_1;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/int_list.pxi":81
+ * free(self.arr)
+ *
+ * def __iter__(self): # <<<<<<<<<<<<<<
+ * cdef int i
+ * for i in range(self.len):
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct____iter__ {
+ PyObject_HEAD
+ int __pyx_v_i;
+ struct __pyx_obj_3_sa_IntList *__pyx_v_self;
+ int __pyx_t_0;
+ int __pyx_t_1;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":63
+ *
+ *
+ * cdef class TrieTable: # <<<<<<<<<<<<<<
+ * cdef public int extended
+ * cdef public int count
+ */
+struct __pyx_obj_3_sa_TrieTable {
+ PyObject_HEAD
+ int extended;
+ int count;
+ PyObject *root;
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":111
+ *
+ * def make_lattice(words):
+ * word_ids = (sym_fromstring(word, True) for word in words) # <<<<<<<<<<<<<<
+ * return tuple(((word, None, 1), ) for word in word_ids)
+ *
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_5_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *__pyx_outer_scope;
+ PyObject *__pyx_v_word;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":119
+ *
+ * def decode_sentence(lattice):
+ * return tuple(sym_tostring(sym) for ((sym, _, _),) in lattice) # <<<<<<<<<<<<<<
+ *
+ * def encode_words(words):
+ */
+struct __pyx_obj_3_sa___pyx_scope_struct_10_genexpr {
+ PyObject_HEAD
+ struct __pyx_obj_3_sa___pyx_scope_struct_9_decode_sentence *__pyx_outer_scope;
+ PyObject *__pyx_v__;
+ PyObject *__pyx_v_sym;
+ PyObject *__pyx_t_0;
+ Py_ssize_t __pyx_t_1;
+ PyObject *(*__pyx_t_2)(PyObject *);
+};
+
+
+/* "_sa.pxd":3
+ * from libc.stdio cimport FILE
+ *
+ * cdef class FloatList: # <<<<<<<<<<<<<<
+ * cdef int size
+ * cdef int increment
+ */
+struct __pyx_obj_3_sa_FloatList {
+ PyObject_HEAD
+ struct __pyx_vtabstruct_3_sa_FloatList *__pyx_vtab;
+ int size;
+ int increment;
+ int len;
+ float *arr;
+};
+
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/data_array.pxi":9
+ * from libc.string cimport memset, strcpy
+ *
+ * cdef class DataArray: # <<<<<<<<<<<<<<
+ * cdef public word2id
+ * cdef public id2word
+ */
+
+struct __pyx_vtabstruct_3_sa_DataArray {
+ void (*read_handle)(struct __pyx_obj_3_sa_DataArray *, FILE *);
+ void (*write_handle)(struct __pyx_obj_3_sa_DataArray *, FILE *);
+};
+static struct __pyx_vtabstruct_3_sa_DataArray *__pyx_vtabptr_3_sa_DataArray;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/alignment.pxi":10
+ * cdef int ALIGNMENT_CODE = 1 << 16
+ *
+ * cdef class Alignment: # <<<<<<<<<<<<<<
+ * cdef IntList links
+ * cdef IntList sent_index
+ */
+
+struct __pyx_vtabstruct_3_sa_Alignment {
+ int (*link)(struct __pyx_obj_3_sa_Alignment *, int, int);
+ PyObject *(*_unlink)(struct __pyx_obj_3_sa_Alignment *, int, int *, int *);
+ int *(*_get_sent_links)(struct __pyx_obj_3_sa_Alignment *, int, int *);
+};
+static struct __pyx_vtabstruct_3_sa_Alignment *__pyx_vtabptr_3_sa_Alignment;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rule.pxi":4
+ * from libc.string cimport strsep, strcpy, strlen
+ *
+ * cdef class Phrase: # <<<<<<<<<<<<<<
+ *
+ * def __cinit__(self, words):
+ */
+
+struct __pyx_vtabstruct_3_sa_Phrase {
+ int (*chunkpos)(struct __pyx_obj_3_sa_Phrase *, int);
+ int (*chunklen)(struct __pyx_obj_3_sa_Phrase *, int);
+};
+static struct __pyx_vtabstruct_3_sa_Phrase *__pyx_vtabptr_3_sa_Phrase;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":84
+ * # in the suffix array; if discontiguous, it is the set of
+ * # actual locations (packed into an array)
+ * cdef class PhraseLocation: # <<<<<<<<<<<<<<
+ * cdef int sa_low
+ * cdef int sa_high
+ */
+
+struct __pyx_vtabstruct_3_sa_PhraseLocation {
+ int (*contains)(struct __pyx_obj_3_sa_PhraseLocation *, int);
+};
+static struct __pyx_vtabstruct_3_sa_PhraseLocation *__pyx_vtabptr_3_sa_PhraseLocation;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":47
+ *
+ *
+ * cdef class BiLex: # <<<<<<<<<<<<<<
+ * cdef FloatList col1
+ * cdef FloatList col2
+ */
+
+struct __pyx_vtabstruct_3_sa_BiLex {
+ PyObject *(*compute_from_data)(struct __pyx_obj_3_sa_BiLex *, struct __pyx_obj_3_sa_SuffixArray *, struct __pyx_obj_3_sa_DataArray *, struct __pyx_obj_3_sa_Alignment *);
+ PyObject *(*_add_node)(struct __pyx_obj_3_sa_BiLex *, struct __pyx_t_3_sa__node *, int *, float, int *);
+ PyObject *(*write_wordlist)(struct __pyx_obj_3_sa_BiLex *, PyObject *, FILE *);
+ PyObject *(*read_wordlist)(struct __pyx_obj_3_sa_BiLex *, PyObject *, PyObject *, FILE *);
+ PyObject *(*swap)(struct __pyx_obj_3_sa_BiLex *, int, int);
+ PyObject *(*qsort)(struct __pyx_obj_3_sa_BiLex *, int, int, PyObject *);
+};
+static struct __pyx_vtabstruct_3_sa_BiLex *__pyx_vtabptr_3_sa_BiLex;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/int_list.pxi":9
+ * from libc.string cimport memset, memcpy
+ *
+ * cdef class IntList: # <<<<<<<<<<<<<<
+ *
+ * def __cinit__(self, int size=0, int increment=1, int initial_len=0):
+ */
+
+struct __pyx_vtabstruct_3_sa_IntList {
+ void (*set)(struct __pyx_obj_3_sa_IntList *, int, int);
+ void (*_append)(struct __pyx_obj_3_sa_IntList *, int);
+ void (*_extend)(struct __pyx_obj_3_sa_IntList *, struct __pyx_obj_3_sa_IntList *);
+ void (*_extend_arr)(struct __pyx_obj_3_sa_IntList *, int *, int);
+ void (*_clear)(struct __pyx_obj_3_sa_IntList *);
+ void (*write_handle)(struct __pyx_obj_3_sa_IntList *, FILE *);
+ void (*read_handle)(struct __pyx_obj_3_sa_IntList *, FILE *);
+};
+static struct __pyx_vtabstruct_3_sa_IntList *__pyx_vtabptr_3_sa_IntList;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/precomputation.pxi":109
+ * trie_node_to_map(edge.node, result, prefix, include_zeros)
+ *
+ * cdef class TrieMap: # <<<<<<<<<<<<<<
+ *
+ * cdef _Trie_Node** root
+ */
+
+struct __pyx_vtabstruct_3_sa_TrieMap {
+ struct __pyx_t_3_sa__Trie_Node *(*_insert)(struct __pyx_obj_3_sa_TrieMap *, int *, int);
+ struct __pyx_t_3_sa__Trie_Node *(*_contains)(struct __pyx_obj_3_sa_TrieMap *, int *, int);
+};
+static struct __pyx_vtabstruct_3_sa_TrieMap *__pyx_vtabptr_3_sa_TrieMap;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/precomputation.pxi":188
+ *
+ *
+ * cdef class Precomputation: # <<<<<<<<<<<<<<
+ * cdef int precompute_rank
+ * cdef int precompute_secondary_rank
+ */
+
+struct __pyx_vtabstruct_3_sa_Precomputation {
+ PyObject *(*read_map)(struct __pyx_obj_3_sa_Precomputation *, FILE *);
+ PyObject *(*write_map)(struct __pyx_obj_3_sa_Precomputation *, PyObject *, FILE *);
+};
+static struct __pyx_vtabstruct_3_sa_Precomputation *__pyx_vtabptr_3_sa_Precomputation;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/features.pxi":23
+ * return ' '.join('%s=%s' % feat for feat in self)
+ *
+ * cdef class Scorer: # <<<<<<<<<<<<<<
+ * cdef models
+ * def __init__(self, *models):
+ */
+
+struct __pyx_vtabstruct_3_sa_Scorer {
+ struct __pyx_obj_3_sa_FeatureVector *(*score)(struct __pyx_obj_3_sa_Scorer *, PyObject *);
+};
+static struct __pyx_vtabstruct_3_sa_Scorer *__pyx_vtabptr_3_sa_Scorer;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/float_list.pxi":9
+ * from libc.string cimport memset, strcpy, strlen
+ *
+ * cdef class FloatList: # <<<<<<<<<<<<<<
+ *
+ * def __cinit__(self, int size=0, int increment=1, int initial_len=0):
+ */
+
+struct __pyx_vtabstruct_3_sa_FloatList {
+ void (*set)(struct __pyx_obj_3_sa_FloatList *, int, float);
+ void (*write_handle)(struct __pyx_obj_3_sa_FloatList *, FILE *);
+ void (*read_handle)(struct __pyx_obj_3_sa_FloatList *, FILE *);
+};
+static struct __pyx_vtabstruct_3_sa_FloatList *__pyx_vtabptr_3_sa_FloatList;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":354
+ *
+ *
+ * cdef class VEB: # <<<<<<<<<<<<<<
+ * cdef _VEB* veb
+ * cdef int _findsucc(self, int i)
+ */
+
+struct __pyx_vtabstruct_3_sa_VEB {
+ int (*_findsucc)(struct __pyx_obj_3_sa_VEB *, int);
+ int (*_insert)(struct __pyx_obj_3_sa_VEB *, int);
+ int (*_first)(struct __pyx_obj_3_sa_VEB *);
+};
+static struct __pyx_vtabstruct_3_sa_VEB *__pyx_vtabptr_3_sa_VEB;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":7
+ * cdef int INDEX_MASK = (1<<INDEX_SHIFT)-1
+ *
+ * cdef class Alphabet: # <<<<<<<<<<<<<<
+ * cdef readonly StringMap terminals, nonterminals
+ * cdef int first_nonterminal, last_nonterminal
+ */
+
+struct __pyx_vtabstruct_3_sa_Alphabet {
+ int (*isvar)(struct __pyx_obj_3_sa_Alphabet *, int);
+ int (*isword)(struct __pyx_obj_3_sa_Alphabet *, int);
+ int (*getindex)(struct __pyx_obj_3_sa_Alphabet *, int);
+ int (*setindex)(struct __pyx_obj_3_sa_Alphabet *, int, int);
+ int (*clearindex)(struct __pyx_obj_3_sa_Alphabet *, int);
+ int (*match)(struct __pyx_obj_3_sa_Alphabet *, int, int);
+ char *(*tocat)(struct __pyx_obj_3_sa_Alphabet *, int);
+ int (*fromcat)(struct __pyx_obj_3_sa_Alphabet *, char *);
+ char *(*tostring)(struct __pyx_obj_3_sa_Alphabet *, int);
+ int (*fromstring)(struct __pyx_obj_3_sa_Alphabet *, char *, int);
+};
+static struct __pyx_vtabstruct_3_sa_Alphabet *__pyx_vtabptr_3_sa_Alphabet;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/suffix_array.pxi":6
+ * from libc.stdio cimport FILE, fclose, fopen
+ *
+ * cdef class SuffixArray: # <<<<<<<<<<<<<<
+ * cdef DataArray darray
+ * cdef IntList sa
+ */
+
+struct __pyx_vtabstruct_3_sa_SuffixArray {
+ int (*__pyx___search_high)(struct __pyx_obj_3_sa_SuffixArray *, int, int, int, int);
+ int (*__pyx___search_low)(struct __pyx_obj_3_sa_SuffixArray *, int, int, int, int);
+ PyObject *(*__pyx___get_range)(struct __pyx_obj_3_sa_SuffixArray *, int, int, int, int, int);
+ PyObject *(*__pyx___lookup_helper)(struct __pyx_obj_3_sa_SuffixArray *, int, int, int, int);
+};
+static struct __pyx_vtabstruct_3_sa_SuffixArray *__pyx_vtabptr_3_sa_SuffixArray;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/str_map.pxi":8
+ * char* stringmap_word(StrMap *vocab, int i)
+ *
+ * cdef class StringMap: # <<<<<<<<<<<<<<
+ * cdef StrMap *vocab
+ * cdef char *word(self, int i)
+ */
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+struct __pyx_vtabstruct_3_sa_StringMap {
+ char *(*word)(struct __pyx_obj_3_sa_StringMap *, int);
+ int (*index)(struct __pyx_obj_3_sa_StringMap *, char *);
+};
+static struct __pyx_vtabstruct_3_sa_StringMap *__pyx_vtabptr_3_sa_StringMap;
+
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":228
+ *
+ *
+ * cdef class HieroCachingRuleFactory: # <<<<<<<<<<<<<<
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+ * method using TrieTable, which makes phrase
+ */
+
+struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory {
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+ long (*compare_matchings_set)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, int, int, int *, int, struct __pyx_t_3_sa_Matching *, int, int);
+ long (*compare_matchings)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, struct __pyx_t_3_sa_Matching *, struct __pyx_t_3_sa_Matching *, int, int);
+ int *(*merge_helper)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, int, int, int *, int, int, int, int *, int, int, int, int, int *);
+ void (*sort_phrase_loc)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, struct __pyx_obj_3_sa_IntList *, struct __pyx_obj_3_sa_PhraseLocation *, struct __pyx_obj_3_sa_Phrase *);
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+ PyObject *(*loc2str)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, struct __pyx_obj_3_sa_PhraseLocation *);
+ struct __pyx_obj_3_sa_PhraseLocation *(*intersect)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, PyObject *, PyObject *, struct __pyx_obj_3_sa_Phrase *);
+ int (*find_fixpoint)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, int, PyObject *, int *, int *, int *, int *, int, int, int *, int *, int *, int *, int, int, int, int, int, int, int, int, int, int, int);
+ PyObject *(*find_projection)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, int, int, int *, int *, int *, int *);
+ int *(*int_arr_extend)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, int *, int *, int *, int);
+ PyObject *(*extract_phrases)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, int, int, int *, int *, int *, int, int, int, int *, int *, int *, int, int, int);
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+ PyObject *(*extract)(struct __pyx_obj_3_sa_HieroCachingRuleFactory *, struct __pyx_obj_3_sa_Phrase *, struct __pyx_t_3_sa_Matching *, int *, int);
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+ PyListObject* L = (PyListObject*) list;
+ Py_ssize_t len = Py_SIZE(list);
+ if (likely(L->allocated > len) & likely(len > (L->allocated >> 1))) {
+ Py_INCREF(x);
+ PyList_SET_ITEM(list, len, x);
+ Py_SIZE(list) = len+1;
+ return 0;
+ }
+ return PyList_Append(list, x);
+}
+#else
+#define __Pyx_PyList_Append(L,x) PyList_Append(L,x)
+#endif
+
+#define __Pyx_GetItemInt(o, i, size, to_py_func, is_list, wraparound, boundscheck) \
+ (((size) <= sizeof(Py_ssize_t)) ? \
+ __Pyx_GetItemInt_Fast(o, i, is_list, wraparound, boundscheck) : \
+ __Pyx_GetItemInt_Generic(o, to_py_func(i)))
+#define __Pyx_GetItemInt_List(o, i, size, to_py_func, is_list, wraparound, boundscheck) \
+ (((size) <= sizeof(Py_ssize_t)) ? \
+ __Pyx_GetItemInt_List_Fast(o, i, wraparound, boundscheck) : \
+ __Pyx_GetItemInt_Generic(o, to_py_func(i)))
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
+ int wraparound, int boundscheck);
+#define __Pyx_GetItemInt_Tuple(o, i, size, to_py_func, is_list, wraparound, boundscheck) \
+ (((size) <= sizeof(Py_ssize_t)) ? \
+ __Pyx_GetItemInt_Tuple_Fast(o, i, wraparound, boundscheck) : \
+ __Pyx_GetItemInt_Generic(o, to_py_func(i)))
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
+ int wraparound, int boundscheck);
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j);
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
+ int is_list, int wraparound, int boundscheck);
+
+static CYTHON_INLINE int __Pyx_PySequence_Contains(PyObject* item, PyObject* seq, int eq) {
+ int result = PySequence_Contains(seq, item);
+ return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
+}
+
+static PyObject* __Pyx_PyObject_CallMethodTuple(PyObject* obj, PyObject* method_name, PyObject* args) {
+ PyObject *method, *result = NULL;
+ if (unlikely(!args)) return NULL;
+ method = __Pyx_PyObject_GetAttrStr(obj, method_name);
+ if (unlikely(!method)) goto bad;
+ result = PyObject_Call(method, args, NULL);
+ Py_DECREF(method);
+bad:
+ Py_DECREF(args);
+ return result;
+}
+#define __Pyx_PyObject_CallMethod3(obj, name, arg1, arg2, arg3) \
+ __Pyx_PyObject_CallMethodTuple(obj, name, PyTuple_Pack(3, arg1, arg2, arg3))
+#define __Pyx_PyObject_CallMethod2(obj, name, arg1, arg2) \
+ __Pyx_PyObject_CallMethodTuple(obj, name, PyTuple_Pack(2, arg1, arg2))
+#define __Pyx_PyObject_CallMethod1(obj, name, arg1) \
+ __Pyx_PyObject_CallMethodTuple(obj, name, PyTuple_Pack(1, arg1))
+#define __Pyx_PyObject_CallMethod0(obj, name) \
+ __Pyx_PyObject_CallMethodTuple(obj, name, (Py_INCREF(__pyx_empty_tuple), __pyx_empty_tuple))
+
+static CYTHON_INLINE PyObject* __Pyx_PyObject_Append(PyObject* L, PyObject* x); /*proto*/
+
+static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb); /*proto*/
+
+static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname);
+
+static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(
+ PyObject* obj, Py_ssize_t cstart, Py_ssize_t cstop,
+ PyObject** py_start, PyObject** py_stop, PyObject** py_slice,
+ int has_cstart, int has_cstop, int wraparound);
+
+static CYTHON_INLINE int __Pyx_div_int(int, int); /* proto */
+
+#ifndef __PYX_FORCE_INIT_THREADS
+ #define __PYX_FORCE_INIT_THREADS 0
+#endif
+
+#define UNARY_NEG_WOULD_OVERFLOW(x) (((x) < 0) & ((unsigned long)(x) == 0-(unsigned long)(x)))
+
+static CYTHON_INLINE int __Pyx_mod_int(int, int); /* proto */
+
+static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);
+
+static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);
+
+static CYTHON_INLINE int __Pyx_IterFinish(void); /*proto*/
+
+static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected); /*proto*/
+
+#define __Pyx_SetItemInt(o, i, v, size, to_py_func, is_list, wraparound, boundscheck) \
+ (((size) <= sizeof(Py_ssize_t)) ? \
+ __Pyx_SetItemInt_Fast(o, i, v, is_list, wraparound, boundscheck) : \
+ __Pyx_SetItemInt_Generic(o, to_py_func(i), v))
+static CYTHON_INLINE int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v);
+static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v,
+ int is_list, int wraparound, int boundscheck);
+
+static double __Pyx__PyObject_AsDouble(PyObject* obj); /* proto */
+#if CYTHON_COMPILING_IN_PYPY
+#define __Pyx_PyObject_AsDouble(obj) \
+(likely(PyFloat_CheckExact(obj)) ? PyFloat_AS_DOUBLE(obj) : \
+ likely(PyInt_CheckExact(obj)) ? \
+ PyFloat_AsDouble(obj) : __Pyx__PyObject_AsDouble(obj))
+#else
+#define __Pyx_PyObject_AsDouble(obj) \
+((likely(PyFloat_CheckExact(obj))) ? \
+ PyFloat_AS_DOUBLE(obj) : __Pyx__PyObject_AsDouble(obj))
+#endif
+
+static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);
+
+static CYTHON_INLINE long __Pyx_div_long(long, long); /* proto */
+
+static int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
+ const char *name, int exact); /*proto*/
+
+#if CYTHON_COMPILING_IN_CPYTHON
+static CYTHON_INLINE int __Pyx_ListComp_Append(PyObject* list, PyObject* x) {
+ PyListObject* L = (PyListObject*) list;
+ Py_ssize_t len = Py_SIZE(list);
+ if (likely(L->allocated > len)) {
+ Py_INCREF(x);
+ PyList_SET_ITEM(list, len, x);
+ Py_SIZE(list) = len+1;
+ return 0;
+ }
+ return PyList_Append(list, x);
+}
+#else
+#define __Pyx_ListComp_Append(L,x) PyList_Append(L,x)
+#endif
+
+static CYTHON_INLINE int __Pyx_PyDict_Contains(PyObject* item, PyObject* dict, int eq) {
+ int result = PyDict_Contains(dict, item);
+ return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
+}
+
+static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);
+
+static void __Pyx_UnpackTupleError(PyObject *, Py_ssize_t index); /*proto*/
+
+static CYTHON_INLINE int __Pyx_unpack_tuple2(PyObject* tuple, PyObject** value1, PyObject** value2,
+ int is_tuple, int has_known_size, int decref_tuple);
+
+static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* dict, int is_dict, PyObject* method_name,
+ Py_ssize_t* p_orig_length, int* p_is_dict);
+static CYTHON_INLINE int __Pyx_dict_iter_next(PyObject* dict_or_iter, Py_ssize_t orig_length, Py_ssize_t* ppos,
+ PyObject** pkey, PyObject** pvalue, PyObject** pitem, int is_dict);
+
+#if PY_VERSION_HEX < 0x02050000
+#ifndef PyAnySet_CheckExact
+#define PyAnySet_CheckExact(ob) \
+ ((ob)->ob_type == &PySet_Type || \
+ (ob)->ob_type == &PyFrozenSet_Type)
+#define PySet_New(iterable) \
+ PyObject_CallFunctionObjArgs((PyObject *)&PySet_Type, (iterable), NULL)
+#define Pyx_PyFrozenSet_New(iterable) \
+ PyObject_CallFunctionObjArgs((PyObject *)&PyFrozenSet_Type, (iterable), NULL)
+#define PySet_Size(anyset) \
+ PyObject_Size((anyset))
+#define PySet_Contains(anyset, key) \
+ PySequence_Contains((anyset), (key))
+#define PySet_Pop(set) \
+ PyObject_CallMethod(set, (char *)"pop", NULL)
+static CYTHON_INLINE int PySet_Clear(PyObject *set) {
+ PyObject *ret = PyObject_CallMethod(set, (char *)"clear", NULL);
+ if (!ret) return -1;
+ Py_DECREF(ret); return 0;
+}
+static CYTHON_INLINE int PySet_Discard(PyObject *set, PyObject *key) {
+ PyObject *ret = PyObject_CallMethod(set, (char *)"discard", (char *)"O", key);
+ if (!ret) return -1;
+ Py_DECREF(ret); return 0;
+}
+static CYTHON_INLINE int PySet_Add(PyObject *set, PyObject *key) {
+ PyObject *ret = PyObject_CallMethod(set, (char *)"add", (char *)"O", key);
+ if (!ret) return -1;
+ Py_DECREF(ret); return 0;
+}
+#endif /* PyAnySet_CheckExact (<= Py2.4) */
+#endif /* < Py2.5 */
+
+static CYTHON_INLINE long __Pyx_mod_long(long, long); /* proto */
+
+#if PY_MAJOR_VERSION >= 3
+static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
+ PyObject *value;
+ value = PyDict_GetItemWithError(d, key);
+ if (unlikely(!value)) {
+ if (!PyErr_Occurred()) {
+ PyObject* args = PyTuple_Pack(1, key);
+ if (likely(args))
+ PyErr_SetObject(PyExc_KeyError, args);
+ Py_XDECREF(args);
+ }
+ return NULL;
+ }
+ Py_INCREF(value);
+ return value;
+}
+#else
+ #define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
+#endif
+
+#define __Pyx_CyFunction_USED 1
+#include <structmember.h>
+#define __Pyx_CYFUNCTION_STATICMETHOD 0x01
+#define __Pyx_CYFUNCTION_CLASSMETHOD 0x02
+#define __Pyx_CYFUNCTION_CCLASS 0x04
+#define __Pyx_CyFunction_GetClosure(f) \
+ (((__pyx_CyFunctionObject *) (f))->func_closure)
+#define __Pyx_CyFunction_GetClassObj(f) \
+ (((__pyx_CyFunctionObject *) (f))->func_classobj)
+#define __Pyx_CyFunction_Defaults(type, f) \
+ ((type *)(((__pyx_CyFunctionObject *) (f))->defaults))
+#define __Pyx_CyFunction_SetDefaultsGetter(f, g) \
+ ((__pyx_CyFunctionObject *) (f))->defaults_getter = (g)
+typedef struct {
+ PyCFunctionObject func;
+ int flags;
+ PyObject *func_dict;
+ PyObject *func_weakreflist;
+ PyObject *func_name;
+ PyObject *func_qualname;
+ PyObject *func_doc;
+ PyObject *func_code;
+ PyObject *func_closure;
+ PyObject *func_classobj; /* No-args super() class cell */
+ void *defaults;
+ int defaults_pyobjects;
+ PyObject *defaults_tuple; /* Const defaults tuple */
+ PyObject *defaults_kwdict; /* Const kwonly defaults dict */
+ PyObject *(*defaults_getter)(PyObject *);
+ PyObject *func_annotations; /* function annotations dict */
+} __pyx_CyFunctionObject;
+static PyTypeObject *__pyx_CyFunctionType = 0;
+#define __Pyx_CyFunction_NewEx(ml, flags, qualname, self, module, code) \
+ __Pyx_CyFunction_New(__pyx_CyFunctionType, ml, flags, qualname, self, module, code)
+static PyObject *__Pyx_CyFunction_New(PyTypeObject *, PyMethodDef *ml,
+ int flags, PyObject* qualname,
+ PyObject *self, PyObject *module,
+ PyObject* code);
+static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *m,
+ size_t size,
+ int pyobjects);
+static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *m,
+ PyObject *tuple);
+static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *m,
+ PyObject *dict);
+static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *m,
+ PyObject *dict);
+static int __Pyx_CyFunction_init(void);
+
+static CYTHON_INLINE PyObject* __Pyx_PyObject_Pop(PyObject* L); /*proto*/
+
+#include <string.h>
+
+static int __Pyx_SetVtable(PyObject *dict, void *vtable); /*proto*/
+
+static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name); /*proto*/
+
+static CYTHON_INLINE void __Pyx_ExceptionSave(PyObject **type, PyObject **value, PyObject **tb); /*proto*/
+static void __Pyx_ExceptionReset(PyObject *type, PyObject *value, PyObject *tb); /*proto*/
+
+static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level); /*proto*/
+
+static CYTHON_INLINE unsigned char __Pyx_PyInt_AsUnsignedChar(PyObject *);
+
+static CYTHON_INLINE unsigned short __Pyx_PyInt_AsUnsignedShort(PyObject *);
+
+static CYTHON_INLINE unsigned int __Pyx_PyInt_AsUnsignedInt(PyObject *);
+
+static CYTHON_INLINE char __Pyx_PyInt_AsChar(PyObject *);
+
+static CYTHON_INLINE short __Pyx_PyInt_AsShort(PyObject *);
+
+static CYTHON_INLINE int __Pyx_PyInt_AsInt(PyObject *);
+
+static CYTHON_INLINE signed char __Pyx_PyInt_AsSignedChar(PyObject *);
+
+static CYTHON_INLINE signed short __Pyx_PyInt_AsSignedShort(PyObject *);
+
+static CYTHON_INLINE signed int __Pyx_PyInt_AsSignedInt(PyObject *);
+
+static CYTHON_INLINE int __Pyx_PyInt_AsLongDouble(PyObject *);
+
+static CYTHON_INLINE unsigned long __Pyx_PyInt_AsUnsignedLong(PyObject *);
+
+static CYTHON_INLINE unsigned PY_LONG_LONG __Pyx_PyInt_AsUnsignedLongLong(PyObject *);
+
+static CYTHON_INLINE long __Pyx_PyInt_AsLong(PyObject *);
+
+static CYTHON_INLINE PY_LONG_LONG __Pyx_PyInt_AsLongLong(PyObject *);
+
+static CYTHON_INLINE signed long __Pyx_PyInt_AsSignedLong(PyObject *);
+
+static CYTHON_INLINE signed PY_LONG_LONG __Pyx_PyInt_AsSignedLongLong(PyObject *);
+
+static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb); /*proto*/
+
+#define __Pyx_Generator_USED
+#include <structmember.h>
+#include <frameobject.h>
+typedef PyObject *(*__pyx_generator_body_t)(PyObject *, PyObject *);
+typedef struct {
+ PyObject_HEAD
+ __pyx_generator_body_t body;
+ PyObject *closure;
+ PyObject *exc_type;
+ PyObject *exc_value;
+ PyObject *exc_traceback;
+ PyObject *gi_weakreflist;
+ PyObject *classobj;
+ PyObject *yieldfrom;
+ int resume_label;
+ char is_running; // using T_BOOL for property below requires char value
+} __pyx_GeneratorObject;
+static __pyx_GeneratorObject *__Pyx_Generator_New(__pyx_generator_body_t body,
+ PyObject *closure);
+static int __pyx_Generator_init(void);
+static int __Pyx_Generator_clear(PyObject* self);
+#if 1 || PY_VERSION_HEX < 0x030300B0
+static int __Pyx_PyGen_FetchStopIterationValue(PyObject **pvalue);
+#else
+#define __Pyx_PyGen_FetchStopIterationValue(pvalue) PyGen_FetchStopIterationValue(pvalue)
+#endif
+
+static int __Pyx_check_binary_version(void);
+
+static int __Pyx_ExportFunction(const char *name, void (*f)(void), const char *sig); /*proto*/
+
+typedef struct {
+ int code_line;
+ PyCodeObject* code_object;
+} __Pyx_CodeObjectCacheEntry;
+struct __Pyx_CodeObjectCache {
+ int count;
+ int max_count;
+ __Pyx_CodeObjectCacheEntry* entries;
+};
+static struct __Pyx_CodeObjectCache __pyx_code_cache = {0,0,NULL};
+static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line);
+static PyCodeObject *__pyx_find_code_object(int code_line);
+static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object);
+
+static void __Pyx_AddTraceback(const char *funcname, int c_line,
+ int py_line, const char *filename); /*proto*/
+
+static int __Pyx_InitStrings(__Pyx_StringTabEntry *t); /*proto*/
+
+
+/* Module declarations from 'libc.string' */
+
+/* Module declarations from 'libc.stdio' */
+
+/* Module declarations from 'libc.stdlib' */
+
+/* Module declarations from 'libc.math' */
+
+/* Module declarations from '_sa' */
+static PyTypeObject *__pyx_ptype_3_sa_HieroCachingRuleFactory = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_9_decode_sentence = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_17_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_20_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_3_compute_stats = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_12_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_29_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa_IntList = 0;
+static PyTypeObject *__pyx_ptype_3_sa_VEBIterator = 0;
+static PyTypeObject *__pyx_ptype_3_sa_BiLex = 0;
+static PyTypeObject *__pyx_ptype_3_sa_VEB = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_11_encode_words = 0;
+static PyTypeObject *__pyx_ptype_3_sa_LCP = 0;
+static PyTypeObject *__pyx_ptype_3_sa_DataArray = 0;
+static PyTypeObject *__pyx_ptype_3_sa_BitSetIterator = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_23_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa_Precomputation = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_18_alignments = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_14_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa_SuffixArray = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_16___str__ = 0;
+static PyTypeObject *__pyx_ptype_3_sa_Alphabet = 0;
+static PyTypeObject *__pyx_ptype_3_sa_Rule = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_6_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_21_add_instance = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_2_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa_PhraseLocation = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_15___iter__ = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_22_form_rule = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_25_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_24_fmt_rule = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_28___str__ = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_1_read_bitext = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_13_decode_words = 0;
+static PyTypeObject *__pyx_ptype_3_sa_FeatureVector = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_7_decode_lattice = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_19_input = 0;
+static PyTypeObject *__pyx_ptype_3_sa_Scorer = 0;
+static PyTypeObject *__pyx_ptype_3_sa_Alignment = 0;
+static PyTypeObject *__pyx_ptype_3_sa_BitSet = 0;
+static PyTypeObject *__pyx_ptype_3_sa_Sampler = 0;
+static PyTypeObject *__pyx_ptype_3_sa_StringMap = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_26_get_f_phrases = 0;
+static PyTypeObject *__pyx_ptype_3_sa_TrieNode = 0;
+static PyTypeObject *__pyx_ptype_3_sa_ExtendedTrieNode = 0;
+static PyTypeObject *__pyx_ptype_3_sa_TrieMap = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_8_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_4_make_lattice = 0;
+static PyTypeObject *__pyx_ptype_3_sa_Phrase = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_27___iter__ = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct____iter__ = 0;
+static PyTypeObject *__pyx_ptype_3_sa_TrieTable = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_5_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa___pyx_scope_struct_10_genexpr = 0;
+static PyTypeObject *__pyx_ptype_3_sa_FloatList = 0;
+static int __pyx_v_3_sa_ALIGNMENT_CODE;
+static int __pyx_v_3_sa_MIN_BOTTOM_SIZE;
+static int __pyx_v_3_sa_MIN_BOTTOM_BITS;
+static int __pyx_v_3_sa_LOWER_MASK[32];
+static int __pyx_v_3_sa_INDEX_SHIFT;
+static int __pyx_v_3_sa_INDEX_MASK;
+static struct __pyx_obj_3_sa_Alphabet *__pyx_v_3_sa_ALPHABET = 0;
+static int __pyx_v_3_sa_PRECOMPUTE;
+static int __pyx_v_3_sa_MERGE;
+static int __pyx_v_3_sa_BAEZA_YATES;
+static int __pyx_v_3_sa_EPSILON;
+static struct __pyx_obj_3_sa_StringMap *__pyx_v_3_sa_FD = 0;
+static char *__pyx_f_3_sa_sym_tostring(int); /*proto*/
+static int __pyx_f_3_sa_sym_isvar(int); /*proto*/
+static int __pyx_f_3_sa_sym_getindex(int); /*proto*/
+static struct __pyx_t_3_sa__node *__pyx_f_3_sa_new_node(int); /*proto*/
+static PyObject *__pyx_f_3_sa_del_node(struct __pyx_t_3_sa__node *); /*proto*/
+static int *__pyx_f_3_sa_get_val(struct __pyx_t_3_sa__node *, int); /*proto*/
+static void __pyx_f_3_sa__init_lower_mask(void); /*proto*/
+static struct __pyx_t_3_sa__BitSet *__pyx_f_3_sa_new_BitSet(void); /*proto*/
+static int __pyx_f_3_sa_bitset_findsucc(struct __pyx_t_3_sa__BitSet *, int); /*proto*/
+static int __pyx_f_3_sa_bitset_insert(struct __pyx_t_3_sa__BitSet *, int); /*proto*/
+static int __pyx_f_3_sa_bitset_contains(struct __pyx_t_3_sa__BitSet *, int); /*proto*/
+static PyObject *__pyx_f_3_sa_dec2bin(long); /*proto*/
+static struct __pyx_t_3_sa__VEB *__pyx_f_3_sa_new_VEB(int); /*proto*/
+static int __pyx_f_3_sa_VEB_insert(struct __pyx_t_3_sa__VEB *, int); /*proto*/
+static PyObject *__pyx_f_3_sa_del_VEB(struct __pyx_t_3_sa__VEB *); /*proto*/
+static int __pyx_f_3_sa_VEB_findsucc(struct __pyx_t_3_sa__VEB *, int); /*proto*/
+static int __pyx_f_3_sa_VEB_contains(struct __pyx_t_3_sa__VEB *, int); /*proto*/
+static int __pyx_f_3_sa_sym_setindex(int, int); /*proto*/
+static int __pyx_f_3_sa_sym_fromstring(char *, int); /*proto*/
+static struct __pyx_t_3_sa__Trie_Node *__pyx_f_3_sa_new_trie_node(void); /*proto*/
+static struct __pyx_t_3_sa__Trie_Edge *__pyx_f_3_sa_new_trie_edge(int); /*proto*/
+static PyObject *__pyx_f_3_sa_free_trie_node(struct __pyx_t_3_sa__Trie_Node *); /*proto*/
+static PyObject *__pyx_f_3_sa_free_trie_edge(struct __pyx_t_3_sa__Trie_Edge *); /*proto*/
+static struct __pyx_t_3_sa__Trie_Node *__pyx_f_3_sa_trie_find(struct __pyx_t_3_sa__Trie_Node *, int); /*proto*/
+static PyObject *__pyx_f_3_sa_trie_node_data_append(struct __pyx_t_3_sa__Trie_Node *, int); /*proto*/
+static struct __pyx_t_3_sa__Trie_Node *__pyx_f_3_sa_trie_insert(struct __pyx_t_3_sa__Trie_Node *, int); /*proto*/
+static PyObject *__pyx_f_3_sa_trie_node_to_map(struct __pyx_t_3_sa__Trie_Node *, PyObject *, PyObject *, int); /*proto*/
+static PyObject *__pyx_f_3_sa_trie_edge_to_map(struct __pyx_t_3_sa__Trie_Edge *, PyObject *, PyObject *, int); /*proto*/
+static void __pyx_f_3_sa_assign_matching(struct __pyx_t_3_sa_Matching *, int *, int, int, int *); /*proto*/
+static int *__pyx_f_3_sa_append_combined_matching(int *, struct __pyx_t_3_sa_Matching *, struct __pyx_t_3_sa_Matching *, int, int, int *); /*proto*/
+static int *__pyx_f_3_sa_extend_arr(int *, int *, int *, int); /*proto*/
+static int __pyx_f_3_sa_median(int, int, int); /*proto*/
+static void __pyx_f_3_sa_find_comparable_matchings(int, int, int *, int, int, int *, int *); /*proto*/
+#define __Pyx_MODULE_NAME "_sa"
+int __pyx_module_is_main__sa = 0;
+
+/* Implementation of '_sa' */
+static PyObject *__pyx_builtin_open;
+static PyObject *__pyx_builtin_IndexError;
+static PyObject *__pyx_builtin_range;
+static PyObject *__pyx_builtin_ValueError;
+static PyObject *__pyx_builtin_TypeError;
+static PyObject *__pyx_builtin_enumerate;
+static PyObject *__pyx_builtin_map;
+static PyObject *__pyx_builtin_Exception;
+static PyObject *__pyx_builtin_zip;
+static PyObject *__pyx_builtin_StopIteration;
+static PyObject *__pyx_builtin_cmp;
+static PyObject *__pyx_builtin_sorted;
+static PyObject *__pyx_builtin_max;
+static PyObject *__pyx_pf_3_sa_monitor_cpu(CYTHON_UNUSED PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_2gzip_or_text(CYTHON_UNUSED PyObject *__pyx_self, char *__pyx_v_filename); /* proto */
+static int __pyx_pf_3_sa_9FloatList___cinit__(struct __pyx_obj_3_sa_FloatList *__pyx_v_self, int __pyx_v_size, int __pyx_v_increment, int __pyx_v_initial_len); /* proto */
+static void __pyx_pf_3_sa_9FloatList_2__dealloc__(struct __pyx_obj_3_sa_FloatList *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_9FloatList_4__getitem__(struct __pyx_obj_3_sa_FloatList *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static int __pyx_pf_3_sa_9FloatList_6__setitem__(struct __pyx_obj_3_sa_FloatList *__pyx_v_self, PyObject *__pyx_v_i, PyObject *__pyx_v_val); /* proto */
+static Py_ssize_t __pyx_pf_3_sa_9FloatList_8__len__(struct __pyx_obj_3_sa_FloatList *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_9FloatList_10append(struct __pyx_obj_3_sa_FloatList *__pyx_v_self, float __pyx_v_val); /* proto */
+static PyObject *__pyx_pf_3_sa_9FloatList_12write(struct __pyx_obj_3_sa_FloatList *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9FloatList_14read(struct __pyx_obj_3_sa_FloatList *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static int __pyx_pf_3_sa_7IntList___cinit__(struct __pyx_obj_3_sa_IntList *__pyx_v_self, int __pyx_v_size, int __pyx_v_increment, int __pyx_v_initial_len); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_2__str__(struct __pyx_obj_3_sa_IntList *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_4index(struct __pyx_obj_3_sa_IntList *__pyx_v_self, int __pyx_v_val); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_6partition(struct __pyx_obj_3_sa_IntList *__pyx_v_self, PyObject *__pyx_v_start, PyObject *__pyx_v_end); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_8_doquicksort(struct __pyx_obj_3_sa_IntList *__pyx_v_self, PyObject *__pyx_v_start, PyObject *__pyx_v_end); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_10sort(struct __pyx_obj_3_sa_IntList *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_12reset(struct __pyx_obj_3_sa_IntList *__pyx_v_self); /* proto */
+static void __pyx_pf_3_sa_7IntList_14__dealloc__(struct __pyx_obj_3_sa_IntList *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_16__iter__(struct __pyx_obj_3_sa_IntList *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_19__getitem__(struct __pyx_obj_3_sa_IntList *__pyx_v_self, PyObject *__pyx_v_index); /* proto */
+static int __pyx_pf_3_sa_7IntList_21__setitem__(struct __pyx_obj_3_sa_IntList *__pyx_v_self, PyObject *__pyx_v_i, PyObject *__pyx_v_val); /* proto */
+static Py_ssize_t __pyx_pf_3_sa_7IntList_23__len__(struct __pyx_obj_3_sa_IntList *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_25get_size(struct __pyx_obj_3_sa_IntList *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_27append(struct __pyx_obj_3_sa_IntList *__pyx_v_self, int __pyx_v_val); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_29extend(struct __pyx_obj_3_sa_IntList *__pyx_v_self, PyObject *__pyx_v_other); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_31write(struct __pyx_obj_3_sa_IntList *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_7IntList_33read(struct __pyx_obj_3_sa_IntList *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static int __pyx_pf_3_sa_9StringMap___cinit__(struct __pyx_obj_3_sa_StringMap *__pyx_v_self); /* proto */
+static void __pyx_pf_3_sa_9StringMap_2__dealloc__(struct __pyx_obj_3_sa_StringMap *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9DataArray___cinit__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_from_binary, PyObject *__pyx_v_from_text, PyObject *__pyx_v_side, int __pyx_v_use_sent_id); /* proto */
+static Py_ssize_t __pyx_pf_3_sa_9DataArray_2__len__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_4get_sentence_id(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_6get_sentence(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_8get_id(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_word); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_10__getitem__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_loc); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_12get_sentence_bounds(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_loc); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_14write_text(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_16read_text(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_11read_bitext_genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_18read_bitext(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, char *__pyx_v_filename, int __pyx_v_side); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_20read_text_data(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_data); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_22read_binary(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_24write_binary(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_26write_enhanced_handle(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_f); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_28write_enhanced(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_7word2id___get__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9DataArray_7word2id_2__set__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_9DataArray_7word2id_4__del__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_7id2word___get__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9DataArray_7id2word_2__set__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_9DataArray_7id2word_4__del__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_4data___get__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9DataArray_4data_2__set__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_9DataArray_4data_4__del__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_7sent_id___get__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9DataArray_7sent_id_2__set__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_9DataArray_7sent_id_4__del__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_9DataArray_10sent_index___get__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9DataArray_10sent_index_2__set__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_9DataArray_10sent_index_4__del__(struct __pyx_obj_3_sa_DataArray *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_9Alignment_unlink(CYTHON_UNUSED struct __pyx_obj_3_sa_Alignment *__pyx_v_self, PyObject *__pyx_v_link); /* proto */
+static PyObject *__pyx_pf_3_sa_9Alignment_2get_sent_links(struct __pyx_obj_3_sa_Alignment *__pyx_v_self, int __pyx_v_sent_id); /* proto */
+static int __pyx_pf_3_sa_9Alignment_4__cinit__(struct __pyx_obj_3_sa_Alignment *__pyx_v_self, PyObject *__pyx_v_from_binary, PyObject *__pyx_v_from_text); /* proto */
+static PyObject *__pyx_pf_3_sa_9Alignment_6read_text(struct __pyx_obj_3_sa_Alignment *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9Alignment_8read_binary(struct __pyx_obj_3_sa_Alignment *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9Alignment_10write_text(struct __pyx_obj_3_sa_Alignment *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9Alignment_12write_binary(struct __pyx_obj_3_sa_Alignment *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9Alignment_14write_enhanced(struct __pyx_obj_3_sa_Alignment *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_9Alignment_16alignment(struct __pyx_obj_3_sa_Alignment *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static int __pyx_pf_3_sa_5BiLex___cinit__(struct __pyx_obj_3_sa_BiLex *__pyx_v_self, PyObject *__pyx_v_from_text, PyObject *__pyx_v_from_data, PyObject *__pyx_v_from_binary, PyObject *__pyx_v_earray, PyObject *__pyx_v_fsarray, PyObject *__pyx_v_alignment); /* proto */
+static PyObject *__pyx_pf_3_sa_5BiLex_2write_binary(struct __pyx_obj_3_sa_BiLex *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_5BiLex_4read_binary(struct __pyx_obj_3_sa_BiLex *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_5BiLex_6get_e_id(struct __pyx_obj_3_sa_BiLex *__pyx_v_self, PyObject *__pyx_v_eword); /* proto */
+static PyObject *__pyx_pf_3_sa_5BiLex_8get_f_id(struct __pyx_obj_3_sa_BiLex *__pyx_v_self, PyObject *__pyx_v_fword); /* proto */
+static PyObject *__pyx_pf_3_sa_5BiLex_10read_text(struct __pyx_obj_3_sa_BiLex *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_5BiLex_12write_enhanced(struct __pyx_obj_3_sa_BiLex *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_5BiLex_14get_score(struct __pyx_obj_3_sa_BiLex *__pyx_v_self, PyObject *__pyx_v_fword, PyObject *__pyx_v_eword, PyObject *__pyx_v_col); /* proto */
+static PyObject *__pyx_pf_3_sa_5BiLex_16write_text(struct __pyx_obj_3_sa_BiLex *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_14BitSetIterator___next__(struct __pyx_obj_3_sa_BitSetIterator *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_6BitSet___cinit__(struct __pyx_obj_3_sa_BitSet *__pyx_v_self); /* proto */
+static void __pyx_pf_3_sa_6BitSet_2__dealloc__(struct __pyx_obj_3_sa_BitSet *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6BitSet_4__iter__(struct __pyx_obj_3_sa_BitSet *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6BitSet_6insert(struct __pyx_obj_3_sa_BitSet *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_6BitSet_8findsucc(struct __pyx_obj_3_sa_BitSet *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_6BitSet_10__str__(struct __pyx_obj_3_sa_BitSet *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6BitSet_12min(struct __pyx_obj_3_sa_BitSet *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6BitSet_14max(struct __pyx_obj_3_sa_BitSet *__pyx_v_self); /* proto */
+static Py_ssize_t __pyx_pf_3_sa_6BitSet_16__len__(struct __pyx_obj_3_sa_BitSet *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_6BitSet_18__contains__(struct __pyx_obj_3_sa_BitSet *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_11VEBIterator___next__(struct __pyx_obj_3_sa_VEBIterator *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_3VEB___cinit__(struct __pyx_obj_3_sa_VEB *__pyx_v_self, int __pyx_v_size); /* proto */
+static void __pyx_pf_3_sa_3VEB_2__dealloc__(struct __pyx_obj_3_sa_VEB *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_3VEB_4__iter__(struct __pyx_obj_3_sa_VEB *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_3VEB_6insert(struct __pyx_obj_3_sa_VEB *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_3VEB_8findsucc(struct __pyx_obj_3_sa_VEB *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static Py_ssize_t __pyx_pf_3_sa_3VEB_10__len__(struct __pyx_obj_3_sa_VEB *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_3VEB_12__contains__(struct __pyx_obj_3_sa_VEB *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static int __pyx_pf_3_sa_3LCP___cinit__(struct __pyx_obj_3_sa_LCP *__pyx_v_self, struct __pyx_obj_3_sa_SuffixArray *__pyx_v_sa); /* proto */
+static PyObject *__pyx_pf_3_sa_3LCP_2compute_stats(struct __pyx_obj_3_sa_LCP *__pyx_v_self, int __pyx_v_max_n); /* proto */
+static int __pyx_pf_3_sa_8Alphabet___cinit__(struct __pyx_obj_3_sa_Alphabet *__pyx_v_self); /* proto */
+static void __pyx_pf_3_sa_8Alphabet_2__dealloc__(CYTHON_UNUSED struct __pyx_obj_3_sa_Alphabet *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_8Alphabet_9terminals___get__(struct __pyx_obj_3_sa_Alphabet *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_8Alphabet_12nonterminals___get__(struct __pyx_obj_3_sa_Alphabet *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_4isvar(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_sym); /* proto */
+static PyObject *__pyx_pf_3_sa_12make_lattice_genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_12make_lattice_3genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6make_lattice(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_words); /* proto */
+static PyObject *__pyx_pf_3_sa_14decode_lattice_genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_8decode_lattice(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_lattice); /* proto */
+static PyObject *__pyx_pf_3_sa_15decode_sentence_genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_10decode_sentence(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_lattice); /* proto */
+static PyObject *__pyx_pf_3_sa_12encode_words_genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_12encode_words(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_words); /* proto */
+static PyObject *__pyx_pf_3_sa_12decode_words_genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_14decode_words(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_syms); /* proto */
+static int __pyx_pf_3_sa_6Phrase___cinit__(struct __pyx_obj_3_sa_Phrase *__pyx_v_self, PyObject *__pyx_v_words); /* proto */
+static void __pyx_pf_3_sa_6Phrase_2__dealloc__(struct __pyx_obj_3_sa_Phrase *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_4__str__(struct __pyx_obj_3_sa_Phrase *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_6handle(struct __pyx_obj_3_sa_Phrase *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_8strhandle(struct __pyx_obj_3_sa_Phrase *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_10arity(struct __pyx_obj_3_sa_Phrase *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_12getvarpos(struct __pyx_obj_3_sa_Phrase *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_14getvar(struct __pyx_obj_3_sa_Phrase *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_16clen(struct __pyx_obj_3_sa_Phrase *__pyx_v_self, PyObject *__pyx_v_k); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_18getchunk(struct __pyx_obj_3_sa_Phrase *__pyx_v_self, PyObject *__pyx_v_ci); /* proto */
+#if PY_MAJOR_VERSION < 3
+static int __pyx_pf_3_sa_6Phrase_20__cmp__(struct __pyx_obj_3_sa_Phrase *__pyx_v_self, PyObject *__pyx_v_other); /* proto */
+#endif
+static Py_hash_t __pyx_pf_3_sa_6Phrase_22__hash__(struct __pyx_obj_3_sa_Phrase *__pyx_v_self); /* proto */
+static Py_ssize_t __pyx_pf_3_sa_6Phrase_24__len__(struct __pyx_obj_3_sa_Phrase *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_26__getitem__(struct __pyx_obj_3_sa_Phrase *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_28__iter__(struct __pyx_obj_3_sa_Phrase *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_31subst(struct __pyx_obj_3_sa_Phrase *__pyx_v_self, PyObject *__pyx_v_start, PyObject *__pyx_v_children); /* proto */
+static PyObject *__pyx_pf_3_sa_6Phrase_5words___get__(struct __pyx_obj_3_sa_Phrase *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_4Rule___cinit__(struct __pyx_obj_3_sa_Rule *__pyx_v_self, int __pyx_v_lhs, struct __pyx_obj_3_sa_Phrase *__pyx_v_f, struct __pyx_obj_3_sa_Phrase *__pyx_v_e, PyObject *__pyx_v_scores, PyObject *__pyx_v_word_alignments); /* proto */
+static Py_hash_t __pyx_pf_3_sa_4Rule_2__hash__(struct __pyx_obj_3_sa_Rule *__pyx_v_self); /* proto */
+#if PY_MAJOR_VERSION < 3
+static int __pyx_pf_3_sa_4Rule_4__cmp__(struct __pyx_obj_3_sa_Rule *__pyx_v_self, struct __pyx_obj_3_sa_Rule *__pyx_v_other); /* proto */
+#endif
+static PyObject *__pyx_pf_3_sa_4Rule_6fmerge(struct __pyx_obj_3_sa_Rule *__pyx_v_self, struct __pyx_obj_3_sa_Phrase *__pyx_v_f); /* proto */
+static PyObject *__pyx_pf_3_sa_4Rule_8arity(struct __pyx_obj_3_sa_Rule *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_4Rule_7__str___genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_4Rule_10__str__(struct __pyx_obj_3_sa_Rule *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_4Rule_12alignments(struct __pyx_obj_3_sa_Rule *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_4Rule_1f___get__(struct __pyx_obj_3_sa_Rule *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_4Rule_1e___get__(struct __pyx_obj_3_sa_Rule *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_7TrieMap___cinit__(struct __pyx_obj_3_sa_TrieMap *__pyx_v_self, int __pyx_v_alphabet_size); /* proto */
+static void __pyx_pf_3_sa_7TrieMap_2__dealloc__(struct __pyx_obj_3_sa_TrieMap *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_7TrieMap_4insert(struct __pyx_obj_3_sa_TrieMap *__pyx_v_self, PyObject *__pyx_v_pattern); /* proto */
+static PyObject *__pyx_pf_3_sa_7TrieMap_6contains(struct __pyx_obj_3_sa_TrieMap *__pyx_v_self, PyObject *__pyx_v_pattern); /* proto */
+static PyObject *__pyx_pf_3_sa_7TrieMap_8toMap(struct __pyx_obj_3_sa_TrieMap *__pyx_v_self, PyObject *__pyx_v_flag); /* proto */
+static int __pyx_pf_3_sa_14Precomputation___cinit__(struct __pyx_obj_3_sa_Precomputation *__pyx_v_self, PyObject *__pyx_v_fsarray, PyObject *__pyx_v_from_stats, PyObject *__pyx_v_from_binary, PyObject *__pyx_v_precompute_rank, PyObject *__pyx_v_precompute_secondary_rank, PyObject *__pyx_v_max_length, PyObject *__pyx_v_max_nonterminals, PyObject *__pyx_v_train_max_initial_size, PyObject *__pyx_v_train_min_gap_size); /* proto */
+static PyObject *__pyx_pf_3_sa_14Precomputation_2read_binary(struct __pyx_obj_3_sa_Precomputation *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_14Precomputation_4write_binary(struct __pyx_obj_3_sa_Precomputation *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_14Precomputation_6precompute(struct __pyx_obj_3_sa_Precomputation *__pyx_v_self, PyObject *__pyx_v_stats, struct __pyx_obj_3_sa_SuffixArray *__pyx_v_sarray); /* proto */
+static int __pyx_pf_3_sa_11SuffixArray___cinit__(struct __pyx_obj_3_sa_SuffixArray *__pyx_v_self, PyObject *__pyx_v_from_binary, PyObject *__pyx_v_from_text, PyObject *__pyx_v_side); /* proto */
+static PyObject *__pyx_pf_3_sa_11SuffixArray_2__getitem__(struct __pyx_obj_3_sa_SuffixArray *__pyx_v_self, PyObject *__pyx_v_i); /* proto */
+static PyObject *__pyx_pf_3_sa_11SuffixArray_4read_text(struct __pyx_obj_3_sa_SuffixArray *__pyx_v_self, PyObject *__pyx_v_filename, PyObject *__pyx_v_side); /* proto */
+static PyObject *__pyx_pf_3_sa_11SuffixArray_6q3sort(struct __pyx_obj_3_sa_SuffixArray *__pyx_v_self, int __pyx_v_i, int __pyx_v_j, int __pyx_v_h, struct __pyx_obj_3_sa_IntList *__pyx_v_isa, PyObject *__pyx_v_pad); /* proto */
+static PyObject *__pyx_pf_3_sa_11SuffixArray_8write_text(struct __pyx_obj_3_sa_SuffixArray *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_11SuffixArray_10read_binary(struct __pyx_obj_3_sa_SuffixArray *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_11SuffixArray_12write_binary(struct __pyx_obj_3_sa_SuffixArray *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_11SuffixArray_14write_enhanced(struct __pyx_obj_3_sa_SuffixArray *__pyx_v_self, char *__pyx_v_filename); /* proto */
+static PyObject *__pyx_pf_3_sa_11SuffixArray_16lookup(struct __pyx_obj_3_sa_SuffixArray *__pyx_v_self, PyObject *__pyx_v_word, int __pyx_v_offset, int __pyx_v_low, int __pyx_v_high); /* proto */
+static int __pyx_pf_3_sa_8TrieNode___cinit__(struct __pyx_obj_3_sa_TrieNode *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_8TrieNode_8children___get__(struct __pyx_obj_3_sa_TrieNode *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_8TrieNode_8children_2__set__(struct __pyx_obj_3_sa_TrieNode *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_8TrieNode_8children_4__del__(struct __pyx_obj_3_sa_TrieNode *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_16ExtendedTrieNode___cinit__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self, PyObject *__pyx_v_phrase, PyObject *__pyx_v_phrase_location, PyObject *__pyx_v_suffix_link); /* proto */
+static PyObject *__pyx_pf_3_sa_16ExtendedTrieNode_6phrase___get__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_16ExtendedTrieNode_6phrase_2__set__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_16ExtendedTrieNode_6phrase_4__del__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_16ExtendedTrieNode_15phrase_location___get__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_16ExtendedTrieNode_15phrase_location_2__set__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_16ExtendedTrieNode_15phrase_location_4__del__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_16ExtendedTrieNode_11suffix_link___get__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_16ExtendedTrieNode_11suffix_link_2__set__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_16ExtendedTrieNode_11suffix_link_4__del__(struct __pyx_obj_3_sa_ExtendedTrieNode *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9TrieTable___cinit__(struct __pyx_obj_3_sa_TrieTable *__pyx_v_self, PyObject *__pyx_v_extended); /* proto */
+static PyObject *__pyx_pf_3_sa_9TrieTable_8extended___get__(struct __pyx_obj_3_sa_TrieTable *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9TrieTable_8extended_2__set__(struct __pyx_obj_3_sa_TrieTable *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static PyObject *__pyx_pf_3_sa_9TrieTable_5count___get__(struct __pyx_obj_3_sa_TrieTable *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9TrieTable_5count_2__set__(struct __pyx_obj_3_sa_TrieTable *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static PyObject *__pyx_pf_3_sa_9TrieTable_4root___get__(struct __pyx_obj_3_sa_TrieTable *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_9TrieTable_4root_2__set__(struct __pyx_obj_3_sa_TrieTable *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
+static int __pyx_pf_3_sa_9TrieTable_4root_4__del__(struct __pyx_obj_3_sa_TrieTable *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_14PhraseLocation___cinit__(struct __pyx_obj_3_sa_PhraseLocation *__pyx_v_self, int __pyx_v_sa_low, int __pyx_v_sa_high, int __pyx_v_arr_low, int __pyx_v_arr_high, PyObject *__pyx_v_arr, int __pyx_v_num_subpatterns); /* proto */
+static int __pyx_pf_3_sa_7Sampler___cinit__(struct __pyx_obj_3_sa_Sampler *__pyx_v_self, int __pyx_v_sample_size, struct __pyx_obj_3_sa_SuffixArray *__pyx_v_fsarray); /* proto */
+static PyObject *__pyx_pf_3_sa_7Sampler_2sample(struct __pyx_obj_3_sa_Sampler *__pyx_v_self, struct __pyx_obj_3_sa_PhraseLocation *__pyx_v_phrase_location); /* proto */
+static PyObject *__pyx_lambda_funcdef_lambda1(CYTHON_UNUSED PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_lambda_funcdef_lambda2(CYTHON_UNUSED PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_lambda_funcdef_lambda3(CYTHON_UNUSED PyObject *__pyx_self); /* proto */
+static int __pyx_pf_3_sa_23HieroCachingRuleFactory___cinit__(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, struct __pyx_obj_3_sa_Alignment *__pyx_v_alignment, float __pyx_v_by_slack_factor, char *__pyx_v_category, PyObject *__pyx_v_max_chunks, unsigned int __pyx_v_max_initial_size, unsigned int __pyx_v_max_length, unsigned int __pyx_v_max_nonterminals, PyObject *__pyx_v_max_target_chunks, PyObject *__pyx_v_max_target_length, unsigned int __pyx_v_min_gap_size, PyObject *__pyx_v_precompute_file, unsigned int __pyx_v_precompute_secondary_rank, unsigned int __pyx_v_precompute_rank, int __pyx_v_require_aligned_terminal, int __pyx_v_require_aligned_chunks, unsigned int __pyx_v_train_max_initial_size, unsigned int __pyx_v_train_min_gap_size, int __pyx_v_tight_phrases, int __pyx_v_use_baeza_yates, int __pyx_v_use_collocations, int __pyx_v_use_index); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_2configure(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, struct __pyx_obj_3_sa_SuffixArray *__pyx_v_fsarray, struct __pyx_obj_3_sa_DataArray *__pyx_v_edarray, struct __pyx_obj_3_sa_Sampler *__pyx_v_sampler, struct __pyx_obj_3_sa_Scorer *__pyx_v_scorer); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_4pattern2phrase(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_pattern); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_6pattern2phrase_plus(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_pattern); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_8precompute(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_10get_precomputed_collocation(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_phrase); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_12advance(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_frontier, PyObject *__pyx_v_res, PyObject *__pyx_v_fwords); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_14get_all_nodes_isteps_away(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_skip, PyObject *__pyx_v_i, PyObject *__pyx_v_spanlen, PyObject *__pyx_v_pathlen, PyObject *__pyx_v_fwords, PyObject *__pyx_v_next_states, PyObject *__pyx_v_reachable_buffer); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_16reachable(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_fwords, PyObject *__pyx_v_ifrom, PyObject *__pyx_v_dist); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_18shortest(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_fwords, PyObject *__pyx_v_ifrom, PyObject *__pyx_v_ito); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_20get_next_states(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v__columns, PyObject *__pyx_v_curr_idx, PyObject *__pyx_v_min_dist); /* proto */
+static PyObject *__pyx_lambda_funcdef_lambda5(CYTHON_UNUSED PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_lambda_funcdef_lambda4(CYTHON_UNUSED PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_lambda_funcdef_lambda6(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_5input_2genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_22input(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_fwords, PyObject *__pyx_v_meta); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_12add_instance_extract(PyObject *__pyx_self, PyObject *__pyx_v_f_i, PyObject *__pyx_v_f_j, PyObject *__pyx_v_e_i, PyObject *__pyx_v_e_j, PyObject *__pyx_v_min_bound, PyObject *__pyx_v_wc, PyObject *__pyx_v_links, PyObject *__pyx_v_nt, PyObject *__pyx_v_nt_open); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_25add_instance(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_f_words, PyObject *__pyx_v_e_words, PyObject *__pyx_v_alignment); /* proto */
+static PyObject *__pyx_lambda_funcdef_lambda7(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y); /* proto */
+static PyObject *__pyx_lambda_funcdef_lambda8(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_x, PyObject *__pyx_v_y); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_9form_rule_2genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_27form_rule(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_f_i, PyObject *__pyx_v_e_i, PyObject *__pyx_v_f_span, PyObject *__pyx_v_e_span, PyObject *__pyx_v_nt, PyObject *__pyx_v_al); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_8fmt_rule_genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_29fmt_rule(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_f, PyObject *__pyx_v_e, PyObject *__pyx_v_a); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_31dump_online_stats(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_33dump_online_rules(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_35online_ctx_lookup(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_f, PyObject *__pyx_v_e); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_13get_f_phrases_extract(PyObject *__pyx_self, PyObject *__pyx_v_f_i, PyObject *__pyx_v_f_j, PyObject *__pyx_v_lex_i, PyObject *__pyx_v_lex_j, PyObject *__pyx_v_wc, PyObject *__pyx_v_ntc, PyObject *__pyx_v_syms); /* proto */
+static PyObject *__pyx_pf_3_sa_23HieroCachingRuleFactory_37get_f_phrases(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, PyObject *__pyx_v_f_words); /* proto */
+static PyObject *__pyx_pf_3_sa_16span_check(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_vec, PyObject *__pyx_v_i, PyObject *__pyx_v_j); /* proto */
+static PyObject *__pyx_pf_3_sa_18span_inc(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_vec, PyObject *__pyx_v_i, PyObject *__pyx_v_j); /* proto */
+static PyObject *__pyx_pf_3_sa_20span_dec(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_vec, PyObject *__pyx_v_i, PyObject *__pyx_v_j); /* proto */
+static int __pyx_pf_3_sa_13FeatureVector___cinit__(struct __pyx_obj_3_sa_FeatureVector *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_13FeatureVector_2set(struct __pyx_obj_3_sa_FeatureVector *__pyx_v_self, unsigned int __pyx_v_name, float __pyx_v_value); /* proto */
+static PyObject *__pyx_pf_3_sa_13FeatureVector_4__iter__(struct __pyx_obj_3_sa_FeatureVector *__pyx_v_self); /* proto */
+static PyObject *__pyx_pf_3_sa_13FeatureVector_7__str___genexpr(PyObject *__pyx_self); /* proto */
+static PyObject *__pyx_pf_3_sa_13FeatureVector_7__str__(struct __pyx_obj_3_sa_FeatureVector *__pyx_v_self); /* proto */
+static int __pyx_pf_3_sa_6Scorer___init__(struct __pyx_obj_3_sa_Scorer *__pyx_v_self, PyObject *__pyx_v_models); /* proto */
+static PyObject *__pyx_tp_new_3_sa_HieroCachingRuleFactory(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_9_decode_sentence(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_17_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_20_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_3_compute_stats(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_12_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_29_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_IntList(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_VEBIterator(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_BiLex(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_VEB(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_11_encode_words(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_LCP(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_DataArray(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_BitSetIterator(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_23_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_Precomputation(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_18_alignments(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_14_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_SuffixArray(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_16___str__(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_Alphabet(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_Rule(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_6_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_21_add_instance(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_2_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_PhraseLocation(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_15___iter__(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_22_form_rule(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_25_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_24_fmt_rule(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_28___str__(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_1_read_bitext(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_13_decode_words(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_FeatureVector(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_7_decode_lattice(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_19_input(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_Scorer(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_Alignment(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_BitSet(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_Sampler(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_StringMap(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_26_get_f_phrases(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_TrieNode(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_ExtendedTrieNode(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_TrieMap(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_8_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_4_make_lattice(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_Phrase(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_27___iter__(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct____iter__(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_TrieTable(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_5_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_10_genexpr(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static PyObject *__pyx_tp_new_3_sa_FloatList(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
+static char __pyx_k_1[] = ".gz";
+static char __pyx_k_2[] = "Requested index %d of %d-length FloatList";
+static char __pyx_k_3[] = "IntList[";
+static char __pyx_k_4[] = ",";
+static char __pyx_k_5[] = "]";
+static char __pyx_k_6[] = "len=";
+static char __pyx_k_7[] = "%s not in IntList";
+static char __pyx_k_8[] = "Requested index %d of %d-length IntList";
+static char __pyx_k_9[] = "Requested index %d:%d of %d-length IntList";
+static char __pyx_k_10[] = "Illegal key type %s for IntList";
+static char __pyx_k_14[] = "%s ";
+static char __pyx_k_15[] = "\n";
+static char __pyx_k_19[] = " ||| ";
+static char __pyx_k_23[] = "%d ";
+static char __pyx_k_27[] = "%s %d ";
+static char __pyx_k_29[] = "write_enhanced_handle";
+static char __pyx_k_33[] = "-";
+static char __pyx_k_37[] = "%d-%d ";
+static char __pyx_k_44[] = "%d-%d out of bounds (I=%d,J=%d) in line %d\n";
+static char __pyx_k_47[] = "";
+static char __pyx_k_48[] = "Sort error in CLex";
+static char __pyx_k_50[] = " ";
+static char __pyx_k_52[] = "%d %f %f ";
+static char __pyx_k_54[] = "%d %s ";
+static char __pyx_k_58[] = "%s %s %.6f %.6f\n";
+static char __pyx_k_60[] = " (";
+static char __pyx_k_61[] = ")";
+static char __pyx_k_62[] = "Constructing LCP array";
+static char __pyx_k_64[] = "LCP array completed";
+static char __pyx_k_66[] = "[%s,%d]";
+static char __pyx_k_67[] = "[%s]";
+static char __pyx_k_68[] = "\\";
+static char __pyx_k_69[] = " ";
+static char __pyx_k_70[] = "Invalid LHS symbol: %d";
+static char __pyx_k_71[] = "%d-%d";
+static char __pyx_k_72[] = "precompute_secondary_rank";
+static char __pyx_k_73[] = "train_max_initial_size";
+static char __pyx_k_74[] = "Precomputing frequent intersections";
+static char __pyx_k_76[] = " Computing inverted indexes...";
+static char __pyx_k_78[] = " Computing collocations...";
+static char __pyx_k_80[] = " %d sentences";
+static char __pyx_k_85[] = "X ";
+static char __pyx_k_86[] = "ERROR: unexpected pattern %s in set of precomputed collocations";
+static char __pyx_k_87[] = "RANK %d\tCOUNT, COST: %d %d\tCUMUL: %d, %d";
+static char __pyx_k_88[] = "Precomputed collocations for %d patterns out of %d possible (upper bound %d)";
+static char __pyx_k_89[] = "Precomputed inverted index for %d patterns ";
+static char __pyx_k_90[] = "Precomputation took %f seconds";
+static char __pyx_k_91[] = " Bucket sort took %f seconds";
+static char __pyx_k_92[] = " Refining, sort depth = %d";
+static char __pyx_k_93[] = " Refinement took %f seconds";
+static char __pyx_k_94[] = " Finalizing sort...";
+static char __pyx_k_96[] = "Suffix array construction took %f seconds";
+static char __pyx_k_97[] = "Unexpected condition found in q3sort: sort from %d to %d";
+static char __pyx_k__0[] = "0";
+static char __pyx_k__1[] = "1";
+static char __pyx_k__E[] = "E";
+static char __pyx_k__F[] = "F";
+static char __pyx_k__a[] = "a";
+static char __pyx_k__e[] = "e";
+static char __pyx_k__f[] = "f";
+static char __pyx_k__h[] = "h";
+static char __pyx_k__i[] = "i";
+static char __pyx_k__j[] = "j";
+static char __pyx_k__k[] = "k";
+static char __pyx_k__r[] = "r";
+static char __pyx_k__w[] = "w";
+static char __pyx_k__x[] = "x";
+static char __pyx_k__y[] = "y";
+static char __pyx_k_102[] = "Sampling strategy: uniform, max sample size = %d";
+static char __pyx_k_103[] = "Sampling strategy: no sampling";
+static char __pyx_k_105[] = "require_aligned_terminal";
+static char __pyx_k_106[] = "require_aligned_chunks";
+static char __pyx_k_107[] = "[X]";
+static char __pyx_k_108[] = "Must specify an alignment object";
+static char __pyx_k_110[] = "HieroCachingRuleFactory.__cinit__.<locals>.<lambda>";
+static char __pyx_k_111[] = "Reading precomputed data from file %s... ";
+static char __pyx_k_112[] = "Precomputation done with max nonterminals %d, decoder uses %d";
+static char __pyx_k_113[] = "Precomputation done with max terminals %d, decoder uses %d";
+static char __pyx_k_114[] = "Precomputation done with max initial size %d, decoder uses %d";
+static char __pyx_k_115[] = "Precomputation done with min gap size %d, decoder uses %d";
+static char __pyx_k_116[] = "Converting %d hash keys on precomputed inverted index... ";
+static char __pyx_k_117[] = "Converting %d hash keys on precomputed collocations... ";
+static char __pyx_k_118[] = "Processing precomputations took %f seconds";
+static char __pyx_k_119[] = "{";
+ static char __pyx_k_120[] = "(";
+static char __pyx_k_121[] = "}";
+static char __pyx_k_122[] = "get_precomputed_collocation";
+static char __pyx_k_123[] = "double binary";
+static char __pyx_k_124[] = "HieroCachingRuleFactory.input.<locals>.lambda4.<locals>.<lambda>";
+static char __pyx_k_125[] = "Keyword trie error";
+static char __pyx_k_127[] = "HieroCachingRuleFactory.input.<locals>.<lambda>";
+static char __pyx_k_128[] = "get_all_nodes_isteps_away";
+static char __pyx_k_129[] = "Total time for rule lookup, extraction, and scoring = %f seconds";
+static char __pyx_k_130[] = " Extract time = %f seconds";
+static char __pyx_k_131[] = " Intersect time = %f seconds";
+static char __pyx_k_132[] = "No aligned terminals";
+static char __pyx_k_133[] = "Unaligned chunk";
+static char __pyx_k_134[] = "Gaps are not tight phrases";
+static char __pyx_k_135[] = "Inside edges of preceding subphrase are not tight";
+static char __pyx_k_136[] = "Inside edges of following subphrase are not tight";
+static char __pyx_k_137[] = "Subphrase [%d, %d] failed integrity check";
+static char __pyx_k_138[] = "Didn't extract anything from [%d, %d] -> [%d, %d]";
+static char __pyx_k_139[] = "Unable to extract basic phrase";
+static char __pyx_k_143[] = "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi";
+static char __pyx_k_144[] = "HieroCachingRuleFactory.add_instance.<locals>.extract";
+static char __pyx_k_146[] = "HieroCachingRuleFactory.form_rule.<locals>.<lambda>";
+static char __pyx_k_149[] = "{0}-{1}";
+static char __pyx_k_150[] = "[X] ||| {0} ||| {1} ||| {2}";
+static char __pyx_k_151[] = "------------------------------";
+static char __pyx_k_153[] = " Online Stats ";
+static char __pyx_k_157[] = " : ";
+static char __pyx_k_163[] = "OnlineFeatureContext";
+static char __pyx_k_166[] = "HieroCachingRuleFactory.get_f_phrases.<locals>.extract";
+static char __pyx_k_167[] = "%s=%s";
+static char __pyx_k_169[] = "/Users/vchahun/Sandbox/cdec/python/src/sa/_sa.pyx";
+static char __pyx_k_172[] = "cdec.sa";
+static char __pyx_k_176[] = "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi";
+static char __pyx_k_187[] = "*EPS*";
+static char __pyx_k__FE[] = "FE";
+static char __pyx_k__al[] = "al";
+static char __pyx_k__fe[] = "fe";
+static char __pyx_k__gc[] = "gc";
+static char __pyx_k__nt[] = "nt";
+static char __pyx_k__sa[] = "sa";
+static char __pyx_k__wc[] = "wc";
+static char __pyx_k___sa[] = "_sa";
+static char __pyx_k__arr[] = "arr";
+static char __pyx_k__cmp[] = "cmp";
+static char __pyx_k__col[] = "col";
+static char __pyx_k__e_i[] = "e_i";
+static char __pyx_k__e_j[] = "e_j";
+static char __pyx_k__end[] = "end";
+static char __pyx_k__f_i[] = "f_i";
+static char __pyx_k__f_j[] = "f_j";
+static char __pyx_k__get[] = "get";
+static char __pyx_k__isa[] = "isa";
+static char __pyx_k__ito[] = "ito";
+static char __pyx_k__key[] = "key";
+static char __pyx_k__lhs[] = "lhs";
+static char __pyx_k__low[] = "low";
+static char __pyx_k__map[] = "map";
+static char __pyx_k__max[] = "max";
+static char __pyx_k__ntc[] = "ntc";
+static char __pyx_k__pad[] = "pad";
+static char __pyx_k__pop[] = "pop";
+static char __pyx_k__res[] = "res";
+static char __pyx_k__set[] = "set";
+static char __pyx_k__sym[] = "sym";
+static char __pyx_k__vec[] = "vec";
+static char __pyx_k__zip[] = "zip";
+static char __pyx_k__NULL[] = "NULL";
+static char __pyx_k__args[] = "args";
+static char __pyx_k__dist[] = "dist";
+static char __pyx_k__gzip[] = "gzip";
+static char __pyx_k__high[] = "high";
+static char __pyx_k__info[] = "info";
+static char __pyx_k__join[] = "join";
+static char __pyx_k__link[] = "link";
+static char __pyx_k__meta[] = "meta";
+static char __pyx_k__name[] = "name";
+static char __pyx_k__open[] = "open";
+static char __pyx_k__seek[] = "seek";
+static char __pyx_k__send[] = "send";
+static char __pyx_k__side[] = "side";
+static char __pyx_k__size[] = "size";
+static char __pyx_k__skip[] = "skip";
+static char __pyx_k__stop[] = "stop";
+static char __pyx_k__syms[] = "syms";
+static char __pyx_k__warn[] = "warn";
+static char __pyx_k__word[] = "word";
+static char __pyx_k___SEP_[] = "_SEP_";
+static char __pyx_k__arity[] = "arity";
+static char __pyx_k__chain[] = "chain";
+static char __pyx_k__close[] = "close";
+static char __pyx_k__debug[] = "debug";
+static char __pyx_k__eword[] = "eword";
+static char __pyx_k__fword[] = "fword";
+static char __pyx_k__ifrom[] = "ifrom";
+static char __pyx_k__index[] = "index";
+static char __pyx_k__isvar[] = "isvar";
+static char __pyx_k__lex_i[] = "lex_i";
+static char __pyx_k__lex_j[] = "lex_j";
+static char __pyx_k__links[] = "links";
+static char __pyx_k__merge[] = "merge";
+static char __pyx_k__range[] = "range";
+static char __pyx_k__reset[] = "reset";
+static char __pyx_k__split[] = "split";
+static char __pyx_k__start[] = "start";
+static char __pyx_k__stats[] = "stats";
+static char __pyx_k__throw[] = "throw";
+static char __pyx_k__toMap[] = "toMap";
+static char __pyx_k__value[] = "value";
+static char __pyx_k__words[] = "words";
+static char __pyx_k__write[] = "write";
+static char __pyx_k__append[] = "append";
+static char __pyx_k__e_span[] = "e_span";
+static char __pyx_k__e_text[] = "e_text";
+static char __pyx_k__earray[] = "earray";
+static char __pyx_k__extend[] = "extend";
+static char __pyx_k__f_span[] = "f_span";
+static char __pyx_k__f_text[] = "f_text";
+static char __pyx_k__fcount[] = "fcount";
+static char __pyx_k__format[] = "format";
+static char __pyx_k__fwords[] = "fwords";
+static char __pyx_k__get_id[] = "get_id";
+static char __pyx_k__insert[] = "insert";
+static char __pyx_k__link_i[] = "link_i";
+static char __pyx_k__link_j[] = "link_j";
+static char __pyx_k__logger[] = "logger";
+static char __pyx_k__lookup[] = "lookup";
+static char __pyx_k__offset[] = "offset";
+static char __pyx_k__online[] = "online";
+static char __pyx_k__phrase[] = "phrase";
+static char __pyx_k__q3sort[] = "q3sort";
+static char __pyx_k__sa_low[] = "sa_low";
+static char __pyx_k__sample[] = "sample";
+static char __pyx_k__sarray[] = "sarray";
+static char __pyx_k__scorer[] = "scorer";
+static char __pyx_k__scores[] = "scores";
+static char __pyx_k__sorted[] = "sorted";
+static char __pyx_k__source[] = "source";
+static char __pyx_k__unlink[] = "unlink";
+static char __pyx_k__Counter[] = "Counter";
+static char __pyx_k__advance[] = "advance";
+static char __pyx_k__arr_low[] = "arr_low";
+static char __pyx_k__bilex_e[] = "bilex_e";
+static char __pyx_k__bilex_f[] = "bilex_f";
+static char __pyx_k__collect[] = "collect";
+static char __pyx_k__e_words[] = "e_words";
+static char __pyx_k__edarray[] = "edarray";
+static char __pyx_k__ephrase[] = "ephrase";
+static char __pyx_k__extract[] = "extract";
+static char __pyx_k__f_words[] = "f_words";
+static char __pyx_k__fphrase[] = "fphrase";
+static char __pyx_k__fsarray[] = "fsarray";
+static char __pyx_k__genexpr[] = "genexpr";
+static char __pyx_k__lattice[] = "lattice";
+static char __pyx_k__logging[] = "logging";
+static char __pyx_k__matches[] = "matches";
+static char __pyx_k__new_e_i[] = "new_e_i";
+static char __pyx_k__new_e_j[] = "new_e_j";
+static char __pyx_k__nt_open[] = "nt_open";
+static char __pyx_k__pathlen[] = "pathlen";
+static char __pyx_k__sa_high[] = "sa_high";
+static char __pyx_k__sampler[] = "sampler";
+static char __pyx_k__spanlen[] = "spanlen";
+static char __pyx_k__GzipFile[] = "GzipFile";
+static char __pyx_k____exit__[] = "__exit__";
+static char __pyx_k____main__[] = "__main__";
+static char __pyx_k____name__[] = "__name__";
+static char __pyx_k____test__[] = "__test__";
+static char __pyx_k___columns[] = "_columns";
+static char __pyx_k__arr_high[] = "arr_high";
+static char __pyx_k__bilex_fe[] = "bilex_fe";
+static char __pyx_k__category[] = "category";
+static char __pyx_k__children[] = "children";
+static char __pyx_k__curr_idx[] = "curr_idx";
+static char __pyx_k__extended[] = "extended";
+static char __pyx_k__filename[] = "filename";
+static char __pyx_k__fmt_rule[] = "fmt_rule";
+static char __pyx_k__frontier[] = "frontier";
+static char __pyx_k__get_e_id[] = "get_e_id";
+static char __pyx_k__get_f_id[] = "get_f_id";
+static char __pyx_k__get_word[] = "get_word";
+static char __pyx_k__getchunk[] = "getchunk";
+static char __pyx_k__min_dist[] = "min_dist";
+static char __pyx_k__resource[] = "resource";
+static char __pyx_k__ru_stime[] = "ru_stime";
+static char __pyx_k__ru_utime[] = "ru_utime";
+static char __pyx_k__shortest[] = "shortest";
+static char __pyx_k__span_dec[] = "span_dec";
+static char __pyx_k__span_inc[] = "span_inc";
+static char __pyx_k__word_ids[] = "word_ids";
+static char __pyx_k__Exception[] = "Exception";
+static char __pyx_k__INCREMENT[] = "INCREMENT";
+static char __pyx_k__TypeError[] = "TypeError";
+static char __pyx_k____enter__[] = "__enter__";
+static char __pyx_k__alignment[] = "alignment";
+static char __pyx_k__enumerate[] = "enumerate";
+static char __pyx_k__form_rule[] = "form_rule";
+static char __pyx_k__from_data[] = "from_data";
+static char __pyx_k__from_text[] = "from_text";
+static char __pyx_k__getLogger[] = "getLogger";
+static char __pyx_k__getrusage[] = "getrusage";
+static char __pyx_k__increment[] = "increment";
+static char __pyx_k__iteritems[] = "iteritems";
+static char __pyx_k__itertools[] = "itertools";
+static char __pyx_k__min_bound[] = "min_bound";
+static char __pyx_k__new_lex_i[] = "new_lex_i";
+static char __pyx_k__new_lex_j[] = "new_lex_j";
+static char __pyx_k__paircount[] = "paircount";
+static char __pyx_k__partition[] = "partition";
+static char __pyx_k__reachable[] = "reachable";
+static char __pyx_k__read_text[] = "read_text";
+static char __pyx_k__use_index[] = "use_index";
+static char __pyx_k__IndexError[] = "IndexError";
+static char __pyx_k__ValueError[] = "ValueError";
+static char __pyx_k____import__[] = "__import__";
+static char __pyx_k__alignments[] = "alignments";
+static char __pyx_k__from_stats[] = "from_stats";
+static char __pyx_k__input_span[] = "input_span";
+static char __pyx_k__itervalues[] = "itervalues";
+static char __pyx_k__max_chunks[] = "max_chunks";
+static char __pyx_k__max_length[] = "max_length";
+static char __pyx_k__namedtuple[] = "namedtuple";
+static char __pyx_k__plus_links[] = "plus_links";
+static char __pyx_k__precompute[] = "precompute";
+static char __pyx_k__span_check[] = "span_check";
+static char __pyx_k__write_text[] = "write_text";
+static char __pyx_k__END_OF_FILE[] = "END_OF_FILE";
+static char __pyx_k__END_OF_LINE[] = "END_OF_LINE";
+static char __pyx_k__RUSAGE_SELF[] = "RUSAGE_SELF";
+static char __pyx_k__collections[] = "collections";
+static char __pyx_k__defaultdict[] = "defaultdict";
+static char __pyx_k__from_binary[] = "from_binary";
+static char __pyx_k__initial_len[] = "initial_len";
+static char __pyx_k__input_match[] = "input_match";
+static char __pyx_k__monitor_cpu[] = "monitor_cpu";
+static char __pyx_k__next_states[] = "next_states";
+static char __pyx_k__old_last_nt[] = "old_last_nt";
+static char __pyx_k__precomputed[] = "precomputed";
+static char __pyx_k__read_binary[] = "read_binary";
+static char __pyx_k__read_bitext[] = "read_bitext";
+static char __pyx_k__sample_size[] = "sample_size";
+static char __pyx_k__suffix_link[] = "suffix_link";
+static char __pyx_k__use_sent_id[] = "use_sent_id";
+static char __pyx_k___doquicksort[] = "_doquicksort";
+static char __pyx_k__decode_words[] = "decode_words";
+static char __pyx_k__encode_words[] = "encode_words";
+static char __pyx_k__gzip_or_text[] = "gzip_or_text";
+static char __pyx_k__make_lattice[] = "make_lattice";
+static char __pyx_k__min_gap_size[] = "min_gap_size";
+static char __pyx_k__nt_collision[] = "nt_collision";
+static char __pyx_k__StopIteration[] = "StopIteration";
+static char __pyx_k__alphabet_size[] = "alphabet_size";
+static char __pyx_k__from_iterable[] = "from_iterable";
+static char __pyx_k__fsample_count[] = "fsample_count";
+static char __pyx_k__get_f_phrases[] = "get_f_phrases";
+static char __pyx_k__new_min_bound[] = "new_min_bound";
+static char __pyx_k__test_sentence[] = "test_sentence";
+static char __pyx_k__tight_phrases[] = "tight_phrases";
+static char __pyx_k__FeatureContext[] = "FeatureContext";
+static char __pyx_k____pyx_vtable__[] = "__pyx_vtable__";
+static char __pyx_k__decode_lattice[] = "decode_lattice";
+static char __pyx_k__pattern2phrase[] = "pattern2phrase";
+static char __pyx_k__read_text_data[] = "read_text_data";
+static char __pyx_k__by_slack_factor[] = "by_slack_factor";
+static char __pyx_k__decode_sentence[] = "decode_sentence";
+static char __pyx_k__get_next_states[] = "get_next_states";
+static char __pyx_k__num_subpatterns[] = "num_subpatterns";
+static char __pyx_k__phrase_location[] = "phrase_location";
+static char __pyx_k__precompute_file[] = "precompute_file";
+static char __pyx_k__precompute_rank[] = "precompute_rank";
+static char __pyx_k__use_baeza_yates[] = "use_baeza_yates";
+static char __pyx_k__word_alignments[] = "word_alignments";
+static char __pyx_k__INITIAL_CAPACITY[] = "INITIAL_CAPACITY";
+static char __pyx_k__max_initial_size[] = "max_initial_size";
+static char __pyx_k__max_nonterminals[] = "max_nonterminals";
+static char __pyx_k__reachable_buffer[] = "reachable_buffer";
+static char __pyx_k__use_collocations[] = "use_collocations";
+static char __pyx_k__dump_online_rules[] = "dump_online_rules";
+static char __pyx_k__max_target_chunks[] = "max_target_chunks";
+static char __pyx_k__max_target_length[] = "max_target_length";
+static char __pyx_k__online_ctx_lookup[] = "online_ctx_lookup";
+static char __pyx_k__train_min_gap_size[] = "train_min_gap_size";
+static char __pyx_k__pattern2phrase_plus[] = "pattern2phrase_plus";
+static PyObject *__pyx_kp_s_1;
+static PyObject *__pyx_kp_s_10;
+static PyObject *__pyx_kp_s_102;
+static PyObject *__pyx_kp_s_103;
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+static PyObject *__pyx_kp_s_27;
+static PyObject *__pyx_n_s_29;
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+static PyObject *__pyx_kp_s_67;
+static PyObject *__pyx_kp_s_68;
+static PyObject *__pyx_kp_s_69;
+static PyObject *__pyx_kp_s_7;
+static PyObject *__pyx_kp_s_70;
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+static PyObject *__pyx_kp_s_87;
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+static PyObject *__pyx_kp_s_89;
+static PyObject *__pyx_kp_s_9;
+static PyObject *__pyx_kp_s_90;
+static PyObject *__pyx_kp_s_91;
+static PyObject *__pyx_kp_s_92;
+static PyObject *__pyx_kp_s_93;
+static PyObject *__pyx_kp_s_94;
+static PyObject *__pyx_kp_s_96;
+static PyObject *__pyx_kp_s_97;
+static PyObject *__pyx_kp_s__0;
+static PyObject *__pyx_kp_s__1;
+static PyObject *__pyx_n_s__Counter;
+static PyObject *__pyx_n_s__E;
+static PyObject *__pyx_n_s__END_OF_FILE;
+static PyObject *__pyx_n_s__END_OF_LINE;
+static PyObject *__pyx_n_s__Exception;
+static PyObject *__pyx_n_s__F;
+static PyObject *__pyx_n_s__FE;
+static PyObject *__pyx_n_s__FeatureContext;
+static PyObject *__pyx_n_s__GzipFile;
+static PyObject *__pyx_n_s__INCREMENT;
+static PyObject *__pyx_n_s__INITIAL_CAPACITY;
+static PyObject *__pyx_n_s__IndexError;
+static PyObject *__pyx_n_s__NULL;
+static PyObject *__pyx_n_s__RUSAGE_SELF;
+static PyObject *__pyx_n_s__StopIteration;
+static PyObject *__pyx_n_s__TypeError;
+static PyObject *__pyx_n_s__ValueError;
+static PyObject *__pyx_n_s____enter__;
+static PyObject *__pyx_n_s____exit__;
+static PyObject *__pyx_n_s____import__;
+static PyObject *__pyx_n_s____main__;
+static PyObject *__pyx_n_s____name__;
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+static PyObject *__pyx_n_s____test__;
+static PyObject *__pyx_n_s___columns;
+static PyObject *__pyx_n_s___doquicksort;
+static PyObject *__pyx_n_s___sa;
+static PyObject *__pyx_n_s__a;
+static PyObject *__pyx_n_s__advance;
+static PyObject *__pyx_n_s__al;
+static PyObject *__pyx_n_s__alignment;
+static PyObject *__pyx_n_s__alignments;
+static PyObject *__pyx_n_s__alphabet_size;
+static PyObject *__pyx_n_s__append;
+static PyObject *__pyx_n_s__args;
+static PyObject *__pyx_n_s__arity;
+static PyObject *__pyx_n_s__arr;
+static PyObject *__pyx_n_s__arr_high;
+static PyObject *__pyx_n_s__arr_low;
+static PyObject *__pyx_n_s__bilex_e;
+static PyObject *__pyx_n_s__bilex_f;
+static PyObject *__pyx_n_s__bilex_fe;
+static PyObject *__pyx_n_s__by_slack_factor;
+static PyObject *__pyx_n_s__category;
+static PyObject *__pyx_n_s__chain;
+static PyObject *__pyx_n_s__children;
+static PyObject *__pyx_n_s__close;
+static PyObject *__pyx_n_s__cmp;
+static PyObject *__pyx_n_s__col;
+static PyObject *__pyx_n_s__collect;
+static PyObject *__pyx_n_s__collections;
+static PyObject *__pyx_n_s__curr_idx;
+static PyObject *__pyx_n_s__debug;
+static PyObject *__pyx_n_s__decode_lattice;
+static PyObject *__pyx_n_s__decode_sentence;
+static PyObject *__pyx_n_s__decode_words;
+static PyObject *__pyx_n_s__defaultdict;
+static PyObject *__pyx_n_s__dist;
+static PyObject *__pyx_n_s__dump_online_rules;
+static PyObject *__pyx_n_s__e;
+static PyObject *__pyx_n_s__e_i;
+static PyObject *__pyx_n_s__e_j;
+static PyObject *__pyx_n_s__e_span;
+static PyObject *__pyx_n_s__e_text;
+static PyObject *__pyx_n_s__e_words;
+static PyObject *__pyx_n_s__earray;
+static PyObject *__pyx_n_s__edarray;
+static PyObject *__pyx_n_s__encode_words;
+static PyObject *__pyx_n_s__end;
+static PyObject *__pyx_n_s__enumerate;
+static PyObject *__pyx_n_s__ephrase;
+static PyObject *__pyx_n_s__eword;
+static PyObject *__pyx_n_s__extend;
+static PyObject *__pyx_n_s__extended;
+static PyObject *__pyx_n_s__extract;
+static PyObject *__pyx_n_s__f;
+static PyObject *__pyx_n_s__f_i;
+static PyObject *__pyx_n_s__f_j;
+static PyObject *__pyx_n_s__f_span;
+static PyObject *__pyx_n_s__f_text;
+static PyObject *__pyx_n_s__f_words;
+static PyObject *__pyx_n_s__fcount;
+static PyObject *__pyx_n_s__fe;
+static PyObject *__pyx_n_s__filename;
+static PyObject *__pyx_n_s__fmt_rule;
+static PyObject *__pyx_n_s__form_rule;
+static PyObject *__pyx_n_s__format;
+static PyObject *__pyx_n_s__fphrase;
+static PyObject *__pyx_n_s__from_binary;
+static PyObject *__pyx_n_s__from_data;
+static PyObject *__pyx_n_s__from_iterable;
+static PyObject *__pyx_n_s__from_stats;
+static PyObject *__pyx_n_s__from_text;
+static PyObject *__pyx_n_s__frontier;
+static PyObject *__pyx_n_s__fsample_count;
+static PyObject *__pyx_n_s__fsarray;
+static PyObject *__pyx_n_s__fword;
+static PyObject *__pyx_n_s__fwords;
+static PyObject *__pyx_n_s__gc;
+static PyObject *__pyx_n_s__genexpr;
+static PyObject *__pyx_n_s__get;
+static PyObject *__pyx_n_s__getLogger;
+static PyObject *__pyx_n_s__get_e_id;
+static PyObject *__pyx_n_s__get_f_id;
+static PyObject *__pyx_n_s__get_f_phrases;
+static PyObject *__pyx_n_s__get_id;
+static PyObject *__pyx_n_s__get_next_states;
+static PyObject *__pyx_n_s__get_word;
+static PyObject *__pyx_n_s__getchunk;
+static PyObject *__pyx_n_s__getrusage;
+static PyObject *__pyx_n_s__gzip;
+static PyObject *__pyx_n_s__gzip_or_text;
+static PyObject *__pyx_n_s__h;
+static PyObject *__pyx_n_s__high;
+static PyObject *__pyx_n_s__i;
+static PyObject *__pyx_n_s__ifrom;
+static PyObject *__pyx_n_s__increment;
+static PyObject *__pyx_n_s__index;
+static PyObject *__pyx_n_s__info;
+static PyObject *__pyx_n_s__initial_len;
+static PyObject *__pyx_n_s__input_match;
+static PyObject *__pyx_n_s__input_span;
+static PyObject *__pyx_n_s__insert;
+static PyObject *__pyx_n_s__isa;
+static PyObject *__pyx_n_s__isvar;
+static PyObject *__pyx_n_s__iteritems;
+static PyObject *__pyx_n_s__itertools;
+static PyObject *__pyx_n_s__itervalues;
+static PyObject *__pyx_n_s__ito;
+static PyObject *__pyx_n_s__j;
+static PyObject *__pyx_n_s__join;
+static PyObject *__pyx_n_s__k;
+static PyObject *__pyx_n_s__key;
+static PyObject *__pyx_n_s__lattice;
+static PyObject *__pyx_n_s__lex_i;
+static PyObject *__pyx_n_s__lex_j;
+static PyObject *__pyx_n_s__lhs;
+static PyObject *__pyx_n_s__link;
+static PyObject *__pyx_n_s__link_i;
+static PyObject *__pyx_n_s__link_j;
+static PyObject *__pyx_n_s__links;
+static PyObject *__pyx_n_s__logger;
+static PyObject *__pyx_n_s__logging;
+static PyObject *__pyx_n_s__lookup;
+static PyObject *__pyx_n_s__low;
+static PyObject *__pyx_n_s__make_lattice;
+static PyObject *__pyx_n_s__map;
+static PyObject *__pyx_n_s__matches;
+static PyObject *__pyx_n_s__max;
+static PyObject *__pyx_n_s__max_chunks;
+static PyObject *__pyx_n_s__max_initial_size;
+static PyObject *__pyx_n_s__max_length;
+static PyObject *__pyx_n_s__max_nonterminals;
+static PyObject *__pyx_n_s__max_target_chunks;
+static PyObject *__pyx_n_s__max_target_length;
+static PyObject *__pyx_n_s__merge;
+static PyObject *__pyx_n_s__meta;
+static PyObject *__pyx_n_s__min_bound;
+static PyObject *__pyx_n_s__min_dist;
+static PyObject *__pyx_n_s__min_gap_size;
+static PyObject *__pyx_n_s__monitor_cpu;
+static PyObject *__pyx_n_s__name;
+static PyObject *__pyx_n_s__namedtuple;
+static PyObject *__pyx_n_s__new_e_i;
+static PyObject *__pyx_n_s__new_e_j;
+static PyObject *__pyx_n_s__new_lex_i;
+static PyObject *__pyx_n_s__new_lex_j;
+static PyObject *__pyx_n_s__new_min_bound;
+static PyObject *__pyx_n_s__next_states;
+static PyObject *__pyx_n_s__nt;
+static PyObject *__pyx_n_s__nt_collision;
+static PyObject *__pyx_n_s__nt_open;
+static PyObject *__pyx_n_s__ntc;
+static PyObject *__pyx_n_s__num_subpatterns;
+static PyObject *__pyx_n_s__offset;
+static PyObject *__pyx_n_s__old_last_nt;
+static PyObject *__pyx_n_s__online;
+static PyObject *__pyx_n_s__online_ctx_lookup;
+static PyObject *__pyx_n_s__open;
+static PyObject *__pyx_n_s__pad;
+static PyObject *__pyx_n_s__paircount;
+static PyObject *__pyx_n_s__partition;
+static PyObject *__pyx_n_s__pathlen;
+static PyObject *__pyx_n_s__pattern2phrase;
+static PyObject *__pyx_n_s__pattern2phrase_plus;
+static PyObject *__pyx_n_s__phrase;
+static PyObject *__pyx_n_s__phrase_location;
+static PyObject *__pyx_n_s__plus_links;
+static PyObject *__pyx_n_s__pop;
+static PyObject *__pyx_n_s__precompute;
+static PyObject *__pyx_n_s__precompute_file;
+static PyObject *__pyx_n_s__precompute_rank;
+static PyObject *__pyx_n_s__precomputed;
+static PyObject *__pyx_n_s__q3sort;
+static PyObject *__pyx_n_s__range;
+static PyObject *__pyx_n_s__reachable;
+static PyObject *__pyx_n_s__reachable_buffer;
+static PyObject *__pyx_n_s__read_binary;
+static PyObject *__pyx_n_s__read_bitext;
+static PyObject *__pyx_n_s__read_text;
+static PyObject *__pyx_n_s__read_text_data;
+static PyObject *__pyx_n_s__res;
+static PyObject *__pyx_n_s__reset;
+static PyObject *__pyx_n_s__resource;
+static PyObject *__pyx_n_s__ru_stime;
+static PyObject *__pyx_n_s__ru_utime;
+static PyObject *__pyx_n_s__sa;
+static PyObject *__pyx_n_s__sa_high;
+static PyObject *__pyx_n_s__sa_low;
+static PyObject *__pyx_n_s__sample;
+static PyObject *__pyx_n_s__sample_size;
+static PyObject *__pyx_n_s__sampler;
+static PyObject *__pyx_n_s__sarray;
+static PyObject *__pyx_n_s__scorer;
+static PyObject *__pyx_n_s__scores;
+static PyObject *__pyx_n_s__seek;
+static PyObject *__pyx_n_s__send;
+static PyObject *__pyx_n_s__set;
+static PyObject *__pyx_n_s__shortest;
+static PyObject *__pyx_n_s__side;
+static PyObject *__pyx_n_s__size;
+static PyObject *__pyx_n_s__skip;
+static PyObject *__pyx_n_s__sorted;
+static PyObject *__pyx_n_s__source;
+static PyObject *__pyx_n_s__span_check;
+static PyObject *__pyx_n_s__span_dec;
+static PyObject *__pyx_n_s__span_inc;
+static PyObject *__pyx_n_s__spanlen;
+static PyObject *__pyx_n_s__split;
+static PyObject *__pyx_n_s__start;
+static PyObject *__pyx_n_s__stats;
+static PyObject *__pyx_n_s__stop;
+static PyObject *__pyx_n_s__suffix_link;
+static PyObject *__pyx_n_s__sym;
+static PyObject *__pyx_n_s__syms;
+static PyObject *__pyx_n_s__test_sentence;
+static PyObject *__pyx_n_s__throw;
+static PyObject *__pyx_n_s__tight_phrases;
+static PyObject *__pyx_n_s__toMap;
+static PyObject *__pyx_n_s__train_min_gap_size;
+static PyObject *__pyx_n_s__unlink;
+static PyObject *__pyx_n_s__use_baeza_yates;
+static PyObject *__pyx_n_s__use_collocations;
+static PyObject *__pyx_n_s__use_index;
+static PyObject *__pyx_n_s__use_sent_id;
+static PyObject *__pyx_n_s__value;
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+static PyObject *__pyx_n_s__warn;
+static PyObject *__pyx_n_s__wc;
+static PyObject *__pyx_n_s__word;
+static PyObject *__pyx_n_s__word_alignments;
+static PyObject *__pyx_n_s__word_ids;
+static PyObject *__pyx_n_s__words;
+static PyObject *__pyx_n_s__write;
+static PyObject *__pyx_n_s__write_text;
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+ */
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":109
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+ * faligned = <int*> malloc(I*sizeof(int)) # <<<<<<<<<<<<<<
+ * memset(faligned, 0, I*sizeof(int))
+ *
+ */
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":110
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":114
+ * esent = eda.data.arr + eda.sent_index.arr[sent_id]
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+ *
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":119
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":120
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":121
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+ */
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+ * emargin[e_j] = emargin[e_j]+1 # <<<<<<<<<<<<<<
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+ * fmargin[f_i] = fmargin[f_i]+1
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+ * emargin[e_j] = emargin[e_j]+1
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+ * if dict[f_i] == NULL:
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+ * num_pairs = num_pairs + 1
+ * else:
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":131
+ * dict[f_i] = new_node(e_j)
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+ goto __pyx_L16;
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+ /*else*/ {
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":133
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+ * else:
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+ * num_pairs = num_pairs + 1
+ * count[0] = count[0] + 1
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+ __pyx_t_10 = (((__pyx_v_count[0]) == 0) != 0);
+ if (__pyx_t_10) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":135
+ * count = get_val(dict[f_i], e_j)
+ * if count[0] == 0:
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+ * count[0] = count[0] + 1
+ * # add count
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+ goto __pyx_L17;
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+ __pyx_L17:;
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+ * # add count
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+ */
+ (__pyx_v_count[0]) = ((__pyx_v_count[0]) + 1);
+ }
+ __pyx_L16:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":138
+ * count[0] = count[0] + 1
+ * # add count
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+ * ealigned[j] = 1
+ * for i from 0 <= i < I:
+ */
+ (__pyx_v_faligned[__pyx_v_i]) = 1;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":139
+ * # add count
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+ * ealigned[j] = 1 # <<<<<<<<<<<<<<
+ * for i from 0 <= i < I:
+ * if faligned[i] == 0:
+ */
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+
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+ * f_i = fsent[i]
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+ */
+ __pyx_t_10 = (((__pyx_v_faligned[__pyx_v_i]) == 0) != 0);
+ if (__pyx_t_10) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":142
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+ * fmargin[f_i] = fmargin[f_i] + 1
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+ __pyx_v_f_i = (__pyx_v_fsent[__pyx_v_i]);
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":143
+ * if faligned[i] == 0:
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+ * emargin[null_word] = emargin[null_word] + 1
+ * if dict[f_i] == NULL:
+ */
+ (__pyx_v_fmargin[__pyx_v_f_i]) = ((__pyx_v_fmargin[__pyx_v_f_i]) + 1);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":144
+ * f_i = fsent[i]
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+ * emargin[null_word] = emargin[null_word] + 1 # <<<<<<<<<<<<<<
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":145
+ * fmargin[f_i] = fmargin[f_i] + 1
+ * emargin[null_word] = emargin[null_word] + 1
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+ __pyx_t_10 = (((__pyx_v_dict[__pyx_v_f_i]) == NULL) != 0);
+ if (__pyx_t_10) {
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":146
+ * emargin[null_word] = emargin[null_word] + 1
+ * if dict[f_i] == NULL:
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+ * dict[f_i].val = 1
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":147
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+ * num_pairs = num_pairs + 1
+ * else:
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":148
+ * dict[f_i] = new_node(null_word)
+ * dict[f_i].val = 1
+ * num_pairs = num_pairs + 1 # <<<<<<<<<<<<<<
+ * else:
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+ * else:
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+ * num_pairs = num_pairs + 1
+ * count[0] = count[0] + 1
+ */
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/bilex.pxi":152
+ * count = get_val(dict[f_i], null_word)
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":210
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+ goto __pyx_L3;
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+ * if subv.max_val > b:
+ */
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+ * if subv.max_val > b: # <<<<<<<<<<<<<<
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+ * found = 1
+ */
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":290
+ * subv = <_VEB*> veb.bottom[a]
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+ * found = 1
+ * else:
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+ * found = 1 # <<<<<<<<<<<<<<
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+ }
+ __pyx_L7:;
+ goto __pyx_L6;
+ }
+ /*else*/ {
+
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+ * if subb.max_val > b:
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+ * found = 1 # <<<<<<<<<<<<<<
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+ }
+ __pyx_L8:;
+ }
+ __pyx_L6:;
+ goto __pyx_L5;
+ }
+ __pyx_L5:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":297
+ * j = (a << veb.num_bottom_bits) + bitset_findsucc(subb, b)
+ * found = 1
+ * if found==0: # <<<<<<<<<<<<<<
+ * if veb.top_universe_size > MIN_BOTTOM_SIZE:
+ * subv = <_VEB*> veb.top
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+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":298
+ * found = 1
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+ * subv = <_VEB*> veb.top
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+ */
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+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":299
+ * if found==0:
+ * if veb.top_universe_size > MIN_BOTTOM_SIZE:
+ * subv = <_VEB*> veb.top # <<<<<<<<<<<<<<
+ * c = VEB_findsucc(subv, a)
+ * else:
+ */
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":300
+ * if veb.top_universe_size > MIN_BOTTOM_SIZE:
+ * subv = <_VEB*> veb.top
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+ */
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+ }
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+ * c = bitset_findsucc(subb, a)
+ * if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ */
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":303
+ * else:
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+ * c = bitset_findsucc(subb, a) # <<<<<<<<<<<<<<
+ * if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ * subv = <_VEB*> veb.bottom[c]
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+ * subb = <_BitSet*> veb.top
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+ */
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":308
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":309
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+ __pyx_L11:;
+ goto __pyx_L9;
+ }
+ __pyx_L9:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":310
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+ *
+ *
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+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":313
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+ * cdef _VEB* subv
+ * cdef _BitSet* subb
+ */
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+ int __pyx_v_a;
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+ * return 0
+ *
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":322
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+ */
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+ goto __pyx_L4;
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":324
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":325
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+ goto __pyx_L5;
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+ __pyx_L4:;
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+ * return 0
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+ * b = i & LOWER_MASK[veb.num_bottom_bits-1]
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+ */
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":328
+ *
+ * a = i >> veb.num_bottom_bits
+ * b = i & LOWER_MASK[veb.num_bottom_bits-1] # <<<<<<<<<<<<<<
+ * if veb.bottom[a] == NULL:
+ * return 0
+ */
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":329
+ * a = i >> veb.num_bottom_bits
+ * b = i & LOWER_MASK[veb.num_bottom_bits-1]
+ * if veb.bottom[a] == NULL: # <<<<<<<<<<<<<<
+ * return 0
+ * else:
+ */
+ __pyx_t_2 = (((__pyx_v_veb->bottom[__pyx_v_a]) == NULL) != 0);
+ if (__pyx_t_2) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":330
+ * b = i & LOWER_MASK[veb.num_bottom_bits-1]
+ * if veb.bottom[a] == NULL:
+ * return 0 # <<<<<<<<<<<<<<
+ * else:
+ * if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ */
+ __pyx_r = 0;
+ goto __pyx_L0;
+ goto __pyx_L6;
+ }
+ /*else*/ {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":332
+ * return 0
+ * else:
+ * if veb.num_bottom_bits > MIN_BOTTOM_BITS: # <<<<<<<<<<<<<<
+ * subv = <_VEB*> veb.bottom[a]
+ * return VEB_contains(subv, b)
+ */
+ __pyx_t_2 = ((__pyx_v_veb->num_bottom_bits > __pyx_v_3_sa_MIN_BOTTOM_BITS) != 0);
+ if (__pyx_t_2) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/veb.pxi":333
+ * else:
+ * if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ * subv = <_VEB*> veb.bottom[a] # <<<<<<<<<<<<<<
+ * return VEB_contains(subv, b)
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+ __pyx_t_20 = __pyx_t_18;
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+ __pyx_t_20 = __pyx_t_12;
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+ __pyx_t_12 = __pyx_t_20;
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+ __pyx_t_12 = __pyx_t_19;
+ }
+ if (__pyx_t_12) {
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/precomputation.pxi":346
+ * i2 + l2 - i1 <= self.train_max_initial_size and
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+ * node = collocations._insert(data.arr+i1, l1) # <<<<<<<<<<<<<<
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/precomputation.pxi":347
+ * l1+l2+1 <= self.max_length):
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":547
+ * # We use mergesort instead in this case
+ * qsetsize = (high1-low1) / step1
+ * dsetsize = (high2-low2) / step2 # <<<<<<<<<<<<<<
+ * if d_first:
+ * tmp = qsetsize
+ */
+ __pyx_t_4 = (__pyx_v_high2 - __pyx_v_low2);
+ if (unlikely(__pyx_v_step2 == 0)) {
+ #ifdef WITH_THREAD
+ PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
+ #endif
+ PyErr_Format(PyExc_ZeroDivisionError, "integer division or modulo by zero");
+ #ifdef WITH_THREAD
+ PyGILState_Release(__pyx_gilstate_save);
+ #endif
+ {__pyx_filename = __pyx_f[8]; __pyx_lineno = 547; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ }
+ else if (sizeof(int) == sizeof(long) && unlikely(__pyx_v_step2 == -1) && unlikely(UNARY_NEG_WOULD_OVERFLOW(__pyx_t_4))) {
+ #ifdef WITH_THREAD
+ PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
+ #endif
+ PyErr_Format(PyExc_OverflowError, "value too large to perform division");
+ #ifdef WITH_THREAD
+ PyGILState_Release(__pyx_gilstate_save);
+ #endif
+ {__pyx_filename = __pyx_f[8]; __pyx_lineno = 547; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ }
+ __pyx_v_dsetsize = __Pyx_div_int(__pyx_t_4, __pyx_v_step2);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":548
+ * qsetsize = (high1-low1) / step1
+ * dsetsize = (high2-low2) / step2
+ * if d_first: # <<<<<<<<<<<<<<
+ * tmp = qsetsize
+ * qsetsize = dsetsize
+ */
+ __pyx_t_3 = (__pyx_v_d_first != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":549
+ * dsetsize = (high2-low2) / step2
+ * if d_first:
+ * tmp = qsetsize # <<<<<<<<<<<<<<
+ * qsetsize = dsetsize
+ * dsetsize = tmp
+ */
+ __pyx_v_tmp = __pyx_v_qsetsize;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":550
+ * if d_first:
+ * tmp = qsetsize
+ * qsetsize = dsetsize # <<<<<<<<<<<<<<
+ * dsetsize = tmp
+ *
+ */
+ __pyx_v_qsetsize = __pyx_v_dsetsize;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":551
+ * tmp = qsetsize
+ * qsetsize = dsetsize
+ * dsetsize = tmp # <<<<<<<<<<<<<<
+ *
+ * if self.by_slack_factor * qsetsize * log(dsetsize) / log(2) > dsetsize:
+ */
+ __pyx_v_dsetsize = __pyx_v_tmp;
+ goto __pyx_L7;
+ }
+ __pyx_L7:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":553
+ * dsetsize = tmp
+ *
+ * if self.by_slack_factor * qsetsize * log(dsetsize) / log(2) > dsetsize: # <<<<<<<<<<<<<<
+ * free(result)
+ * return self.merge_helper(low1, high1, arr1, step1, low2, high2, arr2, step2, offset_by_one, len_last, num_subpatterns, result_len)
+ */
+ __pyx_t_5 = ((__pyx_v_self->by_slack_factor * __pyx_v_qsetsize) * log(__pyx_v_dsetsize));
+ __pyx_t_6 = log(2.0);
+ if (unlikely(__pyx_t_6 == 0)) {
+ #ifdef WITH_THREAD
+ PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
+ #endif
+ PyErr_Format(PyExc_ZeroDivisionError, "float division");
+ #ifdef WITH_THREAD
+ PyGILState_Release(__pyx_gilstate_save);
+ #endif
+ {__pyx_filename = __pyx_f[8]; __pyx_lineno = 553; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ }
+ __pyx_t_3 = (((__pyx_t_5 / __pyx_t_6) > __pyx_v_dsetsize) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":554
+ *
+ * if self.by_slack_factor * qsetsize * log(dsetsize) / log(2) > dsetsize:
+ * free(result) # <<<<<<<<<<<<<<
+ * return self.merge_helper(low1, high1, arr1, step1, low2, high2, arr2, step2, offset_by_one, len_last, num_subpatterns, result_len)
+ *
+ */
+ free(__pyx_v_result);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":555
+ * if self.by_slack_factor * qsetsize * log(dsetsize) / log(2) > dsetsize:
+ * free(result)
+ * return self.merge_helper(low1, high1, arr1, step1, low2, high2, arr2, step2, offset_by_one, len_last, num_subpatterns, result_len) # <<<<<<<<<<<<<<
+ *
+ * # binary search. There are two flavors, depending on
+ */
+ __pyx_r = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->merge_helper(__pyx_v_self, __pyx_v_low1, __pyx_v_high1, __pyx_v_arr1, __pyx_v_step1, __pyx_v_low2, __pyx_v_high2, __pyx_v_arr2, __pyx_v_step2, __pyx_v_offset_by_one, __pyx_v_len_last, __pyx_v_num_subpatterns, __pyx_v_result_len);
+ goto __pyx_L0;
+ goto __pyx_L8;
+ }
+ __pyx_L8:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":559
+ * # binary search. There are two flavors, depending on
+ * # whether the queryset or dataset is first
+ * if d_first: # <<<<<<<<<<<<<<
+ * med2 = median(low2, high2, step2)
+ * assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr)
+ */
+ __pyx_t_3 = (__pyx_v_d_first != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":560
+ * # whether the queryset or dataset is first
+ * if d_first:
+ * med2 = median(low2, high2, step2) # <<<<<<<<<<<<<<
+ * assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr)
+ *
+ */
+ __pyx_v_med2 = __pyx_f_3_sa_median(__pyx_v_low2, __pyx_v_high2, __pyx_v_step2);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":561
+ * if d_first:
+ * med2 = median(low2, high2, step2)
+ * assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr) # <<<<<<<<<<<<<<
+ *
+ * search_low = low1
+ */
+ __pyx_f_3_sa_assign_matching((&__pyx_v_loc2), __pyx_v_arr2, __pyx_v_med2, __pyx_v_step2, __pyx_v_self->fda->sent_id->arr);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":563
+ * assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr)
+ *
+ * search_low = low1 # <<<<<<<<<<<<<<
+ * search_high = high1
+ * while search_low < search_high:
+ */
+ __pyx_v_search_low = __pyx_v_low1;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":564
+ *
+ * search_low = low1
+ * search_high = high1 # <<<<<<<<<<<<<<
+ * while search_low < search_high:
+ * med1 = median(search_low, search_high, step1)
+ */
+ __pyx_v_search_high = __pyx_v_high1;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":565
+ * search_low = low1
+ * search_high = high1
+ * while search_low < search_high: # <<<<<<<<<<<<<<
+ * med1 = median(search_low, search_high, step1)
+ * find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus)
+ */
+ while (1) {
+ __pyx_t_3 = ((__pyx_v_search_low < __pyx_v_search_high) != 0);
+ if (!__pyx_t_3) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":566
+ * search_high = high1
+ * while search_low < search_high:
+ * med1 = median(search_low, search_high, step1) # <<<<<<<<<<<<<<
+ * find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus)
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ */
+ __pyx_v_med1 = __pyx_f_3_sa_median(__pyx_v_search_low, __pyx_v_search_high, __pyx_v_step1);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":567
+ * while search_low < search_high:
+ * med1 = median(search_low, search_high, step1)
+ * find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus) # <<<<<<<<<<<<<<
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ * if comparison == -1:
+ */
+ __pyx_f_3_sa_find_comparable_matchings(__pyx_v_low1, __pyx_v_high1, __pyx_v_arr1, __pyx_v_step1, __pyx_v_med1, (&__pyx_v_med1_minus), (&__pyx_v_med1_plus));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":568
+ * med1 = median(search_low, search_high, step1)
+ * find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus)
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last) # <<<<<<<<<<<<<<
+ * if comparison == -1:
+ * search_low = med1_plus
+ */
+ __pyx_v_comparison = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->compare_matchings_set(__pyx_v_self, __pyx_v_med1_minus, __pyx_v_med1_plus, __pyx_v_arr1, __pyx_v_step1, (&__pyx_v_loc2), __pyx_v_offset_by_one, __pyx_v_len_last);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":571
+ * if comparison == -1:
+ * search_low = med1_plus
+ * elif comparison == 1: # <<<<<<<<<<<<<<
+ * search_high = med1_minus
+ * else:
+ */
+ switch (__pyx_v_comparison) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":569
+ * find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus)
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ * if comparison == -1: # <<<<<<<<<<<<<<
+ * search_low = med1_plus
+ * elif comparison == 1:
+ */
+ case -1:
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":570
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ * if comparison == -1:
+ * search_low = med1_plus # <<<<<<<<<<<<<<
+ * elif comparison == 1:
+ * search_high = med1_minus
+ */
+ __pyx_v_search_low = __pyx_v_med1_plus;
+ break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":571
+ * if comparison == -1:
+ * search_low = med1_plus
+ * elif comparison == 1: # <<<<<<<<<<<<<<
+ * search_high = med1_minus
+ * else:
+ */
+ case 1:
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":572
+ * search_low = med1_plus
+ * elif comparison == 1:
+ * search_high = med1_minus # <<<<<<<<<<<<<<
+ * else:
+ * break
+ */
+ __pyx_v_search_high = __pyx_v_med1_minus;
+ break;
+ default:
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":574
+ * search_high = med1_minus
+ * else:
+ * break # <<<<<<<<<<<<<<
+ * else:
+ * med1 = median(low1, high1, step1)
+ */
+ goto __pyx_L11_break;
+ break;
+ }
+ }
+ __pyx_L11_break:;
+ goto __pyx_L9;
+ }
+ /*else*/ {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":576
+ * break
+ * else:
+ * med1 = median(low1, high1, step1) # <<<<<<<<<<<<<<
+ * find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus)
+ *
+ */
+ __pyx_v_med1 = __pyx_f_3_sa_median(__pyx_v_low1, __pyx_v_high1, __pyx_v_step1);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":577
+ * else:
+ * med1 = median(low1, high1, step1)
+ * find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus) # <<<<<<<<<<<<<<
+ *
+ * search_low = low2
+ */
+ __pyx_f_3_sa_find_comparable_matchings(__pyx_v_low1, __pyx_v_high1, __pyx_v_arr1, __pyx_v_step1, __pyx_v_med1, (&__pyx_v_med1_minus), (&__pyx_v_med1_plus));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":579
+ * find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus)
+ *
+ * search_low = low2 # <<<<<<<<<<<<<<
+ * search_high = high2
+ * while search_low < search_high:
+ */
+ __pyx_v_search_low = __pyx_v_low2;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":580
+ *
+ * search_low = low2
+ * search_high = high2 # <<<<<<<<<<<<<<
+ * while search_low < search_high:
+ * med2 = median(search_low, search_high, step2)
+ */
+ __pyx_v_search_high = __pyx_v_high2;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":581
+ * search_low = low2
+ * search_high = high2
+ * while search_low < search_high: # <<<<<<<<<<<<<<
+ * med2 = median(search_low, search_high, step2)
+ * assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr)
+ */
+ while (1) {
+ __pyx_t_3 = ((__pyx_v_search_low < __pyx_v_search_high) != 0);
+ if (!__pyx_t_3) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":582
+ * search_high = high2
+ * while search_low < search_high:
+ * med2 = median(search_low, search_high, step2) # <<<<<<<<<<<<<<
+ * assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr)
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ */
+ __pyx_v_med2 = __pyx_f_3_sa_median(__pyx_v_search_low, __pyx_v_search_high, __pyx_v_step2);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":583
+ * while search_low < search_high:
+ * med2 = median(search_low, search_high, step2)
+ * assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr) # <<<<<<<<<<<<<<
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ * if comparison == -1:
+ */
+ __pyx_f_3_sa_assign_matching((&__pyx_v_loc2), __pyx_v_arr2, __pyx_v_med2, __pyx_v_step2, __pyx_v_self->fda->sent_id->arr);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":584
+ * med2 = median(search_low, search_high, step2)
+ * assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr)
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last) # <<<<<<<<<<<<<<
+ * if comparison == -1:
+ * search_high = med2
+ */
+ __pyx_v_comparison = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->compare_matchings_set(__pyx_v_self, __pyx_v_med1_minus, __pyx_v_med1_plus, __pyx_v_arr1, __pyx_v_step1, (&__pyx_v_loc2), __pyx_v_offset_by_one, __pyx_v_len_last);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":587
+ * if comparison == -1:
+ * search_high = med2
+ * elif comparison == 1: # <<<<<<<<<<<<<<
+ * search_low = med2 + step2
+ * else:
+ */
+ switch (__pyx_v_comparison) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":585
+ * assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr)
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ * if comparison == -1: # <<<<<<<<<<<<<<
+ * search_high = med2
+ * elif comparison == 1:
+ */
+ case -1:
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":586
+ * comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ * if comparison == -1:
+ * search_high = med2 # <<<<<<<<<<<<<<
+ * elif comparison == 1:
+ * search_low = med2 + step2
+ */
+ __pyx_v_search_high = __pyx_v_med2;
+ break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":587
+ * if comparison == -1:
+ * search_high = med2
+ * elif comparison == 1: # <<<<<<<<<<<<<<
+ * search_low = med2 + step2
+ * else:
+ */
+ case 1:
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":588
+ * search_high = med2
+ * elif comparison == 1:
+ * search_low = med2 + step2 # <<<<<<<<<<<<<<
+ * else:
+ * break
+ */
+ __pyx_v_search_low = (__pyx_v_med2 + __pyx_v_step2);
+ break;
+ default:
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":590
+ * search_low = med2 + step2
+ * else:
+ * break # <<<<<<<<<<<<<<
+ *
+ * med_result_len = 0
+ */
+ goto __pyx_L13_break;
+ break;
+ }
+ }
+ __pyx_L13_break:;
+ }
+ __pyx_L9:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":592
+ * break
+ *
+ * med_result_len = 0 # <<<<<<<<<<<<<<
+ * med_result = <int*> malloc(0*sizeof(int*))
+ * if search_high > search_low:
+ */
+ __pyx_v_med_result_len = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":593
+ *
+ * med_result_len = 0
+ * med_result = <int*> malloc(0*sizeof(int*)) # <<<<<<<<<<<<<<
+ * if search_high > search_low:
+ * # Then there is a match for the median element of Q
+ */
+ __pyx_v_med_result = ((int *)malloc((0 * (sizeof(int *)))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":594
+ * med_result_len = 0
+ * med_result = <int*> malloc(0*sizeof(int*))
+ * if search_high > search_low: # <<<<<<<<<<<<<<
+ * # Then there is a match for the median element of Q
+ * # What we want to find is the group of all bindings in the first set
+ */
+ __pyx_t_3 = ((__pyx_v_search_high > __pyx_v_search_low) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":600
+ * # want to store the bindings for all of those elements. We can
+ * # subsequently throw all of them away.
+ * med2_minus = med2 # <<<<<<<<<<<<<<
+ * med2_plus = med2 + step2
+ * i1 = med1_minus
+ */
+ __pyx_v_med2_minus = __pyx_v_med2;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":601
+ * # subsequently throw all of them away.
+ * med2_minus = med2
+ * med2_plus = med2 + step2 # <<<<<<<<<<<<<<
+ * i1 = med1_minus
+ * while i1 < med1_plus:
+ */
+ __pyx_v_med2_plus = (__pyx_v_med2 + __pyx_v_step2);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":602
+ * med2_minus = med2
+ * med2_plus = med2 + step2
+ * i1 = med1_minus # <<<<<<<<<<<<<<
+ * while i1 < med1_plus:
+ * assign_matching(&loc1, arr1, i1, step1, self.fda.sent_id.arr)
+ */
+ __pyx_v_i1 = __pyx_v_med1_minus;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":603
+ * med2_plus = med2 + step2
+ * i1 = med1_minus
+ * while i1 < med1_plus: # <<<<<<<<<<<<<<
+ * assign_matching(&loc1, arr1, i1, step1, self.fda.sent_id.arr)
+ * while med2_minus-step2 >= low2:
+ */
+ while (1) {
+ __pyx_t_3 = ((__pyx_v_i1 < __pyx_v_med1_plus) != 0);
+ if (!__pyx_t_3) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":604
+ * i1 = med1_minus
+ * while i1 < med1_plus:
+ * assign_matching(&loc1, arr1, i1, step1, self.fda.sent_id.arr) # <<<<<<<<<<<<<<
+ * while med2_minus-step2 >= low2:
+ * assign_matching(&loc2, arr2, med2_minus-step2, step2, self.fda.sent_id.arr)
+ */
+ __pyx_f_3_sa_assign_matching((&__pyx_v_loc1), __pyx_v_arr1, __pyx_v_i1, __pyx_v_step1, __pyx_v_self->fda->sent_id->arr);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":605
+ * while i1 < med1_plus:
+ * assign_matching(&loc1, arr1, i1, step1, self.fda.sent_id.arr)
+ * while med2_minus-step2 >= low2: # <<<<<<<<<<<<<<
+ * assign_matching(&loc2, arr2, med2_minus-step2, step2, self.fda.sent_id.arr)
+ * if self.compare_matchings(&loc1, &loc2, offset_by_one, len_last) < 1:
+ */
+ while (1) {
+ __pyx_t_3 = (((__pyx_v_med2_minus - __pyx_v_step2) >= __pyx_v_low2) != 0);
+ if (!__pyx_t_3) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":606
+ * assign_matching(&loc1, arr1, i1, step1, self.fda.sent_id.arr)
+ * while med2_minus-step2 >= low2:
+ * assign_matching(&loc2, arr2, med2_minus-step2, step2, self.fda.sent_id.arr) # <<<<<<<<<<<<<<
+ * if self.compare_matchings(&loc1, &loc2, offset_by_one, len_last) < 1:
+ * med2_minus = med2_minus - step2
+ */
+ __pyx_f_3_sa_assign_matching((&__pyx_v_loc2), __pyx_v_arr2, (__pyx_v_med2_minus - __pyx_v_step2), __pyx_v_step2, __pyx_v_self->fda->sent_id->arr);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":607
+ * while med2_minus-step2 >= low2:
+ * assign_matching(&loc2, arr2, med2_minus-step2, step2, self.fda.sent_id.arr)
+ * if self.compare_matchings(&loc1, &loc2, offset_by_one, len_last) < 1: # <<<<<<<<<<<<<<
+ * med2_minus = med2_minus - step2
+ * else:
+ */
+ __pyx_t_3 = ((((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->compare_matchings(__pyx_v_self, (&__pyx_v_loc1), (&__pyx_v_loc2), __pyx_v_offset_by_one, __pyx_v_len_last) < 1) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":608
+ * assign_matching(&loc2, arr2, med2_minus-step2, step2, self.fda.sent_id.arr)
+ * if self.compare_matchings(&loc1, &loc2, offset_by_one, len_last) < 1:
+ * med2_minus = med2_minus - step2 # <<<<<<<<<<<<<<
+ * else:
+ * break
+ */
+ __pyx_v_med2_minus = (__pyx_v_med2_minus - __pyx_v_step2);
+ goto __pyx_L19;
+ }
+ /*else*/ {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":610
+ * med2_minus = med2_minus - step2
+ * else:
+ * break # <<<<<<<<<<<<<<
+ * i2 = med2_minus
+ * while i2 < high2:
+ */
+ goto __pyx_L18_break;
+ }
+ __pyx_L19:;
+ }
+ __pyx_L18_break:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":611
+ * else:
+ * break
+ * i2 = med2_minus # <<<<<<<<<<<<<<
+ * while i2 < high2:
+ * assign_matching(&loc2, arr2, i2, step2, self.fda.sent_id.arr)
+ */
+ __pyx_v_i2 = __pyx_v_med2_minus;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":612
+ * break
+ * i2 = med2_minus
+ * while i2 < high2: # <<<<<<<<<<<<<<
+ * assign_matching(&loc2, arr2, i2, step2, self.fda.sent_id.arr)
+ * comparison = self.compare_matchings(&loc1, &loc2, offset_by_one, len_last)
+ */
+ while (1) {
+ __pyx_t_3 = ((__pyx_v_i2 < __pyx_v_high2) != 0);
+ if (!__pyx_t_3) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":613
+ * i2 = med2_minus
+ * while i2 < high2:
+ * assign_matching(&loc2, arr2, i2, step2, self.fda.sent_id.arr) # <<<<<<<<<<<<<<
+ * comparison = self.compare_matchings(&loc1, &loc2, offset_by_one, len_last)
+ * if comparison == 0:
+ */
+ __pyx_f_3_sa_assign_matching((&__pyx_v_loc2), __pyx_v_arr2, __pyx_v_i2, __pyx_v_step2, __pyx_v_self->fda->sent_id->arr);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":614
+ * while i2 < high2:
+ * assign_matching(&loc2, arr2, i2, step2, self.fda.sent_id.arr)
+ * comparison = self.compare_matchings(&loc1, &loc2, offset_by_one, len_last) # <<<<<<<<<<<<<<
+ * if comparison == 0:
+ * pass
+ */
+ __pyx_v_comparison = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->compare_matchings(__pyx_v_self, (&__pyx_v_loc1), (&__pyx_v_loc2), __pyx_v_offset_by_one, __pyx_v_len_last);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":615
+ * assign_matching(&loc2, arr2, i2, step2, self.fda.sent_id.arr)
+ * comparison = self.compare_matchings(&loc1, &loc2, offset_by_one, len_last)
+ * if comparison == 0: # <<<<<<<<<<<<<<
+ * pass
+ * med_result = append_combined_matching(med_result, &loc1, &loc2, offset_by_one, num_subpatterns, &med_result_len)
+ */
+ __pyx_t_3 = ((__pyx_v_comparison == 0) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":617
+ * if comparison == 0:
+ * pass
+ * med_result = append_combined_matching(med_result, &loc1, &loc2, offset_by_one, num_subpatterns, &med_result_len) # <<<<<<<<<<<<<<
+ * if comparison == -1:
+ * break
+ */
+ __pyx_v_med_result = __pyx_f_3_sa_append_combined_matching(__pyx_v_med_result, (&__pyx_v_loc1), (&__pyx_v_loc2), __pyx_v_offset_by_one, __pyx_v_num_subpatterns, (&__pyx_v_med_result_len));
+ goto __pyx_L22;
+ }
+ __pyx_L22:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":618
+ * pass
+ * med_result = append_combined_matching(med_result, &loc1, &loc2, offset_by_one, num_subpatterns, &med_result_len)
+ * if comparison == -1: # <<<<<<<<<<<<<<
+ * break
+ * i2 = i2 + step2
+ */
+ __pyx_t_3 = ((__pyx_v_comparison == -1) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":619
+ * med_result = append_combined_matching(med_result, &loc1, &loc2, offset_by_one, num_subpatterns, &med_result_len)
+ * if comparison == -1:
+ * break # <<<<<<<<<<<<<<
+ * i2 = i2 + step2
+ * if i2 > med2_plus:
+ */
+ goto __pyx_L21_break;
+ goto __pyx_L23;
+ }
+ __pyx_L23:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":620
+ * if comparison == -1:
+ * break
+ * i2 = i2 + step2 # <<<<<<<<<<<<<<
+ * if i2 > med2_plus:
+ * med2_plus = i2
+ */
+ __pyx_v_i2 = (__pyx_v_i2 + __pyx_v_step2);
+ }
+ __pyx_L21_break:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":621
+ * break
+ * i2 = i2 + step2
+ * if i2 > med2_plus: # <<<<<<<<<<<<<<
+ * med2_plus = i2
+ * i1 = i1 + step1
+ */
+ __pyx_t_3 = ((__pyx_v_i2 > __pyx_v_med2_plus) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":622
+ * i2 = i2 + step2
+ * if i2 > med2_plus:
+ * med2_plus = i2 # <<<<<<<<<<<<<<
+ * i1 = i1 + step1
+ *
+ */
+ __pyx_v_med2_plus = __pyx_v_i2;
+ goto __pyx_L24;
+ }
+ __pyx_L24:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":623
+ * if i2 > med2_plus:
+ * med2_plus = i2
+ * i1 = i1 + step1 # <<<<<<<<<<<<<<
+ *
+ * tmp = med1_minus
+ */
+ __pyx_v_i1 = (__pyx_v_i1 + __pyx_v_step1);
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":625
+ * i1 = i1 + step1
+ *
+ * tmp = med1_minus # <<<<<<<<<<<<<<
+ * med1_minus = med1_plus
+ * med1_plus = tmp
+ */
+ __pyx_v_tmp = __pyx_v_med1_minus;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":626
+ *
+ * tmp = med1_minus
+ * med1_minus = med1_plus # <<<<<<<<<<<<<<
+ * med1_plus = tmp
+ * else:
+ */
+ __pyx_v_med1_minus = __pyx_v_med1_plus;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":627
+ * tmp = med1_minus
+ * med1_minus = med1_plus
+ * med1_plus = tmp # <<<<<<<<<<<<<<
+ * else:
+ * # No match; need to figure out the point of division in D and Q
+ */
+ __pyx_v_med1_plus = __pyx_v_tmp;
+ goto __pyx_L14;
+ }
+ /*else*/ {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":630
+ * else:
+ * # No match; need to figure out the point of division in D and Q
+ * med2_minus = med2 # <<<<<<<<<<<<<<
+ * med2_plus = med2
+ * if d_first:
+ */
+ __pyx_v_med2_minus = __pyx_v_med2;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":631
+ * # No match; need to figure out the point of division in D and Q
+ * med2_minus = med2
+ * med2_plus = med2 # <<<<<<<<<<<<<<
+ * if d_first:
+ * med2_minus = med2_minus + step2
+ */
+ __pyx_v_med2_plus = __pyx_v_med2;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":632
+ * med2_minus = med2
+ * med2_plus = med2
+ * if d_first: # <<<<<<<<<<<<<<
+ * med2_minus = med2_minus + step2
+ * if comparison == -1:
+ */
+ __pyx_t_3 = (__pyx_v_d_first != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":633
+ * med2_plus = med2
+ * if d_first:
+ * med2_minus = med2_minus + step2 # <<<<<<<<<<<<<<
+ * if comparison == -1:
+ * med1_minus = med1_plus
+ */
+ __pyx_v_med2_minus = (__pyx_v_med2_minus + __pyx_v_step2);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":634
+ * if d_first:
+ * med2_minus = med2_minus + step2
+ * if comparison == -1: # <<<<<<<<<<<<<<
+ * med1_minus = med1_plus
+ * if comparison == 1:
+ */
+ __pyx_t_3 = ((__pyx_v_comparison == -1) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":635
+ * med2_minus = med2_minus + step2
+ * if comparison == -1:
+ * med1_minus = med1_plus # <<<<<<<<<<<<<<
+ * if comparison == 1:
+ * med1_plus = med1_minus
+ */
+ __pyx_v_med1_minus = __pyx_v_med1_plus;
+ goto __pyx_L26;
+ }
+ __pyx_L26:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":636
+ * if comparison == -1:
+ * med1_minus = med1_plus
+ * if comparison == 1: # <<<<<<<<<<<<<<
+ * med1_plus = med1_minus
+ * else:
+ */
+ __pyx_t_3 = ((__pyx_v_comparison == 1) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":637
+ * med1_minus = med1_plus
+ * if comparison == 1:
+ * med1_plus = med1_minus # <<<<<<<<<<<<<<
+ * else:
+ * tmp = med1_minus
+ */
+ __pyx_v_med1_plus = __pyx_v_med1_minus;
+ goto __pyx_L27;
+ }
+ __pyx_L27:;
+ goto __pyx_L25;
+ }
+ /*else*/ {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":639
+ * med1_plus = med1_minus
+ * else:
+ * tmp = med1_minus # <<<<<<<<<<<<<<
+ * med1_minus = med1_plus
+ * med1_plus = tmp
+ */
+ __pyx_v_tmp = __pyx_v_med1_minus;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":640
+ * else:
+ * tmp = med1_minus
+ * med1_minus = med1_plus # <<<<<<<<<<<<<<
+ * med1_plus = tmp
+ * if comparison == 1:
+ */
+ __pyx_v_med1_minus = __pyx_v_med1_plus;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":641
+ * tmp = med1_minus
+ * med1_minus = med1_plus
+ * med1_plus = tmp # <<<<<<<<<<<<<<
+ * if comparison == 1:
+ * med2_minus = med2_minus + step2
+ */
+ __pyx_v_med1_plus = __pyx_v_tmp;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":642
+ * med1_minus = med1_plus
+ * med1_plus = tmp
+ * if comparison == 1: # <<<<<<<<<<<<<<
+ * med2_minus = med2_minus + step2
+ * med2_plus = med2_plus + step2
+ */
+ __pyx_t_3 = ((__pyx_v_comparison == 1) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":643
+ * med1_plus = tmp
+ * if comparison == 1:
+ * med2_minus = med2_minus + step2 # <<<<<<<<<<<<<<
+ * med2_plus = med2_plus + step2
+ *
+ */
+ __pyx_v_med2_minus = (__pyx_v_med2_minus + __pyx_v_step2);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":644
+ * if comparison == 1:
+ * med2_minus = med2_minus + step2
+ * med2_plus = med2_plus + step2 # <<<<<<<<<<<<<<
+ *
+ * low_result_len = 0
+ */
+ __pyx_v_med2_plus = (__pyx_v_med2_plus + __pyx_v_step2);
+ goto __pyx_L28;
+ }
+ __pyx_L28:;
+ }
+ __pyx_L25:;
+ }
+ __pyx_L14:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":646
+ * med2_plus = med2_plus + step2
+ *
+ * low_result_len = 0 # <<<<<<<<<<<<<<
+ * low_result = self.baeza_yates_helper(low1, med1_plus, arr1, step1, low2, med2_plus, arr2, step2, offset_by_one, len_last, num_subpatterns, &low_result_len)
+ * high_result_len = 0
+ */
+ __pyx_v_low_result_len = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":647
+ *
+ * low_result_len = 0
+ * low_result = self.baeza_yates_helper(low1, med1_plus, arr1, step1, low2, med2_plus, arr2, step2, offset_by_one, len_last, num_subpatterns, &low_result_len) # <<<<<<<<<<<<<<
+ * high_result_len = 0
+ * high_result = self.baeza_yates_helper(med1_minus, high1, arr1, step1, med2_minus, high2, arr2, step2, offset_by_one, len_last, num_subpatterns, &high_result_len)
+ */
+ __pyx_v_low_result = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->baeza_yates_helper(__pyx_v_self, __pyx_v_low1, __pyx_v_med1_plus, __pyx_v_arr1, __pyx_v_step1, __pyx_v_low2, __pyx_v_med2_plus, __pyx_v_arr2, __pyx_v_step2, __pyx_v_offset_by_one, __pyx_v_len_last, __pyx_v_num_subpatterns, (&__pyx_v_low_result_len));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":648
+ * low_result_len = 0
+ * low_result = self.baeza_yates_helper(low1, med1_plus, arr1, step1, low2, med2_plus, arr2, step2, offset_by_one, len_last, num_subpatterns, &low_result_len)
+ * high_result_len = 0 # <<<<<<<<<<<<<<
+ * high_result = self.baeza_yates_helper(med1_minus, high1, arr1, step1, med2_minus, high2, arr2, step2, offset_by_one, len_last, num_subpatterns, &high_result_len)
+ *
+ */
+ __pyx_v_high_result_len = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":649
+ * low_result = self.baeza_yates_helper(low1, med1_plus, arr1, step1, low2, med2_plus, arr2, step2, offset_by_one, len_last, num_subpatterns, &low_result_len)
+ * high_result_len = 0
+ * high_result = self.baeza_yates_helper(med1_minus, high1, arr1, step1, med2_minus, high2, arr2, step2, offset_by_one, len_last, num_subpatterns, &high_result_len) # <<<<<<<<<<<<<<
+ *
+ * result = extend_arr(result, result_len, low_result, low_result_len)
+ */
+ __pyx_v_high_result = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->baeza_yates_helper(__pyx_v_self, __pyx_v_med1_minus, __pyx_v_high1, __pyx_v_arr1, __pyx_v_step1, __pyx_v_med2_minus, __pyx_v_high2, __pyx_v_arr2, __pyx_v_step2, __pyx_v_offset_by_one, __pyx_v_len_last, __pyx_v_num_subpatterns, (&__pyx_v_high_result_len));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":651
+ * high_result = self.baeza_yates_helper(med1_minus, high1, arr1, step1, med2_minus, high2, arr2, step2, offset_by_one, len_last, num_subpatterns, &high_result_len)
+ *
+ * result = extend_arr(result, result_len, low_result, low_result_len) # <<<<<<<<<<<<<<
+ * result = extend_arr(result, result_len, med_result, med_result_len)
+ * result = extend_arr(result, result_len, high_result, high_result_len)
+ */
+ __pyx_v_result = __pyx_f_3_sa_extend_arr(__pyx_v_result, __pyx_v_result_len, __pyx_v_low_result, __pyx_v_low_result_len);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":652
+ *
+ * result = extend_arr(result, result_len, low_result, low_result_len)
+ * result = extend_arr(result, result_len, med_result, med_result_len) # <<<<<<<<<<<<<<
+ * result = extend_arr(result, result_len, high_result, high_result_len)
+ * free(low_result)
+ */
+ __pyx_v_result = __pyx_f_3_sa_extend_arr(__pyx_v_result, __pyx_v_result_len, __pyx_v_med_result, __pyx_v_med_result_len);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":653
+ * result = extend_arr(result, result_len, low_result, low_result_len)
+ * result = extend_arr(result, result_len, med_result, med_result_len)
+ * result = extend_arr(result, result_len, high_result, high_result_len) # <<<<<<<<<<<<<<
+ * free(low_result)
+ * free(med_result)
+ */
+ __pyx_v_result = __pyx_f_3_sa_extend_arr(__pyx_v_result, __pyx_v_result_len, __pyx_v_high_result, __pyx_v_high_result_len);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":654
+ * result = extend_arr(result, result_len, med_result, med_result_len)
+ * result = extend_arr(result, result_len, high_result, high_result_len)
+ * free(low_result) # <<<<<<<<<<<<<<
+ * free(med_result)
+ * free(high_result)
+ */
+ free(__pyx_v_low_result);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":655
+ * result = extend_arr(result, result_len, high_result, high_result_len)
+ * free(low_result)
+ * free(med_result) # <<<<<<<<<<<<<<
+ * free(high_result)
+ *
+ */
+ free(__pyx_v_med_result);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":656
+ * free(low_result)
+ * free(med_result)
+ * free(high_result) # <<<<<<<<<<<<<<
+ *
+ * return result
+ */
+ free(__pyx_v_high_result);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":658
+ * free(high_result)
+ *
+ * return result # <<<<<<<<<<<<<<
+ *
+ *
+ */
+ __pyx_r = __pyx_v_result;
+ goto __pyx_L0;
+
+ __pyx_r = 0;
+ goto __pyx_L0;
+ __pyx_L1_error:;
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+ * Matching* loc2, int offset_by_one, int len_last):
+ * """
+ */
+
+static long __pyx_f_3_sa_23HieroCachingRuleFactory_compare_matchings_set(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, int __pyx_v_i1_minus, int __pyx_v_i1_plus, int *__pyx_v_arr1, int __pyx_v_step1, struct __pyx_t_3_sa_Matching *__pyx_v_loc2, int __pyx_v_offset_by_one, int __pyx_v_len_last) {
+ int __pyx_v_i1;
+ int __pyx_v_comparison;
+ int __pyx_v_prev_comparison;
+ struct __pyx_t_3_sa_Matching __pyx_v_l1_stack;
+ struct __pyx_t_3_sa_Matching *__pyx_v_loc1;
+ long __pyx_r;
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+ *
+ * i1 = i1_minus
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+ __pyx_v_loc1 = (&__pyx_v_l1_stack);
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":675
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+ *
+ * i1 = i1_minus # <<<<<<<<<<<<<<
+ * while i1 < i1_plus:
+ * assign_matching(loc1, arr1, i1, step1, self.fda.sent_id.arr)
+ */
+ __pyx_v_i1 = __pyx_v_i1_minus;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":676
+ *
+ * i1 = i1_minus
+ * while i1 < i1_plus: # <<<<<<<<<<<<<<
+ * assign_matching(loc1, arr1, i1, step1, self.fda.sent_id.arr)
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+ */
+ while (1) {
+ __pyx_t_1 = ((__pyx_v_i1 < __pyx_v_i1_plus) != 0);
+ if (!__pyx_t_1) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":677
+ * i1 = i1_minus
+ * while i1 < i1_plus:
+ * assign_matching(loc1, arr1, i1, step1, self.fda.sent_id.arr) # <<<<<<<<<<<<<<
+ * comparison = self.compare_matchings(loc1, loc2, offset_by_one, len_last)
+ * if comparison == 0:
+ */
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":678
+ * while i1 < i1_plus:
+ * assign_matching(loc1, arr1, i1, step1, self.fda.sent_id.arr)
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+ * prev_comparison = 0
+ * break
+ */
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":680
+ * comparison = self.compare_matchings(loc1, loc2, offset_by_one, len_last)
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+ * prev_comparison = 0 # <<<<<<<<<<<<<<
+ * break
+ * elif i1 == i1_minus:
+ */
+ __pyx_v_prev_comparison = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":681
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+ * prev_comparison = 0
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+ * prev_comparison = comparison
+ */
+ goto __pyx_L4_break;
+ goto __pyx_L5;
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":682
+ * prev_comparison = 0
+ * break
+ * elif i1 == i1_minus: # <<<<<<<<<<<<<<
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+ * else:
+ */
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+ if (__pyx_t_1) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":683
+ * break
+ * elif i1 == i1_minus:
+ * prev_comparison = comparison # <<<<<<<<<<<<<<
+ * else:
+ * if comparison != prev_comparison:
+ */
+ __pyx_v_prev_comparison = __pyx_v_comparison;
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+ }
+ /*else*/ {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":685
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+ * else:
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+ * prev_comparison = 0
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+ */
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+ if (__pyx_t_1) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":686
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+ * prev_comparison = 0 # <<<<<<<<<<<<<<
+ * break
+ * i1 = i1 + step1
+ */
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":687
+ * if comparison != prev_comparison:
+ * prev_comparison = 0
+ * break # <<<<<<<<<<<<<<
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+ goto __pyx_L6;
+ }
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+ }
+ __pyx_L5:;
+
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+ }
+ __pyx_L4_break:;
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":689
+ * break
+ * i1 = i1 + step1
+ * return prev_comparison # <<<<<<<<<<<<<<
+ *
+ *
+ */
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+ goto __pyx_L0;
+
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+ __pyx_L0:;
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+ return __pyx_r;
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+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":692
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+ *
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+ * cdef int i
+ *
+ */
+
+static long __pyx_f_3_sa_23HieroCachingRuleFactory_compare_matchings(struct __pyx_obj_3_sa_HieroCachingRuleFactory *__pyx_v_self, struct __pyx_t_3_sa_Matching *__pyx_v_loc1, struct __pyx_t_3_sa_Matching *__pyx_v_loc2, int __pyx_v_offset_by_one, int __pyx_v_len_last) {
+ int __pyx_v_i;
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":695
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+ * if loc1.sent_id > loc2.sent_id: # <<<<<<<<<<<<<<
+ * return 1
+ * if loc2.sent_id > loc1.sent_id:
+ */
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+ if (__pyx_t_1) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":696
+ *
+ * if loc1.sent_id > loc2.sent_id:
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+ * return -1
+ */
+ __pyx_r = 1;
+ goto __pyx_L0;
+ goto __pyx_L3;
+ }
+ __pyx_L3:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":697
+ * if loc1.sent_id > loc2.sent_id:
+ * return 1
+ * if loc2.sent_id > loc1.sent_id: # <<<<<<<<<<<<<<
+ * return -1
+ *
+ */
+ __pyx_t_1 = ((__pyx_v_loc2->sent_id > __pyx_v_loc1->sent_id) != 0);
+ if (__pyx_t_1) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":698
+ * return 1
+ * if loc2.sent_id > loc1.sent_id:
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+ * if loc1.size == 1 and loc2.size == 1:
+ */
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+ goto __pyx_L4;
+ }
+ __pyx_L4:;
+
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+ * return -1
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+ * if loc2.arr[loc2.start] - loc1.arr[loc1.start] <= self.train_min_gap_size:
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+ */
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":701
+ *
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+ * if loc2.arr[loc2.start] - loc1.arr[loc1.start] <= self.train_min_gap_size: # <<<<<<<<<<<<<<
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":702
+ * if loc1.size == 1 and loc2.size == 1:
+ * if loc2.arr[loc2.start] - loc1.arr[loc1.start] <= self.train_min_gap_size:
+ * return 1 # <<<<<<<<<<<<<<
+ *
+ * elif offset_by_one:
+ */
+ __pyx_r = 1;
+ goto __pyx_L0;
+ goto __pyx_L6;
+ }
+ __pyx_L6:;
+ goto __pyx_L5;
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":704
+ * return 1
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+ * for i from 1 <= i < loc1.size:
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+ */
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+
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+ * for i from 1 <= i < loc1.size: # <<<<<<<<<<<<<<
+ * if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i-1]:
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+ */
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+ for (__pyx_v_i = 1; __pyx_v_i < __pyx_t_4; __pyx_v_i++) {
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+ * for i from 1 <= i < loc1.size:
+ * if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i-1]: # <<<<<<<<<<<<<<
+ * return 1
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+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":707
+ * for i from 1 <= i < loc1.size:
+ * if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i-1]:
+ * return 1 # <<<<<<<<<<<<<<
+ * if loc1.arr[loc1.start+i] < loc2.arr[loc2.start+i-1]:
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+ */
+ __pyx_r = 1;
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+ goto __pyx_L9;
+ }
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":708
+ * if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i-1]:
+ * return 1
+ * if loc1.arr[loc1.start+i] < loc2.arr[loc2.start+i-1]: # <<<<<<<<<<<<<<
+ * return -1
+ *
+ */
+ __pyx_t_3 = (((__pyx_v_loc1->arr[(__pyx_v_loc1->start + __pyx_v_i)]) < (__pyx_v_loc2->arr[((__pyx_v_loc2->start + __pyx_v_i) - 1)])) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":709
+ * return 1
+ * if loc1.arr[loc1.start+i] < loc2.arr[loc2.start+i-1]:
+ * return -1 # <<<<<<<<<<<<<<
+ *
+ * else:
+ */
+ __pyx_r = -1;
+ goto __pyx_L0;
+ goto __pyx_L10;
+ }
+ __pyx_L10:;
+ }
+ goto __pyx_L5;
+ }
+ /*else*/ {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":712
+ *
+ * else:
+ * if loc1.arr[loc1.start]+1 > loc2.arr[loc2.start]: # <<<<<<<<<<<<<<
+ * return 1
+ * if loc1.arr[loc1.start]+1 < loc2.arr[loc2.start]:
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+ __pyx_t_3 = ((((__pyx_v_loc1->arr[__pyx_v_loc1->start]) + 1) > (__pyx_v_loc2->arr[__pyx_v_loc2->start])) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":713
+ * else:
+ * if loc1.arr[loc1.start]+1 > loc2.arr[loc2.start]:
+ * return 1 # <<<<<<<<<<<<<<
+ * if loc1.arr[loc1.start]+1 < loc2.arr[loc2.start]:
+ * return -1
+ */
+ __pyx_r = 1;
+ goto __pyx_L0;
+ goto __pyx_L11;
+ }
+ __pyx_L11:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":714
+ * if loc1.arr[loc1.start]+1 > loc2.arr[loc2.start]:
+ * return 1
+ * if loc1.arr[loc1.start]+1 < loc2.arr[loc2.start]: # <<<<<<<<<<<<<<
+ * return -1
+ *
+ */
+ __pyx_t_3 = ((((__pyx_v_loc1->arr[__pyx_v_loc1->start]) + 1) < (__pyx_v_loc2->arr[__pyx_v_loc2->start])) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":715
+ * return 1
+ * if loc1.arr[loc1.start]+1 < loc2.arr[loc2.start]:
+ * return -1 # <<<<<<<<<<<<<<
+ *
+ * for i from 1 <= i < loc1.size:
+ */
+ __pyx_r = -1;
+ goto __pyx_L0;
+ goto __pyx_L12;
+ }
+ __pyx_L12:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":717
+ * return -1
+ *
+ * for i from 1 <= i < loc1.size: # <<<<<<<<<<<<<<
+ * if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i]:
+ * return 1
+ */
+ __pyx_t_4 = __pyx_v_loc1->size;
+ for (__pyx_v_i = 1; __pyx_v_i < __pyx_t_4; __pyx_v_i++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":718
+ *
+ * for i from 1 <= i < loc1.size:
+ * if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i]: # <<<<<<<<<<<<<<
+ * return 1
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+ */
+ __pyx_t_3 = (((__pyx_v_loc1->arr[(__pyx_v_loc1->start + __pyx_v_i)]) > (__pyx_v_loc2->arr[(__pyx_v_loc2->start + __pyx_v_i)])) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":719
+ * for i from 1 <= i < loc1.size:
+ * if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i]:
+ * return 1 # <<<<<<<<<<<<<<
+ * if loc1.arr[loc1.start+i] < loc2.arr[loc2.start+i]:
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+ */
+ __pyx_r = 1;
+ goto __pyx_L0;
+ goto __pyx_L15;
+ }
+ __pyx_L15:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":720
+ * if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i]:
+ * return 1
+ * if loc1.arr[loc1.start+i] < loc2.arr[loc2.start+i]: # <<<<<<<<<<<<<<
+ * return -1
+ *
+ */
+ __pyx_t_3 = (((__pyx_v_loc1->arr[(__pyx_v_loc1->start + __pyx_v_i)]) < (__pyx_v_loc2->arr[(__pyx_v_loc2->start + __pyx_v_i)])) != 0);
+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":721
+ * return 1
+ * if loc1.arr[loc1.start+i] < loc2.arr[loc2.start+i]:
+ * return -1 # <<<<<<<<<<<<<<
+ *
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+ */
+ __pyx_r = -1;
+ goto __pyx_L0;
+ goto __pyx_L16;
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+ __pyx_L16:;
+ }
+ }
+ __pyx_L5:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":723
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+ *
+ * if loc2.arr[loc2.end-1] + len_last - loc1.arr[loc1.start] > self.train_max_initial_size: # <<<<<<<<<<<<<<
+ * return -1
+ * return 0
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+ if (__pyx_t_3) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":724
+ *
+ * if loc2.arr[loc2.end-1] + len_last - loc1.arr[loc1.start] > self.train_max_initial_size:
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+ * return 0
+ *
+ */
+ __pyx_r = -1;
+ goto __pyx_L0;
+ goto __pyx_L17;
+ }
+ __pyx_L17:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":725
+ * if loc2.arr[loc2.end-1] + len_last - loc1.arr[loc1.start] > self.train_max_initial_size:
+ * return -1
+ * return 0 # <<<<<<<<<<<<<<
+ *
+ *
+ */
+ __pyx_r = 0;
+ goto __pyx_L0;
+
+ __pyx_r = 0;
+ __pyx_L0:;
+ __Pyx_RefNannyFinishContext();
+ return __pyx_r;
+}
+
+/* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":728
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+ *
+ * cdef int* merge_helper(self, int low1, int high1, int* arr1, int step1, # <<<<<<<<<<<<<<
+ * int low2, int high2, int* arr2, int step2,
+ * int offset_by_one, int len_last, int num_subpatterns, int* result_len):
+ */
+
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+ int __pyx_v_i1;
+ int __pyx_v_i2;
+ int __pyx_v_j1;
+ int __pyx_v_j2;
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+ */
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+ goto __pyx_L0;
+ goto __pyx_L5;
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+ __pyx_L5:;
+ goto __pyx_L4;
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+ __pyx_L4:;
+ goto __pyx_L3;
+ }
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+
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1246
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+ * return 0 # <<<<<<<<<<<<<<
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+ __pyx_r = 0;
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+ goto __pyx_L6;
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+ * f_high_prev = f_high
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1273
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1280
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+ goto __pyx_L15;
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+ goto __pyx_L17;
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+ * if f_low != f_back_low[0]: # <<<<<<<<<<<<<<
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1292
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+ for (__pyx_v_i = __pyx_v_e_x_low; __pyx_v_i <= __pyx_t_3; __pyx_v_i++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1396
+ *
+ * for i from e_x_low <= i <= e_low:
+ * e_gaps1 = self.int_arr_extend(e_gaps1, &len1, &i, 1) # <<<<<<<<<<<<<<
+ *
+ * for i from 0 <= i < num_gaps:
+ */
+ __pyx_v_e_gaps1 = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->int_arr_extend(__pyx_v_self, __pyx_v_e_gaps1, (&__pyx_v_len1), (&__pyx_v_i), 1);
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1398
+ * e_gaps1 = self.int_arr_extend(e_gaps1, &len1, &i, 1)
+ *
+ * for i from 0 <= i < num_gaps: # <<<<<<<<<<<<<<
+ * e_gaps2 = <int*> malloc(0)
+ * len2 = 0
+ */
+ __pyx_t_3 = __pyx_v_num_gaps;
+ for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_3; __pyx_v_i++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1399
+ *
+ * for i from 0 <= i < num_gaps:
+ * e_gaps2 = <int*> malloc(0) # <<<<<<<<<<<<<<
+ * len2 = 0
+ *
+ */
+ __pyx_v_e_gaps2 = ((int *)malloc(0));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1400
+ * for i from 0 <= i < num_gaps:
+ * e_gaps2 = <int*> malloc(0)
+ * len2 = 0 # <<<<<<<<<<<<<<
+ *
+ * j = e_gap_order[i]
+ */
+ __pyx_v_len2 = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1402
+ * len2 = 0
+ *
+ * j = e_gap_order[i] # <<<<<<<<<<<<<<
+ * e_x_gap_low = e_gap_low[j]
+ * e_x_gap_high = e_gap_high[j]
+ */
+ __pyx_v_j = (__pyx_v_e_gap_order[__pyx_v_i]);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1403
+ *
+ * j = e_gap_order[i]
+ * e_x_gap_low = e_gap_low[j] # <<<<<<<<<<<<<<
+ * e_x_gap_high = e_gap_high[j]
+ * if not self.tight_phrases:
+ */
+ __pyx_v_e_x_gap_low = (__pyx_v_e_gap_low[__pyx_v_j]);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1404
+ * j = e_gap_order[i]
+ * e_x_gap_low = e_gap_low[j]
+ * e_x_gap_high = e_gap_high[j] # <<<<<<<<<<<<<<
+ * if not self.tight_phrases:
+ * while e_x_gap_low > e_x_low and e_links_low[e_x_gap_low-1] == -1:
+ */
+ __pyx_v_e_x_gap_high = (__pyx_v_e_gap_high[__pyx_v_j]);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1405
+ * e_x_gap_low = e_gap_low[j]
+ * e_x_gap_high = e_gap_high[j]
+ * if not self.tight_phrases: # <<<<<<<<<<<<<<
+ * while e_x_gap_low > e_x_low and e_links_low[e_x_gap_low-1] == -1:
+ * e_x_gap_low = e_x_gap_low - 1
+ */
+ __pyx_t_2 = ((!(__pyx_v_self->tight_phrases != 0)) != 0);
+ if (__pyx_t_2) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1406
+ * e_x_gap_high = e_gap_high[j]
+ * if not self.tight_phrases:
+ * while e_x_gap_low > e_x_low and e_links_low[e_x_gap_low-1] == -1: # <<<<<<<<<<<<<<
+ * e_x_gap_low = e_x_gap_low - 1
+ * while e_x_gap_high < e_x_high and e_links_low[e_x_gap_high] == -1:
+ */
+ while (1) {
+ __pyx_t_2 = ((__pyx_v_e_x_gap_low > __pyx_v_e_x_low) != 0);
+ if (__pyx_t_2) {
+ __pyx_t_6 = (((__pyx_v_e_links_low[(__pyx_v_e_x_gap_low - 1)]) == -1) != 0);
+ __pyx_t_7 = __pyx_t_6;
+ } else {
+ __pyx_t_7 = __pyx_t_2;
+ }
+ if (!__pyx_t_7) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1407
+ * if not self.tight_phrases:
+ * while e_x_gap_low > e_x_low and e_links_low[e_x_gap_low-1] == -1:
+ * e_x_gap_low = e_x_gap_low - 1 # <<<<<<<<<<<<<<
+ * while e_x_gap_high < e_x_high and e_links_low[e_x_gap_high] == -1:
+ * e_x_gap_high = e_x_gap_high + 1
+ */
+ __pyx_v_e_x_gap_low = (__pyx_v_e_x_gap_low - 1);
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1408
+ * while e_x_gap_low > e_x_low and e_links_low[e_x_gap_low-1] == -1:
+ * e_x_gap_low = e_x_gap_low - 1
+ * while e_x_gap_high < e_x_high and e_links_low[e_x_gap_high] == -1: # <<<<<<<<<<<<<<
+ * e_x_gap_high = e_x_gap_high + 1
+ *
+ */
+ while (1) {
+ __pyx_t_7 = ((__pyx_v_e_x_gap_high < __pyx_v_e_x_high) != 0);
+ if (__pyx_t_7) {
+ __pyx_t_2 = (((__pyx_v_e_links_low[__pyx_v_e_x_gap_high]) == -1) != 0);
+ __pyx_t_6 = __pyx_t_2;
+ } else {
+ __pyx_t_6 = __pyx_t_7;
+ }
+ if (!__pyx_t_6) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1409
+ * e_x_gap_low = e_x_gap_low - 1
+ * while e_x_gap_high < e_x_high and e_links_low[e_x_gap_high] == -1:
+ * e_x_gap_high = e_x_gap_high + 1 # <<<<<<<<<<<<<<
+ *
+ * k = 0
+ */
+ __pyx_v_e_x_gap_high = (__pyx_v_e_x_gap_high + 1);
+ }
+ goto __pyx_L20;
+ }
+ __pyx_L20:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1411
+ * e_x_gap_high = e_x_gap_high + 1
+ *
+ * k = 0 # <<<<<<<<<<<<<<
+ * step = 1+(i*2)
+ * while k < len1:
+ */
+ __pyx_v_k = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1412
+ *
+ * k = 0
+ * step = 1+(i*2) # <<<<<<<<<<<<<<
+ * while k < len1:
+ * for m from e_x_gap_low <= m <= e_gap_low[j]:
+ */
+ __pyx_v_step = (1 + (__pyx_v_i * 2));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1413
+ * k = 0
+ * step = 1+(i*2)
+ * while k < len1: # <<<<<<<<<<<<<<
+ * for m from e_x_gap_low <= m <= e_gap_low[j]:
+ * if m >= e_gaps1[k+step-1]:
+ */
+ while (1) {
+ __pyx_t_6 = ((__pyx_v_k < __pyx_v_len1) != 0);
+ if (!__pyx_t_6) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1414
+ * step = 1+(i*2)
+ * while k < len1:
+ * for m from e_x_gap_low <= m <= e_gap_low[j]: # <<<<<<<<<<<<<<
+ * if m >= e_gaps1[k+step-1]:
+ * for n from e_gap_high[j] <= n <= e_x_gap_high:
+ */
+ __pyx_t_4 = (__pyx_v_e_gap_low[__pyx_v_j]);
+ for (__pyx_v_m = __pyx_v_e_x_gap_low; __pyx_v_m <= __pyx_t_4; __pyx_v_m++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1415
+ * while k < len1:
+ * for m from e_x_gap_low <= m <= e_gap_low[j]:
+ * if m >= e_gaps1[k+step-1]: # <<<<<<<<<<<<<<
+ * for n from e_gap_high[j] <= n <= e_x_gap_high:
+ * if n-m >= 1: # extractor.py doesn't restrict target-side gap length
+ */
+ __pyx_t_6 = ((__pyx_v_m >= (__pyx_v_e_gaps1[((__pyx_v_k + __pyx_v_step) - 1)])) != 0);
+ if (__pyx_t_6) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1416
+ * for m from e_x_gap_low <= m <= e_gap_low[j]:
+ * if m >= e_gaps1[k+step-1]:
+ * for n from e_gap_high[j] <= n <= e_x_gap_high: # <<<<<<<<<<<<<<
+ * if n-m >= 1: # extractor.py doesn't restrict target-side gap length
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+k, step)
+ */
+ __pyx_t_5 = __pyx_v_e_x_gap_high;
+ for (__pyx_v_n = (__pyx_v_e_gap_high[__pyx_v_j]); __pyx_v_n <= __pyx_t_5; __pyx_v_n++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1417
+ * if m >= e_gaps1[k+step-1]:
+ * for n from e_gap_high[j] <= n <= e_x_gap_high:
+ * if n-m >= 1: # extractor.py doesn't restrict target-side gap length # <<<<<<<<<<<<<<
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+k, step)
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &m, 1)
+ */
+ __pyx_t_6 = (((__pyx_v_n - __pyx_v_m) >= 1) != 0);
+ if (__pyx_t_6) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1418
+ * for n from e_gap_high[j] <= n <= e_x_gap_high:
+ * if n-m >= 1: # extractor.py doesn't restrict target-side gap length
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+k, step) # <<<<<<<<<<<<<<
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &m, 1)
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &n, 1)
+ */
+ __pyx_v_e_gaps2 = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->int_arr_extend(__pyx_v_self, __pyx_v_e_gaps2, (&__pyx_v_len2), (__pyx_v_e_gaps1 + __pyx_v_k), __pyx_v_step);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1419
+ * if n-m >= 1: # extractor.py doesn't restrict target-side gap length
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+k, step)
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &m, 1) # <<<<<<<<<<<<<<
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &n, 1)
+ * k = k + step
+ */
+ __pyx_v_e_gaps2 = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->int_arr_extend(__pyx_v_self, __pyx_v_e_gaps2, (&__pyx_v_len2), (&__pyx_v_m), 1);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1420
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+k, step)
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &m, 1)
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &n, 1) # <<<<<<<<<<<<<<
+ * k = k + step
+ * free(e_gaps1)
+ */
+ __pyx_v_e_gaps2 = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->int_arr_extend(__pyx_v_self, __pyx_v_e_gaps2, (&__pyx_v_len2), (&__pyx_v_n), 1);
+ goto __pyx_L32;
+ }
+ __pyx_L32:;
+ }
+ goto __pyx_L29;
+ }
+ __pyx_L29:;
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1421
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &m, 1)
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &n, 1)
+ * k = k + step # <<<<<<<<<<<<<<
+ * free(e_gaps1)
+ * e_gaps1 = e_gaps2
+ */
+ __pyx_v_k = (__pyx_v_k + __pyx_v_step);
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1422
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &n, 1)
+ * k = k + step
+ * free(e_gaps1) # <<<<<<<<<<<<<<
+ * e_gaps1 = e_gaps2
+ * len1 = len2
+ */
+ free(__pyx_v_e_gaps1);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1423
+ * k = k + step
+ * free(e_gaps1)
+ * e_gaps1 = e_gaps2 # <<<<<<<<<<<<<<
+ * len1 = len2
+ *
+ */
+ __pyx_v_e_gaps1 = __pyx_v_e_gaps2;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1424
+ * free(e_gaps1)
+ * e_gaps1 = e_gaps2
+ * len1 = len2 # <<<<<<<<<<<<<<
+ *
+ * step = 1+(num_gaps*2)
+ */
+ __pyx_v_len1 = __pyx_v_len2;
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1426
+ * len1 = len2
+ *
+ * step = 1+(num_gaps*2) # <<<<<<<<<<<<<<
+ * e_gaps2 = <int*> malloc(0)
+ * len2 = 0
+ */
+ __pyx_v_step = (1 + (__pyx_v_num_gaps * 2));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1427
+ *
+ * step = 1+(num_gaps*2)
+ * e_gaps2 = <int*> malloc(0) # <<<<<<<<<<<<<<
+ * len2 = 0
+ * for i from e_high <= i <= e_x_high:
+ */
+ __pyx_v_e_gaps2 = ((int *)malloc(0));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1428
+ * step = 1+(num_gaps*2)
+ * e_gaps2 = <int*> malloc(0)
+ * len2 = 0 # <<<<<<<<<<<<<<
+ * for i from e_high <= i <= e_x_high:
+ * j = 0
+ */
+ __pyx_v_len2 = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1429
+ * e_gaps2 = <int*> malloc(0)
+ * len2 = 0
+ * for i from e_high <= i <= e_x_high: # <<<<<<<<<<<<<<
+ * j = 0
+ * while j < len1:
+ */
+ __pyx_t_3 = __pyx_v_e_x_high;
+ for (__pyx_v_i = __pyx_v_e_high; __pyx_v_i <= __pyx_t_3; __pyx_v_i++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1430
+ * len2 = 0
+ * for i from e_high <= i <= e_x_high:
+ * j = 0 # <<<<<<<<<<<<<<
+ * while j < len1:
+ * if i - e_gaps1[j] <= self.train_max_initial_size and i >= e_gaps1[j+step-1]:
+ */
+ __pyx_v_j = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1431
+ * for i from e_high <= i <= e_x_high:
+ * j = 0
+ * while j < len1: # <<<<<<<<<<<<<<
+ * if i - e_gaps1[j] <= self.train_max_initial_size and i >= e_gaps1[j+step-1]:
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+j, step)
+ */
+ while (1) {
+ __pyx_t_6 = ((__pyx_v_j < __pyx_v_len1) != 0);
+ if (!__pyx_t_6) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1432
+ * j = 0
+ * while j < len1:
+ * if i - e_gaps1[j] <= self.train_max_initial_size and i >= e_gaps1[j+step-1]: # <<<<<<<<<<<<<<
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+j, step)
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &i, 1)
+ */
+ __pyx_t_6 = (((__pyx_v_i - (__pyx_v_e_gaps1[__pyx_v_j])) <= __pyx_v_self->train_max_initial_size) != 0);
+ if (__pyx_t_6) {
+ __pyx_t_7 = ((__pyx_v_i >= (__pyx_v_e_gaps1[((__pyx_v_j + __pyx_v_step) - 1)])) != 0);
+ __pyx_t_2 = __pyx_t_7;
+ } else {
+ __pyx_t_2 = __pyx_t_6;
+ }
+ if (__pyx_t_2) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1433
+ * while j < len1:
+ * if i - e_gaps1[j] <= self.train_max_initial_size and i >= e_gaps1[j+step-1]:
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+j, step) # <<<<<<<<<<<<<<
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &i, 1)
+ * j = j + step
+ */
+ __pyx_v_e_gaps2 = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->int_arr_extend(__pyx_v_self, __pyx_v_e_gaps2, (&__pyx_v_len2), (__pyx_v_e_gaps1 + __pyx_v_j), __pyx_v_step);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1434
+ * if i - e_gaps1[j] <= self.train_max_initial_size and i >= e_gaps1[j+step-1]:
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+j, step)
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &i, 1) # <<<<<<<<<<<<<<
+ * j = j + step
+ * free(e_gaps1)
+ */
+ __pyx_v_e_gaps2 = ((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->int_arr_extend(__pyx_v_self, __pyx_v_e_gaps2, (&__pyx_v_len2), (&__pyx_v_i), 1);
+ goto __pyx_L37;
+ }
+ __pyx_L37:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1435
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+j, step)
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &i, 1)
+ * j = j + step # <<<<<<<<<<<<<<
+ * free(e_gaps1)
+ * e_gaps1 = e_gaps2
+ */
+ __pyx_v_j = (__pyx_v_j + __pyx_v_step);
+ }
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1436
+ * e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &i, 1)
+ * j = j + step
+ * free(e_gaps1) # <<<<<<<<<<<<<<
+ * e_gaps1 = e_gaps2
+ * len1 = len2
+ */
+ free(__pyx_v_e_gaps1);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1437
+ * j = j + step
+ * free(e_gaps1)
+ * e_gaps1 = e_gaps2 # <<<<<<<<<<<<<<
+ * len1 = len2
+ *
+ */
+ __pyx_v_e_gaps1 = __pyx_v_e_gaps2;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1438
+ * free(e_gaps1)
+ * e_gaps1 = e_gaps2
+ * len1 = len2 # <<<<<<<<<<<<<<
+ *
+ * step = (num_gaps+1)*2
+ */
+ __pyx_v_len1 = __pyx_v_len2;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1440
+ * len1 = len2
+ *
+ * step = (num_gaps+1)*2 # <<<<<<<<<<<<<<
+ * i = 0
+ *
+ */
+ __pyx_v_step = ((__pyx_v_num_gaps + 1) * 2);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1441
+ *
+ * step = (num_gaps+1)*2
+ * i = 0 # <<<<<<<<<<<<<<
+ *
+ * cdef IntList indexes
+ */
+ __pyx_v_i = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1444
+ *
+ * cdef IntList indexes
+ * while i < len1: # <<<<<<<<<<<<<<
+ * ephr_arr._clear()
+ * num_chunks = 0
+ */
+ while (1) {
+ __pyx_t_2 = ((__pyx_v_i < __pyx_v_len1) != 0);
+ if (!__pyx_t_2) break;
+
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+ __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1513
+ * if i+1 < num_chunks:
+ * self.findexes1.append(phrase[sofar])
+ * sofar += 1 # <<<<<<<<<<<<<<
+ *
+ *
+ */
+ __pyx_t_3 = PyNumber_InPlaceAdd(__pyx_v_sofar, __pyx_int_1); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1513; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_3);
+ __Pyx_DECREF(__pyx_v_sofar);
+ __pyx_v_sofar = __pyx_t_3;
+ __pyx_t_3 = 0;
+ goto __pyx_L7;
+ }
+ __pyx_L7:;
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1516
+ *
+ *
+ * e_links_low = <int*> malloc(e_sent_len*sizeof(int)) # <<<<<<<<<<<<<<
+ * e_links_high = <int*> malloc(e_sent_len*sizeof(int))
+ * f_links_low = <int*> malloc(f_sent_len*sizeof(int))
+ */
+ __pyx_v_e_links_low = ((int *)malloc((__pyx_v_e_sent_len * (sizeof(int)))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1517
+ *
+ * e_links_low = <int*> malloc(e_sent_len*sizeof(int))
+ * e_links_high = <int*> malloc(e_sent_len*sizeof(int)) # <<<<<<<<<<<<<<
+ * f_links_low = <int*> malloc(f_sent_len*sizeof(int))
+ * f_links_high = <int*> malloc(f_sent_len*sizeof(int))
+ */
+ __pyx_v_e_links_high = ((int *)malloc((__pyx_v_e_sent_len * (sizeof(int)))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1518
+ * e_links_low = <int*> malloc(e_sent_len*sizeof(int))
+ * e_links_high = <int*> malloc(e_sent_len*sizeof(int))
+ * f_links_low = <int*> malloc(f_sent_len*sizeof(int)) # <<<<<<<<<<<<<<
+ * f_links_high = <int*> malloc(f_sent_len*sizeof(int))
+ * f_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ */
+ __pyx_v_f_links_low = ((int *)malloc((__pyx_v_f_sent_len * (sizeof(int)))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1519
+ * e_links_high = <int*> malloc(e_sent_len*sizeof(int))
+ * f_links_low = <int*> malloc(f_sent_len*sizeof(int))
+ * f_links_high = <int*> malloc(f_sent_len*sizeof(int)) # <<<<<<<<<<<<<<
+ * f_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ * f_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ */
+ __pyx_v_f_links_high = ((int *)malloc((__pyx_v_f_sent_len * (sizeof(int)))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1520
+ * f_links_low = <int*> malloc(f_sent_len*sizeof(int))
+ * f_links_high = <int*> malloc(f_sent_len*sizeof(int))
+ * f_gap_low = <int*> malloc((num_chunks+1)*sizeof(int)) # <<<<<<<<<<<<<<
+ * f_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ * e_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ */
+ __pyx_v_f_gap_low = ((int *)malloc(((__pyx_v_num_chunks + 1) * (sizeof(int)))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1521
+ * f_links_high = <int*> malloc(f_sent_len*sizeof(int))
+ * f_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ * f_gap_high = <int*> malloc((num_chunks+1)*sizeof(int)) # <<<<<<<<<<<<<<
+ * e_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ * e_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ */
+ __pyx_v_f_gap_high = ((int *)malloc(((__pyx_v_num_chunks + 1) * (sizeof(int)))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1522
+ * f_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ * f_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ * e_gap_low = <int*> malloc((num_chunks+1)*sizeof(int)) # <<<<<<<<<<<<<<
+ * e_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ * memset(f_gap_low, 0, (num_chunks+1)*sizeof(int))
+ */
+ __pyx_v_e_gap_low = ((int *)malloc(((__pyx_v_num_chunks + 1) * (sizeof(int)))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1523
+ * f_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ * e_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ * e_gap_high = <int*> malloc((num_chunks+1)*sizeof(int)) # <<<<<<<<<<<<<<
+ * memset(f_gap_low, 0, (num_chunks+1)*sizeof(int))
+ * memset(f_gap_high, 0, (num_chunks+1)*sizeof(int))
+ */
+ __pyx_v_e_gap_high = ((int *)malloc(((__pyx_v_num_chunks + 1) * (sizeof(int)))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1524
+ * e_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ * e_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ * memset(f_gap_low, 0, (num_chunks+1)*sizeof(int)) # <<<<<<<<<<<<<<
+ * memset(f_gap_high, 0, (num_chunks+1)*sizeof(int))
+ * memset(e_gap_low, 0, (num_chunks+1)*sizeof(int))
+ */
+ memset(__pyx_v_f_gap_low, 0, ((__pyx_v_num_chunks + 1) * (sizeof(int))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1525
+ * e_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ * memset(f_gap_low, 0, (num_chunks+1)*sizeof(int))
+ * memset(f_gap_high, 0, (num_chunks+1)*sizeof(int)) # <<<<<<<<<<<<<<
+ * memset(e_gap_low, 0, (num_chunks+1)*sizeof(int))
+ * memset(e_gap_high, 0, (num_chunks+1)*sizeof(int))
+ */
+ memset(__pyx_v_f_gap_high, 0, ((__pyx_v_num_chunks + 1) * (sizeof(int))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1526
+ * memset(f_gap_low, 0, (num_chunks+1)*sizeof(int))
+ * memset(f_gap_high, 0, (num_chunks+1)*sizeof(int))
+ * memset(e_gap_low, 0, (num_chunks+1)*sizeof(int)) # <<<<<<<<<<<<<<
+ * memset(e_gap_high, 0, (num_chunks+1)*sizeof(int))
+ *
+ */
+ memset(__pyx_v_e_gap_low, 0, ((__pyx_v_num_chunks + 1) * (sizeof(int))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1527
+ * memset(f_gap_high, 0, (num_chunks+1)*sizeof(int))
+ * memset(e_gap_low, 0, (num_chunks+1)*sizeof(int))
+ * memset(e_gap_high, 0, (num_chunks+1)*sizeof(int)) # <<<<<<<<<<<<<<
+ *
+ * reason_for_failure = ""
+ */
+ memset(__pyx_v_e_gap_high, 0, ((__pyx_v_num_chunks + 1) * (sizeof(int))));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1529
+ * memset(e_gap_high, 0, (num_chunks+1)*sizeof(int))
+ *
+ * reason_for_failure = "" # <<<<<<<<<<<<<<
+ *
+ * for i from 0 <= i < e_sent_len:
+ */
+ __Pyx_INCREF(((PyObject *)__pyx_kp_s_47));
+ __pyx_v_reason_for_failure = ((PyObject *)__pyx_kp_s_47);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1531
+ * reason_for_failure = ""
+ *
+ * for i from 0 <= i < e_sent_len: # <<<<<<<<<<<<<<
+ * e_links_low[i] = -1
+ * e_links_high[i] = -1
+ */
+ __pyx_t_2 = __pyx_v_e_sent_len;
+ for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1532
+ *
+ * for i from 0 <= i < e_sent_len:
+ * e_links_low[i] = -1 # <<<<<<<<<<<<<<
+ * e_links_high[i] = -1
+ * for i from 0 <= i < f_sent_len:
+ */
+ (__pyx_v_e_links_low[__pyx_v_i]) = -1;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1533
+ * for i from 0 <= i < e_sent_len:
+ * e_links_low[i] = -1
+ * e_links_high[i] = -1 # <<<<<<<<<<<<<<
+ * for i from 0 <= i < f_sent_len:
+ * f_links_low[i] = -1
+ */
+ (__pyx_v_e_links_high[__pyx_v_i]) = -1;
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1534
+ * e_links_low[i] = -1
+ * e_links_high[i] = -1
+ * for i from 0 <= i < f_sent_len: # <<<<<<<<<<<<<<
+ * f_links_low[i] = -1
+ * f_links_high[i] = -1
+ */
+ __pyx_t_2 = __pyx_v_f_sent_len;
+ for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1535
+ * e_links_high[i] = -1
+ * for i from 0 <= i < f_sent_len:
+ * f_links_low[i] = -1 # <<<<<<<<<<<<<<
+ * f_links_high[i] = -1
+ *
+ */
+ (__pyx_v_f_links_low[__pyx_v_i]) = -1;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1536
+ * for i from 0 <= i < f_sent_len:
+ * f_links_low[i] = -1
+ * f_links_high[i] = -1 # <<<<<<<<<<<<<<
+ *
+ * # this is really inefficient -- might be good to
+ */
+ (__pyx_v_f_links_high[__pyx_v_i]) = -1;
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1542
+ * # links that we care about (but then how to look up
+ * # when we want to check something on the e side?)
+ * i = 0 # <<<<<<<<<<<<<<
+ * while i < num_links*2:
+ * f_i = sent_links[i]
+ */
+ __pyx_v_i = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1543
+ * # when we want to check something on the e side?)
+ * i = 0
+ * while i < num_links*2: # <<<<<<<<<<<<<<
+ * f_i = sent_links[i]
+ * e_i = sent_links[i+1]
+ */
+ while (1) {
+ __pyx_t_7 = ((__pyx_v_i < (__pyx_v_num_links * 2)) != 0);
+ if (!__pyx_t_7) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1544
+ * i = 0
+ * while i < num_links*2:
+ * f_i = sent_links[i] # <<<<<<<<<<<<<<
+ * e_i = sent_links[i+1]
+ * if f_links_low[f_i] == -1 or f_links_low[f_i] > e_i:
+ */
+ __pyx_v_f_i = (__pyx_v_sent_links[__pyx_v_i]);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1545
+ * while i < num_links*2:
+ * f_i = sent_links[i]
+ * e_i = sent_links[i+1] # <<<<<<<<<<<<<<
+ * if f_links_low[f_i] == -1 or f_links_low[f_i] > e_i:
+ * f_links_low[f_i] = e_i
+ */
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1546
+ * f_i = sent_links[i]
+ * e_i = sent_links[i+1]
+ * if f_links_low[f_i] == -1 or f_links_low[f_i] > e_i: # <<<<<<<<<<<<<<
+ * f_links_low[f_i] = e_i
+ * if f_links_high[f_i] == -1 or f_links_high[f_i] < e_i + 1:
+ */
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+ __pyx_t_9 = __pyx_t_8;
+ } else {
+ __pyx_t_9 = __pyx_t_7;
+ }
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1547
+ * e_i = sent_links[i+1]
+ * if f_links_low[f_i] == -1 or f_links_low[f_i] > e_i:
+ * f_links_low[f_i] = e_i # <<<<<<<<<<<<<<
+ * if f_links_high[f_i] == -1 or f_links_high[f_i] < e_i + 1:
+ * f_links_high[f_i] = e_i + 1
+ */
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+ goto __pyx_L14;
+ }
+ __pyx_L14:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1548
+ * if f_links_low[f_i] == -1 or f_links_low[f_i] > e_i:
+ * f_links_low[f_i] = e_i
+ * if f_links_high[f_i] == -1 or f_links_high[f_i] < e_i + 1: # <<<<<<<<<<<<<<
+ * f_links_high[f_i] = e_i + 1
+ * if e_links_low[e_i] == -1 or e_links_low[e_i] > f_i:
+ */
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+ if (!__pyx_t_9) {
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+ __pyx_t_8 = __pyx_t_9;
+ }
+ if (__pyx_t_8) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1549
+ * f_links_low[f_i] = e_i
+ * if f_links_high[f_i] == -1 or f_links_high[f_i] < e_i + 1:
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+ * if e_links_low[e_i] == -1 or e_links_low[e_i] > f_i:
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+ */
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+ goto __pyx_L15;
+ }
+ __pyx_L15:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1550
+ * if f_links_high[f_i] == -1 or f_links_high[f_i] < e_i + 1:
+ * f_links_high[f_i] = e_i + 1
+ * if e_links_low[e_i] == -1 or e_links_low[e_i] > f_i: # <<<<<<<<<<<<<<
+ * e_links_low[e_i] = f_i
+ * if e_links_high[e_i] == -1 or e_links_high[e_i] < f_i + 1:
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+ __pyx_t_7 = __pyx_t_9;
+ } else {
+ __pyx_t_7 = __pyx_t_8;
+ }
+ if (__pyx_t_7) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1551
+ * f_links_high[f_i] = e_i + 1
+ * if e_links_low[e_i] == -1 or e_links_low[e_i] > f_i:
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+ * if e_links_high[e_i] == -1 or e_links_high[e_i] < f_i + 1:
+ * e_links_high[e_i] = f_i + 1
+ */
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+ goto __pyx_L16;
+ }
+ __pyx_L16:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1552
+ * if e_links_low[e_i] == -1 or e_links_low[e_i] > f_i:
+ * e_links_low[e_i] = f_i
+ * if e_links_high[e_i] == -1 or e_links_high[e_i] < f_i + 1: # <<<<<<<<<<<<<<
+ * e_links_high[e_i] = f_i + 1
+ * i = i + 2
+ */
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+ if (!__pyx_t_7) {
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+ __pyx_t_9 = __pyx_t_8;
+ } else {
+ __pyx_t_9 = __pyx_t_7;
+ }
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1553
+ * e_links_low[e_i] = f_i
+ * if e_links_high[e_i] == -1 or e_links_high[e_i] < f_i + 1:
+ * e_links_high[e_i] = f_i + 1 # <<<<<<<<<<<<<<
+ * i = i + 2
+ *
+ */
+ (__pyx_v_e_links_high[__pyx_v_e_i]) = (__pyx_v_f_i + 1);
+ goto __pyx_L17;
+ }
+ __pyx_L17:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1554
+ * if e_links_high[e_i] == -1 or e_links_high[e_i] < f_i + 1:
+ * e_links_high[e_i] = f_i + 1
+ * i = i + 2 # <<<<<<<<<<<<<<
+ *
+ * als = []
+ */
+ __pyx_v_i = (__pyx_v_i + 2);
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1556
+ * i = i + 2
+ *
+ * als = [] # <<<<<<<<<<<<<<
+ * for x in range(matching.start,matching.end):
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+ */
+ __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1556; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_3);
+ __pyx_v_als = ((PyObject*)__pyx_t_3);
+ __pyx_t_3 = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1557
+ *
+ * als = []
+ * for x in range(matching.start,matching.end): # <<<<<<<<<<<<<<
+ * al = (matching.arr[x]-f_sent_start,f_links_low[matching.arr[x]-f_sent_start])
+ * als.append(al)
+ */
+ __pyx_t_2 = __pyx_v_matching->end;
+ for (__pyx_t_4 = __pyx_v_matching->start; __pyx_t_4 < __pyx_t_2; __pyx_t_4+=1) {
+ __pyx_v_x = __pyx_t_4;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1558
+ * als = []
+ * for x in range(matching.start,matching.end):
+ * al = (matching.arr[x]-f_sent_start,f_links_low[matching.arr[x]-f_sent_start]) # <<<<<<<<<<<<<<
+ * als.append(al)
+ * # check all source-side alignment constraints
+ */
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+ __Pyx_GOTREF(__pyx_t_3);
+ __pyx_t_1 = PyInt_FromLong((__pyx_v_f_links_low[((__pyx_v_matching->arr[__pyx_v_x]) - __pyx_v_f_sent_start)])); if (unlikely(!__pyx_t_1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1558; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_1);
+ __pyx_t_10 = PyTuple_New(2); if (unlikely(!__pyx_t_10)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1558; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_10);
+ PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_3);
+ __Pyx_GIVEREF(__pyx_t_3);
+ PyTuple_SET_ITEM(__pyx_t_10, 1, __pyx_t_1);
+ __Pyx_GIVEREF(__pyx_t_1);
+ __pyx_t_3 = 0;
+ __pyx_t_1 = 0;
+ __Pyx_XDECREF(((PyObject *)__pyx_v_al));
+ __pyx_v_al = ((PyObject*)__pyx_t_10);
+ __pyx_t_10 = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1559
+ * for x in range(matching.start,matching.end):
+ * al = (matching.arr[x]-f_sent_start,f_links_low[matching.arr[x]-f_sent_start])
+ * als.append(al) # <<<<<<<<<<<<<<
+ * # check all source-side alignment constraints
+ * met_constraints = 1
+ */
+ __pyx_t_11 = __Pyx_PyList_Append(__pyx_v_als, ((PyObject *)__pyx_v_al)); if (unlikely(__pyx_t_11 == -1)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1559; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1561
+ * als.append(al)
+ * # check all source-side alignment constraints
+ * met_constraints = 1 # <<<<<<<<<<<<<<
+ * if self.require_aligned_terminal:
+ * num_aligned_chunks = 0
+ */
+ __pyx_v_met_constraints = 1;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1562
+ * # check all source-side alignment constraints
+ * met_constraints = 1
+ * if self.require_aligned_terminal: # <<<<<<<<<<<<<<
+ * num_aligned_chunks = 0
+ * for i from 0 <= i < num_chunks:
+ */
+ __pyx_t_9 = (__pyx_v_self->require_aligned_terminal != 0);
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1563
+ * met_constraints = 1
+ * if self.require_aligned_terminal:
+ * num_aligned_chunks = 0 # <<<<<<<<<<<<<<
+ * for i from 0 <= i < num_chunks:
+ * for j from 0 <= j < chunklen[i]:
+ */
+ __pyx_v_num_aligned_chunks = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1564
+ * if self.require_aligned_terminal:
+ * num_aligned_chunks = 0
+ * for i from 0 <= i < num_chunks: # <<<<<<<<<<<<<<
+ * for j from 0 <= j < chunklen[i]:
+ * if f_links_low[matching.arr[matching.start+i]+j-f_sent_start] > -1:
+ */
+ __pyx_t_2 = __pyx_v_num_chunks;
+ for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1565
+ * num_aligned_chunks = 0
+ * for i from 0 <= i < num_chunks:
+ * for j from 0 <= j < chunklen[i]: # <<<<<<<<<<<<<<
+ * if f_links_low[matching.arr[matching.start+i]+j-f_sent_start] > -1:
+ * num_aligned_chunks = num_aligned_chunks + 1
+ */
+ __pyx_t_4 = (__pyx_v_chunklen[__pyx_v_i]);
+ for (__pyx_v_j = 0; __pyx_v_j < __pyx_t_4; __pyx_v_j++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1566
+ * for i from 0 <= i < num_chunks:
+ * for j from 0 <= j < chunklen[i]:
+ * if f_links_low[matching.arr[matching.start+i]+j-f_sent_start] > -1: # <<<<<<<<<<<<<<
+ * num_aligned_chunks = num_aligned_chunks + 1
+ * break
+ */
+ __pyx_t_9 = (((__pyx_v_f_links_low[(((__pyx_v_matching->arr[(__pyx_v_matching->start + __pyx_v_i)]) + __pyx_v_j) - __pyx_v_f_sent_start)]) > -1) != 0);
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1567
+ * for j from 0 <= j < chunklen[i]:
+ * if f_links_low[matching.arr[matching.start+i]+j-f_sent_start] > -1:
+ * num_aligned_chunks = num_aligned_chunks + 1 # <<<<<<<<<<<<<<
+ * break
+ * if num_aligned_chunks == 0:
+ */
+ __pyx_v_num_aligned_chunks = (__pyx_v_num_aligned_chunks + 1);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1568
+ * if f_links_low[matching.arr[matching.start+i]+j-f_sent_start] > -1:
+ * num_aligned_chunks = num_aligned_chunks + 1
+ * break # <<<<<<<<<<<<<<
+ * if num_aligned_chunks == 0:
+ * reason_for_failure = "No aligned terminals"
+ */
+ goto __pyx_L24_break;
+ goto __pyx_L25;
+ }
+ __pyx_L25:;
+ }
+ __pyx_L24_break:;
+ }
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1569
+ * num_aligned_chunks = num_aligned_chunks + 1
+ * break
+ * if num_aligned_chunks == 0: # <<<<<<<<<<<<<<
+ * reason_for_failure = "No aligned terminals"
+ * met_constraints = 0
+ */
+ __pyx_t_9 = ((__pyx_v_num_aligned_chunks == 0) != 0);
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1570
+ * break
+ * if num_aligned_chunks == 0:
+ * reason_for_failure = "No aligned terminals" # <<<<<<<<<<<<<<
+ * met_constraints = 0
+ * if self.require_aligned_chunks and num_aligned_chunks < num_chunks:
+ */
+ __Pyx_INCREF(((PyObject *)__pyx_kp_s_132));
+ __Pyx_DECREF(__pyx_v_reason_for_failure);
+ __pyx_v_reason_for_failure = ((PyObject *)__pyx_kp_s_132);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1571
+ * if num_aligned_chunks == 0:
+ * reason_for_failure = "No aligned terminals"
+ * met_constraints = 0 # <<<<<<<<<<<<<<
+ * if self.require_aligned_chunks and num_aligned_chunks < num_chunks:
+ * reason_for_failure = "Unaligned chunk"
+ */
+ __pyx_v_met_constraints = 0;
+ goto __pyx_L26;
+ }
+ __pyx_L26:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1572
+ * reason_for_failure = "No aligned terminals"
+ * met_constraints = 0
+ * if self.require_aligned_chunks and num_aligned_chunks < num_chunks: # <<<<<<<<<<<<<<
+ * reason_for_failure = "Unaligned chunk"
+ * met_constraints = 0
+ */
+ if ((__pyx_v_self->require_aligned_chunks != 0)) {
+ __pyx_t_9 = ((__pyx_v_num_aligned_chunks < __pyx_v_num_chunks) != 0);
+ __pyx_t_7 = __pyx_t_9;
+ } else {
+ __pyx_t_7 = (__pyx_v_self->require_aligned_chunks != 0);
+ }
+ if (__pyx_t_7) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1573
+ * met_constraints = 0
+ * if self.require_aligned_chunks and num_aligned_chunks < num_chunks:
+ * reason_for_failure = "Unaligned chunk" # <<<<<<<<<<<<<<
+ * met_constraints = 0
+ *
+ */
+ __Pyx_INCREF(((PyObject *)__pyx_kp_s_133));
+ __Pyx_DECREF(__pyx_v_reason_for_failure);
+ __pyx_v_reason_for_failure = ((PyObject *)__pyx_kp_s_133);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1574
+ * if self.require_aligned_chunks and num_aligned_chunks < num_chunks:
+ * reason_for_failure = "Unaligned chunk"
+ * met_constraints = 0 # <<<<<<<<<<<<<<
+ *
+ * if met_constraints and self.tight_phrases:
+ */
+ __pyx_v_met_constraints = 0;
+ goto __pyx_L27;
+ }
+ __pyx_L27:;
+ goto __pyx_L20;
+ }
+ __pyx_L20:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1576
+ * met_constraints = 0
+ *
+ * if met_constraints and self.tight_phrases: # <<<<<<<<<<<<<<
+ * # outside edge constraints are checked later
+ * for i from 0 <= i < num_chunks-1:
+ */
+ if ((__pyx_v_met_constraints != 0)) {
+ __pyx_t_7 = __pyx_v_self->tight_phrases;
+ __pyx_t_9 = __pyx_t_7;
+ } else {
+ __pyx_t_9 = (__pyx_v_met_constraints != 0);
+ }
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1578
+ * if met_constraints and self.tight_phrases:
+ * # outside edge constraints are checked later
+ * for i from 0 <= i < num_chunks-1: # <<<<<<<<<<<<<<
+ * if f_links_low[matching.arr[matching.start+i]+chunklen[i]-f_sent_start] == -1:
+ * reason_for_failure = "Gaps are not tight phrases"
+ */
+ __pyx_t_12 = (__pyx_v_num_chunks - 1);
+ for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_12; __pyx_v_i++) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1579
+ * # outside edge constraints are checked later
+ * for i from 0 <= i < num_chunks-1:
+ * if f_links_low[matching.arr[matching.start+i]+chunklen[i]-f_sent_start] == -1: # <<<<<<<<<<<<<<
+ * reason_for_failure = "Gaps are not tight phrases"
+ * met_constraints = 0
+ */
+ __pyx_t_9 = (((__pyx_v_f_links_low[(((__pyx_v_matching->arr[(__pyx_v_matching->start + __pyx_v_i)]) + (__pyx_v_chunklen[__pyx_v_i])) - __pyx_v_f_sent_start)]) == -1) != 0);
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1580
+ * for i from 0 <= i < num_chunks-1:
+ * if f_links_low[matching.arr[matching.start+i]+chunklen[i]-f_sent_start] == -1:
+ * reason_for_failure = "Gaps are not tight phrases" # <<<<<<<<<<<<<<
+ * met_constraints = 0
+ * break
+ */
+ __Pyx_INCREF(((PyObject *)__pyx_kp_s_134));
+ __Pyx_DECREF(__pyx_v_reason_for_failure);
+ __pyx_v_reason_for_failure = ((PyObject *)__pyx_kp_s_134);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1581
+ * if f_links_low[matching.arr[matching.start+i]+chunklen[i]-f_sent_start] == -1:
+ * reason_for_failure = "Gaps are not tight phrases"
+ * met_constraints = 0 # <<<<<<<<<<<<<<
+ * break
+ * if f_links_low[matching.arr[matching.start+i+1]-1-f_sent_start] == -1:
+ */
+ __pyx_v_met_constraints = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1582
+ * reason_for_failure = "Gaps are not tight phrases"
+ * met_constraints = 0
+ * break # <<<<<<<<<<<<<<
+ * if f_links_low[matching.arr[matching.start+i+1]-1-f_sent_start] == -1:
+ * reason_for_failure = "Gaps are not tight phrases"
+ */
+ goto __pyx_L30_break;
+ goto __pyx_L31;
+ }
+ __pyx_L31:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1583
+ * met_constraints = 0
+ * break
+ * if f_links_low[matching.arr[matching.start+i+1]-1-f_sent_start] == -1: # <<<<<<<<<<<<<<
+ * reason_for_failure = "Gaps are not tight phrases"
+ * met_constraints = 0
+ */
+ __pyx_t_9 = (((__pyx_v_f_links_low[(((__pyx_v_matching->arr[((__pyx_v_matching->start + __pyx_v_i) + 1)]) - 1) - __pyx_v_f_sent_start)]) == -1) != 0);
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1584
+ * break
+ * if f_links_low[matching.arr[matching.start+i+1]-1-f_sent_start] == -1:
+ * reason_for_failure = "Gaps are not tight phrases" # <<<<<<<<<<<<<<
+ * met_constraints = 0
+ * break
+ */
+ __Pyx_INCREF(((PyObject *)__pyx_kp_s_134));
+ __Pyx_DECREF(__pyx_v_reason_for_failure);
+ __pyx_v_reason_for_failure = ((PyObject *)__pyx_kp_s_134);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1585
+ * if f_links_low[matching.arr[matching.start+i+1]-1-f_sent_start] == -1:
+ * reason_for_failure = "Gaps are not tight phrases"
+ * met_constraints = 0 # <<<<<<<<<<<<<<
+ * break
+ *
+ */
+ __pyx_v_met_constraints = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1586
+ * reason_for_failure = "Gaps are not tight phrases"
+ * met_constraints = 0
+ * break # <<<<<<<<<<<<<<
+ *
+ * f_low = matching.arr[matching.start] - f_sent_start
+ */
+ goto __pyx_L30_break;
+ goto __pyx_L32;
+ }
+ __pyx_L32:;
+ }
+ __pyx_L30_break:;
+ goto __pyx_L28;
+ }
+ __pyx_L28:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1588
+ * break
+ *
+ * f_low = matching.arr[matching.start] - f_sent_start # <<<<<<<<<<<<<<
+ * f_high = matching.arr[matching.start + matching.size - 1] + chunklen[num_chunks-1] - f_sent_start
+ * if met_constraints:
+ */
+ __pyx_v_f_low = ((__pyx_v_matching->arr[__pyx_v_matching->start]) - __pyx_v_f_sent_start);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1589
+ *
+ * f_low = matching.arr[matching.start] - f_sent_start
+ * f_high = matching.arr[matching.start + matching.size - 1] + chunklen[num_chunks-1] - f_sent_start # <<<<<<<<<<<<<<
+ * if met_constraints:
+ *
+ */
+ __pyx_v_f_high = (((__pyx_v_matching->arr[((__pyx_v_matching->start + __pyx_v_matching->size) - 1)]) + (__pyx_v_chunklen[(__pyx_v_num_chunks - 1)])) - __pyx_v_f_sent_start);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1590
+ * f_low = matching.arr[matching.start] - f_sent_start
+ * f_high = matching.arr[matching.start + matching.size - 1] + chunklen[num_chunks-1] - f_sent_start
+ * if met_constraints: # <<<<<<<<<<<<<<
+ *
+ * if self.find_fixpoint(f_low, f_high, f_links_low, f_links_high, e_links_low, e_links_high,
+ */
+ __pyx_t_9 = (__pyx_v_met_constraints != 0);
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1592
+ * if met_constraints:
+ *
+ * if self.find_fixpoint(f_low, f_high, f_links_low, f_links_high, e_links_low, e_links_high, # <<<<<<<<<<<<<<
+ * -1, -1, &e_low, &e_high, &f_back_low, &f_back_high, f_sent_len, e_sent_len,
+ * self.train_max_initial_size, self.train_max_initial_size,
+ */
+ __pyx_t_10 = PyInt_FromLong(__pyx_v_f_high); if (unlikely(!__pyx_t_10)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1592; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_t_10);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1596
+ * self.train_max_initial_size, self.train_max_initial_size,
+ * self.train_min_gap_size, 0,
+ * self.max_nonterminals - num_chunks + 1, 1, 1, 0, 0): # <<<<<<<<<<<<<<
+ * gap_error = 0
+ * num_gaps = 0
+ */
+ __pyx_t_9 = (((struct __pyx_vtabstruct_3_sa_HieroCachingRuleFactory *)__pyx_v_self->__pyx_vtab)->find_fixpoint(__pyx_v_self, __pyx_v_f_low, __pyx_t_10, __pyx_v_f_links_low, __pyx_v_f_links_high, __pyx_v_e_links_low, __pyx_v_e_links_high, -1, -1, (&__pyx_v_e_low), (&__pyx_v_e_high), (&__pyx_v_f_back_low), (&__pyx_v_f_back_high), __pyx_v_f_sent_len, __pyx_v_e_sent_len, __pyx_v_self->train_max_initial_size, __pyx_v_self->train_max_initial_size, __pyx_v_self->train_min_gap_size, 0, ((__pyx_v_self->max_nonterminals - __pyx_v_num_chunks) + 1), 1, 1, 0, 0) != 0);
+ __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1597
+ * self.train_min_gap_size, 0,
+ * self.max_nonterminals - num_chunks + 1, 1, 1, 0, 0):
+ * gap_error = 0 # <<<<<<<<<<<<<<
+ * num_gaps = 0
+ *
+ */
+ __pyx_v_gap_error = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1598
+ * self.max_nonterminals - num_chunks + 1, 1, 1, 0, 0):
+ * gap_error = 0
+ * num_gaps = 0 # <<<<<<<<<<<<<<
+ *
+ * if f_back_low < f_low:
+ */
+ __pyx_v_num_gaps = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1600
+ * num_gaps = 0
+ *
+ * if f_back_low < f_low: # <<<<<<<<<<<<<<
+ * f_gap_low[0] = f_back_low
+ * f_gap_high[0] = f_low
+ */
+ __pyx_t_9 = ((__pyx_v_f_back_low < __pyx_v_f_low) != 0);
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1601
+ *
+ * if f_back_low < f_low:
+ * f_gap_low[0] = f_back_low # <<<<<<<<<<<<<<
+ * f_gap_high[0] = f_low
+ * num_gaps = 1
+ */
+ (__pyx_v_f_gap_low[0]) = __pyx_v_f_back_low;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1602
+ * if f_back_low < f_low:
+ * f_gap_low[0] = f_back_low
+ * f_gap_high[0] = f_low # <<<<<<<<<<<<<<
+ * num_gaps = 1
+ * gap_start = 0
+ */
+ (__pyx_v_f_gap_high[0]) = __pyx_v_f_low;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1603
+ * f_gap_low[0] = f_back_low
+ * f_gap_high[0] = f_low
+ * num_gaps = 1 # <<<<<<<<<<<<<<
+ * gap_start = 0
+ * phrase_len = phrase_len+1
+ */
+ __pyx_v_num_gaps = 1;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1604
+ * f_gap_high[0] = f_low
+ * num_gaps = 1
+ * gap_start = 0 # <<<<<<<<<<<<<<
+ * phrase_len = phrase_len+1
+ * if phrase_len > self.max_length:
+ */
+ __pyx_v_gap_start = 0;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1605
+ * num_gaps = 1
+ * gap_start = 0
+ * phrase_len = phrase_len+1 # <<<<<<<<<<<<<<
+ * if phrase_len > self.max_length:
+ * gap_error = 1
+ */
+ __pyx_v_phrase_len = (__pyx_v_phrase_len + 1);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1606
+ * gap_start = 0
+ * phrase_len = phrase_len+1
+ * if phrase_len > self.max_length: # <<<<<<<<<<<<<<
+ * gap_error = 1
+ * if self.tight_phrases:
+ */
+ __pyx_t_9 = ((__pyx_v_phrase_len > __pyx_v_self->max_length) != 0);
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1607
+ * phrase_len = phrase_len+1
+ * if phrase_len > self.max_length:
+ * gap_error = 1 # <<<<<<<<<<<<<<
+ * if self.tight_phrases:
+ * if f_links_low[f_back_low] == -1 or f_links_low[f_low-1] == -1:
+ */
+ __pyx_v_gap_error = 1;
+ goto __pyx_L36;
+ }
+ __pyx_L36:;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1608
+ * if phrase_len > self.max_length:
+ * gap_error = 1
+ * if self.tight_phrases: # <<<<<<<<<<<<<<
+ * if f_links_low[f_back_low] == -1 or f_links_low[f_low-1] == -1:
+ * gap_error = 1
+ */
+ __pyx_t_9 = (__pyx_v_self->tight_phrases != 0);
+ if (__pyx_t_9) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1609
+ * gap_error = 1
+ * if self.tight_phrases:
+ * if f_links_low[f_back_low] == -1 or f_links_low[f_low-1] == -1: # <<<<<<<<<<<<<<
+ * gap_error = 1
+ * reason_for_failure = "Inside edges of preceding subphrase are not tight"
+ */
+ __pyx_t_9 = (((__pyx_v_f_links_low[__pyx_v_f_back_low]) == -1) != 0);
+ if (!__pyx_t_9) {
+ __pyx_t_7 = (((__pyx_v_f_links_low[(__pyx_v_f_low - 1)]) == -1) != 0);
+ __pyx_t_8 = __pyx_t_7;
+ } else {
+ __pyx_t_8 = __pyx_t_9;
+ }
+ if (__pyx_t_8) {
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1610
+ * if self.tight_phrases:
+ * if f_links_low[f_back_low] == -1 or f_links_low[f_low-1] == -1:
+ * gap_error = 1 # <<<<<<<<<<<<<<
+ * reason_for_failure = "Inside edges of preceding subphrase are not tight"
+ * else:
+ */
+ __pyx_v_gap_error = 1;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1611
+ * if f_links_low[f_back_low] == -1 or f_links_low[f_low-1] == -1:
+ * gap_error = 1
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+ */
+ __Pyx_INCREF(((PyObject *)__pyx_kp_s_135));
+ __Pyx_DECREF(__pyx_v_reason_for_failure);
+ __pyx_v_reason_for_failure = ((PyObject *)__pyx_kp_s_135);
+ goto __pyx_L38;
+ }
+ __pyx_L38:;
+ goto __pyx_L37;
+ }
+ __pyx_L37:;
+ goto __pyx_L35;
+ }
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1614
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+ * gap_start = 1
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+ */
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+ __pyx_t_9 = __pyx_t_8;
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+ * met_constraints = 0 # <<<<<<<<<<<<<<
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+ */
+ __pyx_v_met_constraints = 0;
+ goto __pyx_L39;
+ }
+ __pyx_L39:;
+ }
+ __pyx_L35:;
+
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+ *
+ * for i from 0 <= i < matching.size - 1: # <<<<<<<<<<<<<<
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+ * f_gap_high[1+i] = matching.arr[matching.start+i+1] - f_sent_start
+ */
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+
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+ *
+ * for i from 0 <= i < matching.size - 1:
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+ * f_gap_high[1+i] = matching.arr[matching.start+i+1] - f_sent_start
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+
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+ * for i from 0 <= i < matching.size - 1:
+ * f_gap_low[1+i] = matching.arr[matching.start+i] + chunklen[i] - f_sent_start
+ * f_gap_high[1+i] = matching.arr[matching.start+i+1] - f_sent_start # <<<<<<<<<<<<<<
+ * num_gaps = num_gaps + 1
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+ */
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+
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+ * f_gap_low[1+i] = matching.arr[matching.start+i] + chunklen[i] - f_sent_start
+ * f_gap_high[1+i] = matching.arr[matching.start+i+1] - f_sent_start
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+ */
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+ }
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+ * f_gap_high[gap_start+num_gaps] = f_back_high
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+ * gap_error = 1
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+ __pyx_t_9 = ((__pyx_v_phrase_len > __pyx_v_self->max_length) != 0);
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+ }
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+
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+ goto __pyx_L79;
+ }
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+ * als3 = self.create_alignments(sent_links,num_links,self.findexes,eindexes)
+ * extracts.append((fphr, phrase2, pair_count, tuple(als3)))
+ * if (num_gaps < self.max_nonterminals - 1 and # <<<<<<<<<<<<<<
+ * phrase_len+1 < self.max_length and
+ * f_back_high == f_high and
+ */
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1794
+ * extracts.append((fphr, phrase2, pair_count, tuple(als3)))
+ * if (num_gaps < self.max_nonterminals - 1 and
+ * phrase_len+1 < self.max_length and # <<<<<<<<<<<<<<
+ * f_back_high == f_high and
+ * f_back_low == f_low and
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+ * if (num_gaps < self.max_nonterminals - 1 and
+ * phrase_len+1 < self.max_length and
+ * f_back_high == f_high and # <<<<<<<<<<<<<<
+ * f_back_low == f_low and
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+ * f_high <= f_sent_len - self.train_min_gap_size and
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+ * f_high <= f_sent_len - self.train_min_gap_size and
+ * ((not self.tight_phrases) or (f_links_low[f_low-1] != -1 and f_links_low[f_high] != -1))): # <<<<<<<<<<<<<<
+ *
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+ */
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+ if (__pyx_t_23) {
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+ }
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+ }
+ __pyx_t_21 = __pyx_t_22;
+ } else {
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+ }
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+ } else {
+ __pyx_t_8 = __pyx_t_7;
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+ *
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+ * f_x_low = f_low-self.train_min_gap_size
+ * if self.tight_phrases:
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1803
+ *
+ * met_constraints = 1
+ * f_x_low = f_low-self.train_min_gap_size # <<<<<<<<<<<<<<
+ * if self.tight_phrases:
+ * while f_x_low >= 0 and f_links_low[f_x_low] == -1:
+ */
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1804
+ * met_constraints = 1
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+ * if self.tight_phrases: # <<<<<<<<<<<<<<
+ * while f_x_low >= 0 and f_links_low[f_x_low] == -1:
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+ __pyx_t_8 = (__pyx_v_self->tight_phrases != 0);
+ if (__pyx_t_8) {
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1805
+ * f_x_low = f_low-self.train_min_gap_size
+ * if self.tight_phrases:
+ * while f_x_low >= 0 and f_links_low[f_x_low] == -1: # <<<<<<<<<<<<<<
+ * f_x_low = f_x_low - 1
+ * if f_x_low < 0:
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+ if (__pyx_t_8) {
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+ } else {
+ __pyx_t_18 = __pyx_t_8;
+ }
+ if (!__pyx_t_18) break;
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1806
+ * if self.tight_phrases:
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+ }
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+ * f_x_low = f_x_low - 1
+ * if f_x_low < 0:
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+ *
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+ */
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+ * met_constraints = 0
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+ * if self.tight_phrases:
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+ * if self.tight_phrases: # <<<<<<<<<<<<<<
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+ * if self.tight_phrases:
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+ */
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1818
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+ * f_links_low, f_links_high, e_links_low, e_links_high,
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+ * e_low, e_high, &e_x_low, &e_x_high, &f_x_low, &f_x_high,
+ * f_sent_len, e_sent_len,
+ * self.train_max_initial_size, self.train_max_initial_size, # <<<<<<<<<<<<<<
+ * 1, 1, 2, 1, 1, 1, 1) == 1) and
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1824
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+ }
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1825
+ * 1, 1, 2, 1, 1, 1, 1) == 1) and
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+ __Pyx_GOTREF(__pyx_t_1);
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1829
+ * -1, -1, e_gap_low, e_gap_high, f_gap_low, f_gap_high,
+ * f_sent_len, e_sent_len,
+ * self.train_max_initial_size, self.train_max_initial_size, # <<<<<<<<<<<<<<
+ * 0, 0, 0, 0, 0, 0, 0) and
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+ }
+ if (p->findexes) {
+ e = (*v)(((PyObject*)p->findexes), a); if (e) return e;
+ }
+ if (p->findexes1) {
+ e = (*v)(((PyObject*)p->findexes1), a); if (e) return e;
+ }
+ if (p->samples_f) {
+ e = (*v)(p->samples_f, a); if (e) return e;
+ }
+ if (p->phrases_f) {
+ e = (*v)(p->phrases_f, a); if (e) return e;
+ }
+ if (p->phrases_e) {
+ e = (*v)(p->phrases_e, a); if (e) return e;
+ }
+ if (p->phrases_fe) {
+ e = (*v)(p->phrases_fe, a); if (e) return e;
+ }
+ if (p->phrases_al) {
+ e = (*v)(p->phrases_al, a); if (e) return e;
+ }
+ if (p->bilex_f) {
+ e = (*v)(p->bilex_f, a); if (e) return e;
+ }
+ if (p->bilex_e) {
+ e = (*v)(p->bilex_e, a); if (e) return e;
+ }
+ if (p->bilex_fe) {
+ e = (*v)(p->bilex_fe, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_HieroCachingRuleFactory(PyObject *o) {
+ struct __pyx_obj_3_sa_HieroCachingRuleFactory *p = (struct __pyx_obj_3_sa_HieroCachingRuleFactory *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->rules);
+ p->rules = ((struct __pyx_obj_3_sa_TrieTable *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->sampler);
+ p->sampler = ((struct __pyx_obj_3_sa_Sampler *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->scorer);
+ p->scorer = ((struct __pyx_obj_3_sa_Scorer *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->precomputed_index);
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->precomputed_collocations);
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->precompute_file);
+ p->precompute_file = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->max_rank);
+ p->max_rank = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->prev_norm_prefix);
+ p->prev_norm_prefix = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->fsa);
+ p->fsa = ((struct __pyx_obj_3_sa_SuffixArray *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->fda);
+ p->fda = ((struct __pyx_obj_3_sa_DataArray *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->eda);
+ p->eda = ((struct __pyx_obj_3_sa_DataArray *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->alignment);
+ p->alignment = ((struct __pyx_obj_3_sa_Alignment *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
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+ Py_XDECREF(tmp);
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+ Py_XDECREF(tmp);
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->findexes1);
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+ tmp = ((PyObject*)p->samples_f);
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->phrases_f);
+ p->phrases_f = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
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+ p->phrases_e = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->phrases_fe);
+ p->phrases_fe = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->phrases_al);
+ p->phrases_al = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->bilex_f);
+ p->bilex_f = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->bilex_e);
+ p->bilex_e = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->bilex_fe);
+ p->bilex_fe = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
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+ {__Pyx_NAMESTR("pattern2phrase"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_5pattern2phrase, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("pattern2phrase_plus"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_7pattern2phrase_plus, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("precompute"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_9precompute, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_precomputed_collocation"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_11get_precomputed_collocation, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("advance"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_13advance, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_all_nodes_isteps_away"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_15get_all_nodes_isteps_away, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("reachable"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_17reachable, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("shortest"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_19shortest, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_next_states"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_21get_next_states, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("input"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_23input, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(__pyx_doc_3_sa_23HieroCachingRuleFactory_22input)},
+ {__Pyx_NAMESTR("add_instance"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_26add_instance, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("form_rule"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_28form_rule, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("fmt_rule"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_30fmt_rule, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("dump_online_stats"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_32dump_online_stats, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("dump_online_rules"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_34dump_online_rules, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("online_ctx_lookup"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_36online_ctx_lookup, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_f_phrases"), (PyCFunction)__pyx_pw_3_sa_23HieroCachingRuleFactory_38get_f_phrases, METH_O, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_HieroCachingRuleFactory = {
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+ __Pyx_NAMESTR("_sa.HieroCachingRuleFactory"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_HieroCachingRuleFactory), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_HieroCachingRuleFactory, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
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+ #endif
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+ __pyx_tp_clear_3_sa_HieroCachingRuleFactory, /*tp_clear*/
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+ 0, /*tp_version_tag*/
+ #endif
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+}
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+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_9_decode_sentence(PyObject *o, visitproc v, void *a) {
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+}
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+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_9_decode_sentence, /*tp_dealloc*/
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+ 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
+};
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+static int __pyx_freecount_3_sa___pyx_scope_struct_20_genexpr = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_20_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_20_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr)))) {
+ o = (PyObject*)__pyx_freelist_3_sa___pyx_scope_struct_20_genexpr[--__pyx_freecount_3_sa___pyx_scope_struct_20_genexpr];
+ memset(o, 0, sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr));
+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ }
+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr *)o);
+ p->__pyx_outer_scope = 0;
+ p->__pyx_v_word = 0;
+ p->__pyx_t_0 = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_20_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_outer_scope);
+ Py_CLEAR(p->__pyx_v_word);
+ Py_CLEAR(p->__pyx_t_0);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_20_genexpr < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr))) {
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+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_20_genexpr(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr *)o;
+ if (p->__pyx_outer_scope) {
+ e = (*v)(((PyObject*)p->__pyx_outer_scope), a); if (e) return e;
+ }
+ if (p->__pyx_v_word) {
+ e = (*v)(p->__pyx_v_word, a); if (e) return e;
+ }
+ if (p->__pyx_t_0) {
+ e = (*v)(p->__pyx_t_0, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_20_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_outer_scope);
+ p->__pyx_outer_scope = ((struct __pyx_obj_3_sa___pyx_scope_struct_19_input *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_word);
+ p->__pyx_v_word = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_0);
+ p->__pyx_t_0 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_20_genexpr[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_20_genexpr = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_20_genexpr"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_20_genexpr), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_20_genexpr, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_20_genexpr, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_20_genexpr, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_20_genexpr, /*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_3_sa___pyx_scope_struct_20_genexpr, /*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
+};
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+static struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats *__pyx_freelist_3_sa___pyx_scope_struct_3_compute_stats[8];
+static int __pyx_freecount_3_sa___pyx_scope_struct_3_compute_stats = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_3_compute_stats(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_3_compute_stats > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats)))) {
+ o = (PyObject*)__pyx_freelist_3_sa___pyx_scope_struct_3_compute_stats[--__pyx_freecount_3_sa___pyx_scope_struct_3_compute_stats];
+ memset(o, 0, sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats));
+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
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+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats *)o);
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+ p->__pyx_v_ngram_starts = 0;
+ p->__pyx_v_run_start = 0;
+ p->__pyx_v_self = 0;
+ p->__pyx_v_veb = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_3_compute_stats(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats *p = (struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_v_ngram);
+ Py_CLEAR(p->__pyx_v_ngram_start);
+ Py_CLEAR(p->__pyx_v_ngram_starts);
+ Py_CLEAR(p->__pyx_v_run_start);
+ Py_CLEAR(p->__pyx_v_self);
+ Py_CLEAR(p->__pyx_v_veb);
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+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_3_compute_stats(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats *p = (struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats *)o;
+ if (p->__pyx_v_ngram) {
+ e = (*v)(p->__pyx_v_ngram, a); if (e) return e;
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+ }
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+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_3_compute_stats(PyObject *o) {
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+ tmp = ((PyObject*)p->__pyx_v_ngram);
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+ tmp = ((PyObject*)p->__pyx_v_ngram_start);
+ p->__pyx_v_ngram_start = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_ngram_starts);
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_run_start);
+ p->__pyx_v_run_start = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_self);
+ p->__pyx_v_self = ((struct __pyx_obj_3_sa_LCP *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_veb);
+ p->__pyx_v_veb = ((struct __pyx_obj_3_sa_VEB *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
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+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_3_compute_stats[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_3_compute_stats = {
+ PyVarObject_HEAD_INIT(0, 0)
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+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_3_compute_stats), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_3_compute_stats, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
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+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_3_compute_stats, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_3_compute_stats, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_3_compute_stats, /*tp_methods*/
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+ 0, /*tp_getset*/
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+ __pyx_tp_new_3_sa___pyx_scope_struct_3_compute_stats, /*tp_new*/
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+ 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
+};
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+static int __pyx_freecount_3_sa___pyx_scope_struct_12_genexpr = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_12_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_12_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr)))) {
+ o = (PyObject*)__pyx_freelist_3_sa___pyx_scope_struct_12_genexpr[--__pyx_freecount_3_sa___pyx_scope_struct_12_genexpr];
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+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
+ o = (*t->tp_alloc)(t, 0);
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+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr *)o);
+ p->__pyx_outer_scope = 0;
+ p->__pyx_v_word = 0;
+ p->__pyx_t_0 = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_12_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_outer_scope);
+ Py_CLEAR(p->__pyx_v_word);
+ Py_CLEAR(p->__pyx_t_0);
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+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_12_genexpr(PyObject *o, visitproc v, void *a) {
+ int e;
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+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_12_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_outer_scope);
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+ Py_XDECREF(tmp);
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_0);
+ p->__pyx_t_0 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_12_genexpr[] = {
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+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_12_genexpr = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_12_genexpr"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_12_genexpr), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_12_genexpr, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
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+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_12_genexpr, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_12_genexpr, /*tp_clear*/
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+ 0, /*tp_weaklistoffset*/
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+ __pyx_methods_3_sa___pyx_scope_struct_12_genexpr, /*tp_methods*/
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+ __pyx_tp_new_3_sa___pyx_scope_struct_12_genexpr, /*tp_new*/
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+ 0, /*tp_weaklist*/
+ 0, /*tp_del*/
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+ 0, /*tp_version_tag*/
+ #endif
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+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_29_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_29_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr)))) {
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+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
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+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr *)o);
+ p->__pyx_outer_scope = 0;
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+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_29_genexpr(PyObject *o) {
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+ Py_CLEAR(p->__pyx_outer_scope);
+ Py_CLEAR(p->__pyx_v_feat);
+ Py_CLEAR(p->__pyx_t_0);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_29_genexpr < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr))) {
+ __pyx_freelist_3_sa___pyx_scope_struct_29_genexpr[__pyx_freecount_3_sa___pyx_scope_struct_29_genexpr++] = ((struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr *)o);
+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_29_genexpr(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr *)o;
+ if (p->__pyx_outer_scope) {
+ e = (*v)(((PyObject*)p->__pyx_outer_scope), a); if (e) return e;
+ }
+ if (p->__pyx_v_feat) {
+ e = (*v)(p->__pyx_v_feat, a); if (e) return e;
+ }
+ if (p->__pyx_t_0) {
+ e = (*v)(p->__pyx_t_0, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_29_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_outer_scope);
+ p->__pyx_outer_scope = ((struct __pyx_obj_3_sa___pyx_scope_struct_28___str__ *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_feat);
+ p->__pyx_v_feat = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_0);
+ p->__pyx_t_0 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_29_genexpr[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_29_genexpr = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_29_genexpr"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_29_genexpr), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_29_genexpr, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_29_genexpr, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_29_genexpr, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_29_genexpr, /*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_3_sa___pyx_scope_struct_29_genexpr, /*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 struct __pyx_vtabstruct_3_sa_IntList __pyx_vtable_3_sa_IntList;
+
+static PyObject *__pyx_tp_new_3_sa_IntList(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_IntList *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_IntList *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_IntList;
+ if (unlikely(__pyx_pw_3_sa_7IntList_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_IntList(PyObject *o) {
+ {
+ PyObject *etype, *eval, *etb;
+ PyErr_Fetch(&etype, &eval, &etb);
+ ++Py_REFCNT(o);
+ __pyx_pw_3_sa_7IntList_15__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_3_sa_IntList(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_3_sa_IntList(PyObject *o, PyObject *i, PyObject *v) {
+ if (v) {
+ return __pyx_pw_3_sa_7IntList_22__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_3_sa_IntList[] = {
+ {__Pyx_NAMESTR("index"), (PyCFunction)__pyx_pw_3_sa_7IntList_5index, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("partition"), (PyCFunction)__pyx_pw_3_sa_7IntList_7partition, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("_doquicksort"), (PyCFunction)__pyx_pw_3_sa_7IntList_9_doquicksort, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("sort"), (PyCFunction)__pyx_pw_3_sa_7IntList_11sort, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("reset"), (PyCFunction)__pyx_pw_3_sa_7IntList_13reset, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_size"), (PyCFunction)__pyx_pw_3_sa_7IntList_26get_size, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("append"), (PyCFunction)__pyx_pw_3_sa_7IntList_28append, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("extend"), (PyCFunction)__pyx_pw_3_sa_7IntList_30extend, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write"), (PyCFunction)__pyx_pw_3_sa_7IntList_32write, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read"), (PyCFunction)__pyx_pw_3_sa_7IntList_34read, METH_O, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static PySequenceMethods __pyx_tp_as_sequence_IntList = {
+ __pyx_pw_3_sa_7IntList_24__len__, /*sq_length*/
+ 0, /*sq_concat*/
+ 0, /*sq_repeat*/
+ __pyx_sq_item_3_sa_IntList, /*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_IntList = {
+ __pyx_pw_3_sa_7IntList_24__len__, /*mp_length*/
+ __pyx_pw_3_sa_7IntList_20__getitem__, /*mp_subscript*/
+ __pyx_mp_ass_subscript_3_sa_IntList, /*mp_ass_subscript*/
+};
+
+static PyTypeObject __pyx_type_3_sa_IntList = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.IntList"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_IntList), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_IntList, /*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*/
+ 0, /*tp_as_number*/
+ &__pyx_tp_as_sequence_IntList, /*tp_as_sequence*/
+ &__pyx_tp_as_mapping_IntList, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ __pyx_pw_3_sa_7IntList_3__str__, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|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_3_sa_7IntList_17__iter__, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_IntList, /*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_3_sa_IntList, /*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_3_sa_VEBIterator(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_VEBIterator(PyObject *o) {
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static PyMethodDef __pyx_methods_3_sa_VEBIterator[] = {
+ {__Pyx_NAMESTR("__next__"), (PyCFunction)__pyx_pw_3_sa_11VEBIterator_1__next__, METH_NOARGS|METH_COEXIST, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_VEBIterator = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.VEBIterator"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_VEBIterator), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_VEBIterator, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|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*/
+ __pyx_pw_3_sa_11VEBIterator_1__next__, /*tp_iternext*/
+ __pyx_methods_3_sa_VEBIterator, /*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_3_sa_VEBIterator, /*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 struct __pyx_vtabstruct_3_sa_BiLex __pyx_vtable_3_sa_BiLex;
+
+static PyObject *__pyx_tp_new_3_sa_BiLex(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_BiLex *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_BiLex *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_BiLex;
+ p->col1 = ((struct __pyx_obj_3_sa_FloatList *)Py_None); Py_INCREF(Py_None);
+ p->col2 = ((struct __pyx_obj_3_sa_FloatList *)Py_None); Py_INCREF(Py_None);
+ p->f_index = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ p->e_index = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ p->id2eword = Py_None; Py_INCREF(Py_None);
+ p->id2fword = Py_None; Py_INCREF(Py_None);
+ p->eword2id = Py_None; Py_INCREF(Py_None);
+ p->fword2id = Py_None; Py_INCREF(Py_None);
+ if (unlikely(__pyx_pw_3_sa_5BiLex_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_BiLex(PyObject *o) {
+ struct __pyx_obj_3_sa_BiLex *p = (struct __pyx_obj_3_sa_BiLex *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->col1);
+ Py_CLEAR(p->col2);
+ Py_CLEAR(p->f_index);
+ Py_CLEAR(p->e_index);
+ Py_CLEAR(p->id2eword);
+ Py_CLEAR(p->id2fword);
+ Py_CLEAR(p->eword2id);
+ Py_CLEAR(p->fword2id);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_BiLex(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_BiLex *p = (struct __pyx_obj_3_sa_BiLex *)o;
+ if (p->col1) {
+ e = (*v)(((PyObject*)p->col1), a); if (e) return e;
+ }
+ if (p->col2) {
+ e = (*v)(((PyObject*)p->col2), a); if (e) return e;
+ }
+ if (p->f_index) {
+ e = (*v)(((PyObject*)p->f_index), a); if (e) return e;
+ }
+ if (p->e_index) {
+ e = (*v)(((PyObject*)p->e_index), a); if (e) return e;
+ }
+ if (p->id2eword) {
+ e = (*v)(p->id2eword, a); if (e) return e;
+ }
+ if (p->id2fword) {
+ e = (*v)(p->id2fword, a); if (e) return e;
+ }
+ if (p->eword2id) {
+ e = (*v)(p->eword2id, a); if (e) return e;
+ }
+ if (p->fword2id) {
+ e = (*v)(p->fword2id, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_BiLex(PyObject *o) {
+ struct __pyx_obj_3_sa_BiLex *p = (struct __pyx_obj_3_sa_BiLex *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->col1);
+ p->col1 = ((struct __pyx_obj_3_sa_FloatList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->col2);
+ p->col2 = ((struct __pyx_obj_3_sa_FloatList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->f_index);
+ p->f_index = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->e_index);
+ p->e_index = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->id2eword);
+ p->id2eword = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->id2fword);
+ p->id2fword = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->eword2id);
+ p->eword2id = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->fword2id);
+ p->fword2id = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa_BiLex[] = {
+ {__Pyx_NAMESTR("write_binary"), (PyCFunction)__pyx_pw_3_sa_5BiLex_3write_binary, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read_binary"), (PyCFunction)__pyx_pw_3_sa_5BiLex_5read_binary, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_e_id"), (PyCFunction)__pyx_pw_3_sa_5BiLex_7get_e_id, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_f_id"), (PyCFunction)__pyx_pw_3_sa_5BiLex_9get_f_id, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read_text"), (PyCFunction)__pyx_pw_3_sa_5BiLex_11read_text, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_enhanced"), (PyCFunction)__pyx_pw_3_sa_5BiLex_13write_enhanced, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_score"), (PyCFunction)__pyx_pw_3_sa_5BiLex_15get_score, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_text"), (PyCFunction)__pyx_pw_3_sa_5BiLex_17write_text, METH_O, __Pyx_DOCSTR(__pyx_doc_3_sa_5BiLex_16write_text)},
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_BiLex = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.BiLex"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_BiLex), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_BiLex, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_BiLex, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_BiLex, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_BiLex, /*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_3_sa_BiLex, /*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 struct __pyx_vtabstruct_3_sa_VEB __pyx_vtable_3_sa_VEB;
+
+static PyObject *__pyx_tp_new_3_sa_VEB(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_VEB *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_VEB *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_VEB;
+ if (unlikely(__pyx_pw_3_sa_3VEB_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_VEB(PyObject *o) {
+ {
+ PyObject *etype, *eval, *etb;
+ PyErr_Fetch(&etype, &eval, &etb);
+ ++Py_REFCNT(o);
+ __pyx_pw_3_sa_3VEB_3__dealloc__(o);
+ if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
+ --Py_REFCNT(o);
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+}
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+ {__Pyx_NAMESTR("findsucc"), (PyCFunction)__pyx_pw_3_sa_3VEB_9findsucc, METH_O, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
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+ 0, /*sq_concat*/
+ 0, /*sq_repeat*/
+ 0, /*sq_item*/
+ 0, /*sq_slice*/
+ 0, /*sq_ass_item*/
+ 0, /*sq_ass_slice*/
+ __pyx_pw_3_sa_3VEB_13__contains__, /*sq_contains*/
+ 0, /*sq_inplace_concat*/
+ 0, /*sq_inplace_repeat*/
+};
+
+static PyMappingMethods __pyx_tp_as_mapping_VEB = {
+ __pyx_pw_3_sa_3VEB_11__len__, /*mp_length*/
+ 0, /*mp_subscript*/
+ 0, /*mp_ass_subscript*/
+};
+
+static PyTypeObject __pyx_type_3_sa_VEB = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.VEB"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_VEB), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_VEB, /*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*/
+ 0, /*tp_as_number*/
+ &__pyx_tp_as_sequence_VEB, /*tp_as_sequence*/
+ &__pyx_tp_as_mapping_VEB, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|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_3_sa_3VEB_5__iter__, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_VEB, /*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_3_sa_VEB, /*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
+};
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+static struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *__pyx_freelist_3_sa___pyx_scope_struct_11_encode_words[8];
+static int __pyx_freecount_3_sa___pyx_scope_struct_11_encode_words = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_11_encode_words(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_11_encode_words > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words)))) {
+ o = (PyObject*)__pyx_freelist_3_sa___pyx_scope_struct_11_encode_words[--__pyx_freecount_3_sa___pyx_scope_struct_11_encode_words];
+ memset(o, 0, sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words));
+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ }
+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *)o);
+ p->__pyx_v_words = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_11_encode_words(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *p = (struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_v_words);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_11_encode_words < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words))) {
+ __pyx_freelist_3_sa___pyx_scope_struct_11_encode_words[__pyx_freecount_3_sa___pyx_scope_struct_11_encode_words++] = ((struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *)o);
+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_11_encode_words(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *p = (struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *)o;
+ if (p->__pyx_v_words) {
+ e = (*v)(p->__pyx_v_words, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_11_encode_words(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *p = (struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_v_words);
+ p->__pyx_v_words = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_11_encode_words[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_11_encode_words = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_11_encode_words"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_11_encode_words), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_11_encode_words, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_11_encode_words, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_11_encode_words, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_11_encode_words, /*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_3_sa___pyx_scope_struct_11_encode_words, /*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_3_sa_LCP(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_LCP *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_LCP *)o);
+ p->sa = ((struct __pyx_obj_3_sa_SuffixArray *)Py_None); Py_INCREF(Py_None);
+ p->lcp = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ if (unlikely(__pyx_pw_3_sa_3LCP_1__cinit__(o, a, k) < 0)) {
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+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_LCP(PyObject *o) {
+ struct __pyx_obj_3_sa_LCP *p = (struct __pyx_obj_3_sa_LCP *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->sa);
+ Py_CLEAR(p->lcp);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_LCP(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_LCP *p = (struct __pyx_obj_3_sa_LCP *)o;
+ if (p->sa) {
+ e = (*v)(((PyObject*)p->sa), a); if (e) return e;
+ }
+ if (p->lcp) {
+ e = (*v)(((PyObject*)p->lcp), a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_LCP(PyObject *o) {
+ struct __pyx_obj_3_sa_LCP *p = (struct __pyx_obj_3_sa_LCP *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->sa);
+ p->sa = ((struct __pyx_obj_3_sa_SuffixArray *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->lcp);
+ p->lcp = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
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+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_LCP = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.LCP"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_LCP), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_LCP, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_LCP, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_LCP, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_LCP, /*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_3_sa_LCP, /*tp_new*/
+ 0, /*tp_free*/
+ 0, /*tp_is_gc*/
+ 0, /*tp_bases*/
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+ 0, /*tp_subclasses*/
+ 0, /*tp_weaklist*/
+ 0, /*tp_del*/
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+ 0, /*tp_version_tag*/
+ #endif
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+
+static PyObject *__pyx_tp_new_3_sa_DataArray(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_DataArray *p;
+ PyObject *o;
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+ p->sent_index = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ if (unlikely(__pyx_pw_3_sa_9DataArray_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_DataArray(PyObject *o) {
+ struct __pyx_obj_3_sa_DataArray *p = (struct __pyx_obj_3_sa_DataArray *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->word2id);
+ Py_CLEAR(p->id2word);
+ Py_CLEAR(p->data);
+ Py_CLEAR(p->sent_id);
+ Py_CLEAR(p->sent_index);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_DataArray(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_DataArray *p = (struct __pyx_obj_3_sa_DataArray *)o;
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+ e = (*v)(p->word2id, a); if (e) return e;
+ }
+ if (p->id2word) {
+ e = (*v)(p->id2word, a); if (e) return e;
+ }
+ if (p->data) {
+ e = (*v)(((PyObject*)p->data), a); if (e) return e;
+ }
+ if (p->sent_id) {
+ e = (*v)(((PyObject*)p->sent_id), a); if (e) return e;
+ }
+ if (p->sent_index) {
+ e = (*v)(((PyObject*)p->sent_index), a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_DataArray(PyObject *o) {
+ struct __pyx_obj_3_sa_DataArray *p = (struct __pyx_obj_3_sa_DataArray *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->word2id);
+ p->word2id = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->id2word);
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+ Py_XDECREF(tmp);
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+ p->data = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->sent_index);
+ p->sent_index = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *__pyx_sq_item_3_sa_DataArray(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 PyObject *__pyx_getprop_3_sa_9DataArray_word2id(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_9DataArray_7word2id_1__get__(o);
+}
+
+static int __pyx_setprop_3_sa_9DataArray_word2id(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
+ if (v) {
+ return __pyx_pw_3_sa_9DataArray_7word2id_3__set__(o, v);
+ }
+ else {
+ return __pyx_pw_3_sa_9DataArray_7word2id_5__del__(o);
+ }
+}
+
+static PyObject *__pyx_getprop_3_sa_9DataArray_id2word(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_9DataArray_7id2word_1__get__(o);
+}
+
+static int __pyx_setprop_3_sa_9DataArray_id2word(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
+ if (v) {
+ return __pyx_pw_3_sa_9DataArray_7id2word_3__set__(o, v);
+ }
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+ }
+}
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+static PyObject *__pyx_getprop_3_sa_9DataArray_data(PyObject *o, CYTHON_UNUSED void *x) {
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+}
+
+static int __pyx_setprop_3_sa_9DataArray_data(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
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+ }
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+ }
+}
+
+static PyObject *__pyx_getprop_3_sa_9DataArray_sent_id(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_9DataArray_7sent_id_1__get__(o);
+}
+
+static int __pyx_setprop_3_sa_9DataArray_sent_id(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
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+ }
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+ }
+}
+
+static PyObject *__pyx_getprop_3_sa_9DataArray_sent_index(PyObject *o, CYTHON_UNUSED void *x) {
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+}
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+ }
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+ }
+}
+
+static PyMethodDef __pyx_methods_3_sa_DataArray[] = {
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+ {__Pyx_NAMESTR("get_sentence"), (PyCFunction)__pyx_pw_3_sa_9DataArray_7get_sentence, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_id"), (PyCFunction)__pyx_pw_3_sa_9DataArray_9get_id, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("get_sentence_bounds"), (PyCFunction)__pyx_pw_3_sa_9DataArray_13get_sentence_bounds, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_text"), (PyCFunction)__pyx_pw_3_sa_9DataArray_15write_text, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read_text"), (PyCFunction)__pyx_pw_3_sa_9DataArray_17read_text, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read_bitext"), (PyCFunction)__pyx_pw_3_sa_9DataArray_19read_bitext, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read_text_data"), (PyCFunction)__pyx_pw_3_sa_9DataArray_21read_text_data, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read_binary"), (PyCFunction)__pyx_pw_3_sa_9DataArray_23read_binary, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_binary"), (PyCFunction)__pyx_pw_3_sa_9DataArray_25write_binary, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_enhanced_handle"), (PyCFunction)__pyx_pw_3_sa_9DataArray_27write_enhanced_handle, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_enhanced"), (PyCFunction)__pyx_pw_3_sa_9DataArray_29write_enhanced, METH_O, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static struct PyGetSetDef __pyx_getsets_3_sa_DataArray[] = {
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+ {(char *)"id2word", __pyx_getprop_3_sa_9DataArray_id2word, __pyx_setprop_3_sa_9DataArray_id2word, 0, 0},
+ {(char *)"data", __pyx_getprop_3_sa_9DataArray_data, __pyx_setprop_3_sa_9DataArray_data, 0, 0},
+ {(char *)"sent_id", __pyx_getprop_3_sa_9DataArray_sent_id, __pyx_setprop_3_sa_9DataArray_sent_id, 0, 0},
+ {(char *)"sent_index", __pyx_getprop_3_sa_9DataArray_sent_index, __pyx_setprop_3_sa_9DataArray_sent_index, 0, 0},
+ {0, 0, 0, 0, 0}
+};
+
+static PySequenceMethods __pyx_tp_as_sequence_DataArray = {
+ __pyx_pw_3_sa_9DataArray_3__len__, /*sq_length*/
+ 0, /*sq_concat*/
+ 0, /*sq_repeat*/
+ __pyx_sq_item_3_sa_DataArray, /*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_DataArray = {
+ __pyx_pw_3_sa_9DataArray_3__len__, /*mp_length*/
+ __pyx_pw_3_sa_9DataArray_11__getitem__, /*mp_subscript*/
+ 0, /*mp_ass_subscript*/
+};
+
+static PyTypeObject __pyx_type_3_sa_DataArray = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.DataArray"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_DataArray), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_DataArray, /*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*/
+ 0, /*tp_as_number*/
+ &__pyx_tp_as_sequence_DataArray, /*tp_as_sequence*/
+ &__pyx_tp_as_mapping_DataArray, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_DataArray, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_DataArray, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_DataArray, /*tp_methods*/
+ 0, /*tp_members*/
+ __pyx_getsets_3_sa_DataArray, /*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_3_sa_DataArray, /*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_3_sa_BitSetIterator(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_BitSetIterator(PyObject *o) {
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static PyMethodDef __pyx_methods_3_sa_BitSetIterator[] = {
+ {__Pyx_NAMESTR("__next__"), (PyCFunction)__pyx_pw_3_sa_14BitSetIterator_1__next__, METH_NOARGS|METH_COEXIST, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
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+static PyTypeObject __pyx_type_3_sa_BitSetIterator = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.BitSetIterator"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_BitSetIterator), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_BitSetIterator, /*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*/
+ 0, /*tp_as_number*/
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+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|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*/
+ __pyx_pw_3_sa_14BitSetIterator_1__next__, /*tp_iternext*/
+ __pyx_methods_3_sa_BitSetIterator, /*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_3_sa_BitSetIterator, /*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
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+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_23_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_23_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr)))) {
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+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
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+ }
+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr *)o);
+ p->__pyx_outer_scope = 0;
+ p->__pyx_v_i = 0;
+ p->__pyx_v_j = 0;
+ p->__pyx_t_0 = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_23_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_outer_scope);
+ Py_CLEAR(p->__pyx_v_i);
+ Py_CLEAR(p->__pyx_v_j);
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+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_23_genexpr(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr *)o;
+ if (p->__pyx_outer_scope) {
+ e = (*v)(((PyObject*)p->__pyx_outer_scope), a); if (e) return e;
+ }
+ if (p->__pyx_v_i) {
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+ }
+ if (p->__pyx_t_0) {
+ e = (*v)(p->__pyx_t_0, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_23_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_23_genexpr *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_outer_scope);
+ p->__pyx_outer_scope = ((struct __pyx_obj_3_sa___pyx_scope_struct_22_form_rule *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_i);
+ p->__pyx_v_i = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_j);
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_0);
+ p->__pyx_t_0 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_23_genexpr[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_23_genexpr = {
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+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_23_genexpr, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
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+ __pyx_tp_traverse_3_sa___pyx_scope_struct_23_genexpr, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_23_genexpr, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_23_genexpr, /*tp_methods*/
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+ 0, /*tp_getset*/
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+ __pyx_tp_new_3_sa___pyx_scope_struct_23_genexpr, /*tp_new*/
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+ 0, /*tp_weaklist*/
+ 0, /*tp_del*/
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+ 0, /*tp_version_tag*/
+ #endif
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+static PyObject *__pyx_tp_new_3_sa_Precomputation(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_Precomputation *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
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+ p->precomputed_collocations = Py_None; Py_INCREF(Py_None);
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+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_Precomputation(PyObject *o) {
+ struct __pyx_obj_3_sa_Precomputation *p = (struct __pyx_obj_3_sa_Precomputation *)o;
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+ Py_CLEAR(p->precomputed_index);
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+}
+
+static int __pyx_tp_traverse_3_sa_Precomputation(PyObject *o, visitproc v, void *a) {
+ int e;
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+ }
+ if (p->precomputed_collocations) {
+ e = (*v)(p->precomputed_collocations, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_Precomputation(PyObject *o) {
+ struct __pyx_obj_3_sa_Precomputation *p = (struct __pyx_obj_3_sa_Precomputation *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->precomputed_index);
+ p->precomputed_index = Py_None; Py_INCREF(Py_None);
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+ tmp = ((PyObject*)p->precomputed_collocations);
+ p->precomputed_collocations = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
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+ {__Pyx_NAMESTR("precompute"), (PyCFunction)__pyx_pw_3_sa_14Precomputation_7precompute, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_Precomputation = {
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+ __Pyx_NAMESTR("_sa.Precomputation"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_Precomputation), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_Precomputation, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
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+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_Precomputation, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_Precomputation, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_Precomputation, /*tp_methods*/
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+ 0, /*tp_getset*/
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+ 0, /*tp_dict*/
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+ 0, /*tp_dictoffset*/
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+ 0, /*tp_alloc*/
+ __pyx_tp_new_3_sa_Precomputation, /*tp_new*/
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+ 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
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+static int __pyx_freecount_3_sa___pyx_scope_struct_18_alignments = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_18_alignments(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_18_alignments *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_18_alignments > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_18_alignments)))) {
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+ PyObject_GC_Track(o);
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+}
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+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_18_alignments(PyObject *o) {
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+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_18_alignments(PyObject *o, visitproc v, void *a) {
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+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_18_alignments(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_18_alignments *p = (struct __pyx_obj_3_sa___pyx_scope_struct_18_alignments *)o;
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+ tmp = ((PyObject*)p->__pyx_v_point);
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+ tmp = ((PyObject*)p->__pyx_v_self);
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_0);
+ p->__pyx_t_0 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
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+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_18_alignments[] = {
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+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_18_alignments, /*tp_dealloc*/
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+ __pyx_tp_traverse_3_sa___pyx_scope_struct_18_alignments, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_18_alignments, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_18_alignments, /*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_3_sa___pyx_scope_struct_18_alignments, /*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 struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *__pyx_freelist_3_sa___pyx_scope_struct_14_genexpr[8];
+static int __pyx_freecount_3_sa___pyx_scope_struct_14_genexpr = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_14_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_14_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr)))) {
+ o = (PyObject*)__pyx_freelist_3_sa___pyx_scope_struct_14_genexpr[--__pyx_freecount_3_sa___pyx_scope_struct_14_genexpr];
+ memset(o, 0, sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr));
+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ }
+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *)o);
+ p->__pyx_outer_scope = 0;
+ p->__pyx_v_sym = 0;
+ p->__pyx_t_0 = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_14_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_outer_scope);
+ Py_CLEAR(p->__pyx_v_sym);
+ Py_CLEAR(p->__pyx_t_0);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_14_genexpr < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr))) {
+ __pyx_freelist_3_sa___pyx_scope_struct_14_genexpr[__pyx_freecount_3_sa___pyx_scope_struct_14_genexpr++] = ((struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *)o);
+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_14_genexpr(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *)o;
+ if (p->__pyx_outer_scope) {
+ e = (*v)(((PyObject*)p->__pyx_outer_scope), a); if (e) return e;
+ }
+ if (p->__pyx_v_sym) {
+ e = (*v)(p->__pyx_v_sym, a); if (e) return e;
+ }
+ if (p->__pyx_t_0) {
+ e = (*v)(p->__pyx_t_0, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_14_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_outer_scope);
+ p->__pyx_outer_scope = ((struct __pyx_obj_3_sa___pyx_scope_struct_13_decode_words *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_sym);
+ p->__pyx_v_sym = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_0);
+ p->__pyx_t_0 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_14_genexpr[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_14_genexpr = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_14_genexpr"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_14_genexpr), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_14_genexpr, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_14_genexpr, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_14_genexpr, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_14_genexpr, /*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_3_sa___pyx_scope_struct_14_genexpr, /*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
+};
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+
+static PyObject *__pyx_tp_new_3_sa_SuffixArray(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_SuffixArray *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_SuffixArray *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_SuffixArray;
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+ p->ha = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ if (unlikely(__pyx_pw_3_sa_11SuffixArray_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_SuffixArray(PyObject *o) {
+ struct __pyx_obj_3_sa_SuffixArray *p = (struct __pyx_obj_3_sa_SuffixArray *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->darray);
+ Py_CLEAR(p->sa);
+ Py_CLEAR(p->ha);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_SuffixArray(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_SuffixArray *p = (struct __pyx_obj_3_sa_SuffixArray *)o;
+ if (p->darray) {
+ e = (*v)(((PyObject*)p->darray), a); if (e) return e;
+ }
+ if (p->sa) {
+ e = (*v)(((PyObject*)p->sa), a); if (e) return e;
+ }
+ if (p->ha) {
+ e = (*v)(((PyObject*)p->ha), a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_SuffixArray(PyObject *o) {
+ struct __pyx_obj_3_sa_SuffixArray *p = (struct __pyx_obj_3_sa_SuffixArray *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->darray);
+ p->darray = ((struct __pyx_obj_3_sa_DataArray *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->sa);
+ p->sa = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->ha);
+ p->ha = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *__pyx_sq_item_3_sa_SuffixArray(PyObject *o, Py_ssize_t i) {
+ PyObject *r;
+ PyObject *x = PyInt_FromSsize_t(i); if(!x) return 0;
+ r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x);
+ Py_DECREF(x);
+ return r;
+}
+
+static PyMethodDef __pyx_methods_3_sa_SuffixArray[] = {
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+ {__Pyx_NAMESTR("q3sort"), (PyCFunction)__pyx_pw_3_sa_11SuffixArray_7q3sort, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(__pyx_doc_3_sa_11SuffixArray_6q3sort)},
+ {__Pyx_NAMESTR("write_text"), (PyCFunction)__pyx_pw_3_sa_11SuffixArray_9write_text, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read_binary"), (PyCFunction)__pyx_pw_3_sa_11SuffixArray_11read_binary, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_binary"), (PyCFunction)__pyx_pw_3_sa_11SuffixArray_13write_binary, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_enhanced"), (PyCFunction)__pyx_pw_3_sa_11SuffixArray_15write_enhanced, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("lookup"), (PyCFunction)__pyx_pw_3_sa_11SuffixArray_17lookup, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static PySequenceMethods __pyx_tp_as_sequence_SuffixArray = {
+ 0, /*sq_length*/
+ 0, /*sq_concat*/
+ 0, /*sq_repeat*/
+ __pyx_sq_item_3_sa_SuffixArray, /*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_SuffixArray = {
+ 0, /*mp_length*/
+ __pyx_pw_3_sa_11SuffixArray_3__getitem__, /*mp_subscript*/
+ 0, /*mp_ass_subscript*/
+};
+
+static PyTypeObject __pyx_type_3_sa_SuffixArray = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.SuffixArray"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_SuffixArray), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_SuffixArray, /*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*/
+ 0, /*tp_as_number*/
+ &__pyx_tp_as_sequence_SuffixArray, /*tp_as_sequence*/
+ &__pyx_tp_as_mapping_SuffixArray, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_SuffixArray, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_SuffixArray, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_SuffixArray, /*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_3_sa_SuffixArray, /*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 struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ *__pyx_freelist_3_sa___pyx_scope_struct_16___str__[8];
+static int __pyx_freecount_3_sa___pyx_scope_struct_16___str__ = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_16___str__(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_16___str__ > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_16___str__)))) {
+ o = (PyObject*)__pyx_freelist_3_sa___pyx_scope_struct_16___str__[--__pyx_freecount_3_sa___pyx_scope_struct_16___str__];
+ memset(o, 0, sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_16___str__));
+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ }
+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ *)o);
+ p->__pyx_v_self = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_16___str__(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ *p = (struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_v_self);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_16___str__ < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_16___str__))) {
+ __pyx_freelist_3_sa___pyx_scope_struct_16___str__[__pyx_freecount_3_sa___pyx_scope_struct_16___str__++] = ((struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ *)o);
+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_16___str__(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ *p = (struct __pyx_obj_3_sa___pyx_scope_struct_16___str__ *)o;
+ if (p->__pyx_v_self) {
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+}
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+static int __pyx_tp_clear_3_sa___pyx_scope_struct_16___str__(PyObject *o) {
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+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_v_self);
+ p->__pyx_v_self = ((struct __pyx_obj_3_sa_Rule *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
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+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_16___str__[] = {
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+};
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+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_16___str__"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_16___str__), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_16___str__, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_16___str__, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_16___str__, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_16___str__, /*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_3_sa___pyx_scope_struct_16___str__, /*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 struct __pyx_vtabstruct_3_sa_Alphabet __pyx_vtable_3_sa_Alphabet;
+
+static PyObject *__pyx_tp_new_3_sa_Alphabet(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa_Alphabet *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
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+ p = ((struct __pyx_obj_3_sa_Alphabet *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_Alphabet;
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+ p->nonterminals = ((struct __pyx_obj_3_sa_StringMap *)Py_None); Py_INCREF(Py_None);
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+}
+
+static void __pyx_tp_dealloc_3_sa_Alphabet(PyObject *o) {
+ struct __pyx_obj_3_sa_Alphabet *p = (struct __pyx_obj_3_sa_Alphabet *)o;
+ PyObject_GC_UnTrack(o);
+ {
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+ Py_CLEAR(p->terminals);
+ Py_CLEAR(p->nonterminals);
+ Py_CLEAR(p->id2sym);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_Alphabet(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_Alphabet *p = (struct __pyx_obj_3_sa_Alphabet *)o;
+ if (p->terminals) {
+ e = (*v)(((PyObject*)p->terminals), a); if (e) return e;
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+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_Alphabet(PyObject *o) {
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+ PyObject* tmp;
+ tmp = ((PyObject*)p->terminals);
+ p->terminals = ((struct __pyx_obj_3_sa_StringMap *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->nonterminals);
+ p->nonterminals = ((struct __pyx_obj_3_sa_StringMap *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->id2sym);
+ p->id2sym = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyObject *__pyx_getprop_3_sa_8Alphabet_terminals(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_8Alphabet_9terminals_1__get__(o);
+}
+
+static PyObject *__pyx_getprop_3_sa_8Alphabet_nonterminals(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_8Alphabet_12nonterminals_1__get__(o);
+}
+
+static PyMethodDef __pyx_methods_3_sa_Alphabet[] = {
+ {0, 0, 0, 0}
+};
+
+static struct PyGetSetDef __pyx_getsets_3_sa_Alphabet[] = {
+ {(char *)"terminals", __pyx_getprop_3_sa_8Alphabet_terminals, 0, 0, 0},
+ {(char *)"nonterminals", __pyx_getprop_3_sa_8Alphabet_nonterminals, 0, 0, 0},
+ {0, 0, 0, 0, 0}
+};
+
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+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.Alphabet"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_Alphabet), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_Alphabet, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_Alphabet, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_Alphabet, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_Alphabet, /*tp_methods*/
+ 0, /*tp_members*/
+ __pyx_getsets_3_sa_Alphabet, /*tp_getset*/
+ 0, /*tp_base*/
+ 0, /*tp_dict*/
+ 0, /*tp_descr_get*/
+ 0, /*tp_descr_set*/
+ 0, /*tp_dictoffset*/
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+ __pyx_tp_new_3_sa_Alphabet, /*tp_new*/
+ 0, /*tp_free*/
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+ 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_3_sa_Rule(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_Rule *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_Rule *)o);
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+ p->e = ((struct __pyx_obj_3_sa_Phrase *)Py_None); Py_INCREF(Py_None);
+ p->scores = ((struct __pyx_obj_3_sa_FeatureVector *)Py_None); Py_INCREF(Py_None);
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+ if (unlikely(__pyx_pw_3_sa_4Rule_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_Rule(PyObject *o) {
+ struct __pyx_obj_3_sa_Rule *p = (struct __pyx_obj_3_sa_Rule *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->f);
+ Py_CLEAR(p->e);
+ Py_CLEAR(p->scores);
+ Py_CLEAR(p->word_alignments);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_Rule(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_Rule *p = (struct __pyx_obj_3_sa_Rule *)o;
+ if (p->f) {
+ e = (*v)(((PyObject*)p->f), a); if (e) return e;
+ }
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+ e = (*v)(((PyObject*)p->e), a); if (e) return e;
+ }
+ if (p->scores) {
+ e = (*v)(((PyObject*)p->scores), a); if (e) return e;
+ }
+ if (p->word_alignments) {
+ e = (*v)(p->word_alignments, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_Rule(PyObject *o) {
+ struct __pyx_obj_3_sa_Rule *p = (struct __pyx_obj_3_sa_Rule *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->f);
+ p->f = ((struct __pyx_obj_3_sa_Phrase *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->e);
+ p->e = ((struct __pyx_obj_3_sa_Phrase *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->scores);
+ p->scores = ((struct __pyx_obj_3_sa_FeatureVector *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->word_alignments);
+ p->word_alignments = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyObject *__pyx_getprop_3_sa_4Rule_f(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_4Rule_1f_1__get__(o);
+}
+
+static PyObject *__pyx_getprop_3_sa_4Rule_e(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_4Rule_1e_1__get__(o);
+}
+
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+ {__Pyx_NAMESTR("fmerge"), (PyCFunction)__pyx_pw_3_sa_4Rule_7fmerge, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("arity"), (PyCFunction)__pyx_pw_3_sa_4Rule_9arity, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("alignments"), (PyCFunction)__pyx_pw_3_sa_4Rule_13alignments, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static struct PyGetSetDef __pyx_getsets_3_sa_Rule[] = {
+ {(char *)"f", __pyx_getprop_3_sa_4Rule_f, 0, 0, 0},
+ {(char *)"e", __pyx_getprop_3_sa_4Rule_e, 0, 0, 0},
+ {0, 0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_Rule = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.Rule"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_Rule), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_Rule, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ __pyx_pw_3_sa_4Rule_5__cmp__, /*tp_compare*/
+ #else
+ 0, /*reserved*/
+ #endif
+ 0, /*tp_repr*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ __pyx_pw_3_sa_4Rule_3__hash__, /*tp_hash*/
+ 0, /*tp_call*/
+ __pyx_pw_3_sa_4Rule_11__str__, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_Rule, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_Rule, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_Rule, /*tp_methods*/
+ 0, /*tp_members*/
+ __pyx_getsets_3_sa_Rule, /*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_3_sa_Rule, /*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
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+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_6_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_6_genexpr *p;
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+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_6_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_6_genexpr)))) {
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+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
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+}
+
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+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_6_genexpr(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_6_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_6_genexpr *)o;
+ if (p->__pyx_outer_scope) {
+ e = (*v)(((PyObject*)p->__pyx_outer_scope), a); if (e) return e;
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+ if (p->__pyx_t_0) {
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+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_6_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_6_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_6_genexpr *)o;
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+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_0);
+ p->__pyx_t_0 = Py_None; Py_INCREF(Py_None);
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+}
+
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+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_6_genexpr"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_6_genexpr), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_6_genexpr, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
+ #else
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+ #endif
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+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_6_genexpr, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_6_genexpr, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_6_genexpr, /*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_3_sa___pyx_scope_struct_6_genexpr, /*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
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+static int __pyx_freecount_3_sa___pyx_scope_struct_21_add_instance = 0;
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+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_21_add_instance(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_21_add_instance *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_21_add_instance > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_21_add_instance)))) {
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+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
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+}
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+ tmp = ((PyObject*)p->__pyx_v_self);
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+}
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+ PyVarObject_HEAD_INIT(0, 0)
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+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_21_add_instance), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_21_add_instance, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
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+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_21_add_instance, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_21_add_instance, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_21_add_instance, /*tp_methods*/
+ 0, /*tp_members*/
+ 0, /*tp_getset*/
+ 0, /*tp_base*/
+ 0, /*tp_dict*/
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+ 0, /*tp_descr_set*/
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+ 0, /*tp_alloc*/
+ __pyx_tp_new_3_sa___pyx_scope_struct_21_add_instance, /*tp_new*/
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+ 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
+};
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+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_2_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr *p;
+ PyObject *o;
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+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
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+ if (unlikely(!o)) return 0;
+ }
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+ p->__pyx_v_line = 0;
+ p->__pyx_t_0 = 0;
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+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_2_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr *)o;
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+ Py_CLEAR(p->__pyx_outer_scope);
+ Py_CLEAR(p->__pyx_v_line);
+ Py_CLEAR(p->__pyx_t_0);
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+ }
+}
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+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_2_genexpr(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr *)o;
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+}
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+static int __pyx_tp_clear_3_sa___pyx_scope_struct_2_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr *)o;
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+ Py_XDECREF(tmp);
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+ Py_XDECREF(tmp);
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+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_2_genexpr[] = {
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+};
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+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_2_genexpr), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_2_genexpr, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
+ #else
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+ __pyx_tp_traverse_3_sa___pyx_scope_struct_2_genexpr, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_2_genexpr, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_2_genexpr, /*tp_methods*/
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+ 0, /*tp_getset*/
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+}
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+}
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+static int __pyx_tp_traverse_3_sa_PhraseLocation(PyObject *o, visitproc v, void *a) {
+ int e;
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+ }
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+}
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+}
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+ __pyx_tp_dealloc_3_sa_PhraseLocation, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
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+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_PhraseLocation, /*tp_methods*/
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+ 0, /*tp_weaklist*/
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+ 0, /*tp_version_tag*/
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+}
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+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_15___iter__(PyObject *o) {
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+}
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+}
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+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_22_form_rule(PyObject *o) {
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+ Py_CLEAR(p->__pyx_v_links);
+ Py_CLEAR(p->__pyx_v_self);
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+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_22_form_rule(PyObject *o, visitproc v, void *a) {
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+}
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+static int __pyx_tp_clear_3_sa___pyx_scope_struct_22_form_rule(PyObject *o) {
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+}
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+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_22_form_rule, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
+ #else
+ 0, /*reserved*/
+ #endif
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+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_22_form_rule, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_22_form_rule, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_22_form_rule, /*tp_methods*/
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+ 0, /*tp_getset*/
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+ __pyx_tp_new_3_sa___pyx_scope_struct_22_form_rule, /*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
+};
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+static int __pyx_freecount_3_sa___pyx_scope_struct_25_genexpr = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_25_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_25_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr)))) {
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+ memset(o, 0, sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr));
+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
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+ if (unlikely(!o)) return 0;
+ }
+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr *)o);
+ p->__pyx_outer_scope = 0;
+ p->__pyx_v_packed = 0;
+ p->__pyx_t_0 = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_25_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_outer_scope);
+ Py_CLEAR(p->__pyx_v_packed);
+ Py_CLEAR(p->__pyx_t_0);
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+ } else {
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+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_25_genexpr(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr *)o;
+ if (p->__pyx_outer_scope) {
+ e = (*v)(((PyObject*)p->__pyx_outer_scope), a); if (e) return e;
+ }
+ if (p->__pyx_v_packed) {
+ e = (*v)(p->__pyx_v_packed, a); if (e) return e;
+ }
+ if (p->__pyx_t_0) {
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+ }
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+}
+
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+ struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_outer_scope);
+ p->__pyx_outer_scope = ((struct __pyx_obj_3_sa___pyx_scope_struct_24_fmt_rule *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
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+ p->__pyx_v_packed = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_0);
+ p->__pyx_t_0 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
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+}
+
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+};
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+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_25_genexpr), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_25_genexpr, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
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+ 0, /*tp_compare*/
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+ __pyx_tp_clear_3_sa___pyx_scope_struct_25_genexpr, /*tp_clear*/
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+ 0, /*tp_weaklistoffset*/
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+ 0, /*tp_weaklist*/
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+ #endif
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+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_24_fmt_rule(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_24_fmt_rule *p;
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+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_24_fmt_rule > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_24_fmt_rule)))) {
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+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
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+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_24_fmt_rule(PyObject *o) {
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+ Py_CLEAR(p->__pyx_v_a);
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+ } else {
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+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_24_fmt_rule(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_24_fmt_rule *p = (struct __pyx_obj_3_sa___pyx_scope_struct_24_fmt_rule *)o;
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+}
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+static int __pyx_tp_clear_3_sa___pyx_scope_struct_24_fmt_rule(PyObject *o) {
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+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_v_a);
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+}
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+};
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+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_24_fmt_rule), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_24_fmt_rule, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
+ #else
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+ __pyx_tp_clear_3_sa___pyx_scope_struct_24_fmt_rule, /*tp_clear*/
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+ __pyx_methods_3_sa___pyx_scope_struct_24_fmt_rule, /*tp_methods*/
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+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
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+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_28___str__ *)o);
+ p->__pyx_v_self = 0;
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+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_28___str__(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_28___str__ *p = (struct __pyx_obj_3_sa___pyx_scope_struct_28___str__ *)o;
+ PyObject_GC_UnTrack(o);
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+}
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+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_28___str__(PyObject *o, visitproc v, void *a) {
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+}
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+ #if PY_VERSION_HEX >= 0x02060000
+ 0, /*tp_version_tag*/
+ #endif
+};
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+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_1_read_bitext(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
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+ PyObject_GC_Track(o);
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+ p->__pyx_v_fp = 0;
+ return o;
+}
+
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+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_v_fp);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_1_read_bitext < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_1_read_bitext))) {
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+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_1_read_bitext(PyObject *o, visitproc v, void *a) {
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+}
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+}
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+ Py_CLEAR(p->__pyx_v_alignment);
+ Py_CLEAR(p->__pyx_v_als);
+ Py_CLEAR(p->__pyx_v_alslist);
+ Py_CLEAR(p->__pyx_v_chunklen);
+ Py_CLEAR(p->__pyx_v_count);
+ Py_CLEAR(p->__pyx_v_e);
+ Py_CLEAR(p->__pyx_v_elist);
+ Py_CLEAR(p->__pyx_v_extract);
+ Py_CLEAR(p->__pyx_v_extract_start);
+ Py_CLEAR(p->__pyx_v_extract_stop);
+ Py_CLEAR(p->__pyx_v_extracts);
+ Py_CLEAR(p->__pyx_v_f);
+ Py_CLEAR(p->__pyx_v_f_syms);
+ Py_CLEAR(p->__pyx_v_fcount);
+ Py_CLEAR(p->__pyx_v_fphrases);
+ Py_CLEAR(p->__pyx_v_frontier);
+ Py_CLEAR(p->__pyx_v_frontier_nodes);
+ Py_CLEAR(p->__pyx_v_fwords);
+ Py_CLEAR(p->__pyx_v_genexpr);
+ Py_CLEAR(p->__pyx_v_hiero_phrase);
+ Py_CLEAR(p->__pyx_v_input_match);
+ Py_CLEAR(p->__pyx_v_intersect_start_time);
+ Py_CLEAR(p->__pyx_v_intersect_stop_time);
+ Py_CLEAR(p->__pyx_v_is_shadow_path);
+ Py_CLEAR(p->__pyx_v_key);
+ Py_CLEAR(p->__pyx_v_lex_i);
+ Py_CLEAR(p->__pyx_v_lex_j);
+ Py_CLEAR(p->__pyx_v_loc);
+ Py_CLEAR(p->__pyx_v_locs);
+ Py_CLEAR(p->__pyx_v_max_locs);
+ Py_CLEAR(p->__pyx_v_meta);
+ Py_CLEAR(p->__pyx_v_new_frontier);
+ Py_CLEAR(p->__pyx_v_new_node);
+ Py_CLEAR(p->__pyx_v_next_states);
+ Py_CLEAR(p->__pyx_v_node);
+ Py_CLEAR(p->__pyx_v_nodes_isteps_away_buffer);
+ Py_CLEAR(p->__pyx_v_pathlen);
+ Py_CLEAR(p->__pyx_v_phrase);
+ Py_CLEAR(p->__pyx_v_phrase_location);
+ Py_CLEAR(p->__pyx_v_prefix);
+ Py_CLEAR(p->__pyx_v_reachable_buffer);
+ Py_CLEAR(p->__pyx_v_sa_range);
+ Py_CLEAR(p->__pyx_v_sample);
+ Py_CLEAR(p->__pyx_v_scores);
+ Py_CLEAR(p->__pyx_v_seen_phrases);
+ Py_CLEAR(p->__pyx_v_self);
+ Py_CLEAR(p->__pyx_v_spanlen);
+ Py_CLEAR(p->__pyx_v_stop_time);
+ Py_CLEAR(p->__pyx_v_suffix_link);
+ Py_CLEAR(p->__pyx_v_suffix_link_xcat_index);
+ Py_CLEAR(p->__pyx_v_word_id);
+ Py_CLEAR(p->__pyx_v_xcat_index);
+ Py_CLEAR(p->__pyx_v_xnode);
+ Py_CLEAR(p->__pyx_v_xroot);
+ Py_CLEAR(p->__pyx_t_3);
+ Py_CLEAR(p->__pyx_t_4);
+ Py_CLEAR(p->__pyx_t_5);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_19_input < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_19_input))) {
+ __pyx_freelist_3_sa___pyx_scope_struct_19_input[__pyx_freecount_3_sa___pyx_scope_struct_19_input++] = ((struct __pyx_obj_3_sa___pyx_scope_struct_19_input *)o);
+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_19_input(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_19_input *p = (struct __pyx_obj_3_sa___pyx_scope_struct_19_input *)o;
+ if (p->__pyx_v_alignment) {
+ e = (*v)(p->__pyx_v_alignment, a); if (e) return e;
+ }
+ if (p->__pyx_v_als) {
+ e = (*v)(p->__pyx_v_als, a); if (e) return e;
+ }
+ if (p->__pyx_v_alslist) {
+ e = (*v)(p->__pyx_v_alslist, a); if (e) return e;
+ }
+ if (p->__pyx_v_chunklen) {
+ e = (*v)(((PyObject*)p->__pyx_v_chunklen), a); if (e) return e;
+ }
+ if (p->__pyx_v_count) {
+ e = (*v)(p->__pyx_v_count, a); if (e) return e;
+ }
+ if (p->__pyx_v_e) {
+ e = (*v)(p->__pyx_v_e, a); if (e) return e;
+ }
+ if (p->__pyx_v_elist) {
+ e = (*v)(p->__pyx_v_elist, a); if (e) return e;
+ }
+ if (p->__pyx_v_extract) {
+ e = (*v)(p->__pyx_v_extract, a); if (e) return e;
+ }
+ if (p->__pyx_v_extract_start) {
+ e = (*v)(p->__pyx_v_extract_start, a); if (e) return e;
+ }
+ if (p->__pyx_v_extract_stop) {
+ e = (*v)(p->__pyx_v_extract_stop, a); if (e) return e;
+ }
+ if (p->__pyx_v_extracts) {
+ e = (*v)(p->__pyx_v_extracts, a); if (e) return e;
+ }
+ if (p->__pyx_v_f) {
+ e = (*v)(p->__pyx_v_f, a); if (e) return e;
+ }
+ if (p->__pyx_v_f_syms) {
+ e = (*v)(p->__pyx_v_f_syms, a); if (e) return e;
+ }
+ if (p->__pyx_v_fcount) {
+ e = (*v)(p->__pyx_v_fcount, a); if (e) return e;
+ }
+ if (p->__pyx_v_fphrases) {
+ e = (*v)(p->__pyx_v_fphrases, a); if (e) return e;
+ }
+ if (p->__pyx_v_frontier) {
+ e = (*v)(p->__pyx_v_frontier, a); if (e) return e;
+ }
+ if (p->__pyx_v_frontier_nodes) {
+ e = (*v)(p->__pyx_v_frontier_nodes, a); if (e) return e;
+ }
+ if (p->__pyx_v_fwords) {
+ e = (*v)(p->__pyx_v_fwords, a); if (e) return e;
+ }
+ if (p->__pyx_v_genexpr) {
+ e = (*v)(p->__pyx_v_genexpr, a); if (e) return e;
+ }
+ if (p->__pyx_v_hiero_phrase) {
+ e = (*v)(((PyObject*)p->__pyx_v_hiero_phrase), a); if (e) return e;
+ }
+ if (p->__pyx_v_input_match) {
+ e = (*v)(p->__pyx_v_input_match, a); if (e) return e;
+ }
+ if (p->__pyx_v_intersect_start_time) {
+ e = (*v)(p->__pyx_v_intersect_start_time, a); if (e) return e;
+ }
+ if (p->__pyx_v_intersect_stop_time) {
+ e = (*v)(p->__pyx_v_intersect_stop_time, a); if (e) return e;
+ }
+ if (p->__pyx_v_is_shadow_path) {
+ e = (*v)(p->__pyx_v_is_shadow_path, a); if (e) return e;
+ }
+ if (p->__pyx_v_key) {
+ e = (*v)(p->__pyx_v_key, a); if (e) return e;
+ }
+ if (p->__pyx_v_lex_i) {
+ e = (*v)(p->__pyx_v_lex_i, a); if (e) return e;
+ }
+ if (p->__pyx_v_lex_j) {
+ e = (*v)(p->__pyx_v_lex_j, a); if (e) return e;
+ }
+ if (p->__pyx_v_loc) {
+ e = (*v)(p->__pyx_v_loc, a); if (e) return e;
+ }
+ if (p->__pyx_v_locs) {
+ e = (*v)(p->__pyx_v_locs, a); if (e) return e;
+ }
+ if (p->__pyx_v_max_locs) {
+ e = (*v)(p->__pyx_v_max_locs, a); if (e) return e;
+ }
+ if (p->__pyx_v_meta) {
+ e = (*v)(p->__pyx_v_meta, a); if (e) return e;
+ }
+ if (p->__pyx_v_new_frontier) {
+ e = (*v)(p->__pyx_v_new_frontier, a); if (e) return e;
+ }
+ if (p->__pyx_v_new_node) {
+ e = (*v)(p->__pyx_v_new_node, a); if (e) return e;
+ }
+ if (p->__pyx_v_next_states) {
+ e = (*v)(p->__pyx_v_next_states, a); if (e) return e;
+ }
+ if (p->__pyx_v_node) {
+ e = (*v)(p->__pyx_v_node, a); if (e) return e;
+ }
+ if (p->__pyx_v_nodes_isteps_away_buffer) {
+ e = (*v)(p->__pyx_v_nodes_isteps_away_buffer, a); if (e) return e;
+ }
+ if (p->__pyx_v_pathlen) {
+ e = (*v)(p->__pyx_v_pathlen, a); if (e) return e;
+ }
+ if (p->__pyx_v_phrase) {
+ e = (*v)(p->__pyx_v_phrase, a); if (e) return e;
+ }
+ if (p->__pyx_v_phrase_location) {
+ e = (*v)(((PyObject*)p->__pyx_v_phrase_location), a); if (e) return e;
+ }
+ if (p->__pyx_v_prefix) {
+ e = (*v)(p->__pyx_v_prefix, a); if (e) return e;
+ }
+ if (p->__pyx_v_reachable_buffer) {
+ e = (*v)(p->__pyx_v_reachable_buffer, a); if (e) return e;
+ }
+ if (p->__pyx_v_sa_range) {
+ e = (*v)(p->__pyx_v_sa_range, a); if (e) return e;
+ }
+ if (p->__pyx_v_sample) {
+ e = (*v)(((PyObject*)p->__pyx_v_sample), a); if (e) return e;
+ }
+ if (p->__pyx_v_scores) {
+ e = (*v)(((PyObject*)p->__pyx_v_scores), a); if (e) return e;
+ }
+ if (p->__pyx_v_seen_phrases) {
+ e = (*v)(p->__pyx_v_seen_phrases, a); if (e) return e;
+ }
+ if (p->__pyx_v_self) {
+ e = (*v)(((PyObject*)p->__pyx_v_self), a); if (e) return e;
+ }
+ if (p->__pyx_v_spanlen) {
+ e = (*v)(p->__pyx_v_spanlen, a); if (e) return e;
+ }
+ if (p->__pyx_v_stop_time) {
+ e = (*v)(p->__pyx_v_stop_time, a); if (e) return e;
+ }
+ if (p->__pyx_v_suffix_link) {
+ e = (*v)(p->__pyx_v_suffix_link, a); if (e) return e;
+ }
+ if (p->__pyx_v_suffix_link_xcat_index) {
+ e = (*v)(p->__pyx_v_suffix_link_xcat_index, a); if (e) return e;
+ }
+ if (p->__pyx_v_word_id) {
+ e = (*v)(p->__pyx_v_word_id, a); if (e) return e;
+ }
+ if (p->__pyx_v_xcat_index) {
+ e = (*v)(p->__pyx_v_xcat_index, a); if (e) return e;
+ }
+ if (p->__pyx_v_xnode) {
+ e = (*v)(p->__pyx_v_xnode, a); if (e) return e;
+ }
+ if (p->__pyx_v_xroot) {
+ e = (*v)(p->__pyx_v_xroot, a); if (e) return e;
+ }
+ if (p->__pyx_t_3) {
+ e = (*v)(p->__pyx_t_3, a); if (e) return e;
+ }
+ if (p->__pyx_t_4) {
+ e = (*v)(p->__pyx_t_4, a); if (e) return e;
+ }
+ if (p->__pyx_t_5) {
+ e = (*v)(p->__pyx_t_5, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_19_input(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_19_input *p = (struct __pyx_obj_3_sa___pyx_scope_struct_19_input *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_v_alignment);
+ p->__pyx_v_alignment = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_als);
+ p->__pyx_v_als = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_alslist);
+ p->__pyx_v_alslist = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_chunklen);
+ p->__pyx_v_chunklen = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_count);
+ p->__pyx_v_count = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_e);
+ p->__pyx_v_e = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_elist);
+ p->__pyx_v_elist = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_extract);
+ p->__pyx_v_extract = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_extract_start);
+ p->__pyx_v_extract_start = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_extract_stop);
+ p->__pyx_v_extract_stop = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_extracts);
+ p->__pyx_v_extracts = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_f);
+ p->__pyx_v_f = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_f_syms);
+ p->__pyx_v_f_syms = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_fcount);
+ p->__pyx_v_fcount = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_fphrases);
+ p->__pyx_v_fphrases = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_frontier);
+ p->__pyx_v_frontier = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_frontier_nodes);
+ p->__pyx_v_frontier_nodes = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_fwords);
+ p->__pyx_v_fwords = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_genexpr);
+ p->__pyx_v_genexpr = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_hiero_phrase);
+ p->__pyx_v_hiero_phrase = ((struct __pyx_obj_3_sa_Phrase *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_input_match);
+ p->__pyx_v_input_match = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_intersect_start_time);
+ p->__pyx_v_intersect_start_time = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_intersect_stop_time);
+ p->__pyx_v_intersect_stop_time = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_is_shadow_path);
+ p->__pyx_v_is_shadow_path = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_key);
+ p->__pyx_v_key = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_lex_i);
+ p->__pyx_v_lex_i = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_lex_j);
+ p->__pyx_v_lex_j = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_loc);
+ p->__pyx_v_loc = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_locs);
+ p->__pyx_v_locs = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_max_locs);
+ p->__pyx_v_max_locs = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_meta);
+ p->__pyx_v_meta = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_new_frontier);
+ p->__pyx_v_new_frontier = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_new_node);
+ p->__pyx_v_new_node = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_next_states);
+ p->__pyx_v_next_states = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_node);
+ p->__pyx_v_node = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_nodes_isteps_away_buffer);
+ p->__pyx_v_nodes_isteps_away_buffer = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_pathlen);
+ p->__pyx_v_pathlen = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_phrase);
+ p->__pyx_v_phrase = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_phrase_location);
+ p->__pyx_v_phrase_location = ((struct __pyx_obj_3_sa_PhraseLocation *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_prefix);
+ p->__pyx_v_prefix = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_reachable_buffer);
+ p->__pyx_v_reachable_buffer = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_sa_range);
+ p->__pyx_v_sa_range = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_sample);
+ p->__pyx_v_sample = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_scores);
+ p->__pyx_v_scores = ((struct __pyx_obj_3_sa_FeatureVector *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_seen_phrases);
+ p->__pyx_v_seen_phrases = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_self);
+ p->__pyx_v_self = ((struct __pyx_obj_3_sa_HieroCachingRuleFactory *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_spanlen);
+ p->__pyx_v_spanlen = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_stop_time);
+ p->__pyx_v_stop_time = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_suffix_link);
+ p->__pyx_v_suffix_link = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_suffix_link_xcat_index);
+ p->__pyx_v_suffix_link_xcat_index = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_word_id);
+ p->__pyx_v_word_id = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_xcat_index);
+ p->__pyx_v_xcat_index = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_xnode);
+ p->__pyx_v_xnode = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_xroot);
+ p->__pyx_v_xroot = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_3);
+ p->__pyx_t_3 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_4);
+ p->__pyx_t_4 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_5);
+ p->__pyx_t_5 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_19_input[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_19_input = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_19_input"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_19_input), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_19_input, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_19_input, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_19_input, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_19_input, /*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_3_sa___pyx_scope_struct_19_input, /*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 struct __pyx_vtabstruct_3_sa_Scorer __pyx_vtable_3_sa_Scorer;
+
+static PyObject *__pyx_tp_new_3_sa_Scorer(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa_Scorer *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_Scorer *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_Scorer;
+ p->models = Py_None; Py_INCREF(Py_None);
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_Scorer(PyObject *o) {
+ struct __pyx_obj_3_sa_Scorer *p = (struct __pyx_obj_3_sa_Scorer *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->models);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_Scorer(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_Scorer *p = (struct __pyx_obj_3_sa_Scorer *)o;
+ if (p->models) {
+ e = (*v)(p->models, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_Scorer(PyObject *o) {
+ struct __pyx_obj_3_sa_Scorer *p = (struct __pyx_obj_3_sa_Scorer *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->models);
+ p->models = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa_Scorer[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_Scorer = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.Scorer"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_Scorer), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_Scorer, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
+ #else
+ 0, /*reserved*/
+ #endif
+ 0, /*tp_repr*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_Scorer, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_Scorer, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_Scorer, /*tp_methods*/
+ 0, /*tp_members*/
+ 0, /*tp_getset*/
+ 0, /*tp_base*/
+ 0, /*tp_dict*/
+ 0, /*tp_descr_get*/
+ 0, /*tp_descr_set*/
+ 0, /*tp_dictoffset*/
+ __pyx_pw_3_sa_6Scorer_1__init__, /*tp_init*/
+ 0, /*tp_alloc*/
+ __pyx_tp_new_3_sa_Scorer, /*tp_new*/
+ 0, /*tp_free*/
+ 0, /*tp_is_gc*/
+ 0, /*tp_bases*/
+ 0, /*tp_mro*/
+ 0, /*tp_cache*/
+ 0, /*tp_subclasses*/
+ 0, /*tp_weaklist*/
+ 0, /*tp_del*/
+ #if PY_VERSION_HEX >= 0x02060000
+ 0, /*tp_version_tag*/
+ #endif
+};
+static struct __pyx_vtabstruct_3_sa_Alignment __pyx_vtable_3_sa_Alignment;
+
+static PyObject *__pyx_tp_new_3_sa_Alignment(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_Alignment *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_Alignment *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_Alignment;
+ p->links = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ p->sent_index = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ if (unlikely(__pyx_pw_3_sa_9Alignment_5__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_Alignment(PyObject *o) {
+ struct __pyx_obj_3_sa_Alignment *p = (struct __pyx_obj_3_sa_Alignment *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->links);
+ Py_CLEAR(p->sent_index);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_Alignment(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_Alignment *p = (struct __pyx_obj_3_sa_Alignment *)o;
+ if (p->links) {
+ e = (*v)(((PyObject*)p->links), a); if (e) return e;
+ }
+ if (p->sent_index) {
+ e = (*v)(((PyObject*)p->sent_index), a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_Alignment(PyObject *o) {
+ struct __pyx_obj_3_sa_Alignment *p = (struct __pyx_obj_3_sa_Alignment *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->links);
+ p->links = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->sent_index);
+ p->sent_index = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa_Alignment[] = {
+ {__Pyx_NAMESTR("unlink"), (PyCFunction)__pyx_pw_3_sa_9Alignment_1unlink, METH_O, __Pyx_DOCSTR(__pyx_doc_3_sa_9Alignment_unlink)},
+ {__Pyx_NAMESTR("get_sent_links"), (PyCFunction)__pyx_pw_3_sa_9Alignment_3get_sent_links, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read_text"), (PyCFunction)__pyx_pw_3_sa_9Alignment_7read_text, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("read_binary"), (PyCFunction)__pyx_pw_3_sa_9Alignment_9read_binary, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_text"), (PyCFunction)__pyx_pw_3_sa_9Alignment_11write_text, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_binary"), (PyCFunction)__pyx_pw_3_sa_9Alignment_13write_binary, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("write_enhanced"), (PyCFunction)__pyx_pw_3_sa_9Alignment_15write_enhanced, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("alignment"), (PyCFunction)__pyx_pw_3_sa_9Alignment_17alignment, METH_O, __Pyx_DOCSTR(__pyx_doc_3_sa_9Alignment_16alignment)},
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_Alignment = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.Alignment"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_Alignment), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_Alignment, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_Alignment, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_Alignment, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_Alignment, /*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_3_sa_Alignment, /*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_3_sa_BitSet(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ if (unlikely(__pyx_pw_3_sa_6BitSet_1__cinit__(o, __pyx_empty_tuple, NULL) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_BitSet(PyObject *o) {
+ {
+ PyObject *etype, *eval, *etb;
+ PyErr_Fetch(&etype, &eval, &etb);
+ ++Py_REFCNT(o);
+ __pyx_pw_3_sa_6BitSet_3__dealloc__(o);
+ if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
+ --Py_REFCNT(o);
+ PyErr_Restore(etype, eval, etb);
+ }
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static PyMethodDef __pyx_methods_3_sa_BitSet[] = {
+ {__Pyx_NAMESTR("insert"), (PyCFunction)__pyx_pw_3_sa_6BitSet_7insert, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("findsucc"), (PyCFunction)__pyx_pw_3_sa_6BitSet_9findsucc, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("min"), (PyCFunction)__pyx_pw_3_sa_6BitSet_13min, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("max"), (PyCFunction)__pyx_pw_3_sa_6BitSet_15max, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static PySequenceMethods __pyx_tp_as_sequence_BitSet = {
+ __pyx_pw_3_sa_6BitSet_17__len__, /*sq_length*/
+ 0, /*sq_concat*/
+ 0, /*sq_repeat*/
+ 0, /*sq_item*/
+ 0, /*sq_slice*/
+ 0, /*sq_ass_item*/
+ 0, /*sq_ass_slice*/
+ __pyx_pw_3_sa_6BitSet_19__contains__, /*sq_contains*/
+ 0, /*sq_inplace_concat*/
+ 0, /*sq_inplace_repeat*/
+};
+
+static PyMappingMethods __pyx_tp_as_mapping_BitSet = {
+ __pyx_pw_3_sa_6BitSet_17__len__, /*mp_length*/
+ 0, /*mp_subscript*/
+ 0, /*mp_ass_subscript*/
+};
+
+static PyTypeObject __pyx_type_3_sa_BitSet = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.BitSet"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_BitSet), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_BitSet, /*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*/
+ 0, /*tp_as_number*/
+ &__pyx_tp_as_sequence_BitSet, /*tp_as_sequence*/
+ &__pyx_tp_as_mapping_BitSet, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ __pyx_pw_3_sa_6BitSet_11__str__, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|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_3_sa_6BitSet_5__iter__, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_BitSet, /*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_3_sa_BitSet, /*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_3_sa_Sampler(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_Sampler *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_Sampler *)o);
+ p->sa = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ if (unlikely(__pyx_pw_3_sa_7Sampler_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_Sampler(PyObject *o) {
+ struct __pyx_obj_3_sa_Sampler *p = (struct __pyx_obj_3_sa_Sampler *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->sa);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_Sampler(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_Sampler *p = (struct __pyx_obj_3_sa_Sampler *)o;
+ if (p->sa) {
+ e = (*v)(((PyObject*)p->sa), a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_Sampler(PyObject *o) {
+ struct __pyx_obj_3_sa_Sampler *p = (struct __pyx_obj_3_sa_Sampler *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->sa);
+ p->sa = ((struct __pyx_obj_3_sa_IntList *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa_Sampler[] = {
+ {__Pyx_NAMESTR("sample"), (PyCFunction)__pyx_pw_3_sa_7Sampler_3sample, METH_O, __Pyx_DOCSTR(__pyx_doc_3_sa_7Sampler_2sample)},
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_Sampler = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.Sampler"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_Sampler), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_Sampler, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ __Pyx_DOCSTR("A Sampler implements a logic for choosing\n samples from a population range"), /*tp_doc*/
+ __pyx_tp_traverse_3_sa_Sampler, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_Sampler, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_Sampler, /*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_3_sa_Sampler, /*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 struct __pyx_vtabstruct_3_sa_StringMap __pyx_vtable_3_sa_StringMap;
+
+static PyObject *__pyx_tp_new_3_sa_StringMap(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa_StringMap *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_StringMap *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_StringMap;
+ if (unlikely(__pyx_pw_3_sa_9StringMap_1__cinit__(o, __pyx_empty_tuple, NULL) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_StringMap(PyObject *o) {
+ {
+ PyObject *etype, *eval, *etb;
+ PyErr_Fetch(&etype, &eval, &etb);
+ ++Py_REFCNT(o);
+ __pyx_pw_3_sa_9StringMap_3__dealloc__(o);
+ if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
+ --Py_REFCNT(o);
+ PyErr_Restore(etype, eval, etb);
+ }
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static PyMethodDef __pyx_methods_3_sa_StringMap[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_StringMap = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.StringMap"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_StringMap), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_StringMap, /*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*/
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+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|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_3_sa_StringMap, /*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_3_sa_StringMap, /*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 struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *__pyx_freelist_3_sa___pyx_scope_struct_26_get_f_phrases[8];
+static int __pyx_freecount_3_sa___pyx_scope_struct_26_get_f_phrases = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_26_get_f_phrases(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_26_get_f_phrases > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases)))) {
+ o = (PyObject*)__pyx_freelist_3_sa___pyx_scope_struct_26_get_f_phrases[--__pyx_freecount_3_sa___pyx_scope_struct_26_get_f_phrases];
+ memset(o, 0, sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases));
+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ }
+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *)o);
+ p->__pyx_v_extract = 0;
+ p->__pyx_v_f_len = 0;
+ p->__pyx_v_f_words = 0;
+ p->__pyx_v_phrases = 0;
+ p->__pyx_v_self = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_26_get_f_phrases(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *p = (struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_v_extract);
+ Py_CLEAR(p->__pyx_v_f_len);
+ Py_CLEAR(p->__pyx_v_f_words);
+ Py_CLEAR(p->__pyx_v_phrases);
+ Py_CLEAR(p->__pyx_v_self);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_26_get_f_phrases < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases))) {
+ __pyx_freelist_3_sa___pyx_scope_struct_26_get_f_phrases[__pyx_freecount_3_sa___pyx_scope_struct_26_get_f_phrases++] = ((struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *)o);
+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_26_get_f_phrases(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *p = (struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *)o;
+ if (p->__pyx_v_extract) {
+ e = (*v)(p->__pyx_v_extract, a); if (e) return e;
+ }
+ if (p->__pyx_v_f_len) {
+ e = (*v)(p->__pyx_v_f_len, a); if (e) return e;
+ }
+ if (p->__pyx_v_f_words) {
+ e = (*v)(p->__pyx_v_f_words, a); if (e) return e;
+ }
+ if (p->__pyx_v_phrases) {
+ e = (*v)(p->__pyx_v_phrases, 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_3_sa___pyx_scope_struct_26_get_f_phrases(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *p = (struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_v_extract);
+ p->__pyx_v_extract = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_f_len);
+ p->__pyx_v_f_len = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_f_words);
+ p->__pyx_v_f_words = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_phrases);
+ p->__pyx_v_phrases = ((PyObject*)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_self);
+ p->__pyx_v_self = ((struct __pyx_obj_3_sa_HieroCachingRuleFactory *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_26_get_f_phrases[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_26_get_f_phrases = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_26_get_f_phrases"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_26_get_f_phrases), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_26_get_f_phrases, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_26_get_f_phrases, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_26_get_f_phrases, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_26_get_f_phrases, /*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_3_sa___pyx_scope_struct_26_get_f_phrases, /*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_3_sa_TrieNode(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa_TrieNode *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_TrieNode *)o);
+ p->children = Py_None; Py_INCREF(Py_None);
+ if (unlikely(__pyx_pw_3_sa_8TrieNode_1__cinit__(o, __pyx_empty_tuple, NULL) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_TrieNode(PyObject *o) {
+ struct __pyx_obj_3_sa_TrieNode *p = (struct __pyx_obj_3_sa_TrieNode *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->children);
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static int __pyx_tp_traverse_3_sa_TrieNode(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_TrieNode *p = (struct __pyx_obj_3_sa_TrieNode *)o;
+ if (p->children) {
+ e = (*v)(p->children, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_TrieNode(PyObject *o) {
+ struct __pyx_obj_3_sa_TrieNode *p = (struct __pyx_obj_3_sa_TrieNode *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->children);
+ p->children = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyObject *__pyx_getprop_3_sa_8TrieNode_children(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_8TrieNode_8children_1__get__(o);
+}
+
+static int __pyx_setprop_3_sa_8TrieNode_children(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
+ if (v) {
+ return __pyx_pw_3_sa_8TrieNode_8children_3__set__(o, v);
+ }
+ else {
+ return __pyx_pw_3_sa_8TrieNode_8children_5__del__(o);
+ }
+}
+
+static PyMethodDef __pyx_methods_3_sa_TrieNode[] = {
+ {0, 0, 0, 0}
+};
+
+static struct PyGetSetDef __pyx_getsets_3_sa_TrieNode[] = {
+ {(char *)"children", __pyx_getprop_3_sa_8TrieNode_children, __pyx_setprop_3_sa_8TrieNode_children, 0, 0},
+ {0, 0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_TrieNode = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.TrieNode"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_TrieNode), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_TrieNode, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_TrieNode, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_TrieNode, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_TrieNode, /*tp_methods*/
+ 0, /*tp_members*/
+ __pyx_getsets_3_sa_TrieNode, /*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_3_sa_TrieNode, /*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_3_sa_ExtendedTrieNode(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_ExtendedTrieNode *p;
+ PyObject *o = __pyx_tp_new_3_sa_TrieNode(t, a, k);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_ExtendedTrieNode *)o);
+ p->phrase = Py_None; Py_INCREF(Py_None);
+ p->phrase_location = Py_None; Py_INCREF(Py_None);
+ p->suffix_link = Py_None; Py_INCREF(Py_None);
+ if (unlikely(__pyx_pw_3_sa_16ExtendedTrieNode_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_ExtendedTrieNode(PyObject *o) {
+ struct __pyx_obj_3_sa_ExtendedTrieNode *p = (struct __pyx_obj_3_sa_ExtendedTrieNode *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->phrase);
+ Py_CLEAR(p->phrase_location);
+ Py_CLEAR(p->suffix_link);
+ PyObject_GC_Track(o);
+ __pyx_tp_dealloc_3_sa_TrieNode(o);
+}
+
+static int __pyx_tp_traverse_3_sa_ExtendedTrieNode(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa_ExtendedTrieNode *p = (struct __pyx_obj_3_sa_ExtendedTrieNode *)o;
+ e = __pyx_tp_traverse_3_sa_TrieNode(o, v, a); if (e) return e;
+ if (p->phrase) {
+ e = (*v)(p->phrase, a); if (e) return e;
+ }
+ if (p->phrase_location) {
+ e = (*v)(p->phrase_location, a); if (e) return e;
+ }
+ if (p->suffix_link) {
+ e = (*v)(p->suffix_link, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa_ExtendedTrieNode(PyObject *o) {
+ struct __pyx_obj_3_sa_ExtendedTrieNode *p = (struct __pyx_obj_3_sa_ExtendedTrieNode *)o;
+ PyObject* tmp;
+ __pyx_tp_clear_3_sa_TrieNode(o);
+ tmp = ((PyObject*)p->phrase);
+ p->phrase = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->phrase_location);
+ p->phrase_location = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->suffix_link);
+ p->suffix_link = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyObject *__pyx_getprop_3_sa_16ExtendedTrieNode_phrase(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_16ExtendedTrieNode_6phrase_1__get__(o);
+}
+
+static int __pyx_setprop_3_sa_16ExtendedTrieNode_phrase(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
+ if (v) {
+ return __pyx_pw_3_sa_16ExtendedTrieNode_6phrase_3__set__(o, v);
+ }
+ else {
+ return __pyx_pw_3_sa_16ExtendedTrieNode_6phrase_5__del__(o);
+ }
+}
+
+static PyObject *__pyx_getprop_3_sa_16ExtendedTrieNode_phrase_location(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_16ExtendedTrieNode_15phrase_location_1__get__(o);
+}
+
+static int __pyx_setprop_3_sa_16ExtendedTrieNode_phrase_location(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
+ if (v) {
+ return __pyx_pw_3_sa_16ExtendedTrieNode_15phrase_location_3__set__(o, v);
+ }
+ else {
+ return __pyx_pw_3_sa_16ExtendedTrieNode_15phrase_location_5__del__(o);
+ }
+}
+
+static PyObject *__pyx_getprop_3_sa_16ExtendedTrieNode_suffix_link(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_16ExtendedTrieNode_11suffix_link_1__get__(o);
+}
+
+static int __pyx_setprop_3_sa_16ExtendedTrieNode_suffix_link(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
+ if (v) {
+ return __pyx_pw_3_sa_16ExtendedTrieNode_11suffix_link_3__set__(o, v);
+ }
+ else {
+ return __pyx_pw_3_sa_16ExtendedTrieNode_11suffix_link_5__del__(o);
+ }
+}
+
+static PyMethodDef __pyx_methods_3_sa_ExtendedTrieNode[] = {
+ {0, 0, 0, 0}
+};
+
+static struct PyGetSetDef __pyx_getsets_3_sa_ExtendedTrieNode[] = {
+ {(char *)"phrase", __pyx_getprop_3_sa_16ExtendedTrieNode_phrase, __pyx_setprop_3_sa_16ExtendedTrieNode_phrase, 0, 0},
+ {(char *)"phrase_location", __pyx_getprop_3_sa_16ExtendedTrieNode_phrase_location, __pyx_setprop_3_sa_16ExtendedTrieNode_phrase_location, 0, 0},
+ {(char *)"suffix_link", __pyx_getprop_3_sa_16ExtendedTrieNode_suffix_link, __pyx_setprop_3_sa_16ExtendedTrieNode_suffix_link, 0, 0},
+ {0, 0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_ExtendedTrieNode = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.ExtendedTrieNode"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_ExtendedTrieNode), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_ExtendedTrieNode, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa_ExtendedTrieNode, /*tp_traverse*/
+ __pyx_tp_clear_3_sa_ExtendedTrieNode, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_ExtendedTrieNode, /*tp_methods*/
+ 0, /*tp_members*/
+ __pyx_getsets_3_sa_ExtendedTrieNode, /*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_3_sa_ExtendedTrieNode, /*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 struct __pyx_vtabstruct_3_sa_TrieMap __pyx_vtable_3_sa_TrieMap;
+
+static PyObject *__pyx_tp_new_3_sa_TrieMap(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_TrieMap *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_TrieMap *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_TrieMap;
+ if (unlikely(__pyx_pw_3_sa_7TrieMap_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_TrieMap(PyObject *o) {
+ {
+ PyObject *etype, *eval, *etb;
+ PyErr_Fetch(&etype, &eval, &etb);
+ ++Py_REFCNT(o);
+ __pyx_pw_3_sa_7TrieMap_3__dealloc__(o);
+ if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
+ --Py_REFCNT(o);
+ PyErr_Restore(etype, eval, etb);
+ }
+ (*Py_TYPE(o)->tp_free)(o);
+}
+
+static PyMethodDef __pyx_methods_3_sa_TrieMap[] = {
+ {__Pyx_NAMESTR("insert"), (PyCFunction)__pyx_pw_3_sa_7TrieMap_5insert, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("contains"), (PyCFunction)__pyx_pw_3_sa_7TrieMap_7contains, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("toMap"), (PyCFunction)__pyx_pw_3_sa_7TrieMap_9toMap, METH_O, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa_TrieMap = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.TrieMap"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_TrieMap), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_TrieMap, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|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_3_sa_TrieMap, /*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_3_sa_TrieMap, /*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 struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *__pyx_freelist_3_sa___pyx_scope_struct_8_genexpr[8];
+static int __pyx_freecount_3_sa___pyx_scope_struct_8_genexpr = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_8_genexpr(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_8_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr)))) {
+ o = (PyObject*)__pyx_freelist_3_sa___pyx_scope_struct_8_genexpr[--__pyx_freecount_3_sa___pyx_scope_struct_8_genexpr];
+ memset(o, 0, sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr));
+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ }
+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *)o);
+ p->__pyx_outer_scope = 0;
+ p->__pyx_v_arc = 0;
+ p->__pyx_v_dist = 0;
+ p->__pyx_v_node = 0;
+ p->__pyx_v_sym = 0;
+ p->__pyx_v_weight = 0;
+ p->__pyx_t_0 = 0;
+ p->__pyx_t_3 = 0;
+ p->__pyx_t_4 = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_8_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_outer_scope);
+ Py_CLEAR(p->__pyx_v_arc);
+ Py_CLEAR(p->__pyx_v_dist);
+ Py_CLEAR(p->__pyx_v_node);
+ Py_CLEAR(p->__pyx_v_sym);
+ Py_CLEAR(p->__pyx_v_weight);
+ Py_CLEAR(p->__pyx_t_0);
+ Py_CLEAR(p->__pyx_t_3);
+ Py_CLEAR(p->__pyx_t_4);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_8_genexpr < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr))) {
+ __pyx_freelist_3_sa___pyx_scope_struct_8_genexpr[__pyx_freecount_3_sa___pyx_scope_struct_8_genexpr++] = ((struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *)o);
+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_8_genexpr(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *)o;
+ if (p->__pyx_outer_scope) {
+ e = (*v)(((PyObject*)p->__pyx_outer_scope), a); if (e) return e;
+ }
+ if (p->__pyx_v_arc) {
+ e = (*v)(p->__pyx_v_arc, a); if (e) return e;
+ }
+ if (p->__pyx_v_dist) {
+ e = (*v)(p->__pyx_v_dist, a); if (e) return e;
+ }
+ if (p->__pyx_v_node) {
+ e = (*v)(p->__pyx_v_node, a); if (e) return e;
+ }
+ if (p->__pyx_v_sym) {
+ e = (*v)(p->__pyx_v_sym, a); if (e) return e;
+ }
+ if (p->__pyx_v_weight) {
+ e = (*v)(p->__pyx_v_weight, a); if (e) return e;
+ }
+ if (p->__pyx_t_0) {
+ e = (*v)(p->__pyx_t_0, a); if (e) return e;
+ }
+ if (p->__pyx_t_3) {
+ e = (*v)(p->__pyx_t_3, a); if (e) return e;
+ }
+ if (p->__pyx_t_4) {
+ e = (*v)(p->__pyx_t_4, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_8_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_outer_scope);
+ p->__pyx_outer_scope = ((struct __pyx_obj_3_sa___pyx_scope_struct_7_decode_lattice *)Py_None); Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_arc);
+ p->__pyx_v_arc = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_dist);
+ p->__pyx_v_dist = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_node);
+ p->__pyx_v_node = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_sym);
+ p->__pyx_v_sym = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_weight);
+ p->__pyx_v_weight = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_0);
+ p->__pyx_t_0 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_3);
+ p->__pyx_t_3 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_t_4);
+ p->__pyx_t_4 = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_8_genexpr[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_8_genexpr = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_8_genexpr"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_8_genexpr), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_8_genexpr, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_8_genexpr, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_8_genexpr, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_8_genexpr, /*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_3_sa___pyx_scope_struct_8_genexpr, /*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 struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *__pyx_freelist_3_sa___pyx_scope_struct_4_make_lattice[8];
+static int __pyx_freecount_3_sa___pyx_scope_struct_4_make_lattice = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_4_make_lattice(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_4_make_lattice > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice)))) {
+ o = (PyObject*)__pyx_freelist_3_sa___pyx_scope_struct_4_make_lattice[--__pyx_freecount_3_sa___pyx_scope_struct_4_make_lattice];
+ memset(o, 0, sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice));
+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
+ } else {
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ }
+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *)o);
+ p->__pyx_v_word_ids = 0;
+ p->__pyx_v_words = 0;
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_4_make_lattice(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *p = (struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *)o;
+ PyObject_GC_UnTrack(o);
+ Py_CLEAR(p->__pyx_v_word_ids);
+ Py_CLEAR(p->__pyx_v_words);
+ if ((__pyx_freecount_3_sa___pyx_scope_struct_4_make_lattice < 8) & (Py_TYPE(o)->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice))) {
+ __pyx_freelist_3_sa___pyx_scope_struct_4_make_lattice[__pyx_freecount_3_sa___pyx_scope_struct_4_make_lattice++] = ((struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *)o);
+ } else {
+ (*Py_TYPE(o)->tp_free)(o);
+ }
+}
+
+static int __pyx_tp_traverse_3_sa___pyx_scope_struct_4_make_lattice(PyObject *o, visitproc v, void *a) {
+ int e;
+ struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *p = (struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *)o;
+ if (p->__pyx_v_word_ids) {
+ e = (*v)(p->__pyx_v_word_ids, a); if (e) return e;
+ }
+ if (p->__pyx_v_words) {
+ e = (*v)(p->__pyx_v_words, a); if (e) return e;
+ }
+ return 0;
+}
+
+static int __pyx_tp_clear_3_sa___pyx_scope_struct_4_make_lattice(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *p = (struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice *)o;
+ PyObject* tmp;
+ tmp = ((PyObject*)p->__pyx_v_word_ids);
+ p->__pyx_v_word_ids = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ tmp = ((PyObject*)p->__pyx_v_words);
+ p->__pyx_v_words = Py_None; Py_INCREF(Py_None);
+ Py_XDECREF(tmp);
+ return 0;
+}
+
+static PyMethodDef __pyx_methods_3_sa___pyx_scope_struct_4_make_lattice[] = {
+ {0, 0, 0, 0}
+};
+
+static PyTypeObject __pyx_type_3_sa___pyx_scope_struct_4_make_lattice = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.__pyx_scope_struct_4_make_lattice"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_4_make_lattice), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_4_make_lattice, /*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
+ 0, /*tp_doc*/
+ __pyx_tp_traverse_3_sa___pyx_scope_struct_4_make_lattice, /*tp_traverse*/
+ __pyx_tp_clear_3_sa___pyx_scope_struct_4_make_lattice, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ 0, /*tp_weaklistoffset*/
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa___pyx_scope_struct_4_make_lattice, /*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_3_sa___pyx_scope_struct_4_make_lattice, /*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 struct __pyx_vtabstruct_3_sa_Phrase __pyx_vtable_3_sa_Phrase;
+
+static PyObject *__pyx_tp_new_3_sa_Phrase(PyTypeObject *t, PyObject *a, PyObject *k) {
+ struct __pyx_obj_3_sa_Phrase *p;
+ PyObject *o;
+ o = (*t->tp_alloc)(t, 0);
+ if (unlikely(!o)) return 0;
+ p = ((struct __pyx_obj_3_sa_Phrase *)o);
+ p->__pyx_vtab = __pyx_vtabptr_3_sa_Phrase;
+ if (unlikely(__pyx_pw_3_sa_6Phrase_1__cinit__(o, a, k) < 0)) {
+ Py_DECREF(o); o = 0;
+ }
+ return o;
+}
+
+static void __pyx_tp_dealloc_3_sa_Phrase(PyObject *o) {
+ {
+ PyObject *etype, *eval, *etb;
+ PyErr_Fetch(&etype, &eval, &etb);
+ ++Py_REFCNT(o);
+ __pyx_pw_3_sa_6Phrase_3__dealloc__(o);
+ if (PyErr_Occurred()) PyErr_WriteUnraisable(o);
+ --Py_REFCNT(o);
+ PyErr_Restore(etype, eval, etb);
+ }
+ (*Py_TYPE(o)->tp_free)(o);
+}
+static PyObject *__pyx_sq_item_3_sa_Phrase(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 PyObject *__pyx_getprop_3_sa_6Phrase_words(PyObject *o, CYTHON_UNUSED void *x) {
+ return __pyx_pw_3_sa_6Phrase_5words_1__get__(o);
+}
+
+static PyMethodDef __pyx_methods_3_sa_Phrase[] = {
+ {__Pyx_NAMESTR("handle"), (PyCFunction)__pyx_pw_3_sa_6Phrase_7handle, METH_NOARGS, __Pyx_DOCSTR(__pyx_doc_3_sa_6Phrase_6handle)},
+ {__Pyx_NAMESTR("strhandle"), (PyCFunction)__pyx_pw_3_sa_6Phrase_9strhandle, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("arity"), (PyCFunction)__pyx_pw_3_sa_6Phrase_11arity, METH_NOARGS, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("getvarpos"), (PyCFunction)__pyx_pw_3_sa_6Phrase_13getvarpos, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("getvar"), (PyCFunction)__pyx_pw_3_sa_6Phrase_15getvar, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("clen"), (PyCFunction)__pyx_pw_3_sa_6Phrase_17clen, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("getchunk"), (PyCFunction)__pyx_pw_3_sa_6Phrase_19getchunk, METH_O, __Pyx_DOCSTR(0)},
+ {__Pyx_NAMESTR("subst"), (PyCFunction)__pyx_pw_3_sa_6Phrase_32subst, METH_VARARGS|METH_KEYWORDS, __Pyx_DOCSTR(0)},
+ {0, 0, 0, 0}
+};
+
+static struct PyGetSetDef __pyx_getsets_3_sa_Phrase[] = {
+ {(char *)"words", __pyx_getprop_3_sa_6Phrase_words, 0, 0, 0},
+ {0, 0, 0, 0, 0}
+};
+
+static PySequenceMethods __pyx_tp_as_sequence_Phrase = {
+ __pyx_pw_3_sa_6Phrase_25__len__, /*sq_length*/
+ 0, /*sq_concat*/
+ 0, /*sq_repeat*/
+ __pyx_sq_item_3_sa_Phrase, /*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_Phrase = {
+ __pyx_pw_3_sa_6Phrase_25__len__, /*mp_length*/
+ __pyx_pw_3_sa_6Phrase_27__getitem__, /*mp_subscript*/
+ 0, /*mp_ass_subscript*/
+};
+
+static PyTypeObject __pyx_type_3_sa_Phrase = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("_sa.Phrase"), /*tp_name*/
+ sizeof(struct __pyx_obj_3_sa_Phrase), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ __pyx_tp_dealloc_3_sa_Phrase, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+ #if PY_MAJOR_VERSION < 3
+ __pyx_pw_3_sa_6Phrase_21__cmp__, /*tp_compare*/
+ #else
+ 0, /*reserved*/
+ #endif
+ 0, /*tp_repr*/
+ 0, /*tp_as_number*/
+ &__pyx_tp_as_sequence_Phrase, /*tp_as_sequence*/
+ &__pyx_tp_as_mapping_Phrase, /*tp_as_mapping*/
+ __pyx_pw_3_sa_6Phrase_23__hash__, /*tp_hash*/
+ 0, /*tp_call*/
+ __pyx_pw_3_sa_6Phrase_5__str__, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|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_3_sa_6Phrase_29__iter__, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_methods_3_sa_Phrase, /*tp_methods*/
+ 0, /*tp_members*/
+ __pyx_getsets_3_sa_Phrase, /*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_3_sa_Phrase, /*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 struct __pyx_obj_3_sa___pyx_scope_struct_27___iter__ *__pyx_freelist_3_sa___pyx_scope_struct_27___iter__[8];
+static int __pyx_freecount_3_sa___pyx_scope_struct_27___iter__ = 0;
+
+static PyObject *__pyx_tp_new_3_sa___pyx_scope_struct_27___iter__(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_27___iter__ *p;
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+}
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+ struct __pyx_obj_3_sa___pyx_scope_struct_10_genexpr *p;
+ PyObject *o;
+ if (likely((__pyx_freecount_3_sa___pyx_scope_struct_10_genexpr > 0) & (t->tp_basicsize == sizeof(struct __pyx_obj_3_sa___pyx_scope_struct_10_genexpr)))) {
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+ PyObject_INIT(o, t);
+ PyObject_GC_Track(o);
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+ p = ((struct __pyx_obj_3_sa___pyx_scope_struct_10_genexpr *)o);
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+ p->__pyx_v_sym = 0;
+ p->__pyx_t_0 = 0;
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+}
+
+static void __pyx_tp_dealloc_3_sa___pyx_scope_struct_10_genexpr(PyObject *o) {
+ struct __pyx_obj_3_sa___pyx_scope_struct_10_genexpr *p = (struct __pyx_obj_3_sa___pyx_scope_struct_10_genexpr *)o;
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+}
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+ int e;
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+ __pyx_tp_dealloc_3_sa___pyx_scope_struct_10_genexpr, /*tp_dealloc*/
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+ 0, /*tp_weaklist*/
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+}
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+ 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);
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+}
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+ 0, /*sq_repeat*/
+ __pyx_sq_item_3_sa_FloatList, /*sq_item*/
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+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
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+ __pyx_k_tuple_26 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_15)); if (unlikely(!__pyx_k_tuple_26)) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 150; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_26);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_26));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/data_array.pxi":153
+ * for word in self.id2word:
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+ * def write_enhanced(self, char* filename):
+ */
+ __pyx_k_tuple_28 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_15)); if (unlikely(!__pyx_k_tuple_28)) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 153; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_28);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_28));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/data_array.pxi":156
+ *
+ * def write_enhanced(self, char* filename):
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_30));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/alignment.pxi":48
+ *
+ * def __cinit__(self, from_binary=None, from_text=None):
+ * self.links = IntList(1000,1000) # <<<<<<<<<<<<<<
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+ __Pyx_GOTREF(__pyx_k_tuple_31);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_31));
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/alignment.pxi":49
+ * def __cinit__(self, from_binary=None, from_text=None):
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_32));
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/alignment.pxi":61
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_34));
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_38));
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_39));
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_40));
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_41));
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_42));
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_45));
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+ * fcount = IntList()
+ * with gzip_or_text(filename) as f: # <<<<<<<<<<<<<<
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_46));
+
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_49));
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+ * for i in self.f_index:
+ * f.write("%d " % i)
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+ * f.write("%d %f %f " % (i, s1, s2))
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+ * for i, s1, s2 in zip(self.e_index, self.col1, self.col2):
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_55));
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_56));
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_57));
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+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_95));
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+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/suffix_array.pxi":196
+ * for w_i in self.ha:
+ * f.write("%d " % w_i)
+ * f.write("\n") # <<<<<<<<<<<<<<
+ *
+ * cdef int __search_high(self, int word_id, int offset, int low, int high):
+ */
+ __pyx_k_tuple_99 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_15)); if (unlikely(!__pyx_k_tuple_99)) {__pyx_filename = __pyx_f[12]; __pyx_lineno = 196; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_99);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_99));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/suffix_array.pxi":189
+ *
+ * def write_enhanced(self, char* filename):
+ * with open(filename, "w") as f: # <<<<<<<<<<<<<<
+ * self.darray.write_enhanced_handle(f)
+ * for a_i in self.sa:
+ */
+ __pyx_k_tuple_100 = PyTuple_Pack(3, Py_None, Py_None, Py_None); if (unlikely(!__pyx_k_tuple_100)) {__pyx_filename = __pyx_f[12]; __pyx_lineno = 189; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_100);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_100));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":119
+ * logger.info("Sampling strategy: uniform, max sample size = %d", sample_size)
+ * else:
+ * logger.info("Sampling strategy: no sampling") # <<<<<<<<<<<<<<
+ *
+ * def sample(self, PhraseLocation phrase_location):
+ */
+ __pyx_k_tuple_104 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_103)); if (unlikely(!__pyx_k_tuple_104)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 119; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_104);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_104));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":339
+ * self.rules.root = ExtendedTrieNode(phrase_location=PhraseLocation())
+ * if alignment is None:
+ * raise Exception("Must specify an alignment object") # <<<<<<<<<<<<<<
+ * self.alignment = alignment
+ *
+ */
+ __pyx_k_tuple_109 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_108)); if (unlikely(!__pyx_k_tuple_109)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 339; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_109);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_109));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1064
+ * else:
+ * #ERROR: We never get here
+ * raise Exception("Keyword trie error") # <<<<<<<<<<<<<<
+ * # checking whether lookup_required
+ * if lookup_required:
+ */
+ __pyx_k_tuple_126 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_125)); if (unlikely(!__pyx_k_tuple_126)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1064; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_126);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_126));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1982
+ * if nt and nt[-1][2] == f_j - 1:
+ * # Add to non-terminal, checking for collisions
+ * old_last_nt = nt[-1][:] # <<<<<<<<<<<<<<
+ * nt[-1][2] = f_j
+ * if link_i < nt[-1][3]:
+ */
+ __pyx_k_slice_140 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_k_slice_140)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1982; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_slice_140);
+ __Pyx_GIVEREF(__pyx_k_slice_140);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":1919
+ * # f_ i and j are current, e_ i and j are previous
+ * # We care _considering_ f_j, so it is not yet in counts
+ * def extract(f_i, f_j, e_i, e_j, min_bound, wc, links, nt, nt_open): # <<<<<<<<<<<<<<
+ * # Phrase extraction limits
+ * if f_j > (f_len - 1) or (f_j - f_i) + 1 > self.max_initial_size:
+ */
+ __pyx_k_tuple_141 = PyTuple_Pack(19, ((PyObject *)__pyx_n_s__f_i), ((PyObject *)__pyx_n_s__f_j), ((PyObject *)__pyx_n_s__e_i), ((PyObject *)__pyx_n_s__e_j), ((PyObject *)__pyx_n_s__min_bound), ((PyObject *)__pyx_n_s__wc), ((PyObject *)__pyx_n_s__links), ((PyObject *)__pyx_n_s__nt), ((PyObject *)__pyx_n_s__nt_open), ((PyObject *)__pyx_n_s__link_i), ((PyObject *)__pyx_n_s__link_j), ((PyObject *)__pyx_n_s__new_e_i), ((PyObject *)__pyx_n_s__new_e_j), ((PyObject *)__pyx_n_s__new_min_bound), ((PyObject *)__pyx_n_s__i), ((PyObject *)__pyx_n_s__nt_collision), ((PyObject *)__pyx_n_s__link), ((PyObject *)__pyx_n_s__plus_links), ((PyObject *)__pyx_n_s__old_last_nt)); if (unlikely(!__pyx_k_tuple_141)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1919; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_141);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_141));
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+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2039
+ * # Update phrase counts
+ * for rule in rules:
+ * (f_ph, e_ph, al) = rule[:3] # <<<<<<<<<<<<<<
+ * self.phrases_f[f_ph] += 1
+ * self.phrases_e[e_ph] += 1
+ */
+ __pyx_k_slice_145 = PySlice_New(Py_None, __pyx_int_3, Py_None); if (unlikely(!__pyx_k_slice_145)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2039; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_slice_145);
+ __Pyx_GIVEREF(__pyx_k_slice_145);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2059
+ * # Substitute in non-terminals
+ * nt_inv = sorted(nt, cmp=lambda x, y: cmp(x[3], y[3]))
+ * f_sym = list(f_span[:]) # <<<<<<<<<<<<<<
+ * off = f_i
+ * for next_nt in nt:
+ */
+ __pyx_k_slice_147 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_k_slice_147)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2059; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_slice_147);
+ __Pyx_GIVEREF(__pyx_k_slice_147);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2069
+ * f_sym.insert(next_nt[1] - off, sym_setindex(self.category, next_nt[0]))
+ * off += (nt_len - 1)
+ * e_sym = list(e_span[:]) # <<<<<<<<<<<<<<
+ * off = e_i
+ * for next_nt in nt_inv:
+ */
+ __pyx_k_slice_148 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_k_slice_148)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2069; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_slice_148);
+ __Pyx_GIVEREF(__pyx_k_slice_148);
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2126
+ * # Debugging
+ * def dump_online_stats(self):
+ * logger.info('------------------------------') # <<<<<<<<<<<<<<
+ * logger.info(' Online Stats ')
+ * logger.info('------------------------------')
+ */
+ __pyx_k_tuple_152 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_151)); if (unlikely(!__pyx_k_tuple_152)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2126; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_152);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_152));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2127
+ * def dump_online_stats(self):
+ * logger.info('------------------------------')
+ * logger.info(' Online Stats ') # <<<<<<<<<<<<<<
+ * logger.info('------------------------------')
+ * logger.info('f')
+ */
+ __pyx_k_tuple_154 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_153)); if (unlikely(!__pyx_k_tuple_154)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2127; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_154);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_154));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2128
+ * logger.info('------------------------------')
+ * logger.info(' Online Stats ')
+ * logger.info('------------------------------') # <<<<<<<<<<<<<<
+ * logger.info('f')
+ * for w in self.bilex_f:
+ */
+ __pyx_k_tuple_155 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_151)); if (unlikely(!__pyx_k_tuple_155)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2128; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_155);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_155));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2129
+ * logger.info(' Online Stats ')
+ * logger.info('------------------------------')
+ * logger.info('f') # <<<<<<<<<<<<<<
+ * for w in self.bilex_f:
+ * logger.info(sym_tostring(w) + ' : ' + str(self.bilex_f[w]))
+ */
+ __pyx_k_tuple_156 = PyTuple_Pack(1, ((PyObject *)__pyx_n_s__f)); if (unlikely(!__pyx_k_tuple_156)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2129; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_156);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_156));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2132
+ * for w in self.bilex_f:
+ * logger.info(sym_tostring(w) + ' : ' + str(self.bilex_f[w]))
+ * logger.info('e') # <<<<<<<<<<<<<<
+ * for w in self.bilex_e:
+ * logger.info(sym_tostring(w) + ' : ' + str(self.bilex_e[w]))
+ */
+ __pyx_k_tuple_158 = PyTuple_Pack(1, ((PyObject *)__pyx_n_s__e)); if (unlikely(!__pyx_k_tuple_158)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2132; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_158);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_158));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2135
+ * for w in self.bilex_e:
+ * logger.info(sym_tostring(w) + ' : ' + str(self.bilex_e[w]))
+ * logger.info('fe') # <<<<<<<<<<<<<<
+ * for w in self.bilex_fe:
+ * for w2 in self.bilex_fe[w]:
+ */
+ __pyx_k_tuple_159 = PyTuple_Pack(1, ((PyObject *)__pyx_n_s__fe)); if (unlikely(!__pyx_k_tuple_159)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2135; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_159);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_159));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2139
+ * for w2 in self.bilex_fe[w]:
+ * logger.info(sym_tostring(w) + ' : ' + sym_tostring(w2) + ' : ' + str(self.bilex_fe[w][w2]))
+ * logger.info('F') # <<<<<<<<<<<<<<
+ * for ph in self.phrases_f:
+ * logger.info(str(ph) + ' ||| ' + str(self.phrases_f[ph]))
+ */
+ __pyx_k_tuple_160 = PyTuple_Pack(1, ((PyObject *)__pyx_n_s__F)); if (unlikely(!__pyx_k_tuple_160)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2139; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_160);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_160));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2142
+ * for ph in self.phrases_f:
+ * logger.info(str(ph) + ' ||| ' + str(self.phrases_f[ph]))
+ * logger.info('E') # <<<<<<<<<<<<<<
+ * for ph in self.phrases_e:
+ * logger.info(str(ph) + ' ||| ' + str(self.phrases_e[ph]))
+ */
+ __pyx_k_tuple_161 = PyTuple_Pack(1, ((PyObject *)__pyx_n_s__E)); if (unlikely(!__pyx_k_tuple_161)) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2142; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_161);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_161));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2145
+ * for ph in self.phrases_e:
+ * logger.info(str(ph) + ' ||| ' + str(self.phrases_e[ph]))
+ * logger.info('FE') # <<<<<<<<<<<<<<
+ * self.dump_online_rules()
+ *
+ */
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+ __Pyx_GOTREF(__pyx_k_tuple_162);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_162));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/rulefactory.pxi":2172
+ * phrases = set() # (fphrase, lex_i, lex_j)
+ *
+ * def extract(f_i, f_j, lex_i, lex_j, wc, ntc, syms): # <<<<<<<<<<<<<<
+ * # Phrase extraction limits
+ * if f_j > (f_len - 1) or (f_j - f_i) + 1 > self.max_initial_size:
+ */
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+ __Pyx_GOTREF(__pyx_k_tuple_164);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_164));
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+
+ /* "_sa.pyx":5
+ * import gzip
+ *
+ * def monitor_cpu(): # <<<<<<<<<<<<<<
+ * return (resource.getrusage(resource.RUSAGE_SELF).ru_utime+
+ * resource.getrusage(resource.RUSAGE_SELF).ru_stime)
+ */
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+
+ /* "_sa.pyx":9
+ * resource.getrusage(resource.RUSAGE_SELF).ru_stime)
+ *
+ * def gzip_or_text(char* filename): # <<<<<<<<<<<<<<
+ * if filename.endswith('.gz'):
+ * return gzip.GzipFile(filename)
+ */
+ __pyx_k_tuple_170 = PyTuple_Pack(2, ((PyObject *)__pyx_n_s__filename), ((PyObject *)__pyx_n_s__filename)); if (unlikely(!__pyx_k_tuple_170)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_170);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_170));
+ __pyx_k_codeobj_171 = (PyObject*)__Pyx_PyCode_New(1, 0, 2, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_k_tuple_170, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_169, __pyx_n_s__gzip_or_text, 9, __pyx_empty_bytes); if (unlikely(!__pyx_k_codeobj_171)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+
+ /* "_sa.pyx":15
+ * return open(filename)
+ *
+ * logger = logging.getLogger('cdec.sa') # <<<<<<<<<<<<<<
+ *
+ * include "float_list.pxi"
+ */
+ __pyx_k_tuple_173 = PyTuple_Pack(1, ((PyObject *)__pyx_kp_s_172)); if (unlikely(!__pyx_k_tuple_173)) {__pyx_filename = __pyx_f[0]; __pyx_lineno = 15; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_173);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_173));
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":107
+ * return ALPHABET.fromstring(string, terminal)
+ *
+ * def isvar(sym): # <<<<<<<<<<<<<<
+ * return sym_isvar(sym)
+ *
+ */
+ __pyx_k_tuple_174 = PyTuple_Pack(1, ((PyObject *)__pyx_n_s__sym)); if (unlikely(!__pyx_k_tuple_174)) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 107; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __Pyx_GOTREF(__pyx_k_tuple_174);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_174));
+ __pyx_k_codeobj_175 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_k_tuple_174, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_176, __pyx_n_s__isvar, 107, __pyx_empty_bytes); if (unlikely(!__pyx_k_codeobj_175)) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 107; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":110
+ * return sym_isvar(sym)
+ *
+ * def make_lattice(words): # <<<<<<<<<<<<<<
+ * word_ids = (sym_fromstring(word, True) for word in words)
+ * return tuple(((word, None, 1), ) for word in word_ids)
+ */
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+ __Pyx_GOTREF(__pyx_k_tuple_177);
+ __Pyx_GIVEREF(((PyObject *)__pyx_k_tuple_177));
+ __pyx_k_codeobj_178 = (PyObject*)__Pyx_PyCode_New(1, 0, 5, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_k_tuple_177, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_176, __pyx_n_s__make_lattice, 110, __pyx_empty_bytes); if (unlikely(!__pyx_k_codeobj_178)) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 110; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+
+ /* "/Users/vchahun/Sandbox/cdec/python/src/sa/sym.pxi":114
+ * return tuple(((word, None, 1), ) for word in word_ids)
+ *
+ * def decode_lattice(lattice): # <<<<<<<<<<<<<<
+ * return tuple((sym_tostring(sym), weight, dist) for (sym, weight, dist) in arc
+ * for arc in node for node in lattice)
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+ if (PyType_Ready(&__pyx_type_3_sa_HieroCachingRuleFactory) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 228; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetVtable(__pyx_type_3_sa_HieroCachingRuleFactory.tp_dict, __pyx_vtabptr_3_sa_HieroCachingRuleFactory) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 228; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "HieroCachingRuleFactory", (PyObject *)&__pyx_type_3_sa_HieroCachingRuleFactory) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 228; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_HieroCachingRuleFactory = &__pyx_type_3_sa_HieroCachingRuleFactory;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_9_decode_sentence) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 118; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_9_decode_sentence = &__pyx_type_3_sa___pyx_scope_struct_9_decode_sentence;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_17_genexpr) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 187; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_17_genexpr = &__pyx_type_3_sa___pyx_scope_struct_17_genexpr;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_20_genexpr) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1187; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_20_genexpr = &__pyx_type_3_sa___pyx_scope_struct_20_genexpr;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_3_compute_stats) < 0) {__pyx_filename = __pyx_f[9]; __pyx_lineno = 36; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_3_compute_stats = &__pyx_type_3_sa___pyx_scope_struct_3_compute_stats;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_12_genexpr) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 122; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_12_genexpr = &__pyx_type_3_sa___pyx_scope_struct_12_genexpr;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_29_genexpr) < 0) {__pyx_filename = __pyx_f[13]; __pyx_lineno = 21; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_29_genexpr = &__pyx_type_3_sa___pyx_scope_struct_29_genexpr;
+ __pyx_vtabptr_3_sa_IntList = &__pyx_vtable_3_sa_IntList;
+ __pyx_vtable_3_sa_IntList.set = (void (*)(struct __pyx_obj_3_sa_IntList *, int, int))__pyx_f_3_sa_7IntList_set;
+ __pyx_vtable_3_sa_IntList._append = (void (*)(struct __pyx_obj_3_sa_IntList *, int))__pyx_f_3_sa_7IntList__append;
+ __pyx_vtable_3_sa_IntList._extend = (void (*)(struct __pyx_obj_3_sa_IntList *, struct __pyx_obj_3_sa_IntList *))__pyx_f_3_sa_7IntList__extend;
+ __pyx_vtable_3_sa_IntList._extend_arr = (void (*)(struct __pyx_obj_3_sa_IntList *, int *, int))__pyx_f_3_sa_7IntList__extend_arr;
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+ __pyx_vtable_3_sa_IntList.read_handle = (void (*)(struct __pyx_obj_3_sa_IntList *, FILE *))__pyx_f_3_sa_7IntList_read_handle;
+ if (PyType_Ready(&__pyx_type_3_sa_IntList) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetVtable(__pyx_type_3_sa_IntList.tp_dict, __pyx_vtabptr_3_sa_IntList) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "IntList", (PyObject *)&__pyx_type_3_sa_IntList) < 0) {__pyx_filename = __pyx_f[2]; __pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_IntList = &__pyx_type_3_sa_IntList;
+ if (PyType_Ready(&__pyx_type_3_sa_VEBIterator) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 340; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "VEBIterator", (PyObject *)&__pyx_type_3_sa_VEBIterator) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 340; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_VEBIterator = &__pyx_type_3_sa_VEBIterator;
+ __pyx_vtabptr_3_sa_BiLex = &__pyx_vtable_3_sa_BiLex;
+ __pyx_vtable_3_sa_BiLex.compute_from_data = (PyObject *(*)(struct __pyx_obj_3_sa_BiLex *, struct __pyx_obj_3_sa_SuffixArray *, struct __pyx_obj_3_sa_DataArray *, struct __pyx_obj_3_sa_Alignment *))__pyx_f_3_sa_5BiLex_compute_from_data;
+ __pyx_vtable_3_sa_BiLex._add_node = (PyObject *(*)(struct __pyx_obj_3_sa_BiLex *, struct __pyx_t_3_sa__node *, int *, float, int *))__pyx_f_3_sa_5BiLex__add_node;
+ __pyx_vtable_3_sa_BiLex.write_wordlist = (PyObject *(*)(struct __pyx_obj_3_sa_BiLex *, PyObject *, FILE *))__pyx_f_3_sa_5BiLex_write_wordlist;
+ __pyx_vtable_3_sa_BiLex.read_wordlist = (PyObject *(*)(struct __pyx_obj_3_sa_BiLex *, PyObject *, PyObject *, FILE *))__pyx_f_3_sa_5BiLex_read_wordlist;
+ __pyx_vtable_3_sa_BiLex.swap = (PyObject *(*)(struct __pyx_obj_3_sa_BiLex *, int, int))__pyx_f_3_sa_5BiLex_swap;
+ __pyx_vtable_3_sa_BiLex.qsort = (PyObject *(*)(struct __pyx_obj_3_sa_BiLex *, int, int, PyObject *))__pyx_f_3_sa_5BiLex_qsort;
+ if (PyType_Ready(&__pyx_type_3_sa_BiLex) < 0) {__pyx_filename = __pyx_f[5]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetVtable(__pyx_type_3_sa_BiLex.tp_dict, __pyx_vtabptr_3_sa_BiLex) < 0) {__pyx_filename = __pyx_f[5]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "BiLex", (PyObject *)&__pyx_type_3_sa_BiLex) < 0) {__pyx_filename = __pyx_f[5]; __pyx_lineno = 47; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_BiLex = &__pyx_type_3_sa_BiLex;
+ __pyx_vtabptr_3_sa_VEB = &__pyx_vtable_3_sa_VEB;
+ __pyx_vtable_3_sa_VEB._findsucc = (int (*)(struct __pyx_obj_3_sa_VEB *, int))__pyx_f_3_sa_3VEB__findsucc;
+ __pyx_vtable_3_sa_VEB._insert = (int (*)(struct __pyx_obj_3_sa_VEB *, int))__pyx_f_3_sa_3VEB__insert;
+ __pyx_vtable_3_sa_VEB._first = (int (*)(struct __pyx_obj_3_sa_VEB *))__pyx_f_3_sa_3VEB__first;
+ if (PyType_Ready(&__pyx_type_3_sa_VEB) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 354; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetVtable(__pyx_type_3_sa_VEB.tp_dict, __pyx_vtabptr_3_sa_VEB) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 354; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "VEB", (PyObject *)&__pyx_type_3_sa_VEB) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 354; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_VEB = &__pyx_type_3_sa_VEB;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_11_encode_words) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 121; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_11_encode_words = &__pyx_type_3_sa___pyx_scope_struct_11_encode_words;
+ if (PyType_Ready(&__pyx_type_3_sa_LCP) < 0) {__pyx_filename = __pyx_f[9]; __pyx_lineno = 5; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "LCP", (PyObject *)&__pyx_type_3_sa_LCP) < 0) {__pyx_filename = __pyx_f[9]; __pyx_lineno = 5; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_LCP = &__pyx_type_3_sa_LCP;
+ __pyx_vtabptr_3_sa_DataArray = &__pyx_vtable_3_sa_DataArray;
+ __pyx_vtable_3_sa_DataArray.read_handle = (void (*)(struct __pyx_obj_3_sa_DataArray *, FILE *))__pyx_f_3_sa_9DataArray_read_handle;
+ __pyx_vtable_3_sa_DataArray.write_handle = (void (*)(struct __pyx_obj_3_sa_DataArray *, FILE *))__pyx_f_3_sa_9DataArray_write_handle;
+ if (PyType_Ready(&__pyx_type_3_sa_DataArray) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetVtable(__pyx_type_3_sa_DataArray.tp_dict, __pyx_vtabptr_3_sa_DataArray) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "DataArray", (PyObject *)&__pyx_type_3_sa_DataArray) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 9; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_DataArray = &__pyx_type_3_sa_DataArray;
+ if (PyType_Ready(&__pyx_type_3_sa_BitSetIterator) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 100; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "BitSetIterator", (PyObject *)&__pyx_type_3_sa_BitSetIterator) < 0) {__pyx_filename = __pyx_f[6]; __pyx_lineno = 100; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_BitSetIterator = &__pyx_type_3_sa_BitSetIterator;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_23_genexpr) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2116; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_23_genexpr = &__pyx_type_3_sa___pyx_scope_struct_23_genexpr;
+ __pyx_vtabptr_3_sa_Precomputation = &__pyx_vtable_3_sa_Precomputation;
+ __pyx_vtable_3_sa_Precomputation.read_map = (PyObject *(*)(struct __pyx_obj_3_sa_Precomputation *, FILE *))__pyx_f_3_sa_14Precomputation_read_map;
+ __pyx_vtable_3_sa_Precomputation.write_map = (PyObject *(*)(struct __pyx_obj_3_sa_Precomputation *, PyObject *, FILE *))__pyx_f_3_sa_14Precomputation_write_map;
+ if (PyType_Ready(&__pyx_type_3_sa_Precomputation) < 0) {__pyx_filename = __pyx_f[11]; __pyx_lineno = 188; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetVtable(__pyx_type_3_sa_Precomputation.tp_dict, __pyx_vtabptr_3_sa_Precomputation) < 0) {__pyx_filename = __pyx_f[11]; __pyx_lineno = 188; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "Precomputation", (PyObject *)&__pyx_type_3_sa_Precomputation) < 0) {__pyx_filename = __pyx_f[11]; __pyx_lineno = 188; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_Precomputation = &__pyx_type_3_sa_Precomputation;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_18_alignments) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 190; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_18_alignments = &__pyx_type_3_sa___pyx_scope_struct_18_alignments;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_14_genexpr) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 125; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_14_genexpr = &__pyx_type_3_sa___pyx_scope_struct_14_genexpr;
+ __pyx_vtabptr_3_sa_SuffixArray = &__pyx_vtable_3_sa_SuffixArray;
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+ __pyx_vtable_3_sa_SuffixArray.__pyx___search_low = (int (*)(struct __pyx_obj_3_sa_SuffixArray *, int, int, int, int))__pyx_f_3_sa_11SuffixArray___search_low;
+ __pyx_vtable_3_sa_SuffixArray.__pyx___get_range = (PyObject *(*)(struct __pyx_obj_3_sa_SuffixArray *, int, int, int, int, int))__pyx_f_3_sa_11SuffixArray___get_range;
+ __pyx_vtable_3_sa_SuffixArray.__pyx___lookup_helper = (PyObject *(*)(struct __pyx_obj_3_sa_SuffixArray *, int, int, int, int))__pyx_f_3_sa_11SuffixArray___lookup_helper;
+ if (PyType_Ready(&__pyx_type_3_sa_SuffixArray) < 0) {__pyx_filename = __pyx_f[12]; __pyx_lineno = 6; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetVtable(__pyx_type_3_sa_SuffixArray.tp_dict, __pyx_vtabptr_3_sa_SuffixArray) < 0) {__pyx_filename = __pyx_f[12]; __pyx_lineno = 6; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "SuffixArray", (PyObject *)&__pyx_type_3_sa_SuffixArray) < 0) {__pyx_filename = __pyx_f[12]; __pyx_lineno = 6; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_SuffixArray = &__pyx_type_3_sa_SuffixArray;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_16___str__) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 183; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_16___str__ = &__pyx_type_3_sa___pyx_scope_struct_16___str__;
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+ __pyx_vtable_3_sa_Alphabet.isword = (int (*)(struct __pyx_obj_3_sa_Alphabet *, int))__pyx_f_3_sa_8Alphabet_isword;
+ __pyx_vtable_3_sa_Alphabet.getindex = (int (*)(struct __pyx_obj_3_sa_Alphabet *, int))__pyx_f_3_sa_8Alphabet_getindex;
+ __pyx_vtable_3_sa_Alphabet.setindex = (int (*)(struct __pyx_obj_3_sa_Alphabet *, int, int))__pyx_f_3_sa_8Alphabet_setindex;
+ __pyx_vtable_3_sa_Alphabet.clearindex = (int (*)(struct __pyx_obj_3_sa_Alphabet *, int))__pyx_f_3_sa_8Alphabet_clearindex;
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+ __pyx_vtable_3_sa_Alphabet.tocat = (char *(*)(struct __pyx_obj_3_sa_Alphabet *, int))__pyx_f_3_sa_8Alphabet_tocat;
+ __pyx_vtable_3_sa_Alphabet.fromcat = (int (*)(struct __pyx_obj_3_sa_Alphabet *, char *))__pyx_f_3_sa_8Alphabet_fromcat;
+ __pyx_vtable_3_sa_Alphabet.tostring = (char *(*)(struct __pyx_obj_3_sa_Alphabet *, int))__pyx_f_3_sa_8Alphabet_tostring;
+ __pyx_vtable_3_sa_Alphabet.fromstring = (int (*)(struct __pyx_obj_3_sa_Alphabet *, char *, int))__pyx_f_3_sa_8Alphabet_fromstring;
+ if (PyType_Ready(&__pyx_type_3_sa_Alphabet) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 7; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetVtable(__pyx_type_3_sa_Alphabet.tp_dict, __pyx_vtabptr_3_sa_Alphabet) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 7; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "Alphabet", (PyObject *)&__pyx_type_3_sa_Alphabet) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 7; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_Alphabet = &__pyx_type_3_sa_Alphabet;
+ if (PyType_Ready(&__pyx_type_3_sa_Rule) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 159; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "Rule", (PyObject *)&__pyx_type_3_sa_Rule) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 159; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_Rule = &__pyx_type_3_sa_Rule;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_6_genexpr) < 0) {__pyx_filename = __pyx_f[10]; __pyx_lineno = 112; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_6_genexpr = &__pyx_type_3_sa___pyx_scope_struct_6_genexpr;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_21_add_instance) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 1885; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_21_add_instance = &__pyx_type_3_sa___pyx_scope_struct_21_add_instance;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_2_genexpr) < 0) {__pyx_filename = __pyx_f[3]; __pyx_lineno = 74; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_2_genexpr = &__pyx_type_3_sa___pyx_scope_struct_2_genexpr;
+ __pyx_vtabptr_3_sa_PhraseLocation = &__pyx_vtable_3_sa_PhraseLocation;
+ __pyx_vtable_3_sa_PhraseLocation.contains = (int (*)(struct __pyx_obj_3_sa_PhraseLocation *, int))__pyx_f_3_sa_14PhraseLocation_contains;
+ if (PyType_Ready(&__pyx_type_3_sa_PhraseLocation) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 84; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetVtable(__pyx_type_3_sa_PhraseLocation.tp_dict, __pyx_vtabptr_3_sa_PhraseLocation) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 84; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ if (__Pyx_SetAttrString(__pyx_m, "PhraseLocation", (PyObject *)&__pyx_type_3_sa_PhraseLocation) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 84; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa_PhraseLocation = &__pyx_type_3_sa_PhraseLocation;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_15___iter__) < 0) {__pyx_filename = __pyx_f[7]; __pyx_lineno = 141; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_15___iter__ = &__pyx_type_3_sa___pyx_scope_struct_15___iter__;
+ if (PyType_Ready(&__pyx_type_3_sa___pyx_scope_struct_22_form_rule) < 0) {__pyx_filename = __pyx_f[8]; __pyx_lineno = 2055; __pyx_clineno = __LINE__; goto __pyx_L1_error;}
+ __pyx_ptype_3_sa___pyx_scope_struct_22_form_rule = &__pyx_type_3_sa___pyx_scope_struct_22_form_rule;
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+}
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+}
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+ func_name, more_or_less, num_expected,
+ (num_expected == 1) ? "" : "s", num_found);
+}
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+ PyObject *tmp_type, *tmp_value, *tmp_tb;
+ PyThreadState *tstate = PyThreadState_GET();
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+ 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);
+#else
+ PyErr_Restore(type, value, tb);
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+}
+static CYTHON_INLINE void __Pyx_ErrFetch(PyObject **type, PyObject **value, PyObject **tb) {
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+ 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;
+#else
+ PyErr_Fetch(type, value, tb);
+#endif
+}
+
+#if PY_MAJOR_VERSION < 3
+static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
+ CYTHON_UNUSED PyObject *cause) {
+ Py_XINCREF(type);
+ if (!value || value == Py_None)
+ value = NULL;
+ else
+ Py_INCREF(value);
+ if (!tb || tb == Py_None)
+ tb = NULL;
+ else {
+ Py_INCREF(tb);
+ if (!PyTraceBack_Check(tb)) {
+ PyErr_SetString(PyExc_TypeError,
+ "raise: arg 3 must be a traceback or None");
+ goto raise_error;
+ }
+ }
+ #if PY_VERSION_HEX < 0x02050000
+ if (PyClass_Check(type)) {
+ #else
+ if (PyType_Check(type)) {
+ #endif
+#if CYTHON_COMPILING_IN_PYPY
+ if (!value) {
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+ value = Py_None;
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+ PyErr_NormalizeException(&type, &value, &tb);
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+ goto raise_error;
+ }
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+ goto raise_error;
+ }
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+ 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;
+}
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+ if (tb == Py_None) {
+ tb = 0;
+ } else if (tb && !PyTraceBack_Check(tb)) {
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+ goto bad;
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+ goto bad;
+ }
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+ "exception causes must derive from "
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+}
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+}
+
+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 int __Pyx_CheckKeywordStrings(
+ PyObject *kwdict,
+ const char* function_name,
+ int kw_allowed)
+{
+ PyObject* key = 0;
+ Py_ssize_t pos = 0;
+#if CPYTHON_COMPILING_IN_PYPY
+ if (!kw_allowed && PyDict_Next(kwdict, &pos, &key, 0))
+ goto invalid_keyword;
+ return 1;
+#else
+ while (PyDict_Next(kwdict, &pos, &key, 0)) {
+ #if PY_MAJOR_VERSION < 3
+ if (unlikely(!PyString_CheckExact(key)) && unlikely(!PyString_Check(key)))
+ #endif
+ if (unlikely(!PyUnicode_Check(key)))
+ goto invalid_keyword_type;
+ }
+ if ((!kw_allowed) && unlikely(key))
+ goto invalid_keyword;
+ return 1;
+invalid_keyword_type:
+ PyErr_Format(PyExc_TypeError,
+ "%s() keywords must be strings", function_name);
+ return 0;
+#endif
+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
+ return 0;
+}
+
+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;
+}
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
+ int wraparound, int boundscheck) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (wraparound & unlikely(i < 0)) i += PyList_GET_SIZE(o);
+ if ((!boundscheck) || likely((0 <= i) & (i < PyList_GET_SIZE(o)))) {
+ PyObject *r = PyList_GET_ITEM(o, i);
+ Py_INCREF(r);
+ return r;
+ }
+ return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+#else
+ return PySequence_GetItem(o, i);
+#endif
+}
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
+ int wraparound, int boundscheck) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (wraparound & unlikely(i < 0)) i += PyTuple_GET_SIZE(o);
+ if ((!boundscheck) || likely((0 <= i) & (i < PyTuple_GET_SIZE(o)))) {
+ PyObject *r = PyTuple_GET_ITEM(o, i);
+ Py_INCREF(r);
+ return r;
+ }
+ return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+#else
+ return PySequence_GetItem(o, i);
+#endif
+}
+static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
+ int is_list, int wraparound, int boundscheck) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (is_list || PyList_CheckExact(o)) {
+ Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
+ if ((!boundscheck) || (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 = ((!wraparound) | likely(i >= 0)) ? i : i + PyTuple_GET_SIZE(o);
+ if ((!boundscheck) || likely((n >= 0) & (n < PyTuple_GET_SIZE(o)))) {
+ PyObject *r = PyTuple_GET_ITEM(o, n);
+ Py_INCREF(r);
+ return r;
+ }
+ } else {
+ PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
+ if (likely(m && m->sq_item)) {
+ if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
+ Py_ssize_t l = m->sq_length(o);
+ if (likely(l >= 0)) {
+ i += l;
+ } else {
+ if (PyErr_ExceptionMatches(PyExc_OverflowError))
+ PyErr_Clear();
+ else
+ return NULL;
+ }
+ }
+ return m->sq_item(o, i);
+ }
+ }
+#else
+ if (is_list || PySequence_Check(o)) {
+ return PySequence_GetItem(o, i);
+ }
+#endif
+ return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
+}
+
+static CYTHON_INLINE PyObject* __Pyx_PyObject_Append(PyObject* L, PyObject* x) {
+ if (likely(PyList_CheckExact(L))) {
+ if (unlikely(__Pyx_PyList_Append(L, x) < 0)) return NULL;
+ Py_INCREF(Py_None);
+ return Py_None; /* this is just to have an accurate signature */
+ } else {
+ return __Pyx_PyObject_CallMethod1(L, __pyx_n_s__append, x);
+ }
+}
+
+static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb) {
+ PyObject *local_type, *local_value, *local_tb;
+#if CYTHON_COMPILING_IN_CPYTHON
+ 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;
+#else
+ PyErr_Fetch(&local_type, &local_value, &local_tb);
+#endif
+ PyErr_NormalizeException(&local_type, &local_value, &local_tb);
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (unlikely(tstate->curexc_type))
+#else
+ if (unlikely(PyErr_Occurred()))
+#endif
+ goto bad;
+ #if PY_MAJOR_VERSION >= 3
+ if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
+ goto bad;
+ #endif
+ Py_INCREF(local_type);
+ Py_INCREF(local_value);
+ Py_INCREF(local_tb);
+ *type = local_type;
+ *value = local_value;
+ *tb = local_tb;
+#if CYTHON_COMPILING_IN_CPYTHON
+ 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 (DECREF may run arbitrary code). */
+ Py_XDECREF(tmp_type);
+ Py_XDECREF(tmp_value);
+ Py_XDECREF(tmp_tb);
+#else
+ PyErr_SetExcInfo(local_type, local_value, local_tb);
+#endif
+ return 0;
+bad:
+ *type = 0;
+ *value = 0;
+ *tb = 0;
+ Py_XDECREF(local_type);
+ Py_XDECREF(local_value);
+ Py_XDECREF(local_tb);
+ return -1;
+}
+
+static CYTHON_INLINE void __Pyx_RaiseClosureNameError(const char *varname) {
+ PyErr_Format(PyExc_NameError, "free variable '%s' referenced before assignment in enclosing scope", varname);
+}
+
+static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(
+ PyObject* obj, Py_ssize_t cstart, Py_ssize_t cstop,
+ PyObject** _py_start, PyObject** _py_stop, PyObject** _py_slice,
+ int has_cstart, int has_cstop, CYTHON_UNUSED int wraparound) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ PyMappingMethods* mp;
+#if PY_MAJOR_VERSION < 3
+ PySequenceMethods* ms = Py_TYPE(obj)->tp_as_sequence;
+ if (likely(ms && ms->sq_slice)) {
+ if (!has_cstart) {
+ if (_py_start && (*_py_start != Py_None)) {
+ cstart = __Pyx_PyIndex_AsSsize_t(*_py_start);
+ if ((cstart == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
+ } else
+ cstart = 0;
+ }
+ if (!has_cstop) {
+ if (_py_stop && (*_py_stop != Py_None)) {
+ cstop = __Pyx_PyIndex_AsSsize_t(*_py_stop);
+ if ((cstop == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
+ } else
+ cstop = PY_SSIZE_T_MAX;
+ }
+ if (wraparound && unlikely((cstart < 0) | (cstop < 0)) && likely(ms->sq_length)) {
+ Py_ssize_t l = ms->sq_length(obj);
+ if (likely(l >= 0)) {
+ if (cstop < 0) {
+ cstop += l;
+ if (cstop < 0) cstop = 0;
+ }
+ if (cstart < 0) {
+ cstart += l;
+ if (cstart < 0) cstart = 0;
+ }
+ } else {
+ if (PyErr_ExceptionMatches(PyExc_OverflowError))
+ PyErr_Clear();
+ else
+ goto bad;
+ }
+ }
+ return ms->sq_slice(obj, cstart, cstop);
+ }
+#endif
+ mp = Py_TYPE(obj)->tp_as_mapping;
+ if (likely(mp && mp->mp_subscript))
+#endif
+ {
+ PyObject* result;
+ PyObject *py_slice, *py_start, *py_stop;
+ if (_py_slice) {
+ py_slice = *_py_slice;
+ } else {
+ PyObject* owned_start = NULL;
+ PyObject* owned_stop = NULL;
+ if (_py_start) {
+ py_start = *_py_start;
+ } else {
+ if (has_cstart) {
+ owned_start = py_start = PyInt_FromSsize_t(cstart);
+ if (unlikely(!py_start)) goto bad;
+ } else
+ py_start = Py_None;
+ }
+ if (_py_stop) {
+ py_stop = *_py_stop;
+ } else {
+ if (has_cstop) {
+ owned_stop = py_stop = PyInt_FromSsize_t(cstop);
+ if (unlikely(!py_stop)) {
+ Py_XDECREF(owned_start);
+ goto bad;
+ }
+ } else
+ py_stop = Py_None;
+ }
+ py_slice = PySlice_New(py_start, py_stop, Py_None);
+ Py_XDECREF(owned_start);
+ Py_XDECREF(owned_stop);
+ if (unlikely(!py_slice)) goto bad;
+ }
+#if CYTHON_COMPILING_IN_CPYTHON
+ result = mp->mp_subscript(obj, py_slice);
+#else
+ result = PyObject_GetItem(obj, py_slice);
+#endif
+ if (!_py_slice) {
+ Py_DECREF(py_slice);
+ }
+ return result;
+ }
+ PyErr_Format(PyExc_TypeError,
+ "'%.200s' object is unsliceable", Py_TYPE(obj)->tp_name);
+bad:
+ return NULL;
+}
+
+static CYTHON_INLINE int __Pyx_div_int(int a, int b) {
+ int q = a / b;
+ int r = a - q*b;
+ q -= ((r != 0) & ((r ^ b) < 0));
+ return q;
+}
+
+static CYTHON_INLINE int __Pyx_mod_int(int a, int b) {
+ int r = a % b;
+ r += ((r != 0) & ((r ^ b) < 0)) * b;
+ return r;
+}
+
+static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
+ PyErr_Format(PyExc_ValueError,
+ "too many values to unpack (expected %" CYTHON_FORMAT_SSIZE_T "d)", expected);
+}
+
+static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
+ PyErr_Format(PyExc_ValueError,
+ "need more than %" CYTHON_FORMAT_SSIZE_T "d value%s to unpack",
+ index, (index == 1) ? "" : "s");
+}
+
+static CYTHON_INLINE int __Pyx_IterFinish(void) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ PyThreadState *tstate = PyThreadState_GET();
+ PyObject* exc_type = tstate->curexc_type;
+ if (unlikely(exc_type)) {
+ if (likely(exc_type == PyExc_StopIteration) || PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration)) {
+ PyObject *exc_value, *exc_tb;
+ exc_value = tstate->curexc_value;
+ exc_tb = tstate->curexc_traceback;
+ tstate->curexc_type = 0;
+ tstate->curexc_value = 0;
+ tstate->curexc_traceback = 0;
+ Py_DECREF(exc_type);
+ Py_XDECREF(exc_value);
+ Py_XDECREF(exc_tb);
+ return 0;
+ } else {
+ return -1;
+ }
+ }
+ return 0;
+#else
+ if (unlikely(PyErr_Occurred())) {
+ if (likely(PyErr_ExceptionMatches(PyExc_StopIteration))) {
+ PyErr_Clear();
+ return 0;
+ } else {
+ return -1;
+ }
+ }
+ return 0;
+#endif
+}
+
+static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) {
+ if (unlikely(retval)) {
+ Py_DECREF(retval);
+ __Pyx_RaiseTooManyValuesError(expected);
+ return -1;
+ } else {
+ return __Pyx_IterFinish();
+ }
+ return 0;
+}
+
+static CYTHON_INLINE int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v) {
+ int r;
+ if (!j) return -1;
+ r = PyObject_SetItem(o, j, v);
+ Py_DECREF(j);
+ return r;
+}
+static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v,
+ int is_list, int wraparound, int boundscheck) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ if (is_list || PyList_CheckExact(o)) {
+ Py_ssize_t n = (!wraparound) ? i : ((likely(i >= 0)) ? i : i + PyList_GET_SIZE(o));
+ if ((!boundscheck) || likely((n >= 0) & (n < PyList_GET_SIZE(o)))) {
+ PyObject* old = PyList_GET_ITEM(o, n);
+ Py_INCREF(v);
+ PyList_SET_ITEM(o, n, v);
+ Py_DECREF(old);
+ return 1;
+ }
+ } else {
+ PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
+ if (likely(m && m->sq_ass_item)) {
+ if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
+ Py_ssize_t l = m->sq_length(o);
+ if (likely(l >= 0)) {
+ i += l;
+ } else {
+ if (PyErr_ExceptionMatches(PyExc_OverflowError))
+ PyErr_Clear();
+ else
+ return -1;
+ }
+ }
+ return m->sq_ass_item(o, i, v);
+ }
+ }
+#else
+#if CYTHON_COMPILING_IN_PYPY
+ if (is_list || (PySequence_Check(o) && !PyDict_Check(o))) {
+#else
+ if (is_list || PySequence_Check(o)) {
+#endif
+ return PySequence_SetItem(o, i, v);
+ }
+#endif
+ return __Pyx_SetItemInt_Generic(o, PyInt_FromSsize_t(i), v);
+}
+
+static double __Pyx__PyObject_AsDouble(PyObject* obj) {
+ PyObject* float_value;
+#if CYTHON_COMPILING_IN_PYPY
+ float_value = PyNumber_Float(obj);
+#else
+ PyNumberMethods *nb = Py_TYPE(obj)->tp_as_number;
+ if (likely(nb) && likely(nb->nb_float)) {
+ float_value = nb->nb_float(obj);
+ if (likely(float_value) && unlikely(!PyFloat_Check(float_value))) {
+ PyErr_Format(PyExc_TypeError,
+ "__float__ returned non-float (type %.200s)",
+ Py_TYPE(float_value)->tp_name);
+ Py_DECREF(float_value);
+ goto bad;
+ }
+ } 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);
+ }
+#endif
+ if (likely(float_value)) {
+ double value = PyFloat_AS_DOUBLE(float_value);
+ Py_DECREF(float_value);
+ return value;
+ }
+bad:
+ return (double)-1;
+}
+
+static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname) {
+ PyErr_Format(PyExc_UnboundLocalError, "local variable '%s' referenced before assignment", varname);
+}
+
+static CYTHON_INLINE long __Pyx_div_long(long a, long b) {
+ long q = a / b;
+ long r = a - q*b;
+ q -= ((r != 0) & ((r ^ b) < 0));
+ return q;
+}
+
+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_RaiseNoneNotIterableError(void) {
+ PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
+}
+
+static void __Pyx_UnpackTupleError(PyObject *t, Py_ssize_t index) {
+ if (t == Py_None) {
+ __Pyx_RaiseNoneNotIterableError();
+ } else if (PyTuple_GET_SIZE(t) < index) {
+ __Pyx_RaiseNeedMoreValuesError(PyTuple_GET_SIZE(t));
+ } else {
+ __Pyx_RaiseTooManyValuesError(index);
+ }
+}
+
+static CYTHON_INLINE int __Pyx_unpack_tuple2(PyObject* tuple, PyObject** pvalue1, PyObject** pvalue2,
+ int is_tuple, int has_known_size, int decref_tuple) {
+ Py_ssize_t index;
+ PyObject *value1 = NULL, *value2 = NULL, *iter = NULL;
+ if (!is_tuple && unlikely(!PyTuple_Check(tuple))) {
+ iternextfunc iternext;
+ iter = PyObject_GetIter(tuple);
+ if (unlikely(!iter)) goto bad;
+ if (decref_tuple) { Py_DECREF(tuple); tuple = NULL; }
+ iternext = Py_TYPE(iter)->tp_iternext;
+ value1 = iternext(iter); if (unlikely(!value1)) { index = 0; goto unpacking_failed; }
+ value2 = iternext(iter); if (unlikely(!value2)) { index = 1; goto unpacking_failed; }
+ if (!has_known_size && unlikely(__Pyx_IternextUnpackEndCheck(iternext(iter), 2))) goto bad;
+ Py_DECREF(iter);
+ } else {
+ if (!has_known_size && unlikely(PyTuple_GET_SIZE(tuple) != 2)) {
+ __Pyx_UnpackTupleError(tuple, 2);
+ goto bad;
+ }
+#if CYTHON_COMPILING_IN_PYPY
+ value1 = PySequence_ITEM(tuple, 0);
+ if (unlikely(!value1)) goto bad;
+ value2 = PySequence_ITEM(tuple, 1);
+ if (unlikely(!value2)) goto bad;
+#else
+ value1 = PyTuple_GET_ITEM(tuple, 0);
+ value2 = PyTuple_GET_ITEM(tuple, 1);
+ Py_INCREF(value1);
+ Py_INCREF(value2);
+#endif
+ if (decref_tuple) { Py_DECREF(tuple); }
+ }
+ *pvalue1 = value1;
+ *pvalue2 = value2;
+ return 0;
+unpacking_failed:
+ if (!has_known_size && __Pyx_IterFinish() == 0)
+ __Pyx_RaiseNeedMoreValuesError(index);
+bad:
+ Py_XDECREF(iter);
+ Py_XDECREF(value1);
+ Py_XDECREF(value2);
+ if (decref_tuple) { Py_XDECREF(tuple); }
+ return -1;
+}
+
+static CYTHON_INLINE PyObject* __Pyx_dict_iterator(PyObject* iterable, int is_dict, PyObject* method_name,
+ Py_ssize_t* p_orig_length, int* p_source_is_dict) {
+ is_dict = is_dict || likely(PyDict_CheckExact(iterable));
+ *p_source_is_dict = is_dict;
+#if !CYTHON_COMPILING_IN_PYPY
+ if (is_dict) {
+ *p_orig_length = PyDict_Size(iterable);
+ Py_INCREF(iterable);
+ return iterable;
+ }
+#endif
+ *p_orig_length = 0;
+ if (method_name) {
+ PyObject* iter;
+ iterable = __Pyx_PyObject_CallMethod0(iterable, method_name);
+ if (!iterable)
+ return NULL;
+#if !CYTHON_COMPILING_IN_PYPY
+ if (PyTuple_CheckExact(iterable) || PyList_CheckExact(iterable))
+ return iterable;
+#endif
+ iter = PyObject_GetIter(iterable);
+ Py_DECREF(iterable);
+ return iter;
+ }
+ return PyObject_GetIter(iterable);
+}
+static CYTHON_INLINE int __Pyx_dict_iter_next(PyObject* iter_obj, Py_ssize_t orig_length, Py_ssize_t* ppos,
+ PyObject** pkey, PyObject** pvalue, PyObject** pitem, int source_is_dict) {
+ PyObject* next_item;
+#if !CYTHON_COMPILING_IN_PYPY
+ if (source_is_dict) {
+ PyObject *key, *value;
+ if (unlikely(orig_length != PyDict_Size(iter_obj))) {
+ PyErr_SetString(PyExc_RuntimeError, "dictionary changed size during iteration");
+ return -1;
+ }
+ if (unlikely(!PyDict_Next(iter_obj, ppos, &key, &value))) {
+ return 0;
+ }
+ if (pitem) {
+ PyObject* tuple = PyTuple_New(2);
+ if (unlikely(!tuple)) {
+ return -1;
+ }
+ Py_INCREF(key);
+ Py_INCREF(value);
+ PyTuple_SET_ITEM(tuple, 0, key);
+ PyTuple_SET_ITEM(tuple, 1, value);
+ *pitem = tuple;
+ } else {
+ if (pkey) {
+ Py_INCREF(key);
+ *pkey = key;
+ }
+ if (pvalue) {
+ Py_INCREF(value);
+ *pvalue = value;
+ }
+ }
+ return 1;
+ } else if (PyTuple_CheckExact(iter_obj)) {
+ Py_ssize_t pos = *ppos;
+ if (unlikely(pos >= PyTuple_GET_SIZE(iter_obj))) return 0;
+ *ppos = pos + 1;
+ next_item = PyTuple_GET_ITEM(iter_obj, pos);
+ Py_INCREF(next_item);
+ } else if (PyList_CheckExact(iter_obj)) {
+ Py_ssize_t pos = *ppos;
+ if (unlikely(pos >= PyList_GET_SIZE(iter_obj))) return 0;
+ *ppos = pos + 1;
+ next_item = PyList_GET_ITEM(iter_obj, pos);
+ Py_INCREF(next_item);
+ } else
+#endif
+ {
+ next_item = PyIter_Next(iter_obj);
+ if (unlikely(!next_item)) {
+ return __Pyx_IterFinish();
+ }
+ }
+ if (pitem) {
+ *pitem = next_item;
+ } else if (pkey && pvalue) {
+ if (__Pyx_unpack_tuple2(next_item, pkey, pvalue, source_is_dict, source_is_dict, 1))
+ return -1;
+ } else if (pkey) {
+ *pkey = next_item;
+ } else {
+ *pvalue = next_item;
+ }
+ return 1;
+}
+
+static CYTHON_INLINE long __Pyx_mod_long(long a, long b) {
+ long r = a % b;
+ r += ((r != 0) & ((r ^ b) < 0)) * b;
+ return r;
+}
+
+static PyObject *
+__Pyx_CyFunction_get_doc(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *closure)
+{
+ if (unlikely(op->func_doc == NULL)) {
+ if (op->func.m_ml->ml_doc) {
+#if PY_MAJOR_VERSION >= 3
+ op->func_doc = PyUnicode_FromString(op->func.m_ml->ml_doc);
+#else
+ op->func_doc = PyString_FromString(op->func.m_ml->ml_doc);
+#endif
+ if (unlikely(op->func_doc == NULL))
+ return NULL;
+ } else {
+ Py_INCREF(Py_None);
+ return Py_None;
+ }
+ }
+ Py_INCREF(op->func_doc);
+ return op->func_doc;
+}
+static int
+__Pyx_CyFunction_set_doc(__pyx_CyFunctionObject *op, PyObject *value)
+{
+ PyObject *tmp = op->func_doc;
+ if (value == NULL)
+ value = Py_None; /* Mark as deleted */
+ Py_INCREF(value);
+ op->func_doc = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_name(__pyx_CyFunctionObject *op)
+{
+ if (unlikely(op->func_name == NULL)) {
+#if PY_MAJOR_VERSION >= 3
+ op->func_name = PyUnicode_InternFromString(op->func.m_ml->ml_name);
+#else
+ op->func_name = PyString_InternFromString(op->func.m_ml->ml_name);
+#endif
+ if (unlikely(op->func_name == NULL))
+ return NULL;
+ }
+ Py_INCREF(op->func_name);
+ return op->func_name;
+}
+static int
+__Pyx_CyFunction_set_name(__pyx_CyFunctionObject *op, PyObject *value)
+{
+ PyObject *tmp;
+#if PY_MAJOR_VERSION >= 3
+ if (unlikely(value == NULL || !PyUnicode_Check(value))) {
+#else
+ if (unlikely(value == NULL || !PyString_Check(value))) {
+#endif
+ PyErr_SetString(PyExc_TypeError,
+ "__name__ must be set to a string object");
+ return -1;
+ }
+ tmp = op->func_name;
+ Py_INCREF(value);
+ op->func_name = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_qualname(__pyx_CyFunctionObject *op)
+{
+ Py_INCREF(op->func_qualname);
+ return op->func_qualname;
+}
+static int
+__Pyx_CyFunction_set_qualname(__pyx_CyFunctionObject *op, PyObject *value)
+{
+ PyObject *tmp;
+#if PY_MAJOR_VERSION >= 3
+ if (unlikely(value == NULL || !PyUnicode_Check(value))) {
+#else
+ if (unlikely(value == NULL || !PyString_Check(value))) {
+#endif
+ PyErr_SetString(PyExc_TypeError,
+ "__qualname__ must be set to a string object");
+ return -1;
+ }
+ tmp = op->func_qualname;
+ Py_INCREF(value);
+ op->func_qualname = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_self(__pyx_CyFunctionObject *m, CYTHON_UNUSED void *closure)
+{
+ PyObject *self;
+ self = m->func_closure;
+ if (self == NULL)
+ self = Py_None;
+ Py_INCREF(self);
+ return self;
+}
+static PyObject *
+__Pyx_CyFunction_get_dict(__pyx_CyFunctionObject *op)
+{
+ if (unlikely(op->func_dict == NULL)) {
+ op->func_dict = PyDict_New();
+ if (unlikely(op->func_dict == NULL))
+ return NULL;
+ }
+ Py_INCREF(op->func_dict);
+ return op->func_dict;
+}
+static int
+__Pyx_CyFunction_set_dict(__pyx_CyFunctionObject *op, PyObject *value)
+{
+ PyObject *tmp;
+ if (unlikely(value == NULL)) {
+ PyErr_SetString(PyExc_TypeError,
+ "function's dictionary may not be deleted");
+ return -1;
+ }
+ if (unlikely(!PyDict_Check(value))) {
+ PyErr_SetString(PyExc_TypeError,
+ "setting function's dictionary to a non-dict");
+ return -1;
+ }
+ tmp = op->func_dict;
+ Py_INCREF(value);
+ op->func_dict = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_globals(CYTHON_UNUSED __pyx_CyFunctionObject *op)
+{
+ PyObject* dict = PyModule_GetDict(__pyx_m);
+ Py_XINCREF(dict);
+ return dict;
+}
+static PyObject *
+__Pyx_CyFunction_get_closure(CYTHON_UNUSED __pyx_CyFunctionObject *op)
+{
+ Py_INCREF(Py_None);
+ return Py_None;
+}
+static PyObject *
+__Pyx_CyFunction_get_code(__pyx_CyFunctionObject *op)
+{
+ PyObject* result = (op->func_code) ? op->func_code : Py_None;
+ Py_INCREF(result);
+ return result;
+}
+static int
+__Pyx_CyFunction_init_defaults(__pyx_CyFunctionObject *op) {
+ PyObject *res = op->defaults_getter((PyObject *) op);
+ if (unlikely(!res))
+ return -1;
+ op->defaults_tuple = PyTuple_GET_ITEM(res, 0);
+ Py_INCREF(op->defaults_tuple);
+ op->defaults_kwdict = PyTuple_GET_ITEM(res, 1);
+ Py_INCREF(op->defaults_kwdict);
+ Py_DECREF(res);
+ return 0;
+}
+static int
+__Pyx_CyFunction_set_defaults(__pyx_CyFunctionObject *op, PyObject* value) {
+ PyObject* tmp;
+ if (!value) {
+ value = Py_None;
+ } else if (value != Py_None && !PyTuple_Check(value)) {
+ PyErr_SetString(PyExc_TypeError,
+ "__defaults__ must be set to a tuple object");
+ return -1;
+ }
+ Py_INCREF(value);
+ tmp = op->defaults_tuple;
+ op->defaults_tuple = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_defaults(__pyx_CyFunctionObject *op) {
+ PyObject* result = op->defaults_tuple;
+ if (unlikely(!result)) {
+ if (op->defaults_getter) {
+ if (__Pyx_CyFunction_init_defaults(op) < 0) return NULL;
+ result = op->defaults_tuple;
+ } else {
+ result = Py_None;
+ }
+ }
+ Py_INCREF(result);
+ return result;
+}
+static int
+__Pyx_CyFunction_set_kwdefaults(__pyx_CyFunctionObject *op, PyObject* value) {
+ PyObject* tmp;
+ if (!value) {
+ value = Py_None;
+ } else if (value != Py_None && !PyDict_Check(value)) {
+ PyErr_SetString(PyExc_TypeError,
+ "__kwdefaults__ must be set to a dict object");
+ return -1;
+ }
+ Py_INCREF(value);
+ tmp = op->defaults_kwdict;
+ op->defaults_kwdict = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_kwdefaults(__pyx_CyFunctionObject *op) {
+ PyObject* result = op->defaults_kwdict;
+ if (unlikely(!result)) {
+ if (op->defaults_getter) {
+ if (__Pyx_CyFunction_init_defaults(op) < 0) return NULL;
+ result = op->defaults_kwdict;
+ } else {
+ result = Py_None;
+ }
+ }
+ Py_INCREF(result);
+ return result;
+}
+static int
+__Pyx_CyFunction_set_annotations(__pyx_CyFunctionObject *op, PyObject* value) {
+ PyObject* tmp;
+ if (!value || value == Py_None) {
+ value = NULL;
+ } else if (!PyDict_Check(value)) {
+ PyErr_SetString(PyExc_TypeError,
+ "__annotations__ must be set to a dict object");
+ return -1;
+ }
+ Py_XINCREF(value);
+ tmp = op->func_annotations;
+ op->func_annotations = value;
+ Py_XDECREF(tmp);
+ return 0;
+}
+static PyObject *
+__Pyx_CyFunction_get_annotations(__pyx_CyFunctionObject *op) {
+ PyObject* result = op->func_annotations;
+ if (unlikely(!result)) {
+ result = PyDict_New();
+ if (unlikely(!result)) return NULL;
+ op->func_annotations = result;
+ }
+ Py_INCREF(result);
+ return result;
+}
+static PyGetSetDef __pyx_CyFunction_getsets[] = {
+ {(char *) "func_doc", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
+ {(char *) "__doc__", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
+ {(char *) "func_name", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
+ {(char *) "__name__", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
+ {(char *) "__qualname__", (getter)__Pyx_CyFunction_get_qualname, (setter)__Pyx_CyFunction_set_qualname, 0, 0},
+ {(char *) "__self__", (getter)__Pyx_CyFunction_get_self, 0, 0, 0},
+ {(char *) "func_dict", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
+ {(char *) "__dict__", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
+ {(char *) "func_globals", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
+ {(char *) "__globals__", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
+ {(char *) "func_closure", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
+ {(char *) "__closure__", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
+ {(char *) "func_code", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
+ {(char *) "__code__", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
+ {(char *) "func_defaults", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
+ {(char *) "__defaults__", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
+ {(char *) "__kwdefaults__", (getter)__Pyx_CyFunction_get_kwdefaults, (setter)__Pyx_CyFunction_set_kwdefaults, 0, 0},
+ {(char *) "__annotations__", (getter)__Pyx_CyFunction_get_annotations, (setter)__Pyx_CyFunction_set_annotations, 0, 0},
+ {0, 0, 0, 0, 0}
+};
+#ifndef PY_WRITE_RESTRICTED /* < Py2.5 */
+#define PY_WRITE_RESTRICTED WRITE_RESTRICTED
+#endif
+static PyMemberDef __pyx_CyFunction_members[] = {
+ {(char *) "__module__", T_OBJECT, offsetof(__pyx_CyFunctionObject, func.m_module), PY_WRITE_RESTRICTED, 0},
+ {0, 0, 0, 0, 0}
+};
+static PyObject *
+__Pyx_CyFunction_reduce(__pyx_CyFunctionObject *m, CYTHON_UNUSED PyObject *args)
+{
+#if PY_MAJOR_VERSION >= 3
+ return PyUnicode_FromString(m->func.m_ml->ml_name);
+#else
+ return PyString_FromString(m->func.m_ml->ml_name);
+#endif
+}
+static PyMethodDef __pyx_CyFunction_methods[] = {
+ {__Pyx_NAMESTR("__reduce__"), (PyCFunction)__Pyx_CyFunction_reduce, METH_VARARGS, 0},
+ {0, 0, 0, 0}
+};
+static PyObject *__Pyx_CyFunction_New(PyTypeObject *type, PyMethodDef *ml, int flags, PyObject* qualname,
+ PyObject *closure, PyObject *module, PyObject* code) {
+ __pyx_CyFunctionObject *op = PyObject_GC_New(__pyx_CyFunctionObject, type);
+ if (op == NULL)
+ return NULL;
+ op->flags = flags;
+ op->func_weakreflist = NULL;
+ op->func.m_ml = ml;
+ op->func.m_self = (PyObject *) op;
+ Py_XINCREF(closure);
+ op->func_closure = closure;
+ Py_XINCREF(module);
+ op->func.m_module = module;
+ op->func_dict = NULL;
+ op->func_name = NULL;
+ Py_INCREF(qualname);
+ op->func_qualname = qualname;
+ op->func_doc = NULL;
+ op->func_classobj = NULL;
+ Py_XINCREF(code);
+ op->func_code = code;
+ op->defaults_pyobjects = 0;
+ op->defaults = NULL;
+ op->defaults_tuple = NULL;
+ op->defaults_kwdict = NULL;
+ op->defaults_getter = NULL;
+ op->func_annotations = NULL;
+ PyObject_GC_Track(op);
+ return (PyObject *) op;
+}
+static int
+__Pyx_CyFunction_clear(__pyx_CyFunctionObject *m)
+{
+ Py_CLEAR(m->func_closure);
+ Py_CLEAR(m->func.m_module);
+ Py_CLEAR(m->func_dict);
+ Py_CLEAR(m->func_name);
+ Py_CLEAR(m->func_qualname);
+ Py_CLEAR(m->func_doc);
+ Py_CLEAR(m->func_code);
+ Py_CLEAR(m->func_classobj);
+ Py_CLEAR(m->defaults_tuple);
+ Py_CLEAR(m->defaults_kwdict);
+ Py_CLEAR(m->func_annotations);
+ if (m->defaults) {
+ PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
+ int i;
+ for (i = 0; i < m->defaults_pyobjects; i++)
+ Py_XDECREF(pydefaults[i]);
+ PyMem_Free(m->defaults);
+ m->defaults = NULL;
+ }
+ return 0;
+}
+static void __Pyx_CyFunction_dealloc(__pyx_CyFunctionObject *m)
+{
+ PyObject_GC_UnTrack(m);
+ if (m->func_weakreflist != NULL)
+ PyObject_ClearWeakRefs((PyObject *) m);
+ __Pyx_CyFunction_clear(m);
+ PyObject_GC_Del(m);
+}
+static int __Pyx_CyFunction_traverse(__pyx_CyFunctionObject *m, visitproc visit, void *arg)
+{
+ Py_VISIT(m->func_closure);
+ Py_VISIT(m->func.m_module);
+ Py_VISIT(m->func_dict);
+ Py_VISIT(m->func_name);
+ Py_VISIT(m->func_qualname);
+ Py_VISIT(m->func_doc);
+ Py_VISIT(m->func_code);
+ Py_VISIT(m->func_classobj);
+ Py_VISIT(m->defaults_tuple);
+ Py_VISIT(m->defaults_kwdict);
+ if (m->defaults) {
+ PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
+ int i;
+ for (i = 0; i < m->defaults_pyobjects; i++)
+ Py_VISIT(pydefaults[i]);
+ }
+ return 0;
+}
+static PyObject *__Pyx_CyFunction_descr_get(PyObject *func, PyObject *obj, PyObject *type)
+{
+ __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
+ if (m->flags & __Pyx_CYFUNCTION_STATICMETHOD) {
+ Py_INCREF(func);
+ return func;
+ }
+ if (m->flags & __Pyx_CYFUNCTION_CLASSMETHOD) {
+ if (type == NULL)
+ type = (PyObject *)(Py_TYPE(obj));
+ return PyMethod_New(func,
+ type, (PyObject *)(Py_TYPE(type)));
+ }
+ if (obj == Py_None)
+ obj = NULL;
+ return PyMethod_New(func, obj, type);
+}
+static PyObject*
+__Pyx_CyFunction_repr(__pyx_CyFunctionObject *op)
+{
+#if PY_MAJOR_VERSION >= 3
+ return PyUnicode_FromFormat("<cyfunction %U at %p>",
+ op->func_qualname, (void *)op);
+#else
+ return PyString_FromFormat("<cyfunction %s at %p>",
+ PyString_AsString(op->func_qualname), (void *)op);
+#endif
+}
+#if CYTHON_COMPILING_IN_PYPY
+static PyObject * __Pyx_CyFunction_Call(PyObject *func, PyObject *arg, PyObject *kw) {
+ PyCFunctionObject* f = (PyCFunctionObject*)func;
+ PyCFunction meth = PyCFunction_GET_FUNCTION(func);
+ PyObject *self = PyCFunction_GET_SELF(func);
+ Py_ssize_t size;
+ switch (PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST)) {
+ case METH_VARARGS:
+ if (likely(kw == NULL) || PyDict_Size(kw) == 0)
+ return (*meth)(self, arg);
+ break;
+ case METH_VARARGS | METH_KEYWORDS:
+ return (*(PyCFunctionWithKeywords)meth)(self, arg, kw);
+ case METH_NOARGS:
+ if (likely(kw == NULL) || PyDict_Size(kw) == 0) {
+ size = PyTuple_GET_SIZE(arg);
+ if (size == 0)
+ return (*meth)(self, NULL);
+ PyErr_Format(PyExc_TypeError,
+ "%.200s() takes no arguments (%zd given)",
+ f->m_ml->ml_name, size);
+ return NULL;
+ }
+ break;
+ case METH_O:
+ if (likely(kw == NULL) || PyDict_Size(kw) == 0) {
+ size = PyTuple_GET_SIZE(arg);
+ if (size == 1)
+ return (*meth)(self, PyTuple_GET_ITEM(arg, 0));
+ PyErr_Format(PyExc_TypeError,
+ "%.200s() takes exactly one argument (%zd given)",
+ f->m_ml->ml_name, size);
+ return NULL;
+ }
+ break;
+ default:
+ PyErr_SetString(PyExc_SystemError, "Bad call flags in "
+ "__Pyx_CyFunction_Call. METH_OLDARGS is no "
+ "longer supported!");
+ return NULL;
+ }
+ PyErr_Format(PyExc_TypeError, "%.200s() takes no keyword arguments",
+ f->m_ml->ml_name);
+ return NULL;
+}
+#else
+static PyObject * __Pyx_CyFunction_Call(PyObject *func, PyObject *arg, PyObject *kw) {
+ return PyCFunction_Call(func, arg, kw);
+}
+#endif
+static PyTypeObject __pyx_CyFunctionType_type = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("cython_function_or_method"), /*tp_name*/
+ sizeof(__pyx_CyFunctionObject), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ (destructor) __Pyx_CyFunction_dealloc, /*tp_dealloc*/
+ 0, /*tp_print*/
+ 0, /*tp_getattr*/
+ 0, /*tp_setattr*/
+#if PY_MAJOR_VERSION < 3
+ 0, /*tp_compare*/
+#else
+ 0, /*reserved*/
+#endif
+ (reprfunc) __Pyx_CyFunction_repr, /*tp_repr*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ __Pyx_CyFunction_Call, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC, /* tp_flags*/
+ 0, /*tp_doc*/
+ (traverseproc) __Pyx_CyFunction_traverse, /*tp_traverse*/
+ (inquiry) __Pyx_CyFunction_clear, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ offsetof(__pyx_CyFunctionObject, func_weakreflist), /* tp_weaklistoffse */
+ 0, /*tp_iter*/
+ 0, /*tp_iternext*/
+ __pyx_CyFunction_methods, /*tp_methods*/
+ __pyx_CyFunction_members, /*tp_members*/
+ __pyx_CyFunction_getsets, /*tp_getset*/
+ 0, /*tp_base*/
+ 0, /*tp_dict*/
+ __Pyx_CyFunction_descr_get, /*tp_descr_get*/
+ 0, /*tp_descr_set*/
+ offsetof(__pyx_CyFunctionObject, func_dict),/*tp_dictoffset*/
+ 0, /*tp_init*/
+ 0, /*tp_alloc*/
+ 0, /*tp_new*/
+ 0, /*tp_free*/
+ 0, /*tp_is_gc*/
+ 0, /*tp_bases*/
+ 0, /*tp_mro*/
+ 0, /*tp_cache*/
+ 0, /*tp_subclasses*/
+ 0, /*tp_weaklist*/
+ 0, /*tp_del*/
+#if PY_VERSION_HEX >= 0x02060000
+ 0, /*tp_version_tag*/
+#endif
+};
+static int __Pyx_CyFunction_init(void) {
+#if !CYTHON_COMPILING_IN_PYPY
+ __pyx_CyFunctionType_type.tp_call = PyCFunction_Call;
+#endif
+ if (PyType_Ready(&__pyx_CyFunctionType_type) < 0)
+ return -1;
+ __pyx_CyFunctionType = &__pyx_CyFunctionType_type;
+ return 0;
+}
+static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *func, size_t size, int pyobjects) {
+ __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
+ m->defaults = PyMem_Malloc(size);
+ if (!m->defaults)
+ return PyErr_NoMemory();
+ memset(m->defaults, 0, size);
+ m->defaults_pyobjects = pyobjects;
+ return m->defaults;
+}
+static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *func, PyObject *tuple) {
+ __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
+ m->defaults_tuple = tuple;
+ Py_INCREF(tuple);
+}
+static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *func, PyObject *dict) {
+ __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
+ m->defaults_kwdict = dict;
+ Py_INCREF(dict);
+}
+static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *func, PyObject *dict) {
+ __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
+ m->func_annotations = dict;
+ Py_INCREF(dict);
+}
+
+static CYTHON_INLINE PyObject* __Pyx_PyObject_Pop(PyObject* L) {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x02040000
+ if (likely(PyList_CheckExact(L))
+ && likely(PyList_GET_SIZE(L) > (((PyListObject*)L)->allocated >> 1))) {
+ Py_SIZE(L) -= 1;
+ return PyList_GET_ITEM(L, PyList_GET_SIZE(L));
+ }
+#if PY_VERSION_HEX >= 0x02050000
+ else if (Py_TYPE(L) == (&PySet_Type)) {
+ return PySet_Pop(L);
+ }
+#endif
+#endif
+ return __Pyx_PyObject_CallMethod0(L, __pyx_n_s__pop);
+}
+
+static int __Pyx_SetVtable(PyObject *dict, void *vtable) {
+#if PY_VERSION_HEX >= 0x02070000 && !(PY_MAJOR_VERSION==3&&PY_MINOR_VERSION==0)
+ PyObject *ob = PyCapsule_New(vtable, 0, 0);
+#else
+ PyObject *ob = PyCObject_FromVoidPtr(vtable, 0);
+#endif
+ if (!ob)
+ goto bad;
+ if (PyDict_SetItem(dict, __pyx_n_s____pyx_vtable__, ob) < 0)
+ goto bad;
+ Py_DECREF(ob);
+ return 0;
+bad:
+ Py_XDECREF(ob);
+ return -1;
+}
+
+static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name) {
+ PyObject* value = __Pyx_PyObject_GetAttrStr(module, name);
+ if (unlikely(!value) && PyErr_ExceptionMatches(PyExc_AttributeError)) {
+ PyErr_Format(PyExc_ImportError,
+ #if PY_MAJOR_VERSION < 3
+ "cannot import name %.230s", PyString_AS_STRING(name));
+ #else
+ "cannot import name %S", name);
+ #endif
+ }
+ return value;
+}
+
+static CYTHON_INLINE void __Pyx_ExceptionSave(PyObject **type, PyObject **value, PyObject **tb) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ 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);
+#else
+ PyErr_GetExcInfo(type, value, tb);
+#endif
+}
+static void __Pyx_ExceptionReset(PyObject *type, PyObject *value, PyObject *tb) {
+#if CYTHON_COMPILING_IN_CPYTHON
+ 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);
+#else
+ PyErr_SetExcInfo(type, value, tb);
+#endif
+}
+
+static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
+ PyObject *empty_list = 0;
+ PyObject *module = 0;
+ PyObject *global_dict = 0;
+ PyObject *empty_dict = 0;
+ PyObject *list;
+ #if PY_VERSION_HEX < 0x03030000
+ PyObject *py_import;
+ py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s____import__);
+ if (!py_import)
+ goto bad;
+ #endif
+ if (from_list)
+ list = from_list;
+ else {
+ empty_list = PyList_New(0);
+ if (!empty_list)
+ goto bad;
+ list = empty_list;
+ }
+ global_dict = PyModule_GetDict(__pyx_m);
+ if (!global_dict)
+ goto bad;
+ empty_dict = PyDict_New();
+ if (!empty_dict)
+ goto bad;
+ #if PY_VERSION_HEX >= 0x02050000
+ {
+ #if PY_MAJOR_VERSION >= 3
+ if (level == -1) {
+ if (strchr(__Pyx_MODULE_NAME, '.')) {
+ #if PY_VERSION_HEX < 0x03030000
+ PyObject *py_level = PyInt_FromLong(1);
+ if (!py_level)
+ goto bad;
+ module = PyObject_CallFunctionObjArgs(py_import,
+ name, global_dict, empty_dict, list, py_level, NULL);
+ Py_DECREF(py_level);
+ #else
+ module = PyImport_ImportModuleLevelObject(
+ name, global_dict, empty_dict, list, 1);
+ #endif
+ if (!module) {
+ if (!PyErr_ExceptionMatches(PyExc_ImportError))
+ goto bad;
+ PyErr_Clear();
+ }
+ }
+ level = 0; /* try absolute import on failure */
+ }
+ #endif
+ if (!module) {
+ #if PY_VERSION_HEX < 0x03030000
+ PyObject *py_level = PyInt_FromLong(level);
+ if (!py_level)
+ goto bad;
+ module = PyObject_CallFunctionObjArgs(py_import,
+ name, global_dict, empty_dict, list, py_level, NULL);
+ Py_DECREF(py_level);
+ #else
+ module = PyImport_ImportModuleLevelObject(
+ name, global_dict, empty_dict, list, level);
+ #endif
+ }
+ }
+ #else
+ if (level>0) {
+ PyErr_SetString(PyExc_RuntimeError, "Relative import is not supported for Python <=2.4.");
+ goto bad;
+ }
+ module = PyObject_CallFunctionObjArgs(py_import,
+ name, global_dict, empty_dict, list, NULL);
+ #endif
+bad:
+ #if PY_VERSION_HEX < 0x03030000
+ Py_XDECREF(py_import);
+ #endif
+ Py_XDECREF(empty_list);
+ Py_XDECREF(empty_dict);
+ return module;
+}
+
+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);
+}
+
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+#include "longintrepr.h"
+#endif
+#endif
+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_MAJOR_VERSION < 3
+ 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 CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(unsigned long)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return (unsigned long) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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 {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(unsigned long)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return +(unsigned long) ((PyLongObject*)x)->ob_digit[0];
+ case -1: return -(unsigned long) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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;
+ }
+}
+
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+#include "longintrepr.h"
+#endif
+#endif
+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_MAJOR_VERSION < 3
+ 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 CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(unsigned PY_LONG_LONG)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return (unsigned PY_LONG_LONG) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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 {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(unsigned PY_LONG_LONG)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return +(unsigned PY_LONG_LONG) ((PyLongObject*)x)->ob_digit[0];
+ case -1: return -(unsigned PY_LONG_LONG) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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;
+ }
+}
+
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+#include "longintrepr.h"
+#endif
+#endif
+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_MAJOR_VERSION < 3
+ 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 CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(long)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return (long) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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 {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(long)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return +(long) ((PyLongObject*)x)->ob_digit[0];
+ case -1: return -(long) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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;
+ }
+}
+
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+#include "longintrepr.h"
+#endif
+#endif
+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_MAJOR_VERSION < 3
+ 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 CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(PY_LONG_LONG)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return (PY_LONG_LONG) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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 {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(PY_LONG_LONG)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return +(PY_LONG_LONG) ((PyLongObject*)x)->ob_digit[0];
+ case -1: return -(PY_LONG_LONG) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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;
+ }
+}
+
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+#include "longintrepr.h"
+#endif
+#endif
+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_MAJOR_VERSION < 3
+ 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 CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(signed long)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return (signed long) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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 {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(signed long)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return +(signed long) ((PyLongObject*)x)->ob_digit[0];
+ case -1: return -(signed long) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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;
+ }
+}
+
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+#include "longintrepr.h"
+#endif
+#endif
+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_MAJOR_VERSION < 3
+ 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 CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(signed PY_LONG_LONG)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return (signed PY_LONG_LONG) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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 {
+#if CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
+#if CYTHON_USE_PYLONG_INTERNALS
+ if (sizeof(digit) <= sizeof(signed PY_LONG_LONG)) {
+ switch (Py_SIZE(x)) {
+ case 0: return 0;
+ case 1: return +(signed PY_LONG_LONG) ((PyLongObject*)x)->ob_digit[0];
+ case -1: return -(signed PY_LONG_LONG) ((PyLongObject*)x)->ob_digit[0];
+ }
+ }
+#endif
+#endif
+ 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;
+#if CYTHON_COMPILING_IN_CPYTHON
+ 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;
+#else
+ PyErr_GetExcInfo(&tmp_type, &tmp_value, &tmp_tb);
+ PyErr_SetExcInfo(*type, *value, *tb);
+#endif
+ *type = tmp_type;
+ *value = tmp_value;
+ *tb = tmp_tb;
+}
+
+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);
+static PyTypeObject *__pyx_GeneratorType = 0;
+#define __Pyx_Generator_CheckExact(obj) (Py_TYPE(obj) == __pyx_GeneratorType)
+#define __Pyx_Generator_Undelegate(gen) Py_CLEAR((gen)->yieldfrom)
+#if 1 || PY_VERSION_HEX < 0x030300B0
+static int __Pyx_PyGen_FetchStopIterationValue(PyObject **pvalue) {
+ PyObject *et, *ev, *tb;
+ PyObject *value = NULL;
+ __Pyx_ErrFetch(&et, &ev, &tb);
+ if (!et) {
+ Py_XDECREF(tb);
+ Py_XDECREF(ev);
+ Py_INCREF(Py_None);
+ *pvalue = Py_None;
+ return 0;
+ }
+ if (unlikely(et != PyExc_StopIteration) &&
+ unlikely(!PyErr_GivenExceptionMatches(et, PyExc_StopIteration))) {
+ __Pyx_ErrRestore(et, ev, tb);
+ return -1;
+ }
+ if (likely(et == PyExc_StopIteration)) {
+ if (likely(!ev) || !PyObject_IsInstance(ev, PyExc_StopIteration)) {
+ if (!ev) {
+ Py_INCREF(Py_None);
+ ev = Py_None;
+ }
+ Py_XDECREF(tb);
+ Py_DECREF(et);
+ *pvalue = ev;
+ return 0;
+ }
+ }
+ PyErr_NormalizeException(&et, &ev, &tb);
+ if (unlikely(!PyObject_IsInstance(ev, PyExc_StopIteration))) {
+ __Pyx_ErrRestore(et, ev, tb);
+ return -1;
+ }
+ Py_XDECREF(tb);
+ Py_DECREF(et);
+#if PY_VERSION_HEX >= 0x030300A0
+ value = ((PyStopIterationObject *)ev)->value;
+ Py_INCREF(value);
+ Py_DECREF(ev);
+#else
+ {
+ PyObject* args = PyObject_GetAttr(ev, __pyx_n_s__args);
+ Py_DECREF(ev);
+ if (likely(args)) {
+ value = PyObject_GetItem(args, 0);
+ Py_DECREF(args);
+ }
+ if (unlikely(!value)) {
+ __Pyx_ErrRestore(NULL, NULL, NULL);
+ Py_INCREF(Py_None);
+ value = Py_None;
+ }
+ }
+#endif
+ *pvalue = value;
+ return 0;
+}
+#endif
+static CYTHON_INLINE
+void __Pyx_Generator_ExceptionClear(__pyx_GeneratorObject *self) {
+ PyObject *exc_type = self->exc_type;
+ PyObject *exc_value = self->exc_value;
+ PyObject *exc_traceback = self->exc_traceback;
+ self->exc_type = NULL;
+ self->exc_value = NULL;
+ self->exc_traceback = NULL;
+ Py_XDECREF(exc_type);
+ Py_XDECREF(exc_value);
+ Py_XDECREF(exc_traceback);
+}
+static CYTHON_INLINE
+int __Pyx_Generator_CheckRunning(__pyx_GeneratorObject *gen) {
+ if (unlikely(gen->is_running)) {
+ PyErr_SetString(PyExc_ValueError,
+ "generator already executing");
+ return 1;
+ }
+ return 0;
+}
+static CYTHON_INLINE
+PyObject *__Pyx_Generator_SendEx(__pyx_GeneratorObject *self, PyObject *value) {
+ PyObject *retval;
+ assert(!self->is_running);
+ if (unlikely(self->resume_label == 0)) {
+ if (unlikely(value && value != Py_None)) {
+ PyErr_SetString(PyExc_TypeError,
+ "can't send non-None value to a "
+ "just-started generator");
+ return NULL;
+ }
+ }
+ if (unlikely(self->resume_label == -1)) {
+ PyErr_SetNone(PyExc_StopIteration);
+ return NULL;
+ }
+ if (value) {
+#if CYTHON_COMPILING_IN_PYPY
+#else
+ /* Generators always return to their most recent caller, not
+ * necessarily their creator. */
+ if (self->exc_traceback) {
+ PyThreadState *tstate = PyThreadState_GET();
+ PyTracebackObject *tb = (PyTracebackObject *) self->exc_traceback;
+ PyFrameObject *f = tb->tb_frame;
+ Py_XINCREF(tstate->frame);
+ assert(f->f_back == NULL);
+ f->f_back = tstate->frame;
+ }
+#endif
+ __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);
+#if CYTHON_COMPILING_IN_PYPY
+#else
+ /* Don't keep the reference to f_back any longer than necessary. It
+ * may keep a chain of frames alive or it could create a reference
+ * cycle. */
+ if (self->exc_traceback) {
+ PyTracebackObject *tb = (PyTracebackObject *) self->exc_traceback;
+ PyFrameObject *f = tb->tb_frame;
+ Py_CLEAR(f->f_back);
+ }
+#endif
+ } else {
+ __Pyx_Generator_ExceptionClear(self);
+ }
+ return retval;
+}
+static CYTHON_INLINE
+PyObject *__Pyx_Generator_FinishDelegation(__pyx_GeneratorObject *gen) {
+ PyObject *ret;
+ PyObject *val = NULL;
+ __Pyx_Generator_Undelegate(gen);
+ __Pyx_PyGen_FetchStopIterationValue(&val);
+ ret = __Pyx_Generator_SendEx(gen, val);
+ Py_XDECREF(val);
+ return ret;
+}
+static PyObject *__Pyx_Generator_Next(PyObject *self) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject*) self;
+ PyObject *yf = gen->yieldfrom;
+ if (unlikely(__Pyx_Generator_CheckRunning(gen)))
+ return NULL;
+ if (yf) {
+ PyObject *ret;
+ gen->is_running = 1;
+ ret = Py_TYPE(yf)->tp_iternext(yf);
+ gen->is_running = 0;
+ if (likely(ret)) {
+ return ret;
+ }
+ return __Pyx_Generator_FinishDelegation(gen);
+ }
+ return __Pyx_Generator_SendEx(gen, Py_None);
+}
+static PyObject *__Pyx_Generator_Send(PyObject *self, PyObject *value) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject*) self;
+ PyObject *yf = gen->yieldfrom;
+ if (unlikely(__Pyx_Generator_CheckRunning(gen)))
+ return NULL;
+ if (yf) {
+ PyObject *ret;
+ gen->is_running = 1;
+ if (__Pyx_Generator_CheckExact(yf)) {
+ ret = __Pyx_Generator_Send(yf, value);
+ } else {
+ if (value == Py_None)
+ ret = PyIter_Next(yf);
+ else
+ ret = __Pyx_PyObject_CallMethod1(yf, __pyx_n_s__send, value);
+ }
+ gen->is_running = 0;
+ if (likely(ret)) {
+ return ret;
+ }
+ return __Pyx_Generator_FinishDelegation(gen);
+ }
+ return __Pyx_Generator_SendEx(gen, value);
+}
+static int __Pyx_Generator_CloseIter(__pyx_GeneratorObject *gen, PyObject *yf) {
+ PyObject *retval = NULL;
+ int err = 0;
+ if (__Pyx_Generator_CheckExact(yf)) {
+ retval = __Pyx_Generator_Close(yf);
+ if (!retval)
+ return -1;
+ } else {
+ PyObject *meth;
+ gen->is_running = 1;
+ meth = PyObject_GetAttr(yf, __pyx_n_s__close);
+ if (unlikely(!meth)) {
+ if (!PyErr_ExceptionMatches(PyExc_AttributeError)) {
+ PyErr_WriteUnraisable(yf);
+ }
+ PyErr_Clear();
+ } else {
+ retval = PyObject_CallFunction(meth, NULL);
+ Py_DECREF(meth);
+ if (!retval)
+ err = -1;
+ }
+ gen->is_running = 0;
+ }
+ Py_XDECREF(retval);
+ return err;
+}
+static PyObject *__Pyx_Generator_Close(PyObject *self) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ PyObject *retval, *raised_exception;
+ PyObject *yf = gen->yieldfrom;
+ int err = 0;
+ if (unlikely(__Pyx_Generator_CheckRunning(gen)))
+ return NULL;
+ if (yf) {
+ Py_INCREF(yf);
+ err = __Pyx_Generator_CloseIter(gen, yf);
+ __Pyx_Generator_Undelegate(gen);
+ Py_DECREF(yf);
+ }
+ if (err == 0)
+#if PY_VERSION_HEX < 0x02050000
+ PyErr_SetNone(PyExc_StopIteration);
+#else
+ PyErr_SetNone(PyExc_GeneratorExit);
+#endif
+ retval = __Pyx_Generator_SendEx(gen, NULL);
+ if (retval) {
+ Py_DECREF(retval);
+ PyErr_SetString(PyExc_RuntimeError,
+ "generator ignored GeneratorExit");
+ return NULL;
+ }
+ raised_exception = PyErr_Occurred();
+ if (!raised_exception
+ || raised_exception == PyExc_StopIteration
+#if PY_VERSION_HEX >= 0x02050000
+ || raised_exception == PyExc_GeneratorExit
+ || PyErr_GivenExceptionMatches(raised_exception, PyExc_GeneratorExit)
+#endif
+ || PyErr_GivenExceptionMatches(raised_exception, PyExc_StopIteration))
+ {
+ if (raised_exception) PyErr_Clear(); /* ignore these errors */
+ Py_INCREF(Py_None);
+ return Py_None;
+ }
+ return NULL;
+}
+static PyObject *__Pyx_Generator_Throw(PyObject *self, PyObject *args) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ PyObject *typ;
+ PyObject *tb = NULL;
+ PyObject *val = NULL;
+ PyObject *yf = gen->yieldfrom;
+ if (!PyArg_UnpackTuple(args, (char *)"throw", 1, 3, &typ, &val, &tb))
+ return NULL;
+ if (unlikely(__Pyx_Generator_CheckRunning(gen)))
+ return NULL;
+ if (yf) {
+ PyObject *ret;
+ Py_INCREF(yf);
+#if PY_VERSION_HEX >= 0x02050000
+ if (PyErr_GivenExceptionMatches(typ, PyExc_GeneratorExit)) {
+ int err = __Pyx_Generator_CloseIter(gen, yf);
+ Py_DECREF(yf);
+ __Pyx_Generator_Undelegate(gen);
+ if (err < 0)
+ return __Pyx_Generator_SendEx(gen, NULL);
+ goto throw_here;
+ }
+#endif
+ gen->is_running = 1;
+ if (__Pyx_Generator_CheckExact(yf)) {
+ ret = __Pyx_Generator_Throw(yf, args);
+ } else {
+ PyObject *meth = PyObject_GetAttr(yf, __pyx_n_s__throw);
+ if (unlikely(!meth)) {
+ Py_DECREF(yf);
+ if (!PyErr_ExceptionMatches(PyExc_AttributeError)) {
+ gen->is_running = 0;
+ return NULL;
+ }
+ PyErr_Clear();
+ __Pyx_Generator_Undelegate(gen);
+ gen->is_running = 0;
+ goto throw_here;
+ }
+ ret = PyObject_CallObject(meth, args);
+ Py_DECREF(meth);
+ }
+ gen->is_running = 0;
+ Py_DECREF(yf);
+ if (!ret) {
+ ret = __Pyx_Generator_FinishDelegation(gen);
+ }
+ return ret;
+ }
+throw_here:
+ __Pyx_Raise(typ, val, tb, NULL);
+ return __Pyx_Generator_SendEx(gen, NULL);
+}
+static int __Pyx_Generator_traverse(PyObject *self, visitproc visit, void *arg) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ Py_VISIT(gen->closure);
+ Py_VISIT(gen->classobj);
+ Py_VISIT(gen->yieldfrom);
+ Py_VISIT(gen->exc_type);
+ Py_VISIT(gen->exc_value);
+ Py_VISIT(gen->exc_traceback);
+ return 0;
+}
+static int __Pyx_Generator_clear(PyObject *self) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ Py_CLEAR(gen->closure);
+ Py_CLEAR(gen->classobj);
+ Py_CLEAR(gen->yieldfrom);
+ Py_CLEAR(gen->exc_type);
+ Py_CLEAR(gen->exc_value);
+ Py_CLEAR(gen->exc_traceback);
+ return 0;
+}
+static void __Pyx_Generator_dealloc(PyObject *self) {
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ PyObject_GC_UnTrack(gen);
+ if (gen->gi_weakreflist != NULL)
+ PyObject_ClearWeakRefs(self);
+ PyObject_GC_Track(self);
+ if (gen->resume_label > 0) {
+ Py_TYPE(gen)->tp_del(self);
+ if (self->ob_refcnt > 0)
+ return; /* resurrected. :( */
+ }
+ PyObject_GC_UnTrack(self);
+ __Pyx_Generator_clear(self);
+ PyObject_GC_Del(gen);
+}
+static void __Pyx_Generator_del(PyObject *self) {
+ PyObject *res;
+ PyObject *error_type, *error_value, *error_traceback;
+ __pyx_GeneratorObject *gen = (__pyx_GeneratorObject *) self;
+ if (gen->resume_label <= 0)
+ return ;
+ assert(self->ob_refcnt == 0);
+ self->ob_refcnt = 1;
+ __Pyx_ErrFetch(&error_type, &error_value, &error_traceback);
+ res = __Pyx_Generator_Close(self);
+ if (res == NULL)
+ PyErr_WriteUnraisable(self);
+ else
+ Py_DECREF(res);
+ __Pyx_ErrRestore(error_type, error_value, error_traceback);
+ /* Undo the temporary resurrection; can't use DECREF here, it would
+ * cause a recursive call.
+ */
+ assert(self->ob_refcnt > 0);
+ if (--self->ob_refcnt == 0)
+ return; /* this is the normal path out */
+ /* close() resurrected it! Make it look like the original Py_DECREF
+ * never happened.
+ */
+ {
+ Py_ssize_t refcnt = self->ob_refcnt;
+ _Py_NewReference(self);
+ self->ob_refcnt = refcnt;
+ }
+#if CYTHON_COMPILING_IN_CPYTHON
+ assert(PyType_IS_GC(self->ob_type) &&
+ _Py_AS_GC(self)->gc.gc_refs != _PyGC_REFS_UNTRACKED);
+ /* If Py_REF_DEBUG, _Py_NewReference bumped _Py_RefTotal, so
+ * we need to undo that. */
+ _Py_DEC_REFTOTAL;
+#endif
+ /* If Py_TRACE_REFS, _Py_NewReference re-added self to the object
+ * chain, so no more to do there.
+ * If COUNT_ALLOCS, the original decref bumped tp_frees, and
+ * _Py_NewReference bumped tp_allocs: both of those need to be
+ * undone.
+ */
+#ifdef COUNT_ALLOCS
+ --Py_TYPE(self)->tp_frees;
+ --Py_TYPE(self)->tp_allocs;
+#endif
+}
+static PyMemberDef __pyx_Generator_memberlist[] = {
+ {(char *) "gi_running",
+#if PY_VERSION_HEX >= 0x02060000
+ T_BOOL,
+#else
+ T_BYTE,
+#endif
+ offsetof(__pyx_GeneratorObject, is_running),
+ READONLY,
+ NULL},
+ {0, 0, 0, 0, 0}
+};
+static PyMethodDef __pyx_Generator_methods[] = {
+ {__Pyx_NAMESTR("send"), (PyCFunction) __Pyx_Generator_Send, METH_O, 0},
+ {__Pyx_NAMESTR("throw"), (PyCFunction) __Pyx_Generator_Throw, METH_VARARGS, 0},
+ {__Pyx_NAMESTR("close"), (PyCFunction) __Pyx_Generator_Close, METH_NOARGS, 0},
+ {0, 0, 0, 0}
+};
+static PyTypeObject __pyx_GeneratorType_type = {
+ PyVarObject_HEAD_INIT(0, 0)
+ __Pyx_NAMESTR("generator"), /*tp_name*/
+ sizeof(__pyx_GeneratorObject), /*tp_basicsize*/
+ 0, /*tp_itemsize*/
+ (destructor) __Pyx_Generator_dealloc,/*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*/
+ 0, /*tp_as_number*/
+ 0, /*tp_as_sequence*/
+ 0, /*tp_as_mapping*/
+ 0, /*tp_hash*/
+ 0, /*tp_call*/
+ 0, /*tp_str*/
+ 0, /*tp_getattro*/
+ 0, /*tp_setattro*/
+ 0, /*tp_as_buffer*/
+ Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC, /* tp_flags*/
+ 0, /*tp_doc*/
+ (traverseproc) __Pyx_Generator_traverse, /*tp_traverse*/
+ 0, /*tp_clear*/
+ 0, /*tp_richcompare*/
+ offsetof(__pyx_GeneratorObject, gi_weakreflist), /* tp_weaklistoffse */
+ 0, /*tp_iter*/
+ (iternextfunc) __Pyx_Generator_Next, /*tp_iternext*/
+ __pyx_Generator_methods, /*tp_methods*/
+ __pyx_Generator_memberlist, /*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*/
+ 0, /*tp_new*/
+ 0, /*tp_free*/
+ 0, /*tp_is_gc*/
+ 0, /*tp_bases*/
+ 0, /*tp_mro*/
+ 0, /*tp_cache*/
+ 0, /*tp_subclasses*/
+ 0, /*tp_weaklist*/
+ __Pyx_Generator_del, /*tp_del*/
+#if PY_VERSION_HEX >= 0x02060000
+ 0, /*tp_version_tag*/
+#endif
+};
+static __pyx_GeneratorObject *__Pyx_Generator_New(__pyx_generator_body_t body,
+ PyObject *closure) {
+ __pyx_GeneratorObject *gen =
+ PyObject_GC_New(__pyx_GeneratorObject, &__pyx_GeneratorType_type);
+ if (gen == NULL)
+ return NULL;
+ gen->body = body;
+ gen->closure = closure;
+ Py_XINCREF(closure);
+ gen->is_running = 0;
+ gen->resume_label = 0;
+ gen->classobj = NULL;
+ gen->yieldfrom = NULL;
+ gen->exc_type = NULL;
+ gen->exc_value = NULL;
+ gen->exc_traceback = NULL;
+ gen->gi_weakreflist = NULL;
+ PyObject_GC_Track(gen);
+ return gen;
+}
+static int __pyx_Generator_init(void) {
+ __pyx_GeneratorType_type.tp_getattro = PyObject_GenericGetAttr;
+ __pyx_GeneratorType_type.tp_iter = PyObject_SelfIter;
+ if (PyType_Ready(&__pyx_GeneratorType_type)) {
+ return -1;
+ }
+ __pyx_GeneratorType = &__pyx_GeneratorType_type;
+ return 0;
+}
+
+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;
+}
+
+static int __Pyx_ExportFunction(const char *name, void (*f)(void), const char *sig) {
+ PyObject *d = 0;
+ PyObject *cobj = 0;
+ union {
+ void (*fp)(void);
+ void *p;
+ } tmp;
+ d = PyObject_GetAttrString(__pyx_m, (char *)"__pyx_capi__");
+ if (!d) {
+ PyErr_Clear();
+ d = PyDict_New();
+ if (!d)
+ goto bad;
+ Py_INCREF(d);
+ if (PyModule_AddObject(__pyx_m, (char *)"__pyx_capi__", d) < 0)
+ goto bad;
+ }
+ tmp.fp = f;
+#if PY_VERSION_HEX >= 0x02070000 && !(PY_MAJOR_VERSION==3&&PY_MINOR_VERSION==0)
+ cobj = PyCapsule_New(tmp.p, sig, 0);
+#else
+ cobj = PyCObject_FromVoidPtrAndDesc(tmp.p, (void *)sig, 0);
+#endif
+ if (!cobj)
+ goto bad;
+ if (PyDict_SetItemString(d, name, cobj) < 0)
+ goto bad;
+ Py_DECREF(cobj);
+ Py_DECREF(d);
+ return 0;
+bad:
+ Py_XDECREF(cobj);
+ Py_XDECREF(d);
+ return -1;
+}
+
+static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
+ int start = 0, mid = 0, end = count - 1;
+ if (end >= 0 && code_line > entries[end].code_line) {
+ return count;
+ }
+ while (start < end) {
+ mid = (start + end) / 2;
+ if (code_line < entries[mid].code_line) {
+ end = mid;
+ } else if (code_line > entries[mid].code_line) {
+ start = mid + 1;
+ } else {
+ return mid;
+ }
+ }
+ if (code_line <= entries[mid].code_line) {
+ return mid;
+ } else {
+ return mid + 1;
+ }
+}
+static PyCodeObject *__pyx_find_code_object(int code_line) {
+ PyCodeObject* code_object;
+ int pos;
+ if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) {
+ return NULL;
+ }
+ pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
+ if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) {
+ return NULL;
+ }
+ code_object = __pyx_code_cache.entries[pos].code_object;
+ Py_INCREF(code_object);
+ return code_object;
+}
+static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
+ int pos, i;
+ __Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries;
+ if (unlikely(!code_line)) {
+ return;
+ }
+ if (unlikely(!entries)) {
+ entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
+ if (likely(entries)) {
+ __pyx_code_cache.entries = entries;
+ __pyx_code_cache.max_count = 64;
+ __pyx_code_cache.count = 1;
+ entries[0].code_line = code_line;
+ entries[0].code_object = code_object;
+ Py_INCREF(code_object);
+ }
+ return;
+ }
+ pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
+ if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) {
+ PyCodeObject* tmp = entries[pos].code_object;
+ entries[pos].code_object = code_object;
+ Py_DECREF(tmp);
+ return;
+ }
+ if (__pyx_code_cache.count == __pyx_code_cache.max_count) {
+ int new_max = __pyx_code_cache.max_count + 64;
+ entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
+ __pyx_code_cache.entries, new_max*sizeof(__Pyx_CodeObjectCacheEntry));
+ if (unlikely(!entries)) {
+ return;
+ }
+ __pyx_code_cache.entries = entries;
+ __pyx_code_cache.max_count = new_max;
+ }
+ for (i=__pyx_code_cache.count; i>pos; i--) {
+ entries[i] = entries[i-1];
+ }
+ entries[pos].code_line = code_line;
+ entries[pos].code_object = code_object;
+ __pyx_code_cache.count++;
+ Py_INCREF(code_object);
+}
+
+#include "compile.h"
+#include "frameobject.h"
+#include "traceback.h"
+static PyCodeObject* __Pyx_CreateCodeObjectForTraceback(
+ const char *funcname, int c_line,
+ int py_line, const char *filename) {
+ PyCodeObject *py_code = 0;
+ PyObject *py_srcfile = 0;
+ PyObject *py_funcname = 0;
+ #if PY_MAJOR_VERSION < 3
+ py_srcfile = PyString_FromString(filename);
+ #else
+ py_srcfile = PyUnicode_FromString(filename);
+ #endif
+ if (!py_srcfile) goto bad;
+ if (c_line) {
+ #if PY_MAJOR_VERSION < 3
+ py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
+ #else
+ py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
+ #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_code = __Pyx_PyCode_New(
+ 0, /*int argcount,*/
+ 0, /*int kwonlyargcount,*/
+ 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,*/
+ py_line, /*int firstlineno,*/
+ __pyx_empty_bytes /*PyObject *lnotab*/
+ );
+ Py_DECREF(py_srcfile);
+ Py_DECREF(py_funcname);
+ return py_code;
+bad:
+ Py_XDECREF(py_srcfile);
+ Py_XDECREF(py_funcname);
+ return NULL;
+}
+static void __Pyx_AddTraceback(const char *funcname, int c_line,
+ int py_line, const char *filename) {
+ PyCodeObject *py_code = 0;
+ PyObject *py_globals = 0;
+ PyFrameObject *py_frame = 0;
+ py_code = __pyx_find_code_object(c_line ? c_line : py_line);
+ if (!py_code) {
+ py_code = __Pyx_CreateCodeObjectForTraceback(
+ funcname, c_line, py_line, filename);
+ if (!py_code) goto bad;
+ __pyx_insert_code_object(c_line ? c_line : py_line, py_code);
+ }
+ py_globals = PyModule_GetDict(__pyx_m);
+ if (!py_globals) 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 = py_line;
+ PyTraceBack_Here(py_frame);
+bad:
+ 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;
+}
+
+static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(char* c_str) {
+ return __Pyx_PyUnicode_FromStringAndSize(c_str, strlen(c_str));
+}
+static CYTHON_INLINE char* __Pyx_PyObject_AsString(PyObject* o) {
+ Py_ssize_t ignore;
+ return __Pyx_PyObject_AsStringAndSize(o, &ignore);
+}
+static CYTHON_INLINE char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
+ if (
+#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+ __Pyx_sys_getdefaultencoding_not_ascii &&
+#endif
+ PyUnicode_Check(o)) {
+#if PY_VERSION_HEX < 0x03030000
+ char* defenc_c;
+ PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL);
+ if (!defenc) return NULL;
+ defenc_c = PyBytes_AS_STRING(defenc);
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+ {
+ char* end = defenc_c + PyBytes_GET_SIZE(defenc);
+ char* c;
+ for (c = defenc_c; c < end; c++) {
+ if ((unsigned char) (*c) >= 128) {
+ PyUnicode_AsASCIIString(o);
+ return NULL;
+ }
+ }
+ }
+#endif /*__PYX_DEFAULT_STRING_ENCODING_IS_ASCII*/
+ *length = PyBytes_GET_SIZE(defenc);
+ return defenc_c;
+#else /* PY_VERSION_HEX < 0x03030000 */
+ if (PyUnicode_READY(o) == -1) return NULL;
+#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
+ if (PyUnicode_IS_ASCII(o)) {
+ *length = PyUnicode_GET_DATA_SIZE(o);
+ return PyUnicode_AsUTF8(o);
+ } else {
+ PyUnicode_AsASCIIString(o);
+ return NULL;
+ }
+#else /* __PYX_DEFAULT_STRING_ENCODING_IS_ASCII */
+ return PyUnicode_AsUTF8AndSize(o, length);
+#endif /* __PYX_DEFAULT_STRING_ENCODING_IS_ASCII */
+#endif /* PY_VERSION_HEX < 0x03030000 */
+ } else
+#endif /* __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT */
+ {
+ char* result;
+ int r = PyBytes_AsStringAndSize(o, &result, length);
+ if (r < 0) {
+ return NULL;
+ } else {
+ return result;
+ }
+ }
+}
+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_MAJOR_VERSION < 3
+ 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_MAJOR_VERSION < 3
+ 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_MAJOR_VERSION < 3
+ 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)(size_t)val)) {
+ if ((val != (unsigned PY_LONG_LONG)-1) || !PyErr_Occurred())
+ 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/cdec/sa/_sa.pxd b/python/cdec/sa/_sa.pxd
new file mode 100644
index 00000000..f1cd8e29
--- /dev/null
+++ b/python/cdec/sa/_sa.pxd
@@ -0,0 +1,45 @@
+from libc.stdio cimport FILE
+
+cdef class FloatList:
+ cdef int size
+ cdef int increment
+ cdef int len
+ cdef float* arr
+ cdef void set(self, int i, float v)
+ cdef void write_handle(self, FILE* f)
+ cdef void read_handle(self, FILE* f)
+
+cdef class IntList:
+ cdef int size
+ cdef int increment
+ cdef int len
+ cdef int* arr
+ cdef void set(self, int i, int val)
+ cdef void _append(self, int val)
+ cdef void _extend(self, IntList other)
+ cdef void _extend_arr(self, int* other, int other_len)
+ cdef void _clear(self)
+ cdef void write_handle(self, FILE* f)
+ cdef void read_handle(self, FILE* f)
+
+cdef class FeatureVector:
+ cdef IntList names
+ cdef FloatList values
+
+cdef class Phrase:
+ cdef int *syms
+ cdef int n, *varpos, n_vars
+ cdef public int chunkpos(self, int k)
+ cdef public int chunklen(self, int k)
+
+cdef class Rule:
+ cdef int lhs
+ cdef readonly Phrase f, e
+ cdef FeatureVector scores
+ cdef int n_scores
+ cdef word_alignments
+
+cdef char* sym_tostring(int sym)
+cdef char* sym_tocat(int sym)
+cdef int sym_isvar(int sym)
+cdef int sym_getindex(int sym)
diff --git a/python/cdec/sa/_sa.pyx b/python/cdec/sa/_sa.pyx
new file mode 100644
index 00000000..4716d174
--- /dev/null
+++ b/python/cdec/sa/_sa.pyx
@@ -0,0 +1,30 @@
+import logging
+import resource
+import gzip
+
+def monitor_cpu():
+ return (resource.getrusage(resource.RUSAGE_SELF).ru_utime+
+ resource.getrusage(resource.RUSAGE_SELF).ru_stime)
+
+def gzip_or_text(char* filename):
+ if filename.endswith('.gz'):
+ return gzip.GzipFile(filename)
+ else:
+ return open(filename)
+
+logger = logging.getLogger('cdec.sa')
+
+include "float_list.pxi"
+include "int_list.pxi"
+include "str_map.pxi"
+include "data_array.pxi"
+include "alignment.pxi"
+include "bilex.pxi"
+include "veb.pxi"
+include "lcp.pxi"
+include "sym.pxi"
+include "rule.pxi"
+include "precomputation.pxi"
+include "suffix_array.pxi"
+include "rulefactory.pxi"
+include "features.pxi"
diff --git a/python/cdec/sa/alignment.pxi b/python/cdec/sa/alignment.pxi
new file mode 100644
index 00000000..295697f9
--- /dev/null
+++ b/python/cdec/sa/alignment.pxi
@@ -0,0 +1,106 @@
+from libc.stdio cimport FILE, fopen, fread, fwrite, fclose
+from libc.stdlib cimport malloc, realloc, free
+
+# Note: Callison-Burch uses short instead of int.
+# We have the space for our corpus, so this is not a problem;
+# May need to revisit if things get really tight, though.
+
+cdef int ALIGNMENT_CODE = 1 << 16
+
+cdef class Alignment:
+ cdef IntList links
+ cdef IntList sent_index
+
+ cdef int link(self, int i, int j):
+ """Integerizes an alignment link pair"""
+ return i * ALIGNMENT_CODE + j
+
+ def unlink(self, link):
+ """De-integerizes an alignment link pair"""
+ return (link / ALIGNMENT_CODE, link % ALIGNMENT_CODE)
+
+ cdef _unlink(self, int link, int* f, int* e):
+ f[0] = link / ALIGNMENT_CODE
+ e[0] = link % ALIGNMENT_CODE
+
+ def get_sent_links(self, int sent_id):
+ cdef IntList sent_links
+ cdef int* arr
+ cdef int arr_len
+ sent_links = IntList()
+ arr = self._get_sent_links(sent_id, &arr_len)
+ sent_links._extend_arr(arr, arr_len*2)
+ free(arr)
+ return sent_links
+
+ cdef int* _get_sent_links(self, int sent_id, int* num_links):
+ cdef int* sent_links
+ cdef int i, start, end
+ start = self.sent_index.arr[sent_id]
+ end = self.sent_index.arr[sent_id+1]
+ num_links[0] = end - start
+ sent_links = <int*> malloc(2*num_links[0]*sizeof(int))
+ for i from 0 <= i < num_links[0]:
+ self._unlink(self.links.arr[start + i], sent_links + (2*i), sent_links + (2*i) + 1)
+ return sent_links
+
+ def __cinit__(self, from_binary=None, from_text=None):
+ self.links = IntList(1000,1000)
+ self.sent_index = IntList(1000,1000)
+ if from_binary:
+ self.read_binary(from_binary)
+ elif from_text:
+ self.read_text(from_text)
+
+ def read_text(self, char* filename):
+ with gzip_or_text(filename) as f:
+ for line in f:
+ self.sent_index.append(len(self.links))
+ pairs = line.split()
+ for pair in pairs:
+ (i, j) = map(int, pair.split('-'))
+ self.links.append(self.link(i, j))
+ self.sent_index.append(len(self.links))
+
+ def read_binary(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "r")
+ self.links.read_handle(f)
+ self.sent_index.read_handle(f)
+ fclose(f)
+
+ def write_text(self, char* filename):
+ with open(filename, "w") as f:
+ sent_num = 0
+ for i, link in enumerate(self.links):
+ while i >= self.sent_index[sent_num]:
+ f.write("\n")
+ sent_num = sent_num + 1
+ f.write("%d-%d " % self.unlink(link))
+ f.write("\n")
+
+ def write_binary(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "w")
+ self.links.write_handle(f)
+ self.sent_index.write_handle(f)
+ fclose(f)
+
+ def write_enhanced(self, char* filename):
+ with open(filename, "w") as f:
+ for link in self.links:
+ f.write("%d " % link)
+ f.write("\n")
+ for i in self.sent_index:
+ f.write("%d " % i)
+ f.write("\n")
+
+ def alignment(self, i):
+ """Return all (e,f) pairs for sentence i"""
+ cdef int j, start, end
+ result = []
+ start = self.sent_index.arr[i]
+ end = self.sent_index.arr[i+1]
+ for j from start <= j < end:
+ result.append(self.unlink(self.links.arr[j]))
+ return result
diff --git a/python/cdec/sa/bilex.pxi b/python/cdec/sa/bilex.pxi
new file mode 100644
index 00000000..44bc0ce6
--- /dev/null
+++ b/python/cdec/sa/bilex.pxi
@@ -0,0 +1,413 @@
+# defines bilexical dictionaries in C, with some convenience methods
+# for reading arrays directly as globs directly from disk.
+# Adam Lopez <alopez@cs.umd.edu>
+
+from libc.stdio cimport FILE, fopen, fread, fwrite, fclose
+from libc.stdlib cimport malloc, realloc, free
+from libc.string cimport memset, strcpy
+
+cdef struct _node:
+ _node* smaller
+ _node* bigger
+ int key
+ int val
+
+cdef _node* new_node(int key):
+ cdef _node* n
+ n = <_node*> malloc(sizeof(_node))
+ n.smaller = NULL
+ n.bigger = NULL
+ n.key = key
+ n.val = 0
+ return n
+
+
+cdef del_node(_node* n):
+ if n.smaller != NULL:
+ del_node(n.smaller)
+ if n.bigger != NULL:
+ del_node(n.bigger)
+ free(n)
+
+cdef int* get_val(_node* n, int key):
+ if key == n.key:
+ return &n.val
+ elif key < n.key:
+ if n.smaller == NULL:
+ n.smaller = new_node(key)
+ return &(n.smaller.val)
+ return get_val(n.smaller, key)
+ else:
+ if n.bigger == NULL:
+ n.bigger = new_node(key)
+ return &(n.bigger.val)
+ return get_val(n.bigger, key)
+
+
+cdef class BiLex:
+ cdef FloatList col1
+ cdef FloatList col2
+ cdef IntList f_index
+ cdef IntList e_index
+ cdef id2eword, id2fword, eword2id, fword2id
+
+ def __cinit__(self, from_text=None, from_data=False, from_binary=None,
+ earray=None, fsarray=None, alignment=None):
+ self.id2eword = []
+ self.id2fword = []
+ self.eword2id = {}
+ self.fword2id = {}
+ self.e_index = IntList()
+ self.f_index = IntList()
+ self.col1 = FloatList()
+ self.col2 = FloatList()
+ if from_binary:
+ self.read_binary(from_binary)
+ elif from_data:
+ self.compute_from_data(fsarray, earray, alignment)
+ else:
+ self.read_text(from_text)
+
+
+ cdef compute_from_data(self, SuffixArray fsa, DataArray eda, Alignment aa):
+ cdef int sent_id, num_links, l, i, j, f_i, e_j, I, J, V_E, V_F, num_pairs
+ cdef int *fsent, *esent, *alignment, *links, *ealigned, *faligned
+ cdef _node** dict
+ cdef int *fmargin, *emargin, *count
+ cdef int null_word
+
+ null_word = 0
+ for word in fsa.darray.id2word: # I miss list comprehensions
+ self.id2fword.append(word)
+ self.id2fword[null_word] = "NULL"
+ for id, word in enumerate(self.id2fword):
+ self.fword2id[word] = id
+
+ for word in eda.id2word:
+ self.id2eword.append(word)
+ self.id2eword[null_word] = "NULL"
+ for id, word in enumerate(self.id2eword):
+ self.eword2id[word] = id
+
+ num_pairs = 0
+
+ V_E = len(eda.id2word)
+ V_F = len(fsa.darray.id2word)
+ fmargin = <int*> malloc(V_F*sizeof(int))
+ emargin = <int*> malloc(V_E*sizeof(int))
+ memset(fmargin, 0, V_F*sizeof(int))
+ memset(emargin, 0, V_E*sizeof(int))
+
+ dict = <_node**> malloc(V_F*sizeof(_node*))
+ memset(dict, 0, V_F*sizeof(_node*))
+
+ num_sents = len(fsa.darray.sent_index)
+ for sent_id from 0 <= sent_id < num_sents-1:
+
+ fsent = fsa.darray.data.arr + fsa.darray.sent_index.arr[sent_id]
+ I = fsa.darray.sent_index.arr[sent_id+1] - fsa.darray.sent_index.arr[sent_id] - 1
+ faligned = <int*> malloc(I*sizeof(int))
+ memset(faligned, 0, I*sizeof(int))
+
+ esent = eda.data.arr + eda.sent_index.arr[sent_id]
+ J = eda.sent_index.arr[sent_id+1] - eda.sent_index.arr[sent_id] - 1
+ ealigned = <int*> malloc(J*sizeof(int))
+ memset(ealigned, 0, J*sizeof(int))
+
+ links = aa._get_sent_links(sent_id, &num_links)
+
+ for l from 0 <= l < num_links:
+ i = links[l*2]
+ j = links[l*2+1]
+ if i >= I or j >= J:
+ raise Exception("%d-%d out of bounds (I=%d,J=%d) in line %d\n" % (i,j,I,J,sent_id+1))
+ f_i = fsent[i]
+ e_j = esent[j]
+ fmargin[f_i] = fmargin[f_i]+1
+ emargin[e_j] = emargin[e_j]+1
+ if dict[f_i] == NULL:
+ dict[f_i] = new_node(e_j)
+ dict[f_i].val = 1
+ num_pairs = num_pairs + 1
+ else:
+ count = get_val(dict[f_i], e_j)
+ if count[0] == 0:
+ num_pairs = num_pairs + 1
+ count[0] = count[0] + 1
+ # add count
+ faligned[i] = 1
+ ealigned[j] = 1
+ for i from 0 <= i < I:
+ if faligned[i] == 0:
+ f_i = fsent[i]
+ fmargin[f_i] = fmargin[f_i] + 1
+ emargin[null_word] = emargin[null_word] + 1
+ if dict[f_i] == NULL:
+ dict[f_i] = new_node(null_word)
+ dict[f_i].val = 1
+ num_pairs = num_pairs + 1
+ else:
+ count = get_val(dict[f_i], null_word)
+ if count[0] == 0:
+ num_pairs = num_pairs + 1
+ count[0] = count[0] + 1
+ for j from 0 <= j < J:
+ if ealigned[j] == 0:
+ e_j = esent[j]
+ fmargin[null_word] = fmargin[null_word] + 1
+ emargin[e_j] = emargin[e_j] + 1
+ if dict[null_word] == NULL:
+ dict[null_word] = new_node(e_j)
+ dict[null_word].val = 1
+ num_pairs = num_pairs + 1
+ else:
+ count = get_val(dict[null_word], e_j)
+ if count[0] == 0:
+ num_pairs = num_pairs + 1
+ count[0] = count[0] + 1
+ free(links)
+ free(faligned)
+ free(ealigned)
+ self.f_index = IntList(initial_len=V_F)
+ self.e_index = IntList(initial_len=num_pairs)
+ self.col1 = FloatList(initial_len=num_pairs)
+ self.col2 = FloatList(initial_len=num_pairs)
+
+ num_pairs = 0
+ for i from 0 <= i < V_F:
+ #self.f_index[i] = num_pairs
+ self.f_index.set(i, num_pairs)
+ if dict[i] != NULL:
+ self._add_node(dict[i], &num_pairs, float(fmargin[i]), emargin)
+ del_node(dict[i])
+ free(fmargin)
+ free(emargin)
+ free(dict)
+ return
+
+
+ cdef _add_node(self, _node* n, int* num_pairs, float fmargin, int* emargin):
+ cdef int loc
+ if n.smaller != NULL:
+ self._add_node(n.smaller, num_pairs, fmargin, emargin)
+ loc = num_pairs[0]
+ self.e_index.set(loc, n.key)
+ self.col1.set(loc, float(n.val)/fmargin)
+ self.col2.set(loc, float(n.val)/float(emargin[n.key]))
+ num_pairs[0] = loc + 1
+ if n.bigger != NULL:
+ self._add_node(n.bigger, num_pairs, fmargin, emargin)
+
+
+ def write_binary(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "w")
+ self.f_index.write_handle(f)
+ self.e_index.write_handle(f)
+ self.col1.write_handle(f)
+ self.col2.write_handle(f)
+ self.write_wordlist(self.id2fword, f)
+ self.write_wordlist(self.id2eword, f)
+ fclose(f)
+
+
+ cdef write_wordlist(self, wordlist, FILE* f):
+ cdef int word_len
+ cdef int num_words
+
+ num_words = len(wordlist)
+ fwrite(&(num_words), sizeof(int), 1, f)
+ for word in wordlist:
+ word_len = len(word) + 1
+ fwrite(&(word_len), sizeof(int), 1, f)
+ fwrite(<char *>word, sizeof(char), word_len, f)
+
+
+ cdef read_wordlist(self, word2id, id2word, FILE* f):
+ cdef int num_words
+ cdef int word_len
+ cdef char* word
+
+ fread(&(num_words), sizeof(int), 1, f)
+ for i from 0 <= i < num_words:
+ fread(&(word_len), sizeof(int), 1, f)
+ word = <char*> malloc (word_len * sizeof(char))
+ fread(word, sizeof(char), word_len, f)
+ word2id[word] = len(id2word)
+ id2word.append(word)
+ free(word)
+
+ def read_binary(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "r")
+ self.f_index.read_handle(f)
+ self.e_index.read_handle(f)
+ self.col1.read_handle(f)
+ self.col2.read_handle(f)
+ self.read_wordlist(self.fword2id, self.id2fword, f)
+ self.read_wordlist(self.eword2id, self.id2eword, f)
+ fclose(f)
+
+
+ def get_e_id(self, eword):
+ if eword not in self.eword2id:
+ e_id = len(self.id2eword)
+ self.id2eword.append(eword)
+ self.eword2id[eword] = e_id
+ return self.eword2id[eword]
+
+
+ def get_f_id(self, fword):
+ if fword not in self.fword2id:
+ f_id = len(self.id2fword)
+ self.id2fword.append(fword)
+ self.fword2id[fword] = f_id
+ return self.fword2id[fword]
+
+
+ def read_text(self, char* filename):
+ cdef i, j, w, e_id, f_id, n_f, n_e, N
+ cdef IntList fcount
+
+ fcount = IntList()
+ with gzip_or_text(filename) as f:
+ # first loop merely establishes size of array objects
+ for line in f:
+ (fword, eword, score1, score2) = line.split()
+ f_id = self.get_f_id(fword)
+ e_id = self.get_e_id(eword)
+ while f_id >= len(fcount):
+ fcount.append(0)
+ fcount.arr[f_id] = fcount.arr[f_id] + 1
+
+ # Allocate space for dictionary in arrays
+ N = 0
+ n_f = len(fcount)
+ self.f_index = IntList(initial_len=n_f+1)
+ for i from 0 <= i < n_f:
+ self.f_index.arr[i] = N
+ N = N + fcount.arr[i]
+ fcount.arr[i] = 0
+ self.f_index.arr[n_f] = N
+ self.e_index = IntList(initial_len=N)
+ self.col1 = FloatList(initial_len=N)
+ self.col2 = FloatList(initial_len=N)
+
+ # Re-read file, placing words into buckets
+ f.seek(0)
+ for line in f:
+ (fword, eword, score1, score2) = line.split()
+ f_id = self.get_f_id(fword)
+ e_id = self.get_e_id(eword)
+ index = self.f_index.arr[f_id] + fcount.arr[f_id]
+ fcount.arr[f_id] = fcount.arr[f_id] + 1
+ self.e_index.arr[index] = int(e_id)
+ self.col1[index] = float(score1)
+ self.col2[index] = float(score2)
+
+ # Sort buckets by eword
+ for b from 0 <= b < n_f:
+ i = self.f_index.arr[b]
+ j = self.f_index.arr[b+1]
+ self.qsort(i,j, "")
+
+
+ cdef swap(self, int i, int j):
+ cdef int itmp
+ cdef float ftmp
+
+ if i == j:
+ return
+
+ itmp = self.e_index.arr[i]
+ self.e_index.arr[i] = self.e_index.arr[j]
+ self.e_index.arr[j] = itmp
+
+ ftmp = self.col1.arr[i]
+ self.col1.arr[i] = self.col1.arr[j]
+ self.col1.arr[j] = ftmp
+
+ ftmp = self.col2.arr[i]
+ self.col2.arr[i] = self.col2.arr[j]
+ self.col2.arr[j] = ftmp
+
+
+ cdef qsort(self, int i, int j, pad):
+ cdef int pval, p
+
+ if i > j:
+ raise Exception("Sort error in CLex")
+ if i == j: #empty interval
+ return
+ if i == j-1: # singleton interval
+ return
+
+ p = (i+j)/2
+ pval = self.e_index.arr[p]
+ self.swap(i, p)
+ p = i
+ for k from i+1 <= k < j:
+ if pval >= self.e_index.arr[k]:
+ self.swap(p+1, k)
+ self.swap(p, p+1)
+ p = p + 1
+ self.qsort(i,p, pad+" ")
+ self.qsort(p+1,j, pad+" ")
+
+
+ def write_enhanced(self, char* filename):
+ with open(filename, "w") as f:
+ for i in self.f_index:
+ f.write("%d " % i)
+ f.write("\n")
+ for i, s1, s2 in zip(self.e_index, self.col1, self.col2):
+ f.write("%d %f %f " % (i, s1, s2))
+ f.write("\n")
+ for i, w in enumerate(self.id2fword):
+ f.write("%d %s " % (i, w))
+ f.write("\n")
+ for i, w in enumerate(self.id2eword):
+ f.write("%d %s " % (i, w))
+ f.write("\n")
+
+
+ def get_score(self, fword, eword, col):
+ cdef e_id, f_id, low, high, midpoint, val
+
+ if eword not in self.eword2id:
+ return None
+ if fword not in self.fword2id:
+ return None
+ f_id = self.fword2id[fword]
+ e_id = self.eword2id[eword]
+ low = self.f_index.arr[f_id]
+ high = self.f_index.arr[f_id+1]
+ while high - low > 0:
+ midpoint = (low+high)/2
+ val = self.e_index.arr[midpoint]
+ if val == e_id:
+ if col == 0:
+ return self.col1.arr[midpoint]
+ if col == 1:
+ return self.col2.arr[midpoint]
+ if val > e_id:
+ high = midpoint
+ if val < e_id:
+ low = midpoint + 1
+ return None
+
+
+ def write_text(self, char* filename):
+ """Note: does not guarantee writing the dictionary in the original order"""
+ cdef i, N, e_id, f_id
+
+ with open(filename, "w") as f:
+ N = len(self.e_index)
+ f_id = 0
+ for i from 0 <= i < N:
+ while self.f_index.arr[f_id+1] == i:
+ f_id = f_id + 1
+ e_id = self.e_index.arr[i]
+ score1 = self.col1.arr[i]
+ score2 = self.col2.arr[i]
+ f.write("%s %s %.6f %.6f\n" % (self.id2fword[f_id], self.id2eword[e_id], score1, score2))
diff --git a/python/cdec/sa/compile.py b/python/cdec/sa/compile.py
new file mode 100644
index 00000000..d4cd8387
--- /dev/null
+++ b/python/cdec/sa/compile.py
@@ -0,0 +1,132 @@
+#!/usr/bin/env python
+import argparse
+import os
+import logging
+import cdec.configobj
+import cdec.sa
+from cdec.sa._sa import monitor_cpu
+import sys
+
+MAX_PHRASE_LENGTH = 4
+def precompute(f_sa, max_len, max_nt, max_size, min_gap, rank1, rank2, tight_phrases):
+ lcp = cdec.sa.LCP(f_sa)
+ stats = sorted(lcp.compute_stats(MAX_PHRASE_LENGTH), reverse=True)
+ precomp = cdec.sa.Precomputation(from_stats=stats,
+ fsarray=f_sa,
+ precompute_rank=rank1,
+ precompute_secondary_rank=rank2,
+ max_length=max_len,
+ max_nonterminals=max_nt,
+ train_max_initial_size=max_size,
+ train_min_gap_size=min_gap)
+ return precomp
+
+def main():
+ preprocess_start_time = monitor_cpu()
+ sys.setrecursionlimit(sys.getrecursionlimit() * 100)
+
+ logging.basicConfig(level=logging.INFO)
+ logger = logging.getLogger('cdec.sa.compile')
+ parser = argparse.ArgumentParser(description='Compile a corpus into a suffix array.')
+ parser.add_argument('--maxnt', '-n', type=int, default=2,
+ help='Maximum number of non-terminal symbols')
+ parser.add_argument('--maxlen', '-l', type=int, default=5,
+ help='Maximum number of terminals')
+ parser.add_argument('--maxsize', '-s', type=int, default=15,
+ help='Maximum rule span')
+ parser.add_argument('--mingap', '-g', type=int, default=1,
+ help='Minimum gap size')
+ parser.add_argument('--rank1', '-r1', type=int, default=100,
+ help='Number of pre-computed frequent patterns')
+ parser.add_argument('--rank2', '-r2', type=int, default=10,
+ help='Number of pre-computed super-frequent patterns)')
+ parser.add_argument('--loose', action='store_true',
+ help='Enable loose phrase extraction (default: tight)')
+ parser.add_argument('-c', '--config', default='/dev/stdout',
+ help='Output configuration')
+ parser.add_argument('-f', '--source',
+ help='Source language corpus')
+ parser.add_argument('-e', '--target',
+ help='Target language corpus')
+ parser.add_argument('-b', '--bitext',
+ help='Parallel text (source ||| target)')
+ parser.add_argument('-a', '--alignment', required=True,
+ help='Bitext word alignment')
+ parser.add_argument('-o', '--output', required=True,
+ help='Output path')
+ args = parser.parse_args()
+
+ if not ((args.source and args.target) or args.bitext):
+ parser.error('a parallel corpus is required\n'
+ '\tuse -f (source) with -e (target) or -b (bitext)')
+
+ param_names = ('max_len', 'max_nt', 'max_size', 'min_gap',
+ 'rank1', 'rank2', 'tight_phrases')
+ params = (args.maxlen, args.maxnt, args.maxsize, args.mingap,
+ args.rank1, args.rank2, not args.loose)
+
+ if not os.path.exists(args.output):
+ os.mkdir(args.output)
+
+ f_sa_bin = os.path.join(args.output, 'f.sa.bin')
+ e_bin = os.path.join(args.output, 'e.bin')
+ precomp_file = 'precomp.{0}.{1}.{2}.{3}.{4}.{5}.bin'.format(*params)
+ precomp_bin = os.path.join(args.output, precomp_file)
+ a_bin = os.path.join(args.output, 'a.bin')
+ lex_bin = os.path.join(args.output, 'lex.bin')
+
+ start_time = monitor_cpu()
+ logger.info('Compiling source suffix array')
+ if args.bitext:
+ f_sa = cdec.sa.SuffixArray(from_text=args.bitext, side='source')
+ else:
+ f_sa = cdec.sa.SuffixArray(from_text=args.source)
+ f_sa.write_binary(f_sa_bin)
+ stop_time = monitor_cpu()
+ logger.info('Compiling source suffix array took %f seconds', stop_time - start_time)
+
+ start_time = monitor_cpu()
+ logger.info('Compiling target data array')
+ if args.bitext:
+ e = cdec.sa.DataArray(from_text=args.bitext, side='target')
+ else:
+ e = cdec.sa.DataArray(from_text=args.target)
+ e.write_binary(e_bin)
+ stop_time = monitor_cpu()
+ logger.info('Compiling target data array took %f seconds', stop_time - start_time)
+
+ start_time = monitor_cpu()
+ logger.info('Precomputing frequent phrases')
+ precompute(f_sa, *params).write_binary(precomp_bin)
+ stop_time = monitor_cpu()
+ logger.info('Compiling precomputations took %f seconds', stop_time - start_time)
+
+ start_time = monitor_cpu()
+ logger.info('Compiling alignment')
+ a = cdec.sa.Alignment(from_text=args.alignment)
+ a.write_binary(a_bin)
+ stop_time = monitor_cpu()
+ logger.info('Compiling alignment took %f seonds', stop_time - start_time)
+
+ start_time = monitor_cpu()
+ logger.info('Compiling bilexical dictionary')
+ lex = cdec.sa.BiLex(from_data=True, alignment=a, earray=e, fsarray=f_sa)
+ lex.write_binary(lex_bin)
+ stop_time = monitor_cpu()
+ logger.info('Compiling bilexical dictionary took %f seconds', stop_time - start_time)
+
+ # Write configuration
+ config = cdec.configobj.ConfigObj(args.config, unrepr=True)
+ config['f_sa_file'] = os.path.abspath(f_sa_bin)
+ config['e_file'] = os.path.abspath(e_bin)
+ config['a_file'] = os.path.abspath(a_bin)
+ config['lex_file'] = os.path.abspath(lex_bin)
+ config['precompute_file'] = os.path.abspath(precomp_bin)
+ for name, value in zip(param_names, params):
+ config[name] = value
+ config.write()
+ preprocess_stop_time = monitor_cpu()
+ logger.info('Overall preprocessing step took %f seconds', preprocess_stop_time - preprocess_start_time)
+
+if __name__ == '__main__':
+ main()
diff --git a/python/cdec/sa/data_array.pxi b/python/cdec/sa/data_array.pxi
new file mode 100644
index 00000000..2a8ea921
--- /dev/null
+++ b/python/cdec/sa/data_array.pxi
@@ -0,0 +1,157 @@
+# Defines "data arrays" that can be directly written to/read from disk in binary format
+# In particular, the array itself is written/read directly as a glob of binary data
+# Adam Lopez <alopez@cs.umd.edu>
+
+from libc.stdio cimport FILE, fopen, fread, fwrite, fclose
+from libc.stdlib cimport malloc, realloc, free
+from libc.string cimport memset, strcpy
+
+cdef class DataArray:
+ cdef public word2id
+ cdef public id2word
+ cdef public IntList data
+ cdef public IntList sent_id
+ cdef public IntList sent_index
+ cdef bint use_sent_id
+
+ def __cinit__(self, from_binary=None, from_text=None, side=None, bint use_sent_id=False):
+ self.word2id = {"END_OF_FILE":0, "END_OF_LINE":1}
+ self.id2word = ["END_OF_FILE", "END_OF_LINE"]
+ self.data = IntList(1000,1000)
+ self.sent_id = IntList(1000,1000)
+ self.sent_index = IntList(1000,1000)
+ self.use_sent_id = use_sent_id
+ if from_binary:
+ self.read_binary(from_binary)
+ elif from_text:
+ if side:
+ self.read_bitext(from_text, (0 if side == 'source' else 1))
+ else:
+ self.read_text(from_text)
+
+ def __len__(self):
+ return len(self.data)
+
+ def get_sentence_id(self, i):
+ return self.sent_id.arr[i]
+
+ def get_sentence(self, i):
+ cdef int j, start, stop
+ sent = []
+ start = self.sent_index.arr[i]
+ stop = self.sent_index.arr[i+1]
+ for i from start <= i < stop:
+ sent.append(self.id2word[self.data.arr[i]])
+ return sent
+
+ def get_id(self, word):
+ if not word in self.word2id:
+ self.word2id[word] = len(self.id2word)
+ self.id2word.append(word)
+ return self.word2id[word]
+
+ def __getitem__(self, loc):
+ return self.id2word[self.data.arr[loc]]
+
+ def get_sentence_bounds(self, loc):
+ cdef int sid = self.sent_id.arr[loc]
+ return (self.sent_index.arr[sid], self.sent_index.arr[sid+1])
+
+ def write_text(self, char* filename):
+ with open(filename, "w") as f:
+ for w_id in self.data:
+ if w_id > 1:
+ f.write("%s " % self.get_word(w_id))
+ if w_id == 1:
+ f.write("\n")
+
+ def read_text(self, char* filename):
+ with gzip_or_text(filename) as fp:
+ self.read_text_data(fp)
+
+ def read_bitext(self, char* filename, int side):
+ with gzip_or_text(filename) as fp:
+ data = (line.split(' ||| ')[side] for line in fp)
+ self.read_text_data(data)
+
+ def read_text_data(self, data):
+ cdef int word_count = 0
+ for line_num, line in enumerate(data):
+ self.sent_index.append(word_count)
+ for word in line.split():
+ self.data.append(self.get_id(word))
+ if self.use_sent_id:
+ self.sent_id.append(line_num)
+ word_count = word_count + 1
+ self.data.append(1)
+ if self.use_sent_id:
+ self.sent_id.append(line_num)
+ word_count = word_count + 1
+ self.data.append(0)
+ self.sent_index.append(word_count)
+
+
+ def read_binary(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "r")
+ self.read_handle(f)
+ fclose(f)
+
+ cdef void read_handle(self, FILE* f):
+ cdef int num_words, word_len
+ cdef unsigned i
+ cdef char* word
+
+ self.data.read_handle(f)
+ self.sent_index.read_handle(f)
+ self.sent_id.read_handle(f)
+ fread(&(num_words), sizeof(int), 1, f)
+ for i in range(num_words):
+ fread(&(word_len), sizeof(int), 1, f)
+ word = <char*> malloc (word_len * sizeof(char))
+ fread(word, sizeof(char), word_len, f)
+ self.word2id[word] = len(self.id2word)
+ self.id2word.append(word)
+ free(word)
+ if len(self.sent_id) == 0:
+ self.use_sent_id = False
+ else:
+ self.use_sent_id = True
+
+ cdef void write_handle(self, FILE* f):
+ cdef int word_len
+ cdef int num_words
+
+ self.data.write_handle(f)
+ self.sent_index.write_handle(f)
+ self.sent_id.write_handle(f)
+ num_words = len(self.id2word) - 2
+ fwrite(&(num_words), sizeof(int), 1, f)
+ for word in self.id2word[2:]:
+ word_len = len(word) + 1
+ fwrite(&(word_len), sizeof(int), 1, f)
+ fwrite(<char *>word, sizeof(char), word_len, f)
+
+ def write_binary(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "w")
+ self.write_handle(f)
+ fclose(f)
+
+ def write_enhanced_handle(self, f):
+ for i in self.data:
+ f.write("%d " %i)
+ f.write("\n")
+ for i in self.sent_index:
+ f.write("%d " %i)
+ f.write("\n")
+ for i in self.sent_id:
+ f.write("%d " %i)
+ f.write("\n")
+ for word in self.id2word:
+ f.write("%s %d " % (word, self.word2id[word]))
+ f.write("\n")
+
+ def write_enhanced(self, char* filename):
+ with open(filename, "w") as f:
+ self.write_enhanced_handle(self, f)
diff --git a/python/cdec/sa/extract.py b/python/cdec/sa/extract.py
new file mode 100644
index 00000000..b6502c52
--- /dev/null
+++ b/python/cdec/sa/extract.py
@@ -0,0 +1,113 @@
+#!/usr/bin/env python
+import sys
+import os
+import re
+import gzip
+import argparse
+import logging
+import signal
+import multiprocessing as mp
+import cdec.sa
+from cdec.sa._sa import monitor_cpu
+
+extractor, prefix = None, None
+online, compress = False, False
+
+def make_extractor(args):
+ global extractor, prefix, online, compress
+ signal.signal(signal.SIGINT, signal.SIG_IGN) # Let parent process catch Ctrl+C
+ load_features(args.features)
+ extractor = cdec.sa.GrammarExtractor(args.config, online)
+ prefix = args.grammars
+ online = args.online
+ compress = args.compress
+
+def load_features(features):
+ for featdef in features:
+ logging.info('Loading additional feature definitions from %s', featdef)
+ prefix = os.path.dirname(featdef)
+ sys.path.append(prefix)
+ __import__(os.path.basename(featdef).replace('.py', ''))
+ sys.path.remove(prefix)
+
+def extract(inp):
+ global extractor, prefix, online, compress
+ i, sentence = inp
+ sentence = sentence[:-1]
+ fields = re.split('\s*\|\|\|\s*', sentence)
+ suffix = ''
+ # 3 fields for online mode, 1 for normal
+ if online:
+ if len(fields) < 3:
+ sys.stderr.write('Error: online mode requires references and alignments.'
+ ' Not adding sentence to training data: {}\n'.format(sentence))
+ sentence = fields[0]
+ else:
+ sentence, reference, alignment = fields[0:3]
+ if len(fields) > 3:
+ suffix = ' ||| ' + ' ||| '.join(fields[3:])
+ else:
+ if len(fields) > 1:
+ sentence = fields[0]
+ suffix = ' ||| ' + ' ||| '.join(fields[1:])
+
+ grammar_file = os.path.join(prefix, 'grammar.'+str(i))
+ if compress: grammar_file += '.gz'
+ with (gzip.open if compress else open)(grammar_file, 'w') as output:
+ for rule in extractor.grammar(sentence):
+ output.write(str(rule)+'\n')
+ # Add training instance _after_ extracting grammars
+ if online:
+ extractor.add_instance(sentence, reference, alignment)
+ grammar_file = os.path.abspath(grammar_file)
+ return '<seg grammar="{}" id="{}">{}</seg>{}'.format(grammar_file, i, sentence, suffix)
+
+def main():
+ global online
+ logging.basicConfig(level=logging.INFO)
+ parser = argparse.ArgumentParser(description='Extract grammars from a compiled corpus.')
+ parser.add_argument('-c', '--config', required=True,
+ help='extractor configuration')
+ parser.add_argument('-g', '--grammars', required=True,
+ help='grammar output path')
+ parser.add_argument('-j', '--jobs', type=int, default=1,
+ help='number of parallel extractors')
+ parser.add_argument('-s', '--chunksize', type=int, default=10,
+ help='number of sentences / chunk')
+ parser.add_argument('-f', '--features', nargs='*', default=[],
+ help='additional feature definitions')
+ parser.add_argument('-o', '--online', action='store_true',
+ help='online grammar extraction')
+ parser.add_argument('-z', '--compress', action='store_true',
+ help='compress grammars with gzip')
+ args = parser.parse_args()
+
+ if not os.path.exists(args.grammars):
+ os.mkdir(args.grammars)
+ for featdef in args.features:
+ if not featdef.endswith('.py'):
+ sys.stderr.write('Error: feature definition file <{}>'
+ ' should be a python module\n'.format(featdef))
+ sys.exit(1)
+
+ online = args.online
+
+ start_time = monitor_cpu()
+ if args.jobs > 1:
+ logging.info('Starting %d workers; chunk size: %d', args.jobs, args.chunksize)
+ pool = mp.Pool(args.jobs, make_extractor, (args,))
+ try:
+ for output in pool.imap(extract, enumerate(sys.stdin), args.chunksize):
+ print(output)
+ except KeyboardInterrupt:
+ pool.terminate()
+ else:
+ make_extractor(args)
+ for output in map(extract, enumerate(sys.stdin)):
+ print(output)
+
+ stop_time = monitor_cpu()
+ logging.info("Overall extraction step took %f seconds", stop_time - start_time)
+
+if __name__ == '__main__':
+ main()
diff --git a/python/cdec/sa/extractor.py b/python/cdec/sa/extractor.py
new file mode 100644
index 00000000..acc13cbc
--- /dev/null
+++ b/python/cdec/sa/extractor.py
@@ -0,0 +1,106 @@
+from itertools import chain
+import os, sys
+import cdec.configobj
+from cdec.sa.features import EgivenFCoherent, SampleCountF, CountEF,\
+ MaxLexEgivenF, MaxLexFgivenE, IsSingletonF, IsSingletonFE,\
+ IsSupportedOnline
+import cdec.sa
+
+# maximum span of a grammar rule in TEST DATA
+MAX_INITIAL_SIZE = 15
+
+class GrammarExtractor:
+ def __init__(self, config, online=False, features=None):
+ if isinstance(config, basestring):
+ if not os.path.exists(config):
+ raise IOError('cannot read configuration from {0}'.format(config))
+ config = cdec.configobj.ConfigObj(config, unrepr=True)
+ alignment = cdec.sa.Alignment(from_binary=config['a_file'])
+ self.factory = cdec.sa.HieroCachingRuleFactory(
+ # compiled alignment object (REQUIRED)
+ alignment,
+ # name of generic nonterminal used by Hiero
+ category="[X]",
+ # maximum number of contiguous chunks of terminal symbols in RHS of a rule
+ max_chunks=config['max_nt']+1,
+ # maximum span of a grammar rule in TEST DATA
+ max_initial_size=MAX_INITIAL_SIZE,
+ # 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.
+ max_target_chunks=config['max_nt']+1,
+ # maximum number of target side symbols (both T and NT) allowed in a rule.
+ max_target_length=MAX_INITIAL_SIZE,
+ # 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 (< 20)
+ precompute_secondary_rank=config['rank2'],
+ # maximum frequency rank of patterns used to compute collocations (< 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,
+ # 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'],
+ # False if phrases should be loose (better but slower), True otherwise
+ tight_phrases=config.get('tight_phrases', True),
+ )
+
+ # lexical weighting tables
+ tt = cdec.sa.BiLex(from_binary=config['lex_file'])
+
+ # TODO: clean this up
+ extended_features = []
+ if online:
+ extended_features.append(IsSupportedOnline)
+
+ # TODO: use @cdec.sa.features decorator for standard features too
+ # + add a mask to disable features
+ for f in cdec.sa._SA_FEATURES:
+ extended_features.append(f)
+
+ scorer = cdec.sa.Scorer(EgivenFCoherent, SampleCountF, CountEF,
+ MaxLexFgivenE(tt), MaxLexEgivenF(tt), IsSingletonF, IsSingletonFE,
+ *extended_features)
+
+ fsarray = cdec.sa.SuffixArray(from_binary=config['f_sa_file'])
+ edarray = cdec.sa.DataArray(from_binary=config['e_file'])
+
+ # lower=faster, higher=better; improvements level off above 200-300 range,
+ # -1 = don't sample, use all data (VERY SLOW!)
+ sampler = cdec.sa.Sampler(300, fsarray)
+
+ self.factory.configure(fsarray, edarray, sampler, scorer)
+ # Initialize feature definitions with configuration
+ for fn in cdec.sa._SA_CONFIGURE:
+ fn(config)
+
+ def grammar(self, sentence):
+ if isinstance(sentence, unicode):
+ sentence = sentence.encode('utf8')
+ words = tuple(chain(('<s>',), sentence.split(), ('</s>',)))
+ meta = cdec.sa.annotate(words)
+ cnet = cdec.sa.make_lattice(words)
+ return self.factory.input(cnet, meta)
+
+ # Add training instance to data
+ def add_instance(self, sentence, reference, alignment):
+ f_words = cdec.sa.encode_words(sentence.split())
+ e_words = cdec.sa.encode_words(reference.split())
+ al = sorted(tuple(int(i) for i in pair.split('-')) for pair in alignment.split())
+ self.factory.add_instance(f_words, e_words, al)
+
+ # Debugging
+ def dump_online_stats(self):
+ self.factory.dump_online_stats()
+ def dump_online_rules(self):
+ self.factory.dump_online_rules() \ No newline at end of file
diff --git a/python/cdec/sa/features.pxi b/python/cdec/sa/features.pxi
new file mode 100644
index 00000000..9b9ecf3c
--- /dev/null
+++ b/python/cdec/sa/features.pxi
@@ -0,0 +1,33 @@
+cdef StringMap FD = StringMap() # Feature name dictionary
+
+INITIAL_CAPACITY = 7 # default number of features
+INCREMENT = INITIAL_CAPACITY # double size
+
+cdef class FeatureVector:
+ def __cinit__(self):
+ self.names = IntList(INITIAL_CAPACITY, INCREMENT)
+ self.values = FloatList(INITIAL_CAPACITY, INCREMENT)
+
+ def set(self, unsigned name, float value):
+ self.names.append(name)
+ self.values.append(value)
+
+ def __iter__(self):
+ cdef unsigned i
+ for i in range(self.names.len):
+ yield (FD.word(self.names[i]), self.values[i])
+
+ def __str__(self):
+ return ' '.join('%s=%s' % feat for feat in self)
+
+cdef class Scorer:
+ cdef models
+ def __init__(self, *models):
+ names = [FD.index(<char *>model.__name__) for model in models]
+ self.models = zip(names, models)
+
+ cdef FeatureVector score(self, ctx):
+ cdef FeatureVector scores = FeatureVector()
+ for name, model in self.models:
+ scores.set(name, model(ctx))
+ return scores
diff --git a/python/cdec/sa/features.py b/python/cdec/sa/features.py
new file mode 100644
index 00000000..c8fc1cca
--- /dev/null
+++ b/python/cdec/sa/features.py
@@ -0,0 +1,142 @@
+from __future__ import division
+import math
+
+from cdec.sa import isvar
+
+MAXSCORE = 99
+
+def EgivenF(ctx): # p(e|f) = c(e, f)/c(f)
+ if not ctx.online:
+ prob = ctx.paircount/ctx.fcount
+ else:
+ prob = (ctx.paircount + ctx.online.paircount) / (ctx.fcount + ctx.online.fcount)
+ return -math.log10(prob)
+
+def CountEF(ctx): # c(e, f)
+ if not ctx.online:
+ count = 1 + ctx.paircount
+ else:
+ count = 1 + ctx.paircount + ctx.online.paircount
+ return math.log10(count)
+
+def SampleCountF(ctx): # sample c(f)
+ if not ctx.online:
+ count = 1 + ctx.fsample_count
+ else:
+ count = 1 + ctx.fsample_count + ctx.online.fsample_count
+ return math.log10(count)
+
+def EgivenFCoherent(ctx): # c(e, f) / sample c(f)
+ if not ctx.online:
+ prob = ctx.paircount/ctx.fsample_count
+ else:
+ prob = (ctx.paircount + ctx.online.paircount) / (ctx.fsample_count + ctx.online.fsample_count)
+ return -math.log10(prob) if prob > 0 else MAXSCORE
+
+def CoherenceProb(ctx): # c(f) / sample c(f)
+ if not ctx.online:
+ prob = ctx.fcount/ctx.fsample_count
+ else:
+ prob = (ctx.fcount + ctx.online.fcount) / (ctx.fsample_count + ctx.online.fsample_count)
+ return -math.log10(prob)
+
+def MaxLexEgivenF(ttable):
+ def MaxLexEgivenF(ctx):
+ fwords = ctx.fphrase.words
+ fwords.append('NULL')
+ # Always use this for now
+ if not ctx.online or ctx.online:
+ maxOffScore = 0.0
+ for e in ctx.ephrase.words:
+ maxScore = max(ttable.get_score(f, e, 0) for f in fwords)
+ maxOffScore += -math.log10(maxScore) if maxScore > 0 else MAXSCORE
+ return maxOffScore
+ else:
+ # For now, straight average
+ maxOffScore = 0.0
+ maxOnScore = 0.0
+ for e in ctx.ephrase.words:
+ maxScore = max(ttable.get_score(f, e, 0) for f in fwords)
+ maxOffScore += -math.log10(maxScore) if maxScore > 0 else MAXSCORE
+ for e in ctx.ephrase:
+ if not isvar(e):
+ maxScore = 0.0
+ for f in ctx.fphrase:
+ if not isvar(f):
+ b_f = ctx.online.bilex_f.get(f, 0)
+ if b_f:
+ maxScore = max(maxScore, ctx.online.bilex_fe.get(f, {}).get(e))
+ maxOnScore += -math.log10(maxScore) if maxScore > 0 else MAXSCORE
+ return (maxOffScore + maxOnScore) / 2
+ return MaxLexEgivenF
+
+def MaxLexFgivenE(ttable):
+ def MaxLexFgivenE(ctx):
+ ewords = ctx.ephrase.words
+ ewords.append('NULL')
+ # Always use this for now
+ if not ctx.online or ctx.online:
+ maxOffScore = 0.0
+ for f in ctx.fphrase.words:
+ maxScore = max(ttable.get_score(f, e, 1) for e in ewords)
+ maxOffScore += -math.log10(maxScore) if maxScore > 0 else MAXSCORE
+ return maxOffScore
+ else:
+ # For now, straight average
+ maxOffScore = 0.0
+ maxOnScore = 0.0
+ for f in ctx.fphrase.words:
+ maxScore = max(ttable.get_score(f, e, 1) for e in ewords)
+ maxOffScore += -math.log10(maxScore) if maxScore > 0 else MAXSCORE
+ for f in ctx.fphrase:
+ if not isvar(f):
+ maxScore = 0.0
+ for e in ctx.ephrase:
+ if not isvar(e):
+ b_e = ctx.online.bilex_e.get(e, 0)
+ if b_e:
+ maxScore = max(maxScore, ctx.online.bilex_fe.get(f, {}).get(e, 0) / b_e )
+ maxOnScore += -math.log10(maxScore) if maxScore > 0 else MAXSCORE
+ return (maxOffScore + maxOnScore) / 2
+ return MaxLexFgivenE
+
+def IsSingletonF(ctx):
+ if not ctx.online:
+ count = ctx.fcount
+ else:
+ count = ctx.fcount + ctx.online.fcount
+ return math.fabs(count - 1) < 1e-6
+
+def IsSingletonFE(ctx):
+ if not ctx.online:
+ count = ctx.paircount
+ else:
+ count = ctx.paircount + ctx.online.paircount
+ return (count == 1)
+
+def IsNotSingletonF(ctx):
+ if not ctx.online:
+ count = ctx.fcount
+ else:
+ count = ctx.fcount + ctx.online.fcount
+ return (count > 1)
+
+def IsNotSingletonFE(ctx):
+ if not ctx.online:
+ count = ctx.paircount
+ else:
+ count = ctx.paircount + ctx.online.paircount
+ return (ctx.paircount > 1)
+
+def IsFEGreaterThanZero(ctx):
+ if not ctx.online:
+ count = ctx.paircount
+ else:
+ count = ctx.paircount + ctx.online.paircount
+ return (ctx.paircount > 0.01)
+
+def IsSupportedOnline(ctx): # Occurs in online data?
+ if ctx.online:
+ return (ctx.online.paircount > 0.01)
+ else:
+ return False
diff --git a/python/cdec/sa/float_list.pxi b/python/cdec/sa/float_list.pxi
new file mode 100644
index 00000000..b98e444f
--- /dev/null
+++ b/python/cdec/sa/float_list.pxi
@@ -0,0 +1,73 @@
+# defines int arrays in C, with some convenience methods
+# for reading arrays directly as globs directly from disk.
+# Adam Lopez <alopez@cs.umd.edu>
+
+from libc.stdio cimport FILE, fopen, fread, fwrite, fclose
+from libc.stdlib cimport malloc, realloc, free
+from libc.string cimport memset, strcpy, strlen
+
+cdef class FloatList:
+
+ def __cinit__(self, int size=0, int increment=1, int initial_len=0):
+ if initial_len > size:
+ size = initial_len
+ self.size = size
+ self.increment = increment
+ self.len = initial_len
+ self.arr = <float*> malloc(size*sizeof(float))
+ memset(self.arr, 0, initial_len*sizeof(float))
+
+ def __dealloc__(self):
+ free(self.arr)
+
+ def __getitem__(self, i):
+ j = i
+ if i<0:
+ j = self.len + i
+ if j<0 or j>=self.len:
+ raise IndexError("Requested index %d of %d-length FloatList" % (i, self.len))
+ return self.arr[j]
+
+ cdef void set(self, int i, float v):
+ j = i
+ if i<0:
+ j = self.len + i
+ if j<0 or j>=self.len:
+ raise IndexError("Requested index %d of %d-length FloatList" % (i, self.len))
+ self.arr[j] = v
+
+ def __setitem__(self, i, val):
+ self.set(i, val)
+
+ def __len__(self):
+ return self.len
+
+ def append(self, float val):
+ if self.len == self.size:
+ self.size = self.size + self.increment
+ self.arr = <float*> realloc(self.arr, self.size*sizeof(float))
+ self.arr[self.len] = val
+ self.len = self.len + 1
+
+ cdef void write_handle(self, FILE* f):
+ fwrite(&(self.len), sizeof(float), 1, f)
+ fwrite(self.arr, sizeof(float), self.len, f)
+
+ def write(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "w")
+ self.write_handle(f)
+ fclose(f)
+
+ cdef void read_handle(self, FILE* f):
+ free(self.arr)
+ fread(&(self.len), sizeof(float), 1, f)
+ self.arr = <float*> malloc(self.len * sizeof(float))
+ self.size = self.len
+ fread(self.arr, sizeof(float), self.len, f)
+
+ def read(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "r")
+ self.read_handle(f)
+ fclose(f)
diff --git a/python/cdec/sa/int_list.pxi b/python/cdec/sa/int_list.pxi
new file mode 100644
index 00000000..46d434e7
--- /dev/null
+++ b/python/cdec/sa/int_list.pxi
@@ -0,0 +1,178 @@
+# defines int arrays in C, with some convenience methods
+# for reading arrays as globs directly from disk.
+# Adam Lopez <alopez@cs.umd.edu>
+
+from libc.stdio cimport FILE, fopen, fread, fwrite, fclose
+from libc.stdlib cimport malloc, realloc, free
+from libc.string cimport memset, memcpy
+
+cdef class IntList:
+
+ def __cinit__(self, int size=0, int increment=1, int initial_len=0):
+ if initial_len > size:
+ size = initial_len
+ self.size = size
+ self.increment = increment
+ self.len = initial_len
+ self.arr = <int*> malloc(size*sizeof(int))
+ memset(self.arr, 0, initial_len*sizeof(int))
+
+ def __str__(self):
+ cdef unsigned i
+ ret = "IntList["
+ for idx in range(self.size):
+ if idx>0:
+ ret += ","
+ ret += str(self.arr[idx])
+ ret += "]"
+ ret += "len="
+ ret += str(self.len)
+ return ret
+
+ def index(self, int val):
+ cdef unsigned i
+ for i in range(self.len):
+ if self.arr[i] == val:
+ return i
+ raise ValueError('%s not in IntList' % val)
+
+ def partition(self,start,end):
+ pivot = self.arr[end]
+ bottom = start-1
+ top = end
+ done = 0
+ while not done:
+ while not done:
+ bottom += 1
+ if bottom == top:
+ done = 1
+ break
+ if self.arr[bottom] > pivot:
+ self.arr[top] = self.arr[bottom]
+ break
+ while not done:
+ top -= 1
+ if top == bottom:
+ done = 1
+ break
+ if self.arr[top] < pivot:
+ self.arr[bottom] = self.arr[top]
+ break
+ self.arr[top] = pivot
+ return top
+
+ def _doquicksort(self,start,end):
+ if start < end:
+ split = self.partition(start,end)
+ self._doquicksort(start,split-1)
+ self._doquicksort(split+1,end)
+ else:
+ return
+
+ def sort(self):
+ self._doquicksort(0,self.len-1)
+
+ def reset(self):
+ self.len = 0
+
+ def __dealloc__(self):
+ free(self.arr)
+
+ def __iter__(self):
+ cdef int i
+ for i in range(self.len):
+ yield self.arr[i]
+
+ def __getitem__(self, index):
+ cdef int i, j, k
+ if isinstance(index, int):
+ j = index
+ if j < 0:
+ j = self.len + j
+ if j<0 or j>=self.len:
+ raise IndexError("Requested index %d of %d-length IntList" % (index, self.len))
+ return self.arr[j]
+ elif isinstance(index, slice):
+ i = index.start
+ j = index.stop
+ if i < 0:
+ i = self.len + i
+ if j < 0:
+ j = self.len + j
+ if i < 0 or i >= self.len or j < 0 or j > self.len:
+ raise IndexError("Requested index %d:%d of %d-length IntList" % (index.start, index.stop, self.len))
+ result = ()
+ for k from i <= k < j:
+ result = result + (self.arr[k],)
+ return result
+ else:
+ raise TypeError("Illegal key type %s for IntList" % type(index))
+
+ cdef void set(self, int i, int val):
+ j = i
+ if i<0:
+ j = self.len + i
+ if j<0 or j>=self.len:
+ raise IndexError("Requested index %d of %d-length IntList" % (i, self.len))
+ self.arr[j] = val
+
+ def __setitem__(self, i, val):
+ self.set(i, val)
+
+ def __len__(self):
+ return self.len
+
+ def get_size(self):
+ return self.size
+
+ def append(self, int val):
+ self._append(val)
+
+ cdef void _append(self, int val):
+ if self.len == self.size:
+ self.size = self.size + self.increment
+ self.arr = <int*> realloc(self.arr, self.size*sizeof(int))
+ self.arr[self.len] = val
+ self.len = self.len + 1
+
+ def extend(self, other):
+ self._extend(other)
+
+ cdef void _extend(self, IntList other):
+ self._extend_arr(other.arr, other.len)
+
+ cdef void _extend_arr(self, int* other, int other_len):
+ if self.size < self.len + other_len:
+ self.size = self.len + other_len
+ self.arr = <int*> realloc(self.arr, self.size*sizeof(int))
+ memcpy(self.arr+self.len, other, other_len*sizeof(int))
+ self.len = self.len + other_len
+
+ cdef void _clear(self):
+ free(self.arr)
+ self.len = 0
+ self.size = 0
+ self.arr = <int*> malloc(0)
+
+ cdef void write_handle(self, FILE* f):
+ fwrite(&(self.len), sizeof(int), 1, f)
+ fwrite(self.arr, sizeof(int), self.len, f)
+
+ def write(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "w")
+ self.write_handle(f)
+ fclose(f)
+
+ cdef void read_handle(self, FILE* f):
+ (self.arr)
+ fread(&(self.len), sizeof(int), 1, f)
+ self.arr = <int*> malloc(self.len * sizeof(int))
+ self.size = self.len
+ fread(self.arr, sizeof(int), self.len, f)
+
+ def read(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "r")
+ self.read_handle(f)
+ fclose(f)
diff --git a/python/cdec/sa/lcp.pxi b/python/cdec/sa/lcp.pxi
new file mode 100644
index 00000000..8e86e611
--- /dev/null
+++ b/python/cdec/sa/lcp.pxi
@@ -0,0 +1,89 @@
+"""Compute LCP array for a suffix array using the Kasai et al. algorithm
+Can also be used to compute statistics such
+as k most frequent n-grams"""
+
+cdef class LCP:
+ cdef SuffixArray sa
+ cdef IntList lcp
+
+ def __cinit__(self, SuffixArray sa):
+ cdef int i, k, j, h, n
+ cdef IntList rank
+
+ logger.info("Constructing LCP array")
+ self.sa = sa
+ n = self.sa.sa.len
+ self.lcp = IntList(initial_len=n)
+
+ rank = IntList(initial_len=n)
+ for i from 0 <= i < n:
+ rank.arr[sa.sa.arr[i]] = i
+
+ h = 0
+ for i from 0 <= i < n:
+ k = rank.arr[i]
+ if k == 0:
+ self.lcp.arr[k] = -1
+ else:
+ j = sa.sa.arr[k-1]
+ while i+h < n and j+h < n and sa.darray.data.arr[i+h] == sa.darray.data.arr[j+h]:
+ h = h+1
+ self.lcp.arr[k] = h
+ if h > 0:
+ h = h-1
+ logger.info("LCP array completed")
+
+ def compute_stats(self, int max_n):
+ """Note: the output of this function is not exact. In
+ particular, the frequency associated with each word is
+ not guaranteed to be correct. This is due to a bit of
+ laxness in the design; the function is intended only to
+ obtain a list of the most frequent words; for this
+ purpose it is perfectly fine"""
+ cdef int i, ii, iii, j, k, h, n, N, rs, freq, valid
+ cdef IntList run_start
+ cdef IntList ngram_start
+ cdef VEB veb
+
+ N = self.sa.sa.len
+
+ ngram_starts = []
+ for n from 0 <= n < max_n:
+ ngram_starts.append(IntList(initial_len=N))
+
+ run_start = IntList(initial_len=max_n)
+ veb = VEB(N)
+
+ for i from 0 <= i < N:
+ h = self.lcp.arr[i]
+ if h < 0:
+ h = 0
+ for n from h <= n < max_n:
+ rs = run_start.arr[n]
+ run_start.arr[n] = i
+ freq = i - rs
+ if freq > 1000: # arbitrary, but see note below
+ veb._insert(freq)
+ ngram_start = ngram_starts[n]
+ while ngram_start.arr[freq] > 0:
+ freq = freq + 1 # cheating a bit, should be ok for sparse histogram
+ ngram_start.arr[freq] = rs
+ i = veb.veb.min_val
+ while i != -1:
+ ii = veb._findsucc(i)
+ for n from 0 <= n < max_n:
+ ngram_start = ngram_starts[n]
+ iii = i
+ rs = ngram_start.arr[iii]
+ while (ii==-1 or iii < ii) and rs != 0:
+ j = self.sa.sa.arr[rs]
+ valid = 1
+ for k from 0 <= k < n+1:
+ if self.sa.darray.data.arr[j+k] < 2:
+ valid = 0
+ if valid:
+ ngram = tuple([self.sa.darray.data.arr[j+k] for k in range(n+1)])
+ yield i, n+1, ngram
+ iii = iii + 1
+ rs = ngram_start.arr[iii]
+ i = ii
diff --git a/python/cdec/sa/precomputation.pxi b/python/cdec/sa/precomputation.pxi
new file mode 100644
index 00000000..a3527f47
--- /dev/null
+++ b/python/cdec/sa/precomputation.pxi
@@ -0,0 +1,454 @@
+# precomputes a set of collocations by advancing over the text.
+# warning: nasty C code
+
+from libc.stdio cimport FILE, fopen, fread, fwrite, fclose
+from libc.stdlib cimport malloc, realloc, free
+from libc.string cimport memset, memcpy
+
+cdef struct _Trie_Node # forward decl
+
+cdef struct _Trie_Edge:
+ int val
+ _Trie_Node* node
+ _Trie_Edge* bigger
+ _Trie_Edge* smaller
+
+cdef struct _Trie_Node:
+ _Trie_Edge* root
+ int* arr
+ int arr_len
+
+cdef _Trie_Node* new_trie_node():
+ cdef _Trie_Node* node
+ node = <_Trie_Node*> malloc(sizeof(_Trie_Node))
+ node.root = NULL
+ node.arr_len = 0
+ node.arr = <int*> malloc(sizeof(0*sizeof(int)))
+ return node
+
+cdef _Trie_Edge* new_trie_edge(int val):
+ cdef _Trie_Edge* edge
+ edge = <_Trie_Edge*> malloc(sizeof(_Trie_Edge))
+ edge.node = new_trie_node()
+ edge.bigger = NULL
+ edge.smaller = NULL
+ edge.val = val
+ return edge
+
+cdef free_trie_node(_Trie_Node* node):
+ if node != NULL:
+ free_trie_edge(node.root)
+ free(node.arr)
+
+cdef free_trie_edge(_Trie_Edge* edge):
+ if edge != NULL:
+ free_trie_node(edge.node)
+ free_trie_edge(edge.bigger)
+ free_trie_edge(edge.smaller)
+
+cdef _Trie_Node* trie_find(_Trie_Node* node, int val):
+ cdef _Trie_Edge* cur
+ cur = node.root
+ while cur != NULL and cur.val != val:
+ if val > cur.val:
+ cur = cur.bigger
+ elif val < cur.val:
+ cur = cur.smaller
+ if cur == NULL:
+ return NULL
+ else:
+ return cur.node
+
+cdef trie_node_data_append(_Trie_Node* node, int val):
+ cdef int new_len
+ new_len = node.arr_len + 1
+ node.arr = <int*> realloc(node.arr, new_len*sizeof(int))
+ node.arr[node.arr_len] = val
+ node.arr_len = new_len
+
+cdef trie_node_data_extend(_Trie_Node* node, int* vals, int num_vals):
+ cdef int new_len
+ new_len = node.arr_len + num_vals
+ node.arr = <int*> realloc(node.arr, new_len*sizeof(int))
+ memcpy(node.arr + node.arr_len, vals, num_vals*sizeof(int))
+ node.arr_len = new_len
+
+
+cdef _Trie_Node* trie_insert(_Trie_Node* node, int val):
+ cdef _Trie_Edge** cur
+ cur = &node.root
+ while cur[0] != NULL and cur[0].val != val:
+ if val > cur[0].val:
+ cur = &cur[0].bigger
+ elif val < cur[0].val:
+ cur = &cur[0].smaller
+ if cur[0] == NULL:
+ cur[0] = new_trie_edge(val)
+ return cur[0].node
+
+cdef trie_node_to_map(_Trie_Node* node, result, prefix, int include_zeros):
+ cdef IntList arr
+
+ if include_zeros or node.arr_len > 0:
+ arr = IntList()
+ free(arr.arr)
+ arr.arr = <int*> malloc(node.arr_len * sizeof(int))
+ memcpy(arr.arr, node.arr, node.arr_len * sizeof(int))
+ arr.len = node.arr_len
+ arr.size = node.arr_len
+ result[prefix] = arr
+ trie_edge_to_map(node.root, result, prefix, include_zeros)
+
+cdef trie_edge_to_map(_Trie_Edge* edge, result, prefix, int include_zeros):
+ if edge != NULL:
+ trie_edge_to_map(edge.smaller, result, prefix, include_zeros)
+ trie_edge_to_map(edge.bigger, result, prefix, include_zeros)
+ prefix = prefix + (edge.val,)
+ trie_node_to_map(edge.node, result, prefix, include_zeros)
+
+cdef class TrieMap:
+
+ cdef _Trie_Node** root
+ cdef int V
+
+ def __cinit__(self, int alphabet_size):
+ self.V = alphabet_size
+ self.root = <_Trie_Node**> malloc(self.V * sizeof(_Trie_Node*))
+ memset(self.root, 0, self.V * sizeof(_Trie_Node*))
+
+
+ def __dealloc__(self):
+ cdef int i
+ for i from 0 <= i < self.V:
+ if self.root[i] != NULL:
+ free_trie_node(self.root[i])
+ free(self.root)
+
+
+ def insert(self, pattern):
+ cdef int* p
+ cdef int i, l
+ l = len(pattern)
+ p = <int*> malloc(l*sizeof(int))
+ for i from 0 <= i < l:
+ p[i] = pattern[i]
+ self._insert(p,l)
+ free(p)
+
+
+ cdef _Trie_Node* _insert(self, int* pattern, int pattern_len):
+ cdef int i
+ cdef _Trie_Node* node
+ if self.root[pattern[0]] == NULL:
+ self.root[pattern[0]] = new_trie_node()
+ node = self.root[pattern[0]]
+ for i from 1 <= i < pattern_len:
+ node = trie_insert(node, pattern[i])
+ return node
+
+ def contains(self, pattern):
+ cdef int* p
+ cdef int i, l
+ cdef _Trie_Node* node
+ l = len(pattern)
+ p = <int*> malloc(l*sizeof(int))
+ for i from 0 <= i < l:
+ p[i] = pattern[i]
+ node = self._contains(p,l)
+ free(p)
+ if node == NULL:
+ return False
+ else:
+ return True
+
+ cdef _Trie_Node* _contains(self, int* pattern, int pattern_len):
+ cdef int i
+ cdef _Trie_Node* node
+ node = self.root[pattern[0]]
+ i = 1
+ while node != NULL and i < pattern_len:
+ node = trie_find(node, pattern[i])
+ i = i+1
+ return node
+
+ def toMap(self, flag):
+ cdef int i, include_zeros
+
+ if flag:
+ include_zeros=1
+ else:
+ include_zeros=0
+ result = {}
+ for i from 0 <= i < self.V:
+ if self.root[i] != NULL:
+ trie_node_to_map(self.root[i], result, (i,), include_zeros)
+ return result
+
+
+cdef class Precomputation:
+ cdef int precompute_rank
+ cdef int precompute_secondary_rank
+ cdef int max_length
+ cdef int max_nonterminals
+ cdef int train_max_initial_size
+ cdef int train_min_gap_size
+ cdef precomputed_index
+ cdef precomputed_collocations
+ cdef read_map(self, FILE* f)
+ cdef write_map(self, m, FILE* f)
+
+ def __cinit__(self, fsarray=None, from_stats=None, from_binary=None,
+ precompute_rank=1000, precompute_secondary_rank=20,
+ max_length=5, max_nonterminals=2,
+ train_max_initial_size=10, train_min_gap_size=2):
+ self.precompute_rank = precompute_rank
+ self.precompute_secondary_rank = precompute_secondary_rank
+ self.max_length = max_length
+ self.max_nonterminals = max_nonterminals
+ self.train_max_initial_size = train_max_initial_size
+ self.train_min_gap_size = train_min_gap_size
+ if from_binary:
+ self.read_binary(from_binary)
+ elif from_stats:
+ self.precompute(from_stats, fsarray)
+
+
+ def read_binary(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "r")
+ fread(&(self.precompute_rank), sizeof(int), 1, f)
+ fread(&(self.precompute_secondary_rank), sizeof(int), 1, f)
+ fread(&(self.max_length), sizeof(int), 1, f)
+ fread(&(self.max_nonterminals), sizeof(int), 1, f)
+ fread(&(self.train_max_initial_size), sizeof(int), 1, f)
+ fread(&(self.train_min_gap_size), sizeof(int), 1, f)
+ self.precomputed_index = self.read_map(f)
+ self.precomputed_collocations = self.read_map(f)
+ fclose(f)
+
+
+ def write_binary(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "w")
+ fwrite(&(self.precompute_rank), sizeof(int), 1, f)
+ fwrite(&(self.precompute_secondary_rank), sizeof(int), 1, f)
+ fwrite(&(self.max_length), sizeof(int), 1, f)
+ fwrite(&(self.max_nonterminals), sizeof(int), 1, f)
+ fwrite(&(self.train_max_initial_size), sizeof(int), 1, f)
+ fwrite(&(self.train_min_gap_size), sizeof(int), 1, f)
+ self.write_map(self.precomputed_index, f)
+ self.write_map(self.precomputed_collocations, f)
+ fclose(f)
+
+
+ cdef write_map(self, m, FILE* f):
+ cdef int i, N
+ cdef IntList arr
+
+ N = len(m)
+ fwrite(&(N), sizeof(int), 1, f)
+ for pattern, val in m.iteritems():
+ N = len(pattern)
+ fwrite(&(N), sizeof(int), 1, f)
+ for word_id in pattern:
+ i = word_id
+ fwrite(&(i), sizeof(int), 1, f)
+ arr = val
+ arr.write_handle(f)
+
+
+ cdef read_map(self, FILE* f):
+ cdef int i, j, k, word_id, N
+ cdef IntList arr
+
+ m = {}
+ fread(&(N), sizeof(int), 1, f)
+ for j from 0 <= j < N:
+ fread(&(i), sizeof(int), 1, f)
+ key = ()
+ for k from 0 <= k < i:
+ fread(&(word_id), sizeof(int), 1, f)
+ key = key + (word_id,)
+ arr = IntList()
+ arr.read_handle(f)
+ m[key] = arr
+ return m
+
+
+ def precompute(self, stats, SuffixArray sarray):
+ cdef int i, l, N, max_pattern_len, i1, l1, i2, l2, i3, l3, ptr1, ptr2, ptr3, is_super, sent_count, max_rank
+ cdef DataArray darray = sarray.darray
+ cdef IntList data, queue, cost_by_rank, count_by_rank
+ cdef TrieMap frequent_patterns, super_frequent_patterns, collocations
+ cdef _Trie_Node* node
+
+ data = darray.data
+
+ frequent_patterns = TrieMap(len(darray.id2word))
+ super_frequent_patterns = TrieMap(len(darray.id2word))
+ collocations = TrieMap(len(darray.id2word))
+
+ I_set = set()
+ J_set = set()
+ J2_set = set()
+ IJ_set = set()
+ pattern_rank = {}
+
+ logger.info("Precomputing frequent intersections")
+ cdef float start_time = monitor_cpu()
+
+ max_pattern_len = 0
+ for rank, (_, _, phrase) in enumerate(stats):
+ if rank >= self.precompute_rank:
+ break
+ max_pattern_len = max(max_pattern_len, len(phrase))
+ frequent_patterns.insert(phrase)
+ I_set.add(phrase)
+ pattern_rank[phrase] = rank
+ if rank < self.precompute_secondary_rank:
+ super_frequent_patterns.insert(phrase)
+ J_set.add(phrase)
+
+ queue = IntList(increment=1000)
+
+ logger.info(" Computing inverted indexes...")
+ N = len(data)
+ for i from 0 <= i < N:
+ sa_word_id = data.arr[i]
+ if sa_word_id == 1:
+ queue._append(-1)
+ else:
+ for l from 1 <= l <= max_pattern_len:
+ node = frequent_patterns._contains(data.arr+i, l)
+ if node == NULL:
+ break
+ queue._append(i)
+ queue._append(l)
+ trie_node_data_append(node, i)
+
+ logger.info(" Computing collocations...")
+ N = len(queue)
+ ptr1 = 0
+ sent_count = 0
+ while ptr1 < N: # main loop
+ i1 = queue.arr[ptr1]
+ if i1 > -1:
+ l1 = queue.arr[ptr1+1]
+ ptr2 = ptr1 + 2
+ while ptr2 < N:
+ i2 = queue.arr[ptr2]
+ if i2 == -1 or i2 - i1 >= self.train_max_initial_size:
+ break
+ l2 = queue.arr[ptr2+1]
+ if (i2 - i1 - l1 >= self.train_min_gap_size and
+ i2 + l2 - i1 <= self.train_max_initial_size and
+ l1+l2+1 <= self.max_length):
+ node = collocations._insert(data.arr+i1, l1)
+ node = trie_insert(node, -1)
+ for i from i2 <= i < i2+l2:
+ node = trie_insert(node, data.arr[i])
+ trie_node_data_append(node, i1)
+ trie_node_data_append(node, i2)
+ if super_frequent_patterns._contains(data.arr+i2, l2) != NULL:
+ if super_frequent_patterns._contains(data.arr+i1, l1) != NULL:
+ is_super = 1
+ else:
+ is_super = 0
+ ptr3 = ptr2 + 2
+ while ptr3 < N:
+ i3 = queue.arr[ptr3]
+ if i3 == -1 or i3 - i1 >= self.train_max_initial_size:
+ break
+ l3 = queue.arr[ptr3+1]
+ if (i3 - i2 - l2 >= self.train_min_gap_size and
+ i3 + l3 - i1 <= self.train_max_initial_size and
+ l1+l2+l3+2 <= self.max_length):
+ if is_super or super_frequent_patterns._contains(data.arr+i3, l3) != NULL:
+ node = collocations._insert(data.arr+i1, l1)
+ node = trie_insert(node, -1)
+ for i from i2 <= i < i2+l2:
+ node = trie_insert(node, data.arr[i])
+ node = trie_insert(node, -1)
+ for i from i3 <= i < i3+l3:
+ node = trie_insert(node, data.arr[i])
+ trie_node_data_append(node, i1)
+ trie_node_data_append(node, i2)
+ trie_node_data_append(node, i3)
+ ptr3 = ptr3 + 2
+ ptr2 = ptr2 + 2
+ ptr1 = ptr1 + 2
+ else:
+ sent_count = sent_count + 1
+ if sent_count % 10000 == 0:
+ logger.debug(" %d sentences", sent_count)
+ ptr1 = ptr1 + 1
+
+ self.precomputed_collocations = collocations.toMap(False)
+ self.precomputed_index = frequent_patterns.toMap(True)
+
+ x = 0
+ for pattern1 in J_set:
+ for pattern2 in J_set:
+ if len(pattern1) + len(pattern2) + 1 < self.max_length:
+ combined_pattern = pattern1 + (-1,) + pattern2
+ J2_set.add(combined_pattern)
+
+ for pattern1 in I_set:
+ for pattern2 in I_set:
+ x = x+1
+ if len(pattern1) + len(pattern2) + 1 <= self.max_length:
+ combined_pattern = pattern1 + (-1,) + pattern2
+ IJ_set.add(combined_pattern)
+
+ for pattern1 in I_set:
+ for pattern2 in J2_set:
+ x = x+2
+ if len(pattern1) + len(pattern2) + 1<= self.max_length:
+ combined_pattern = pattern1 + (-1,) + pattern2
+ IJ_set.add(combined_pattern)
+ combined_pattern = pattern2 + (-1,) + pattern1
+ IJ_set.add(combined_pattern)
+
+ N = len(pattern_rank)
+ cost_by_rank = IntList(initial_len=N)
+ count_by_rank = IntList(initial_len=N)
+ for pattern, arr in self.precomputed_collocations.iteritems():
+ if pattern not in IJ_set:
+ s = ""
+ for word_id in pattern:
+ if word_id == -1:
+ s = s + "X "
+ else:
+ s = s + darray.id2word[word_id] + " "
+ logger.warn("ERROR: unexpected pattern %s in set of precomputed collocations", s)
+ else:
+ chunk = ()
+ max_rank = 0
+ arity = 0
+ for word_id in pattern:
+ if word_id == -1:
+ max_rank = max(max_rank, pattern_rank[chunk])
+ arity = arity + 1
+ chunk = ()
+ else:
+ chunk = chunk + (word_id,)
+ max_rank = max(max_rank, pattern_rank[chunk])
+ cost_by_rank.arr[max_rank] = cost_by_rank.arr[max_rank] + (4*len(arr))
+ count_by_rank.arr[max_rank] = count_by_rank.arr[max_rank] + (len(arr)/(arity+1))
+
+ cumul_cost = 0
+ cumul_count = 0
+ for i from 0 <= i < N:
+ cumul_cost = cumul_cost + cost_by_rank.arr[i]
+ cumul_count = cumul_count + count_by_rank.arr[i]
+ logger.debug("RANK %d\tCOUNT, COST: %d %d\tCUMUL: %d, %d", i, count_by_rank.arr[i], cost_by_rank.arr[i], cumul_count, cumul_cost)
+
+ num_found_patterns = len(self.precomputed_collocations)
+ for pattern in IJ_set:
+ if pattern not in self.precomputed_collocations:
+ self.precomputed_collocations[pattern] = IntList()
+
+ cdef float stop_time = monitor_cpu()
+ logger.info("Precomputed collocations for %d patterns out of %d possible (upper bound %d)", num_found_patterns, len(self.precomputed_collocations), x)
+ logger.info("Precomputed inverted index for %d patterns ", len(self.precomputed_index))
+ logger.info("Precomputation took %f seconds", (stop_time - start_time))
diff --git a/python/cdec/sa/rule.pxi b/python/cdec/sa/rule.pxi
new file mode 100644
index 00000000..7fde3e06
--- /dev/null
+++ b/python/cdec/sa/rule.pxi
@@ -0,0 +1,191 @@
+from libc.stdlib cimport malloc, calloc, realloc, free, strtof, strtol
+from libc.string cimport strsep, strcpy, strlen
+
+cdef class Phrase:
+
+ def __cinit__(self, words):
+ cdef int i, j, n, n_vars
+ n_vars = 0
+ n = len(words)
+ self.syms = <int *>malloc(n*sizeof(int))
+ for i from 0 <= i < n:
+ self.syms[i] = words[i]
+ if sym_isvar(self.syms[i]):
+ n_vars += 1
+ self.n = n
+ self.n_vars = n_vars
+ self.varpos = <int *>malloc(n_vars*sizeof(int))
+ j = 0
+ for i from 0 <= i < n:
+ if sym_isvar(self.syms[i]):
+ self.varpos[j] = i
+ j = j + 1
+
+ def __dealloc__(self):
+ free(self.syms)
+ free(self.varpos)
+
+ def __str__(self):
+ strs = []
+ cdef int i, s
+ for i from 0 <= i < self.n:
+ s = self.syms[i]
+ strs.append(sym_tostring(s))
+ return ' '.join(strs)
+
+ def handle(self):
+ """return a hashable representation that normalizes the ordering
+ of the nonterminal indices"""
+ norm = []
+ cdef int i, j, s
+ i = 1
+ j = 0
+ for j from 0 <= j < self.n:
+ s = self.syms[j]
+ if sym_isvar(s):
+ s = sym_setindex(s,i)
+ i = i + 1
+ norm.append(s)
+ return tuple(norm)
+
+ def strhandle(self):
+ norm = []
+ cdef int i, j, s
+ i = 1
+ j = 0
+ for j from 0 <= j < self.n:
+ s = self.syms[j]
+ if sym_isvar(s):
+ s = sym_setindex(s,i)
+ i = i + 1
+ norm.append(sym_tostring(s))
+ return ' '.join(norm)
+
+ def arity(self):
+ return self.n_vars
+
+ def getvarpos(self, i):
+ if 0 <= i < self.n_vars:
+ return self.varpos[i]
+ else:
+ raise IndexError
+
+ def getvar(self, i):
+ if 0 <= i < self.n_vars:
+ return self.syms[self.varpos[i]]
+ else:
+ raise IndexError
+
+ cdef int chunkpos(self, int k):
+ if k == 0:
+ return 0
+ else:
+ return self.varpos[k-1]+1
+
+ cdef int chunklen(self, int k):
+ if self.n_vars == 0:
+ return self.n
+ elif k == 0:
+ return self.varpos[0]
+ elif k == self.n_vars:
+ return self.n-self.varpos[k-1]-1
+ else:
+ return self.varpos[k]-self.varpos[k-1]-1
+
+ def clen(self, k):
+ return self.chunklen(k)
+
+ def getchunk(self, ci):
+ cdef int start, stop
+ start = self.chunkpos(ci)
+ stop = start+self.chunklen(ci)
+ chunk = []
+ for i from start <= i < stop:
+ chunk.append(self.syms[i])
+ return chunk
+
+ def __cmp__(self, other):
+ cdef Phrase otherp
+ cdef int i
+ otherp = other
+ for i from 0 <= i < min(self.n, otherp.n):
+ if self.syms[i] < otherp.syms[i]:
+ return -1
+ elif self.syms[i] > otherp.syms[i]:
+ return 1
+ if self.n < otherp.n:
+ return -1
+ elif self.n > otherp.n:
+ return 1
+ else:
+ return 0
+
+ def __hash__(self):
+ cdef int i
+ cdef unsigned h
+ h = 0
+ for i from 0 <= i < self.n:
+ if self.syms[i] > 0:
+ h = (h << 1) + self.syms[i]
+ else:
+ h = (h << 1) + -self.syms[i]
+ return h
+
+ def __len__(self):
+ return self.n
+
+ def __getitem__(self, i):
+ return self.syms[i]
+
+ def __iter__(self):
+ cdef int i
+ for i from 0 <= i < self.n:
+ yield self.syms[i]
+
+ def subst(self, start, children):
+ cdef int i
+ for i from 0 <= i < self.n:
+ if sym_isvar(self.syms[i]):
+ start = start + children[sym_getindex(self.syms[i])-1]
+ else:
+ start = start + (self.syms[i],)
+ return start
+
+ property words:
+ def __get__(self):
+ return [sym_tostring(w) for w in self if not sym_isvar(w)]
+
+cdef class Rule:
+
+ def __cinit__(self, int lhs, Phrase f, Phrase e, scores=None, word_alignments=None):
+ if not sym_isvar(lhs): raise Exception('Invalid LHS symbol: %d' % lhs)
+ self.lhs = lhs
+ self.f = f
+ self.e = e
+ self.word_alignments = word_alignments
+ self.scores = scores
+
+ def __hash__(self):
+ return hash((self.lhs, self.f, self.e))
+
+ def __cmp__(self, Rule other):
+ return cmp((self.lhs, self.f, self.e, self.word_alignments),
+ (other.lhs, other.f, other.e, self.word_alignments))
+
+ def fmerge(self, Phrase f):
+ if self.f == f:
+ self.f = f
+
+ def arity(self):
+ return self.f.arity()
+
+ def __str__(self):
+ cdef unsigned i
+ fields = [sym_tostring(self.lhs), str(self.f), str(self.e), str(self.scores)]
+ if self.word_alignments is not None:
+ fields.append(' '.join('%d-%d' % a for a in self.alignments()))
+ return ' ||| '.join(fields)
+
+ def alignments(self):
+ for point in self.word_alignments:
+ yield point / ALIGNMENT_CODE, point % ALIGNMENT_CODE
diff --git a/python/cdec/sa/rulefactory.pxi b/python/cdec/sa/rulefactory.pxi
new file mode 100644
index 00000000..10bb9737
--- /dev/null
+++ b/python/cdec/sa/rulefactory.pxi
@@ -0,0 +1,2224 @@
+# Implementation of the algorithms described in
+# Lopez, EMNLP-CoNLL 2007
+# Much faster than the Python numbers reported there.
+# Note to reader: this code is closer to C than Python
+import gc
+import itertools
+
+from libc.stdlib cimport malloc, realloc, free
+from libc.string cimport memset, memcpy
+from libc.math cimport fmod, ceil, floor, log
+
+from collections import defaultdict, Counter, namedtuple
+
+FeatureContext = namedtuple('FeatureContext',
+ ['fphrase',
+ 'ephrase',
+ 'paircount',
+ 'fcount',
+ 'fsample_count',
+ 'input_span',
+ 'matches',
+ 'input_match',
+ 'test_sentence',
+ 'f_text',
+ 'e_text',
+ 'meta',
+ 'online'
+ ])
+
+OnlineFeatureContext = namedtuple('OnlineFeatureContext',
+ ['fcount',
+ 'fsample_count',
+ 'paircount',
+ 'bilex_f',
+ 'bilex_e',
+ 'bilex_fe'
+ ])
+
+cdef int PRECOMPUTE = 0
+cdef int MERGE = 1
+cdef int BAEZA_YATES = 2
+
+# NOTE: was encoded as a non-terminal in the previous version
+cdef int EPSILON = sym_fromstring('*EPS*', True)
+
+cdef class TrieNode:
+ cdef public children
+
+ def __cinit__(self):
+ self.children = {}
+
+cdef class ExtendedTrieNode(TrieNode):
+ cdef public phrase
+ cdef public phrase_location
+ cdef public suffix_link
+
+ def __cinit__(self, phrase=None, phrase_location=None, suffix_link=None):
+ self.phrase = phrase
+ self.phrase_location = phrase_location
+ self.suffix_link = suffix_link
+
+
+cdef class TrieTable:
+ cdef public int extended
+ cdef public int count
+ cdef public root
+ def __cinit__(self, extended=False):
+ self.count = 0
+ self.extended = extended
+ if extended:
+ self.root = ExtendedTrieNode()
+ else:
+ self.root = TrieNode()
+
+# linked list structure for storing matches in BaselineRuleFactory
+cdef struct match_node:
+ int* match
+ match_node* next
+
+# encodes information needed to find a (hierarchical) phrase
+# in the text. If phrase is contiguous, that's just a range
+# in the suffix array; if discontiguous, it is the set of
+# actual locations (packed into an array)
+cdef class PhraseLocation:
+ cdef int sa_low
+ cdef int sa_high
+ cdef int arr_low
+ cdef int arr_high
+ cdef IntList arr
+ cdef int num_subpatterns
+
+ # returns true if sent_id is contained
+ cdef int contains(self, int sent_id):
+ return 1
+
+ def __cinit__(self, int sa_low=-1, int sa_high=-1, int arr_low=-1, int arr_high=-1,
+ arr=None, int num_subpatterns=1):
+ self.sa_low = sa_low
+ self.sa_high = sa_high
+ self.arr_low = arr_low
+ self.arr_high = arr_high
+ self.arr = arr
+ self.num_subpatterns = num_subpatterns
+
+
+cdef class Sampler:
+ '''A Sampler implements a logic for choosing
+ samples from a population range'''
+
+ cdef int sample_size
+ cdef IntList sa
+
+ def __cinit__(self, int sample_size, SuffixArray fsarray):
+ self.sample_size = sample_size
+ self.sa = fsarray.sa
+ if sample_size > 0:
+ logger.info("Sampling strategy: uniform, max sample size = %d", sample_size)
+ else:
+ logger.info("Sampling strategy: no sampling")
+
+ def sample(self, PhraseLocation phrase_location):
+ '''Returns a sample of the locations for
+ the phrase. If there are less than self.sample_size
+ locations, return all of them; otherwise, return
+ up to self.sample_size locations. In the latter case,
+ we choose to sample UNIFORMLY -- that is, the locations
+ are chosen at uniform intervals over the entire set, rather
+ than randomly. This makes the algorithm deterministic, which
+ is good for things like MERT'''
+ cdef IntList sample
+ cdef double i, stepsize
+ cdef int num_locations, val, j
+
+ sample = IntList()
+ if phrase_location.arr is None:
+ num_locations = phrase_location.sa_high - phrase_location.sa_low
+ if self.sample_size == -1 or num_locations <= self.sample_size:
+ sample._extend_arr(self.sa.arr + phrase_location.sa_low, num_locations)
+ else:
+ stepsize = float(num_locations)/float(self.sample_size)
+ i = phrase_location.sa_low
+ while i < phrase_location.sa_high and sample.len < self.sample_size:
+ '''Note: int(i) not guaranteed to have the desired
+ effect, according to the python documentation'''
+ if fmod(i,1.0) > 0.5:
+ val = int(ceil(i))
+ else:
+ val = int(floor(i))
+ sample._append(self.sa.arr[val])
+ i = i + stepsize
+ else:
+ num_locations = (phrase_location.arr_high - phrase_location.arr_low) / phrase_location.num_subpatterns
+ if self.sample_size == -1 or num_locations <= self.sample_size:
+ sample = phrase_location.arr
+ else:
+ stepsize = float(num_locations)/float(self.sample_size)
+ i = phrase_location.arr_low
+ while i < num_locations and sample.len < self.sample_size * phrase_location.num_subpatterns:
+ '''Note: int(i) not guaranteed to have the desired
+ effect, according to the python documentation'''
+ if fmod(i,1.0) > 0.5:
+ val = int(ceil(i))
+ else:
+ val = int(floor(i))
+ j = phrase_location.arr_low + (val*phrase_location.num_subpatterns)
+ sample._extend_arr(phrase_location.arr.arr + j, phrase_location.num_subpatterns)
+ i = i + stepsize
+ return sample
+
+
+# struct used to encapsulate a single matching
+cdef struct Matching:
+ int* arr
+ int start
+ int end
+ int sent_id
+ int size
+
+
+cdef void assign_matching(Matching* m, int* arr, int start, int step, int* sent_id_arr):
+ m.arr = arr
+ m.start = start
+ m.end = start + step
+ m.sent_id = sent_id_arr[arr[start]]
+ m.size = step
+
+
+cdef int* append_combined_matching(int* arr, Matching* loc1, Matching* loc2,
+ int offset_by_one, int num_subpatterns, int* result_len):
+ cdef int i, new_len
+
+ new_len = result_len[0] + num_subpatterns
+ arr = <int*> realloc(arr, new_len*sizeof(int))
+
+ for i from 0 <= i < loc1.size:
+ arr[result_len[0]+i] = loc1.arr[loc1.start+i]
+ if num_subpatterns > loc1.size:
+ arr[new_len-1] = loc2.arr[loc2.end-1]
+ result_len[0] = new_len
+ return arr
+
+
+cdef int* extend_arr(int* arr, int* arr_len, int* appendix, int appendix_len):
+ cdef int new_len
+
+ new_len = arr_len[0] + appendix_len
+ arr = <int*> realloc(arr, new_len*sizeof(int))
+ memcpy(arr+arr_len[0], appendix, appendix_len*sizeof(int))
+ arr_len[0] = new_len
+ return arr
+
+cdef int median(int low, int high, int step):
+ return low + (((high - low)/step)/2)*step
+
+
+cdef void find_comparable_matchings(int low, int high, int* arr, int step, int loc, int* loc_minus, int* loc_plus):
+ # Returns (minus, plus) indices for the portion of the array
+ # in which all matchings have the same first index as the one
+ # starting at loc
+ loc_plus[0] = loc + step
+ while loc_plus[0] < high and arr[loc_plus[0]] == arr[loc]:
+ loc_plus[0] = loc_plus[0] + step
+ loc_minus[0] = loc
+ while loc_minus[0]-step >= low and arr[loc_minus[0]-step] == arr[loc]:
+ loc_minus[0] = loc_minus[0] - step
+
+
+cdef class HieroCachingRuleFactory:
+ '''This RuleFactory implements a caching
+ method using TrieTable, which makes phrase
+ generation somewhat speedier -- phrases only
+ need to be extracted once (however, it is
+ quite possible they need to be scored
+ for each input sentence, for contextual models)'''
+
+ cdef TrieTable rules
+ cdef Sampler sampler
+ cdef Scorer scorer
+
+ cdef int max_chunks
+ cdef int max_target_chunks
+ cdef int max_length
+ cdef int max_target_length
+ cdef int max_nonterminals
+ cdef int max_initial_size
+ cdef int train_max_initial_size
+ cdef int min_gap_size
+ cdef int train_min_gap_size
+ cdef int category
+
+ cdef precomputed_index
+ cdef precomputed_collocations
+ cdef precompute_file
+ cdef max_rank
+ cdef int precompute_rank, precompute_secondary_rank
+ cdef bint use_baeza_yates
+ cdef bint use_index
+ cdef bint use_collocations
+ cdef float by_slack_factor
+
+ cdef prev_norm_prefix
+ cdef float extract_time
+ cdef float intersect_time
+ cdef SuffixArray fsa
+ cdef DataArray fda
+ cdef DataArray eda
+
+ cdef Alignment alignment
+ cdef IntList eid2symid
+ cdef IntList fid2symid
+ cdef bint tight_phrases
+ cdef bint require_aligned_terminal
+ cdef bint require_aligned_chunks
+
+ cdef IntList findexes
+ cdef IntList findexes1
+
+ cdef bint online
+ cdef samples_f
+ cdef phrases_f
+ cdef phrases_e
+ cdef phrases_fe
+ cdef phrases_al
+ cdef bilex_f
+ cdef bilex_e
+ cdef bilex_fe
+
+ def __cinit__(self,
+ # compiled alignment object (REQUIRED)
+ Alignment alignment,
+ # parameter for double-binary search; doesn't seem to matter much
+ float by_slack_factor=1.0,
+ # name of generic nonterminal used by Hiero
+ char* category="[X]",
+ # 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
+ unsigned max_initial_size=10,
+ # maximum number of symbols (both T and NT) allowed in a rule
+ unsigned max_length=5,
+ # maximum number of nonterminals allowed in a rule (set >2 at your own risk)
+ unsigned max_nonterminals=2,
+ # 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
+ unsigned min_gap_size=2,
+ # filename of file containing precomputed collocations
+ precompute_file=None,
+ # maximum frequency rank of patterns used to compute triples (don't set higher than 20).
+ unsigned precompute_secondary_rank=20,
+ # maximum frequency rank of patterns used to compute collocations (no need to set higher than maybe 200-300)
+ unsigned precompute_rank=100,
+ # require extracted rules to have at least one aligned word
+ bint require_aligned_terminal=True,
+ # require each contiguous chunk of extracted rules to have at least one aligned word
+ bint require_aligned_chunks=False,
+ # maximum span of a grammar rule extracted from TRAINING DATA
+ unsigned train_max_initial_size=10,
+ # minimum span of an RHS nonterminal in a rule extracted from TRAINING DATA
+ unsigned train_min_gap_size=2,
+ # False if phrases should be loose (better but slower), True otherwise
+ bint tight_phrases=True,
+ # True to require use of double-binary alg, false otherwise
+ bint use_baeza_yates=True,
+ # True to enable used of precomputed collocations
+ bint use_collocations=True,
+ # True to enable use of precomputed inverted indices
+ bint use_index=True):
+ '''Note: we make a distinction between the min_gap_size
+ and max_initial_size used in test and train. The latter
+ are represented by train_min_gap_size and train_max_initial_size,
+ respectively. This is because Chiang's model does not require
+ them to be the same, therefore we don't either.'''
+ self.rules = TrieTable(True) # cache
+ self.rules.root = ExtendedTrieNode(phrase_location=PhraseLocation())
+ if alignment is None:
+ raise Exception("Must specify an alignment object")
+ self.alignment = alignment
+
+ # grammar parameters and settings
+ # NOTE: setting max_nonterminals > 2 is not currently supported in Hiero
+ self.max_length = max_length
+ self.max_nonterminals = max_nonterminals
+ self.max_initial_size = max_initial_size
+ self.train_max_initial_size = train_max_initial_size
+ self.min_gap_size = min_gap_size
+ self.train_min_gap_size = train_min_gap_size
+ self.category = sym_fromstring(category, False)
+
+ if max_chunks is None:
+ self.max_chunks = self.max_nonterminals + 1
+ else:
+ self.max_chunks = max_chunks
+
+ if max_target_chunks is None:
+ self.max_target_chunks = self.max_nonterminals + 1
+ else:
+ self.max_target_chunks = max_target_chunks
+
+ if max_target_length is None:
+ self.max_target_length = max_initial_size
+ else:
+ self.max_target_length = max_target_length
+
+ # algorithmic parameters and settings
+ self.precomputed_collocations = {}
+ self.precomputed_index = {}
+ self.use_index = use_index
+ self.use_collocations = use_collocations
+ self.max_rank = {}
+ self.precompute_file = precompute_file
+ self.precompute_rank = precompute_rank
+ self.precompute_secondary_rank = precompute_secondary_rank
+ self.use_baeza_yates = use_baeza_yates
+ self.by_slack_factor = by_slack_factor
+ self.tight_phrases = tight_phrases
+
+ if require_aligned_chunks:
+ # one condition is a stronger version of the other.
+ self.require_aligned_chunks = self.require_aligned_terminal = True
+ elif require_aligned_terminal:
+ self.require_aligned_chunks = False
+ self.require_aligned_terminal = True
+ else:
+ self.require_aligned_chunks = self.require_aligned_terminal = False
+
+ # diagnostics
+ self.prev_norm_prefix = ()
+
+ self.findexes = IntList(initial_len=10)
+ self.findexes1 = IntList(initial_len=10)
+
+ # Online stats
+
+ # True after data is added
+ self.online = False
+
+ # Keep track of everything that can be sampled:
+ self.samples_f = defaultdict(int)
+
+ # Phrase counts
+ self.phrases_f = defaultdict(int)
+ self.phrases_e = defaultdict(int)
+ self.phrases_fe = defaultdict(lambda: defaultdict(int))
+ self.phrases_al = defaultdict(lambda: defaultdict(tuple))
+
+ # Bilexical counts
+ self.bilex_f = defaultdict(int)
+ self.bilex_e = defaultdict(int)
+ self.bilex_fe = defaultdict(lambda: defaultdict(int))
+
+ def configure(self, SuffixArray fsarray, DataArray edarray,
+ Sampler sampler, Scorer scorer):
+ '''This gives the RuleFactory access to the Context object.
+ Here we also use it to precompute the most expensive intersections
+ in the corpus quickly.'''
+ self.fsa = fsarray
+ self.fda = fsarray.darray
+ self.eda = edarray
+ self.fid2symid = self.set_idmap(self.fda)
+ self.eid2symid = self.set_idmap(self.eda)
+ self.precompute()
+ self.sampler = sampler
+ self.scorer = scorer
+
+ cdef set_idmap(self, DataArray darray):
+ cdef int word_id, new_word_id, N
+ cdef IntList idmap
+
+ N = len(darray.id2word)
+ idmap = IntList(initial_len=N)
+ for word_id from 0 <= word_id < N:
+ new_word_id = sym_fromstring(darray.id2word[word_id], True)
+ idmap.arr[word_id] = new_word_id
+ return idmap
+
+
+ def pattern2phrase(self, pattern):
+ # pattern is a tuple, which we must convert to a hiero Phrase
+ result = ()
+ arity = 0
+ for word_id in pattern:
+ if word_id == -1:
+ arity = arity + 1
+ new_id = sym_setindex(self.category, arity)
+ else:
+ new_id = sym_fromstring(self.fda.id2word[word_id], True)
+ result = result + (new_id,)
+ return Phrase(result)
+
+ def pattern2phrase_plus(self, pattern):
+ # returns a list containing both the pattern, and pattern
+ # suffixed/prefixed with the NT category.
+ patterns = []
+ result = ()
+ arity = 0
+ for word_id in pattern:
+ if word_id == -1:
+ arity = arity + 1
+ new_id = sym_setindex(self.category, arity)
+ else:
+ new_id = sym_fromstring(self.fda.id2word[word_id], True)
+ result = result + (new_id,)
+ patterns.append(Phrase(result))
+ patterns.append(Phrase(result + (sym_setindex(self.category, 1),)))
+ patterns.append(Phrase((sym_setindex(self.category, 1),) + result))
+ return patterns
+
+ def precompute(self):
+ cdef Precomputation pre
+
+ if self.precompute_file is not None:
+ start_time = monitor_cpu()
+ logger.info("Reading precomputed data from file %s... ", self.precompute_file)
+ pre = Precomputation(from_binary=self.precompute_file)
+ # check parameters of precomputation -- some are critical and some are not
+ if pre.max_nonterminals != self.max_nonterminals:
+ logger.warn("Precomputation done with max nonterminals %d, decoder uses %d", pre.max_nonterminals, self.max_nonterminals)
+ if pre.max_length != self.max_length:
+ logger.warn("Precomputation done with max terminals %d, decoder uses %d", pre.max_length, self.max_length)
+ if pre.train_max_initial_size != self.train_max_initial_size:
+ raise Exception("Precomputation done with max initial size %d, decoder uses %d" % (pre.train_max_initial_size, self.train_max_initial_size))
+ if pre.train_min_gap_size != self.train_min_gap_size:
+ raise Exception("Precomputation done with min gap size %d, decoder uses %d" % (pre.train_min_gap_size, self.train_min_gap_size))
+ if self.use_index:
+ logger.info("Converting %d hash keys on precomputed inverted index... ", len(pre.precomputed_index))
+ for pattern, arr in pre.precomputed_index.iteritems():
+ phrases = self.pattern2phrase_plus(pattern)
+ for phrase in phrases:
+ self.precomputed_index[phrase] = arr
+ if self.use_collocations:
+ logger.info("Converting %d hash keys on precomputed collocations... ", len(pre.precomputed_collocations))
+ for pattern, arr in pre.precomputed_collocations.iteritems():
+ phrase = self.pattern2phrase(pattern)
+ self.precomputed_collocations[phrase] = arr
+ stop_time = monitor_cpu()
+ logger.info("Processing precomputations took %f seconds", stop_time - start_time)
+
+
+ def get_precomputed_collocation(self, phrase):
+ if phrase in self.precomputed_collocations:
+ arr = self.precomputed_collocations[phrase]
+ return PhraseLocation(arr=arr, arr_low=0, arr_high=len(arr), num_subpatterns=phrase.arity()+1)
+ return None
+
+
+ cdef int* baeza_yates_helper(self, int low1, int high1, int* arr1, int step1,
+ int low2, int high2, int* arr2, int step2,
+ int offset_by_one, int len_last, int num_subpatterns, int* result_len):
+ cdef int i1, i2, j1, j2, med1, med2, med1_plus, med1_minus, med2_minus, med2_plus
+ cdef int d_first, qsetsize, dsetsize, tmp, search_low, search_high
+ cdef int med_result_len, low_result_len, high_result_len
+ cdef long comparison
+ cdef int* result
+ cdef int* low_result
+ cdef int* med_result
+ cdef int* high_result
+ cdef Matching loc1, loc2
+
+ result = <int*> malloc(0*sizeof(int*))
+
+ d_first = 0
+ if high1 - low1 > high2 - low2:
+ d_first = 1
+
+ # First, check to see if we are at any of the recursive base cases
+ # Case 1: one of the sets is empty
+ if low1 >= high1 or low2 >= high2:
+ return result
+
+ # Case 2: sets are non-overlapping
+ assign_matching(&loc1, arr1, high1-step1, step1, self.fda.sent_id.arr)
+ assign_matching(&loc2, arr2, low2, step2, self.fda.sent_id.arr)
+ if self.compare_matchings(&loc1, &loc2, offset_by_one, len_last) == -1:
+ return result
+
+ assign_matching(&loc1, arr1, low1, step1, self.fda.sent_id.arr)
+ assign_matching(&loc2, arr2, high2-step2, step2, self.fda.sent_id.arr)
+ if self.compare_matchings(&loc1, &loc2, offset_by_one, len_last) == 1:
+ return result
+
+ # Case 3: query set and data set do not meet size mismatch constraints;
+ # We use mergesort instead in this case
+ qsetsize = (high1-low1) / step1
+ dsetsize = (high2-low2) / step2
+ if d_first:
+ tmp = qsetsize
+ qsetsize = dsetsize
+ dsetsize = tmp
+
+ if self.by_slack_factor * qsetsize * log(dsetsize) / log(2) > dsetsize:
+ free(result)
+ return self.merge_helper(low1, high1, arr1, step1, low2, high2, arr2, step2, offset_by_one, len_last, num_subpatterns, result_len)
+
+ # binary search. There are two flavors, depending on
+ # whether the queryset or dataset is first
+ if d_first:
+ med2 = median(low2, high2, step2)
+ assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr)
+
+ search_low = low1
+ search_high = high1
+ while search_low < search_high:
+ med1 = median(search_low, search_high, step1)
+ find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus)
+ comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ if comparison == -1:
+ search_low = med1_plus
+ elif comparison == 1:
+ search_high = med1_minus
+ else:
+ break
+ else:
+ med1 = median(low1, high1, step1)
+ find_comparable_matchings(low1, high1, arr1, step1, med1, &med1_minus, &med1_plus)
+
+ search_low = low2
+ search_high = high2
+ while search_low < search_high:
+ med2 = median(search_low, search_high, step2)
+ assign_matching(&loc2, arr2, med2, step2, self.fda.sent_id.arr)
+ comparison = self.compare_matchings_set(med1_minus, med1_plus, arr1, step1, &loc2, offset_by_one, len_last)
+ if comparison == -1:
+ search_high = med2
+ elif comparison == 1:
+ search_low = med2 + step2
+ else:
+ break
+
+ med_result_len = 0
+ med_result = <int*> malloc(0*sizeof(int*))
+ if search_high > search_low:
+ # Then there is a match for the median element of Q
+ # What we want to find is the group of all bindings in the first set
+ # s.t. their first element == the first element of med1. Then we
+ # want to store the bindings for all of those elements. We can
+ # subsequently throw all of them away.
+ med2_minus = med2
+ med2_plus = med2 + step2
+ i1 = med1_minus
+ while i1 < med1_plus:
+ assign_matching(&loc1, arr1, i1, step1, self.fda.sent_id.arr)
+ while med2_minus-step2 >= low2:
+ assign_matching(&loc2, arr2, med2_minus-step2, step2, self.fda.sent_id.arr)
+ if self.compare_matchings(&loc1, &loc2, offset_by_one, len_last) < 1:
+ med2_minus = med2_minus - step2
+ else:
+ break
+ i2 = med2_minus
+ while i2 < high2:
+ assign_matching(&loc2, arr2, i2, step2, self.fda.sent_id.arr)
+ comparison = self.compare_matchings(&loc1, &loc2, offset_by_one, len_last)
+ if comparison == 0:
+ pass
+ med_result = append_combined_matching(med_result, &loc1, &loc2, offset_by_one, num_subpatterns, &med_result_len)
+ if comparison == -1:
+ break
+ i2 = i2 + step2
+ if i2 > med2_plus:
+ med2_plus = i2
+ i1 = i1 + step1
+
+ tmp = med1_minus
+ med1_minus = med1_plus
+ med1_plus = tmp
+ else:
+ # No match; need to figure out the point of division in D and Q
+ med2_minus = med2
+ med2_plus = med2
+ if d_first:
+ med2_minus = med2_minus + step2
+ if comparison == -1:
+ med1_minus = med1_plus
+ if comparison == 1:
+ med1_plus = med1_minus
+ else:
+ tmp = med1_minus
+ med1_minus = med1_plus
+ med1_plus = tmp
+ if comparison == 1:
+ med2_minus = med2_minus + step2
+ med2_plus = med2_plus + step2
+
+ low_result_len = 0
+ low_result = self.baeza_yates_helper(low1, med1_plus, arr1, step1, low2, med2_plus, arr2, step2, offset_by_one, len_last, num_subpatterns, &low_result_len)
+ high_result_len = 0
+ high_result = self.baeza_yates_helper(med1_minus, high1, arr1, step1, med2_minus, high2, arr2, step2, offset_by_one, len_last, num_subpatterns, &high_result_len)
+
+ result = extend_arr(result, result_len, low_result, low_result_len)
+ result = extend_arr(result, result_len, med_result, med_result_len)
+ result = extend_arr(result, result_len, high_result, high_result_len)
+ free(low_result)
+ free(med_result)
+ free(high_result)
+
+ return result
+
+
+
+ cdef long compare_matchings_set(self, int i1_minus, int i1_plus, int* arr1, int step1,
+ Matching* loc2, int offset_by_one, int len_last):
+ """
+ Compares a *set* of bindings, all with the same first element,
+ to a single binding. Returns -1 if all comparisons == -1, 1 if all
+ comparisons == 1, and 0 otherwise.
+ """
+ cdef int i1, comparison, prev_comparison
+ cdef Matching l1_stack
+ cdef Matching* loc1
+
+ loc1 = &l1_stack
+
+ i1 = i1_minus
+ while i1 < i1_plus:
+ assign_matching(loc1, arr1, i1, step1, self.fda.sent_id.arr)
+ comparison = self.compare_matchings(loc1, loc2, offset_by_one, len_last)
+ if comparison == 0:
+ prev_comparison = 0
+ break
+ elif i1 == i1_minus:
+ prev_comparison = comparison
+ else:
+ if comparison != prev_comparison:
+ prev_comparison = 0
+ break
+ i1 = i1 + step1
+ return prev_comparison
+
+
+ cdef long compare_matchings(self, Matching* loc1, Matching* loc2, int offset_by_one, int len_last):
+ cdef int i
+
+ if loc1.sent_id > loc2.sent_id:
+ return 1
+ if loc2.sent_id > loc1.sent_id:
+ return -1
+
+ if loc1.size == 1 and loc2.size == 1:
+ if loc2.arr[loc2.start] - loc1.arr[loc1.start] <= self.train_min_gap_size:
+ return 1
+
+ elif offset_by_one:
+ for i from 1 <= i < loc1.size:
+ if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i-1]:
+ return 1
+ if loc1.arr[loc1.start+i] < loc2.arr[loc2.start+i-1]:
+ return -1
+
+ else:
+ if loc1.arr[loc1.start]+1 > loc2.arr[loc2.start]:
+ return 1
+ if loc1.arr[loc1.start]+1 < loc2.arr[loc2.start]:
+ return -1
+
+ for i from 1 <= i < loc1.size:
+ if loc1.arr[loc1.start+i] > loc2.arr[loc2.start+i]:
+ return 1
+ if loc1.arr[loc1.start+i] < loc2.arr[loc2.start+i]:
+ return -1
+
+ if loc2.arr[loc2.end-1] + len_last - loc1.arr[loc1.start] > self.train_max_initial_size:
+ return -1
+ return 0
+
+
+ cdef int* merge_helper(self, int low1, int high1, int* arr1, int step1,
+ int low2, int high2, int* arr2, int step2,
+ int offset_by_one, int len_last, int num_subpatterns, int* result_len):
+ cdef int i1, i2, j1, j2
+ cdef long comparison
+ cdef int* result
+ cdef Matching loc1, loc2
+
+ result_len[0] = 0
+ result = <int*> malloc(0*sizeof(int))
+
+ i1 = low1
+ i2 = low2
+ while i1 < high1 and i2 < high2:
+
+ # First, pop all unneeded loc2's off the stack
+ assign_matching(&loc1, arr1, i1, step1, self.fda.sent_id.arr)
+ while i2 < high2:
+ assign_matching(&loc2, arr2, i2, step2, self.fda.sent_id.arr)
+ if self.compare_matchings(&loc1, &loc2, offset_by_one, len_last) == 1:
+ i2 = i2 + step2
+ else:
+ break
+
+ # Next: process all loc1's with the same starting val
+ j1 = i1
+ while i1 < high1 and arr1[j1] == arr1[i1]:
+ assign_matching(&loc1, arr1, i1, step1, self.fda.sent_id.arr)
+ j2 = i2
+ while j2 < high2:
+ assign_matching(&loc2, arr2, j2, step2, self.fda.sent_id.arr)
+ comparison = self.compare_matchings(&loc1, &loc2, offset_by_one, len_last)
+ if comparison == 0:
+ result = append_combined_matching(result, &loc1, &loc2, offset_by_one, num_subpatterns, result_len)
+ if comparison == 1:
+ pass
+ if comparison == -1:
+ break
+ else:
+ j2 = j2 + step2
+ i1 = i1 + step1
+ return result
+
+
+ cdef void sort_phrase_loc(self, IntList arr, PhraseLocation loc, Phrase phrase):
+ cdef int i, j
+ cdef VEB veb
+ cdef IntList result
+
+ if phrase in self.precomputed_index:
+ loc.arr = self.precomputed_index[phrase]
+ else:
+ loc.arr = IntList(initial_len=loc.sa_high-loc.sa_low)
+ veb = VEB(arr.len)
+ for i from loc.sa_low <= i < loc.sa_high:
+ veb._insert(arr.arr[i])
+ i = veb.veb.min_val
+ for j from 0 <= j < loc.sa_high-loc.sa_low:
+ loc.arr.arr[j] = i
+ i = veb._findsucc(i)
+ loc.arr_low = 0
+ loc.arr_high = loc.arr.len
+
+
+ cdef intersect_helper(self, Phrase prefix, Phrase suffix,
+ PhraseLocation prefix_loc, PhraseLocation suffix_loc, int algorithm):
+
+ cdef IntList arr1, arr2, result
+ cdef int low1, high1, step1, low2, high2, step2, offset_by_one, len_last, num_subpatterns, result_len
+ cdef int* result_ptr
+
+ result_len = 0
+
+ if sym_isvar(suffix[0]):
+ offset_by_one = 1
+ else:
+ offset_by_one = 0
+
+ len_last = len(suffix.getchunk(suffix.arity()))
+
+ if prefix_loc.arr is None:
+ self.sort_phrase_loc(self.fsa.sa, prefix_loc, prefix)
+ arr1 = prefix_loc.arr
+ low1 = prefix_loc.arr_low
+ high1 = prefix_loc.arr_high
+ step1 = prefix_loc.num_subpatterns
+
+ if suffix_loc.arr is None:
+ self.sort_phrase_loc(self.fsa.sa, suffix_loc, suffix)
+ arr2 = suffix_loc.arr
+ low2 = suffix_loc.arr_low
+ high2 = suffix_loc.arr_high
+ step2 = suffix_loc.num_subpatterns
+
+ num_subpatterns = prefix.arity()+1
+
+ if algorithm == MERGE:
+ result_ptr = self.merge_helper(low1, high1, arr1.arr, step1,
+ low2, high2, arr2.arr, step2,
+ offset_by_one, len_last, num_subpatterns, &result_len)
+ else:
+ result_ptr = self.baeza_yates_helper(low1, high1, arr1.arr, step1,
+ low2, high2, arr2.arr, step2,
+ offset_by_one, len_last, num_subpatterns, &result_len)
+
+ if result_len == 0:
+ free(result_ptr)
+ return None
+ else:
+ result = IntList()
+ free(result.arr)
+ result.arr = result_ptr
+ result.len = result_len
+ result.size = result_len
+ return PhraseLocation(arr_low=0, arr_high=result_len, arr=result, num_subpatterns=num_subpatterns)
+
+ cdef loc2str(self, PhraseLocation loc):
+ cdef int i, j
+ result = "{"
+ i = 0
+ while i < loc.arr_high:
+ result = result + "("
+ for j from i <= j < i + loc.num_subpatterns:
+ result = result + ("%d " %loc.arr[j])
+ result = result + ")"
+ i = i + loc.num_subpatterns
+ result = result + "}"
+ return result
+
+ cdef PhraseLocation intersect(self, prefix_node, suffix_node, Phrase phrase):
+ cdef Phrase prefix, suffix
+ cdef PhraseLocation prefix_loc, suffix_loc, result
+
+ prefix = prefix_node.phrase
+ suffix = suffix_node.phrase
+ prefix_loc = prefix_node.phrase_location
+ suffix_loc = suffix_node.phrase_location
+
+ result = self.get_precomputed_collocation(phrase)
+ if result is not None:
+ intersect_method = "precomputed"
+
+ if result is None:
+ if self.use_baeza_yates:
+ result = self.intersect_helper(prefix, suffix, prefix_loc, suffix_loc, BAEZA_YATES)
+ intersect_method="double binary"
+ else:
+ result = self.intersect_helper(prefix, suffix, prefix_loc, suffix_loc, MERGE)
+ intersect_method="merge"
+ return result
+
+ def advance(self, frontier, res, fwords):
+ cdef unsigned na
+ nf = []
+ for toskip, (i, alt, pathlen) in frontier:
+ spanlen = fwords[i][alt][2]
+ if toskip == 0:
+ res.append((i, alt, pathlen))
+ ni = i + spanlen
+ if ni < len(fwords) and pathlen + 1 < self.max_initial_size:
+ for na in range(len(fwords[ni])):
+ nf.append((toskip - 1, (ni, na, pathlen + 1)))
+ if len(nf) > 0:
+ return self.advance(nf, res, fwords)
+ else:
+ return res
+
+ def get_all_nodes_isteps_away(self, skip, i, spanlen, pathlen, fwords, next_states, reachable_buffer):
+ cdef unsigned alt_it
+ frontier = []
+ if i+spanlen+skip >= len(next_states):
+ return frontier
+ key = tuple([i,spanlen])
+ reachable = []
+ if key in reachable_buffer:
+ reachable = reachable_buffer[key]
+ else:
+ reachable = self.reachable(fwords, i, spanlen)
+ reachable_buffer[key] = reachable
+ for nextreachable in reachable:
+ for next_id in next_states[nextreachable]:
+ jump = self.shortest(fwords,i,next_id)
+ if jump < skip:
+ continue
+ if pathlen+jump <= self.max_initial_size:
+ for alt_id in range(len(fwords[next_id])):
+ if fwords[next_id][alt_id][0] != EPSILON:
+ newel = (next_id,alt_id,pathlen+jump)
+ if newel not in frontier:
+ frontier.append((next_id,alt_id,pathlen+jump))
+ return frontier
+
+ def reachable(self, fwords, ifrom, dist):
+ ret = []
+ if ifrom >= len(fwords):
+ return ret
+ for alt_id in range(len(fwords[ifrom])):
+ if fwords[ifrom][alt_id][0] == EPSILON:
+ ret.extend(self.reachable(fwords,ifrom+fwords[ifrom][alt_id][2],dist))
+ else:
+ if dist == 0:
+ if ifrom not in ret:
+ ret.append(ifrom)
+ else:
+ for ifromchild in self.reachable(fwords,ifrom+fwords[ifrom][alt_id][2],dist-1):
+ if ifromchild not in ret:
+ ret.append(ifromchild)
+
+ return ret
+
+ def shortest(self, fwords, ifrom, ito):
+ cdef unsigned alt_id
+ min = 1000
+ if ifrom > ito:
+ return min
+ if ifrom == ito:
+ return 0
+ for alt_id in range(len(fwords[ifrom])):
+ currmin = self.shortest(fwords,ifrom+fwords[ifrom][alt_id][2],ito)
+ if fwords[ifrom][alt_id][0] != EPSILON:
+ currmin += 1
+ if currmin < min:
+ min = currmin
+ return min
+
+ def get_next_states(self, _columns, curr_idx, min_dist=2):
+ result = []
+ candidate = [[curr_idx,0]]
+
+ while len(candidate) > 0:
+ curr = candidate.pop()
+ if curr[0] >= len(_columns):
+ continue
+ if curr[0] not in result and min_dist <= curr[1] <= self.max_initial_size:
+ result.append(curr[0]);
+ curr_col = _columns[curr[0]]
+ for alt in curr_col:
+ next_id = curr[0]+alt[2]
+ jump = 1
+ if alt[0] == EPSILON:
+ jump = 0
+ if next_id not in result and min_dist <= curr[1]+jump <= self.max_initial_size+1:
+ candidate.append([next_id,curr[1]+jump])
+ return sorted(result);
+
+ def input(self, fwords, meta):
+ '''When this function is called on the RuleFactory,
+ it looks up all of the rules that can be used to translate
+ the input sentence'''
+ cdef int i, j, k, flen, arity, num_subpatterns, num_samples, alt, alt_id, nualt
+ cdef float start_time
+ cdef PhraseLocation phrase_location
+ cdef IntList sample, chunklen
+ cdef Matching matching
+ cdef Phrase hiero_phrase
+
+ flen = len(fwords)
+ start_time = monitor_cpu()
+ self.extract_time = 0.0
+ self.intersect_time = 0.0
+ nodes_isteps_away_buffer = {}
+ hit = 0
+ reachable_buffer = {}
+
+ # Phrase pairs processed by suffix array extractor. Do not re-extract
+ # during online extraction. This is probably the hackiest part of
+ # online grammar extraction.
+ seen_phrases = set()
+
+ # Do not cache between sentences
+ self.rules.root = ExtendedTrieNode(phrase_location=PhraseLocation())
+
+ frontier = []
+ for i in range(len(fwords)):
+ for alt in range(0, len(fwords[i])):
+ if fwords[i][alt][0] != EPSILON:
+ frontier.append((i, i, (i,), alt, 0, self.rules.root, (), False))
+
+ xroot = None
+ x1 = sym_setindex(self.category, 1)
+ if x1 in self.rules.root.children:
+ xroot = self.rules.root.children[x1]
+ else:
+ xroot = ExtendedTrieNode(suffix_link=self.rules.root, phrase_location=PhraseLocation())
+ self.rules.root.children[x1] = xroot
+
+ for i in range(self.min_gap_size, len(fwords)):
+ for alt in range(0, len(fwords[i])):
+ if fwords[i][alt][0] != EPSILON:
+ frontier.append((i-self.min_gap_size, i, (i,), alt, self.min_gap_size, xroot, (x1,), True))
+
+ next_states = []
+ for i in range(len(fwords)):
+ next_states.append(self.get_next_states(fwords,i,self.min_gap_size))
+
+ while len(frontier) > 0:
+ new_frontier = []
+ for k, i, input_match, alt, pathlen, node, prefix, is_shadow_path in frontier:
+ word_id = fwords[i][alt][0]
+ spanlen = fwords[i][alt][2]
+ # TODO get rid of k -- pathlen is replacing it
+ if word_id == EPSILON:
+ # skipping because word_id is epsilon
+ if i+spanlen >= len(fwords):
+ continue
+ for nualt in range(0,len(fwords[i+spanlen])):
+ frontier.append((k, i+spanlen, input_match, nualt, pathlen, node, prefix, is_shadow_path))
+ continue
+
+ phrase = prefix + (word_id,)
+ hiero_phrase = Phrase(phrase)
+ arity = hiero_phrase.arity()
+
+ lookup_required = False
+ if word_id in node.children:
+ if node.children[word_id] is None:
+ # Path dead-ends at this node
+ continue
+ else:
+ # Path continues at this node
+ node = node.children[word_id]
+ else:
+ if node.suffix_link is None:
+ # Current node is root; lookup required
+ lookup_required = True
+ else:
+ if word_id in node.suffix_link.children:
+ if node.suffix_link.children[word_id] is None:
+ # Suffix link reports path is dead end
+ node.children[word_id] = None
+ continue
+ else:
+ # Suffix link indicates lookup is reqired
+ lookup_required = True
+ else:
+ #ERROR: We never get here
+ raise Exception("Keyword trie error")
+ # checking whether lookup_required
+ if lookup_required:
+ new_node = None
+ if is_shadow_path:
+ # Extending shadow path
+ # on the shadow path we don't do any search, we just use info from suffix link
+ new_node = ExtendedTrieNode(phrase_location=node.suffix_link.children[word_id].phrase_location,
+ suffix_link=node.suffix_link.children[word_id],
+ phrase=hiero_phrase)
+ else:
+ if arity > 0:
+ # Intersecting because of arity > 0
+ intersect_start_time = monitor_cpu()
+ phrase_location = self.intersect(node, node.suffix_link.children[word_id], hiero_phrase)
+ intersect_stop_time = monitor_cpu()
+ self.intersect_time += intersect_stop_time - intersect_start_time
+ else:
+ # Suffix array search
+ phrase_location = node.phrase_location
+ sa_range = self.fsa.lookup(sym_tostring(phrase[-1]), len(phrase)-1, phrase_location.sa_low, phrase_location.sa_high)
+ if sa_range is not None:
+ phrase_location = PhraseLocation(sa_low=sa_range[0], sa_high=sa_range[1])
+ else:
+ phrase_location = None
+
+ if phrase_location is None:
+ node.children[word_id] = None
+ # Search failed
+ continue
+ # Search succeeded
+ suffix_link = self.rules.root
+ if node.suffix_link is not None:
+ suffix_link = node.suffix_link.children[word_id]
+ new_node = ExtendedTrieNode(phrase_location=phrase_location,
+ suffix_link=suffix_link,
+ phrase=hiero_phrase)
+ node.children[word_id] = new_node
+ node = new_node
+
+ '''Automatically add a trailing X node, if allowed --
+ This should happen before we get to extraction (so that
+ the node will exist if needed)'''
+ if arity < self.max_nonterminals:
+ xcat_index = arity+1
+ xcat = sym_setindex(self.category, xcat_index)
+ suffix_link_xcat_index = xcat_index
+ if is_shadow_path:
+ suffix_link_xcat_index = xcat_index-1
+ suffix_link_xcat = sym_setindex(self.category, suffix_link_xcat_index)
+ node.children[xcat] = ExtendedTrieNode(phrase_location=node.phrase_location,
+ suffix_link=node.suffix_link.children[suffix_link_xcat],
+ phrase= Phrase(phrase + (xcat,)))
+
+ # sample from range
+ if not is_shadow_path:
+ sample = self.sampler.sample(node.phrase_location)
+ num_subpatterns = (<PhraseLocation> node.phrase_location).num_subpatterns
+ chunklen = IntList(initial_len=num_subpatterns)
+ for j from 0 <= j < num_subpatterns:
+ chunklen.arr[j] = hiero_phrase.chunklen(j)
+ extracts = []
+ j = 0
+ extract_start = monitor_cpu()
+ while j < sample.len:
+ extract = []
+
+ assign_matching(&matching, sample.arr, j, num_subpatterns, self.fda.sent_id.arr)
+ loc = tuple(sample[j:j+num_subpatterns])
+ extract = self.extract(hiero_phrase, &matching, chunklen.arr, num_subpatterns)
+ extracts.extend([(e, loc) for e in extract])
+ j = j + num_subpatterns
+
+ num_samples = sample.len/num_subpatterns
+ extract_stop = monitor_cpu()
+ self.extract_time = self.extract_time + extract_stop - extract_start
+ if len(extracts) > 0:
+ fcount = Counter()
+ fphrases = defaultdict(lambda: defaultdict(lambda: defaultdict(list)))
+ for (f, e, count, als), loc in extracts:
+ fcount[f] += count
+ fphrases[f][e][als].append(loc)
+ for f, elist in fphrases.iteritems():
+ for e, alslist in elist.iteritems():
+ alignment, max_locs = max(alslist.iteritems(), key=lambda x: len(x[1]))
+ locs = tuple(itertools.chain.from_iterable(alslist.itervalues()))
+ count = len(locs)
+ scores = self.scorer.score(FeatureContext(
+ f, e, count, fcount[f], num_samples,
+ (k,i+spanlen), locs, input_match,
+ fwords, self.fda, self.eda,
+ meta,
+ # Include online stats. None if none.
+ self.online_ctx_lookup(f, e)))
+ # Phrase pair processed
+ if self.online:
+ seen_phrases.add((f, e))
+ yield Rule(self.category, f, e, scores, alignment)
+
+ if len(phrase) < self.max_length and i+spanlen < len(fwords) and pathlen+1 <= self.max_initial_size:
+ for alt_id in range(len(fwords[i+spanlen])):
+ new_frontier.append((k, i+spanlen, input_match, alt_id, pathlen + 1, node, phrase, is_shadow_path))
+ num_subpatterns = arity
+ if not is_shadow_path:
+ num_subpatterns = num_subpatterns + 1
+ if len(phrase)+1 < self.max_length and arity < self.max_nonterminals and num_subpatterns < self.max_chunks:
+ xcat = sym_setindex(self.category, arity+1)
+ xnode = node.children[xcat]
+ # I put spanlen=1 below
+ key = tuple([self.min_gap_size, i, 1, pathlen])
+ frontier_nodes = []
+ if key in nodes_isteps_away_buffer:
+ frontier_nodes = nodes_isteps_away_buffer[key]
+ else:
+ frontier_nodes = self.get_all_nodes_isteps_away(self.min_gap_size, i, 1, pathlen, fwords, next_states, reachable_buffer)
+ nodes_isteps_away_buffer[key] = frontier_nodes
+
+ for i, alt, pathlen in frontier_nodes:
+ new_frontier.append((k, i, input_match + (i,), alt, pathlen, xnode, phrase +(xcat,), is_shadow_path))
+ frontier = new_frontier
+
+ # Online rule extraction and scoring
+ if self.online:
+ f_syms = tuple(word[0][0] for word in fwords)
+ for f, lex_i, lex_j in self.get_f_phrases(f_syms):
+ spanlen = (lex_j - lex_i) + 1
+ if not sym_isvar(f[0]):
+ spanlen += 1
+ if not sym_isvar(f[1]):
+ spanlen += 1
+ for e in self.phrases_fe.get(f, ()):
+ if (f, e) not in seen_phrases:
+ # Don't add multiple instances of the same phrase here
+ seen_phrases.add((f, e))
+ scores = self.scorer.score(FeatureContext(
+ f, e, 0, 0, 0,
+ spanlen, None, None,
+ fwords, self.fda, self.eda,
+ meta,
+ self.online_ctx_lookup(f, e)))
+ alignment = self.phrases_al[f][e]
+ yield Rule(self.category, f, e, scores, alignment)
+
+ stop_time = monitor_cpu()
+ logger.info("Total time for rule lookup, extraction, and scoring = %f seconds", (stop_time - start_time))
+ gc.collect()
+ logger.info(" Extract time = %f seconds", self.extract_time)
+ logger.info(" Intersect time = %f seconds", self.intersect_time)
+
+
+ cdef int find_fixpoint(self,
+ int f_low, f_high,
+ int* f_links_low, int* f_links_high,
+ int* e_links_low, int* e_links_high,
+ int e_in_low, int e_in_high,
+ int* e_low, int* e_high,
+ int* f_back_low, int* f_back_high,
+ int f_sent_len, int e_sent_len,
+ int max_f_len, int max_e_len,
+ int min_fx_size, int min_ex_size,
+ int max_new_x,
+ int allow_low_x, int allow_high_x,
+ int allow_arbitrary_x, int write_log):
+ cdef int e_low_prev, e_high_prev, f_low_prev, f_high_prev, new_x, new_low_x, new_high_x
+
+ e_low[0] = e_in_low
+ e_high[0] = e_in_high
+ self.find_projection(f_low, f_high, f_links_low, f_links_high, e_low, e_high)
+ if e_low[0] == -1:
+ # low-priority corner case: if phrase w is unaligned,
+ # but we don't require aligned terminals, then returning
+ # an error here might prevent extraction of allowed
+ # rule X -> X_1 w X_2 / X_1 X_2. This is probably
+ # not worth the bother, though.
+ return 0
+ elif e_in_low != -1 and e_low[0] != e_in_low:
+ if e_in_low - e_low[0] < min_ex_size:
+ e_low[0] = e_in_low - min_ex_size
+ if e_low[0] < 0:
+ return 0
+
+ if e_high[0] - e_low[0] > max_e_len:
+ return 0
+ elif e_in_high != -1 and e_high[0] != e_in_high:
+ if e_high[0] - e_in_high < min_ex_size:
+ e_high[0] = e_in_high + min_ex_size
+ if e_high[0] > e_sent_len:
+ return 0
+
+ f_back_low[0] = -1
+ f_back_high[0] = -1
+ f_low_prev = f_low
+ f_high_prev = f_high
+ new_x = 0
+ new_low_x = 0
+ new_high_x = 0
+
+ while True:
+
+ if f_back_low[0] == -1:
+ self.find_projection(e_low[0], e_high[0], e_links_low, e_links_high, f_back_low, f_back_high)
+ else:
+ self.find_projection(e_low[0], e_low_prev, e_links_low, e_links_high, f_back_low, f_back_high)
+ self.find_projection(e_high_prev, e_high[0], e_links_low, e_links_high, f_back_low, f_back_high)
+
+ if f_back_low[0] > f_low:
+ f_back_low[0] = f_low
+
+ if f_back_high[0] < f_high:
+ f_back_high[0] = f_high
+
+ if f_back_low[0] == f_low_prev and f_back_high[0] == f_high_prev:
+ return 1
+
+ if allow_low_x == 0 and f_back_low[0] < f_low:
+ # FAIL: f phrase is not tight
+ return 0
+
+ if f_back_high[0] - f_back_low[0] > max_f_len:
+ # FAIL: f back projection is too wide
+ return 0
+
+ if allow_high_x == 0 and f_back_high[0] > f_high:
+ # FAIL: extension on high side not allowed
+ return 0
+
+ if f_low != f_back_low[0]:
+ if new_low_x == 0:
+ if new_x >= max_new_x:
+ # FAIL: extension required on low side violates max # of gaps
+ return 0
+ else:
+ new_x = new_x + 1
+ new_low_x = 1
+ if f_low - f_back_low[0] < min_fx_size:
+ f_back_low[0] = f_low - min_fx_size
+ if f_back_high[0] - f_back_low[0] > max_f_len:
+ # FAIL: extension required on low side violates max initial length
+ return 0
+ if f_back_low[0] < 0:
+ # FAIL: extension required on low side violates sentence boundary
+ return 0
+
+ if f_high != f_back_high[0]:
+ if new_high_x == 0:
+ if new_x >= max_new_x:
+ # FAIL: extension required on high side violates max # of gaps
+ return 0
+ else:
+ new_x = new_x + 1
+ new_high_x = 1
+ if f_back_high[0] - f_high < min_fx_size:
+ f_back_high[0] = f_high + min_fx_size
+ if f_back_high[0] - f_back_low[0] > max_f_len:
+ # FAIL: extension required on high side violates max initial length
+ return 0
+ if f_back_high[0] > f_sent_len:
+ # FAIL: extension required on high side violates sentence boundary
+ return 0
+
+ e_low_prev = e_low[0]
+ e_high_prev = e_high[0]
+
+ self.find_projection(f_back_low[0], f_low_prev, f_links_low, f_links_high, e_low, e_high)
+ self.find_projection(f_high_prev, f_back_high[0], f_links_low, f_links_high, e_low, e_high)
+ if e_low[0] == e_low_prev and e_high[0] == e_high_prev:
+ return 1
+ if allow_arbitrary_x == 0:
+ # FAIL: arbitrary expansion not permitted
+ return 0
+ if e_high[0] - e_low[0] > max_e_len:
+ # FAIL: re-projection violates sentence max phrase length
+ return 0
+ f_low_prev = f_back_low[0]
+ f_high_prev = f_back_high[0]
+
+
+ cdef find_projection(self, int in_low, int in_high, int* in_links_low, int* in_links_high,
+ int* out_low, int* out_high):
+ cdef int i
+ for i from in_low <= i < in_high:
+ if in_links_low[i] != -1:
+ if out_low[0] == -1 or in_links_low[i] < out_low[0]:
+ out_low[0] = in_links_low[i]
+ if out_high[0] == -1 or in_links_high[i] > out_high[0]:
+ out_high[0] = in_links_high[i]
+
+
+ cdef int* int_arr_extend(self, int* arr, int* arr_len, int* data, int data_len):
+ cdef int new_len
+ new_len = arr_len[0] + data_len
+ arr = <int*> realloc(arr, new_len*sizeof(int))
+ memcpy(arr+arr_len[0], data, data_len*sizeof(int))
+ arr_len[0] = new_len
+ return arr
+
+
+ cdef extract_phrases(self, int e_low, int e_high, int* e_gap_low, int* e_gap_high, int* e_links_low, int num_gaps,
+ int f_low, int f_high, int* f_gap_low, int* f_gap_high, int* f_links_low,
+ int sent_id, int e_sent_len, int e_sent_start):
+ cdef int i, j, k, m, n, *e_gap_order, e_x_low, e_x_high, e_x_gap_low, e_x_gap_high
+ cdef int *e_gaps1, *e_gaps2, len1, len2, step, num_chunks
+ cdef IntList ephr_arr
+ cdef result
+
+ result = []
+ len1 = 0
+ e_gaps1 = <int*> malloc(0)
+ ephr_arr = IntList()
+
+ e_gap_order = <int*> malloc(num_gaps*sizeof(int))
+ if num_gaps > 0:
+ e_gap_order[0] = 0
+ for i from 1 <= i < num_gaps:
+ for j from 0 <= j < i:
+ if e_gap_low[i] < e_gap_low[j]:
+ for k from j <= k < i:
+ e_gap_order[k+1] = e_gap_order[k]
+ e_gap_order[j] = i
+ break
+ else:
+ e_gap_order[i] = i
+
+ e_x_low = e_low
+ e_x_high = e_high
+ if not self.tight_phrases:
+ while e_x_low > 0 and e_high - e_x_low < self.train_max_initial_size and e_links_low[e_x_low-1] == -1:
+ e_x_low = e_x_low - 1
+ while e_x_high < e_sent_len and e_x_high - e_low < self.train_max_initial_size and e_links_low[e_x_high] == -1:
+ e_x_high = e_x_high + 1
+
+ for i from e_x_low <= i <= e_low:
+ e_gaps1 = self.int_arr_extend(e_gaps1, &len1, &i, 1)
+
+ for i from 0 <= i < num_gaps:
+ e_gaps2 = <int*> malloc(0)
+ len2 = 0
+
+ j = e_gap_order[i]
+ e_x_gap_low = e_gap_low[j]
+ e_x_gap_high = e_gap_high[j]
+ if not self.tight_phrases:
+ while e_x_gap_low > e_x_low and e_links_low[e_x_gap_low-1] == -1:
+ e_x_gap_low = e_x_gap_low - 1
+ while e_x_gap_high < e_x_high and e_links_low[e_x_gap_high] == -1:
+ e_x_gap_high = e_x_gap_high + 1
+
+ k = 0
+ step = 1+(i*2)
+ while k < len1:
+ for m from e_x_gap_low <= m <= e_gap_low[j]:
+ if m >= e_gaps1[k+step-1]:
+ for n from e_gap_high[j] <= n <= e_x_gap_high:
+ if n-m >= 1: # extractor.py doesn't restrict target-side gap length
+ e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+k, step)
+ e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &m, 1)
+ e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &n, 1)
+ k = k + step
+ free(e_gaps1)
+ e_gaps1 = e_gaps2
+ len1 = len2
+
+ step = 1+(num_gaps*2)
+ e_gaps2 = <int*> malloc(0)
+ len2 = 0
+ for i from e_high <= i <= e_x_high:
+ j = 0
+ while j < len1:
+ if i - e_gaps1[j] <= self.train_max_initial_size and i >= e_gaps1[j+step-1]:
+ e_gaps2 = self.int_arr_extend(e_gaps2, &len2, e_gaps1+j, step)
+ e_gaps2 = self.int_arr_extend(e_gaps2, &len2, &i, 1)
+ j = j + step
+ free(e_gaps1)
+ e_gaps1 = e_gaps2
+ len1 = len2
+
+ step = (num_gaps+1)*2
+ i = 0
+
+ cdef IntList indexes
+ while i < len1:
+ ephr_arr._clear()
+ num_chunks = 0
+ indexes = IntList()
+ for j from 0 <= j < num_gaps+1:
+ if e_gaps1[i+2*j] < e_gaps1[i+(2*j)+1]:
+ num_chunks = num_chunks + 1
+ for k from e_gaps1[i+2*j] <= k < e_gaps1[i+(2*j)+1]:
+ indexes.append(k)
+ ephr_arr._append(self.eid2symid[self.eda.data.arr[e_sent_start+k]])
+ if j < num_gaps:
+ indexes.append(sym_setindex(self.category, e_gap_order[j]+1))
+ ephr_arr._append(sym_setindex(self.category, e_gap_order[j]+1))
+ i = i + step
+ if ephr_arr.len <= self.max_target_length and num_chunks <= self.max_target_chunks:
+ result.append((Phrase(ephr_arr),indexes))
+
+ free(e_gaps1)
+ free(e_gap_order)
+ return result
+
+ cdef IntList create_alignments(self, int* sent_links, int num_links,
+ IntList findexes, IntList eindexes):
+ cdef unsigned i
+ cdef IntList ret = IntList()
+ for i in range(findexes.len):
+ s = findexes.arr[i]
+ if s < 0: continue
+ idx = 0
+ while idx < num_links * 2:
+ if sent_links[idx] == s:
+ j = eindexes.index(sent_links[idx+1])
+ ret.append(i * ALIGNMENT_CODE + j)
+ idx += 2
+ return ret
+
+ cdef extract(self, Phrase phrase, Matching* matching, int* chunklen, int num_chunks):
+ cdef int* sent_links, *e_links_low, *e_links_high, *f_links_low, *f_links_high
+ cdef int *f_gap_low, *f_gap_high, *e_gap_low, *e_gap_high, num_gaps, gap_start
+ cdef int i, j, k, e_i, f_i, num_links, num_aligned_chunks, met_constraints, x
+ cdef int f_low, f_high, e_low, e_high, f_back_low, f_back_high
+ cdef int e_sent_start, e_sent_end, f_sent_start, f_sent_end, e_sent_len, f_sent_len
+ cdef int e_word_count, f_x_low, f_x_high, e_x_low, e_x_high, phrase_len
+ cdef float pair_count
+ cdef extracts, phrase_list
+ cdef IntList fphr_arr
+ cdef Phrase fphr
+ cdef reason_for_failure
+
+ fphr_arr = IntList()
+ phrase_len = phrase.n
+ extracts = []
+ sent_links = self.alignment._get_sent_links(matching.sent_id, &num_links)
+
+ e_sent_start = self.eda.sent_index.arr[matching.sent_id]
+ e_sent_end = self.eda.sent_index.arr[matching.sent_id+1]
+ e_sent_len = e_sent_end - e_sent_start - 1
+ f_sent_start = self.fda.sent_index.arr[matching.sent_id]
+ f_sent_end = self.fda.sent_index.arr[matching.sent_id+1]
+ f_sent_len = f_sent_end - f_sent_start - 1
+
+ self.findexes1.reset()
+ sofar = 0
+ for i in range(num_chunks):
+ for j in range(chunklen[i]):
+ self.findexes1.append(matching.arr[matching.start+i]+j-f_sent_start);
+ sofar += 1
+ if i+1 < num_chunks:
+ self.findexes1.append(phrase[sofar])
+ sofar += 1
+
+
+ e_links_low = <int*> malloc(e_sent_len*sizeof(int))
+ e_links_high = <int*> malloc(e_sent_len*sizeof(int))
+ f_links_low = <int*> malloc(f_sent_len*sizeof(int))
+ f_links_high = <int*> malloc(f_sent_len*sizeof(int))
+ f_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ f_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ e_gap_low = <int*> malloc((num_chunks+1)*sizeof(int))
+ e_gap_high = <int*> malloc((num_chunks+1)*sizeof(int))
+ memset(f_gap_low, 0, (num_chunks+1)*sizeof(int))
+ memset(f_gap_high, 0, (num_chunks+1)*sizeof(int))
+ memset(e_gap_low, 0, (num_chunks+1)*sizeof(int))
+ memset(e_gap_high, 0, (num_chunks+1)*sizeof(int))
+
+ reason_for_failure = ""
+
+ for i from 0 <= i < e_sent_len:
+ e_links_low[i] = -1
+ e_links_high[i] = -1
+ for i from 0 <= i < f_sent_len:
+ f_links_low[i] = -1
+ f_links_high[i] = -1
+
+ # this is really inefficient -- might be good to
+ # somehow replace with binary search just for the f
+ # links that we care about (but then how to look up
+ # when we want to check something on the e side?)
+ i = 0
+ while i < num_links*2:
+ f_i = sent_links[i]
+ e_i = sent_links[i+1]
+ if f_links_low[f_i] == -1 or f_links_low[f_i] > e_i:
+ f_links_low[f_i] = e_i
+ if f_links_high[f_i] == -1 or f_links_high[f_i] < e_i + 1:
+ f_links_high[f_i] = e_i + 1
+ if e_links_low[e_i] == -1 or e_links_low[e_i] > f_i:
+ e_links_low[e_i] = f_i
+ if e_links_high[e_i] == -1 or e_links_high[e_i] < f_i + 1:
+ e_links_high[e_i] = f_i + 1
+ i = i + 2
+
+ als = []
+ for x in range(matching.start,matching.end):
+ al = (matching.arr[x]-f_sent_start,f_links_low[matching.arr[x]-f_sent_start])
+ als.append(al)
+ # check all source-side alignment constraints
+ met_constraints = 1
+ if self.require_aligned_terminal:
+ num_aligned_chunks = 0
+ for i from 0 <= i < num_chunks:
+ for j from 0 <= j < chunklen[i]:
+ if f_links_low[matching.arr[matching.start+i]+j-f_sent_start] > -1:
+ num_aligned_chunks = num_aligned_chunks + 1
+ break
+ if num_aligned_chunks == 0:
+ reason_for_failure = "No aligned terminals"
+ met_constraints = 0
+ if self.require_aligned_chunks and num_aligned_chunks < num_chunks:
+ reason_for_failure = "Unaligned chunk"
+ met_constraints = 0
+
+ if met_constraints and self.tight_phrases:
+ # outside edge constraints are checked later
+ for i from 0 <= i < num_chunks-1:
+ if f_links_low[matching.arr[matching.start+i]+chunklen[i]-f_sent_start] == -1:
+ reason_for_failure = "Gaps are not tight phrases"
+ met_constraints = 0
+ break
+ if f_links_low[matching.arr[matching.start+i+1]-1-f_sent_start] == -1:
+ reason_for_failure = "Gaps are not tight phrases"
+ met_constraints = 0
+ break
+
+ f_low = matching.arr[matching.start] - f_sent_start
+ f_high = matching.arr[matching.start + matching.size - 1] + chunklen[num_chunks-1] - f_sent_start
+ if met_constraints:
+
+ if self.find_fixpoint(f_low, f_high, f_links_low, f_links_high, e_links_low, e_links_high,
+ -1, -1, &e_low, &e_high, &f_back_low, &f_back_high, f_sent_len, e_sent_len,
+ self.train_max_initial_size, self.train_max_initial_size,
+ self.train_min_gap_size, 0,
+ self.max_nonterminals - num_chunks + 1, 1, 1, 0, 0):
+ gap_error = 0
+ num_gaps = 0
+
+ if f_back_low < f_low:
+ f_gap_low[0] = f_back_low
+ f_gap_high[0] = f_low
+ num_gaps = 1
+ gap_start = 0
+ phrase_len = phrase_len+1
+ if phrase_len > self.max_length:
+ gap_error = 1
+ if self.tight_phrases:
+ if f_links_low[f_back_low] == -1 or f_links_low[f_low-1] == -1:
+ gap_error = 1
+ reason_for_failure = "Inside edges of preceding subphrase are not tight"
+ else:
+ gap_start = 1
+ if self.tight_phrases and f_links_low[f_low] == -1:
+ # this is not a hard error. we can't extract this phrase
+ # but we still might be able to extract a superphrase
+ met_constraints = 0
+
+ for i from 0 <= i < matching.size - 1:
+ f_gap_low[1+i] = matching.arr[matching.start+i] + chunklen[i] - f_sent_start
+ f_gap_high[1+i] = matching.arr[matching.start+i+1] - f_sent_start
+ num_gaps = num_gaps + 1
+
+ if f_high < f_back_high:
+ f_gap_low[gap_start+num_gaps] = f_high
+ f_gap_high[gap_start+num_gaps] = f_back_high
+ num_gaps = num_gaps + 1
+ phrase_len = phrase_len+1
+ if phrase_len > self.max_length:
+ gap_error = 1
+ if self.tight_phrases:
+ if f_links_low[f_back_high-1] == -1 or f_links_low[f_high] == -1:
+ gap_error = 1
+ reason_for_failure = "Inside edges of following subphrase are not tight"
+ else:
+ if self.tight_phrases and f_links_low[f_high-1] == -1:
+ met_constraints = 0
+
+ if gap_error == 0:
+ e_word_count = e_high - e_low
+ for i from 0 <= i < num_gaps: # check integrity of subphrases
+ if self.find_fixpoint(f_gap_low[gap_start+i], f_gap_high[gap_start+i],
+ f_links_low, f_links_high, e_links_low, e_links_high,
+ -1, -1, e_gap_low+gap_start+i, e_gap_high+gap_start+i,
+ f_gap_low+gap_start+i, f_gap_high+gap_start+i,
+ f_sent_len, e_sent_len,
+ self.train_max_initial_size, self.train_max_initial_size,
+ 0, 0, 0, 0, 0, 0, 0) == 0:
+ gap_error = 1
+ reason_for_failure = "Subphrase [%d, %d] failed integrity check" % (f_gap_low[gap_start+i], f_gap_high[gap_start+i])
+ break
+
+ if gap_error == 0:
+ i = 1
+ self.findexes.reset()
+ if f_back_low < f_low:
+ fphr_arr._append(sym_setindex(self.category, i))
+ i = i+1
+ self.findexes.append(sym_setindex(self.category, i))
+ self.findexes.extend(self.findexes1)
+ for j from 0 <= j < phrase.n:
+ if sym_isvar(phrase.syms[j]):
+ fphr_arr._append(sym_setindex(self.category, i))
+ i = i + 1
+ else:
+ fphr_arr._append(phrase.syms[j])
+ if f_back_high > f_high:
+ fphr_arr._append(sym_setindex(self.category, i))
+ self.findexes.append(sym_setindex(self.category, i))
+
+ fphr = Phrase(fphr_arr)
+ if met_constraints:
+ phrase_list = self.extract_phrases(e_low, e_high, e_gap_low + gap_start, e_gap_high + gap_start, e_links_low, num_gaps,
+ f_back_low, f_back_high, f_gap_low + gap_start, f_gap_high + gap_start, f_links_low,
+ matching.sent_id, e_sent_len, e_sent_start)
+ if len(phrase_list) > 0:
+ pair_count = 1.0 / len(phrase_list)
+ else:
+ pair_count = 0
+ reason_for_failure = "Didn't extract anything from [%d, %d] -> [%d, %d]" % (f_back_low, f_back_high, e_low, e_high)
+ for phrase2, eindexes in phrase_list:
+ als1 = self.create_alignments(sent_links,num_links,self.findexes,eindexes)
+ extracts.append((fphr, phrase2, pair_count, tuple(als1)))
+ if (num_gaps < self.max_nonterminals and
+ phrase_len < self.max_length and
+ f_back_high - f_back_low + self.train_min_gap_size <= self.train_max_initial_size):
+ if (f_back_low == f_low and
+ f_low >= self.train_min_gap_size and
+ ((not self.tight_phrases) or (f_links_low[f_low-1] != -1 and f_links_low[f_back_high-1] != -1))):
+ f_x_low = f_low-self.train_min_gap_size
+ met_constraints = 1
+ if self.tight_phrases:
+ while f_x_low >= 0 and f_links_low[f_x_low] == -1:
+ f_x_low = f_x_low - 1
+ if f_x_low < 0 or f_back_high - f_x_low > self.train_max_initial_size:
+ met_constraints = 0
+
+ if (met_constraints and
+ (self.find_fixpoint(f_x_low, f_back_high,
+ f_links_low, f_links_high, e_links_low, e_links_high,
+ e_low, e_high, &e_x_low, &e_x_high, &f_x_low, &f_x_high,
+ f_sent_len, e_sent_len,
+ self.train_max_initial_size, self.train_max_initial_size,
+ 1, 1, 1, 1, 0, 1, 0) == 1) and
+ ((not self.tight_phrases) or f_links_low[f_x_low] != -1) and
+ self.find_fixpoint(f_x_low, f_low, # check integrity of new subphrase
+ f_links_low, f_links_high, e_links_low, e_links_high,
+ -1, -1, e_gap_low, e_gap_high, f_gap_low, f_gap_high,
+ f_sent_len, e_sent_len,
+ self.train_max_initial_size, self.train_max_initial_size,
+ 0, 0, 0, 0, 0, 0, 0)):
+ fphr_arr._clear()
+ i = 1
+ self.findexes.reset()
+ self.findexes.append(sym_setindex(self.category, i))
+ fphr_arr._append(sym_setindex(self.category, i))
+ i = i+1
+ self.findexes.extend(self.findexes1)
+ for j from 0 <= j < phrase.n:
+ if sym_isvar(phrase.syms[j]):
+ fphr_arr._append(sym_setindex(self.category, i))
+ i = i + 1
+ else:
+ fphr_arr._append(phrase.syms[j])
+ if f_back_high > f_high:
+ fphr_arr._append(sym_setindex(self.category, i))
+ self.findexes.append(sym_setindex(self.category, i))
+ fphr = Phrase(fphr_arr)
+ phrase_list = self.extract_phrases(e_x_low, e_x_high, e_gap_low, e_gap_high, e_links_low, num_gaps+1,
+ f_x_low, f_x_high, f_gap_low, f_gap_high, f_links_low, matching.sent_id,
+ e_sent_len, e_sent_start)
+ if len(phrase_list) > 0:
+ pair_count = 1.0 / len(phrase_list)
+ else:
+ pair_count = 0
+ for phrase2, eindexes in phrase_list:
+ als2 = self.create_alignments(sent_links,num_links,self.findexes,eindexes)
+ extracts.append((fphr, phrase2, pair_count, tuple(als2)))
+
+ if (f_back_high == f_high and
+ f_sent_len - f_high >= self.train_min_gap_size and
+ ((not self.tight_phrases) or (f_links_low[f_high] != -1 and f_links_low[f_back_low] != -1))):
+ f_x_high = f_high+self.train_min_gap_size
+ met_constraints = 1
+ if self.tight_phrases:
+ while f_x_high <= f_sent_len and f_links_low[f_x_high-1] == -1:
+ f_x_high = f_x_high + 1
+ if f_x_high > f_sent_len or f_x_high - f_back_low > self.train_max_initial_size:
+ met_constraints = 0
+
+ if (met_constraints and
+ self.find_fixpoint(f_back_low, f_x_high,
+ f_links_low, f_links_high, e_links_low, e_links_high,
+ e_low, e_high, &e_x_low, &e_x_high, &f_x_low, &f_x_high,
+ f_sent_len, e_sent_len,
+ self.train_max_initial_size, self.train_max_initial_size,
+ 1, 1, 1, 0, 1, 1, 0) and
+ ((not self.tight_phrases) or f_links_low[f_x_high-1] != -1) and
+ self.find_fixpoint(f_high, f_x_high,
+ f_links_low, f_links_high, e_links_low, e_links_high,
+ -1, -1, e_gap_low+gap_start+num_gaps, e_gap_high+gap_start+num_gaps,
+ f_gap_low+gap_start+num_gaps, f_gap_high+gap_start+num_gaps,
+ f_sent_len, e_sent_len,
+ self.train_max_initial_size, self.train_max_initial_size,
+ 0, 0, 0, 0, 0, 0, 0)):
+ fphr_arr._clear()
+ i = 1
+ self.findexes.reset()
+ if f_back_low < f_low:
+ fphr_arr._append(sym_setindex(self.category, i))
+ i = i+1
+ self.findexes.append(sym_setindex(self.category, i))
+ self.findexes.extend(self.findexes1)
+ for j from 0 <= j < phrase.n:
+ if sym_isvar(phrase.syms[j]):
+ fphr_arr._append(sym_setindex(self.category, i))
+ i = i + 1
+ else:
+ fphr_arr._append(phrase.syms[j])
+ fphr_arr._append(sym_setindex(self.category, i))
+ self.findexes.append(sym_setindex(self.category, i))
+ fphr = Phrase(fphr_arr)
+ phrase_list = self.extract_phrases(e_x_low, e_x_high, e_gap_low+gap_start, e_gap_high+gap_start, e_links_low, num_gaps+1,
+ f_x_low, f_x_high, f_gap_low+gap_start, f_gap_high+gap_start, f_links_low,
+ matching.sent_id, e_sent_len, e_sent_start)
+ if len(phrase_list) > 0:
+ pair_count = 1.0 / len(phrase_list)
+ else:
+ pair_count = 0
+ for phrase2, eindexes in phrase_list:
+ als3 = self.create_alignments(sent_links,num_links,self.findexes,eindexes)
+ extracts.append((fphr, phrase2, pair_count, tuple(als3)))
+ if (num_gaps < self.max_nonterminals - 1 and
+ phrase_len+1 < self.max_length and
+ f_back_high == f_high and
+ f_back_low == f_low and
+ f_back_high - f_back_low + (2*self.train_min_gap_size) <= self.train_max_initial_size and
+ f_low >= self.train_min_gap_size and
+ f_high <= f_sent_len - self.train_min_gap_size and
+ ((not self.tight_phrases) or (f_links_low[f_low-1] != -1 and f_links_low[f_high] != -1))):
+
+ met_constraints = 1
+ f_x_low = f_low-self.train_min_gap_size
+ if self.tight_phrases:
+ while f_x_low >= 0 and f_links_low[f_x_low] == -1:
+ f_x_low = f_x_low - 1
+ if f_x_low < 0:
+ met_constraints = 0
+
+ f_x_high = f_high+self.train_min_gap_size
+ if self.tight_phrases:
+ while f_x_high <= f_sent_len and f_links_low[f_x_high-1] == -1:
+ f_x_high = f_x_high + 1
+ if f_x_high > f_sent_len or f_x_high - f_x_low > self.train_max_initial_size:
+ met_constraints = 0
+
+ if (met_constraints and
+ (self.find_fixpoint(f_x_low, f_x_high,
+ f_links_low, f_links_high, e_links_low, e_links_high,
+ e_low, e_high, &e_x_low, &e_x_high, &f_x_low, &f_x_high,
+ f_sent_len, e_sent_len,
+ self.train_max_initial_size, self.train_max_initial_size,
+ 1, 1, 2, 1, 1, 1, 1) == 1) and
+ ((not self.tight_phrases) or (f_links_low[f_x_low] != -1 and f_links_low[f_x_high-1] != -1)) and
+ self.find_fixpoint(f_x_low, f_low,
+ f_links_low, f_links_high, e_links_low, e_links_high,
+ -1, -1, e_gap_low, e_gap_high, f_gap_low, f_gap_high,
+ f_sent_len, e_sent_len,
+ self.train_max_initial_size, self.train_max_initial_size,
+ 0, 0, 0, 0, 0, 0, 0) and
+ self.find_fixpoint(f_high, f_x_high,
+ f_links_low, f_links_high, e_links_low, e_links_high,
+ -1, -1, e_gap_low+1+num_gaps, e_gap_high+1+num_gaps,
+ f_gap_low+1+num_gaps, f_gap_high+1+num_gaps,
+ f_sent_len, e_sent_len,
+ self.train_max_initial_size, self.train_max_initial_size,
+ 0, 0, 0, 0, 0, 0, 0)):
+ fphr_arr._clear()
+ i = 1
+ self.findexes.reset()
+ self.findexes.append(sym_setindex(self.category, i))
+ fphr_arr._append(sym_setindex(self.category, i))
+ i = i+1
+ self.findexes.extend(self.findexes1)
+ for j from 0 <= j < phrase.n:
+ if sym_isvar(phrase.syms[j]):
+ fphr_arr._append(sym_setindex(self.category, i))
+ i = i + 1
+ else:
+ fphr_arr._append(phrase.syms[j])
+ fphr_arr._append(sym_setindex(self.category, i))
+ self.findexes.append(sym_setindex(self.category, i))
+ fphr = Phrase(fphr_arr)
+ phrase_list = self.extract_phrases(e_x_low, e_x_high, e_gap_low, e_gap_high, e_links_low, num_gaps+2,
+ f_x_low, f_x_high, f_gap_low, f_gap_high, f_links_low,
+ matching.sent_id, e_sent_len, e_sent_start)
+ if len(phrase_list) > 0:
+ pair_count = 1.0 / len(phrase_list)
+ else:
+ pair_count = 0
+ for phrase2, eindexes in phrase_list:
+ als4 = self.create_alignments(sent_links,num_links,self.findexes,eindexes)
+ extracts.append((fphr, phrase2, pair_count, tuple(als4)))
+ else:
+ reason_for_failure = "Unable to extract basic phrase"
+
+ free(sent_links)
+ free(f_links_low)
+ free(f_links_high)
+ free(e_links_low)
+ free(e_links_high)
+ free(f_gap_low)
+ free(f_gap_high)
+ free(e_gap_low)
+ free(e_gap_high)
+
+ return extracts
+
+ #
+ # Online grammar extraction handling
+ #
+
+ # Aggregate stats from a training instance
+ # (Extract rules, update counts)
+ def add_instance(self, f_words, e_words, alignment):
+
+ self.online = True
+
+ # Rules extracted from this instance
+ # Track span of lexical items (terminals) to make
+ # sure we don't extract the same rule for the same
+ # span more than once.
+ # (f, e, al, lex_f_i, lex_f_j)
+ rules = set()
+
+ f_len = len(f_words)
+ e_len = len(e_words)
+
+ # Pre-compute alignment info
+ al = [[] for i in range(f_len)]
+ fe_span = [[e_len + 1, -1] for i in range(f_len)]
+ ef_span = [[f_len + 1, -1] for i in range(e_len)]
+ for f, e in alignment:
+ al[f].append(e)
+ fe_span[f][0] = min(fe_span[f][0], e)
+ fe_span[f][1] = max(fe_span[f][1], e)
+ ef_span[e][0] = min(ef_span[e][0], f)
+ ef_span[e][1] = max(ef_span[e][1], f)
+
+ # Target side word coverage
+ cover = [0] * e_len
+ # Non-terminal coverage
+ f_nt_cover = [0] * f_len
+ e_nt_cover = [0] * e_len
+
+ # Extract all possible hierarchical phrases starting at a source index
+ # f_ i and j are current, e_ i and j are previous
+ # We care _considering_ f_j, so it is not yet in counts
+ def extract(f_i, f_j, e_i, e_j, min_bound, wc, links, nt, nt_open):
+ # Phrase extraction limits
+ if f_j > (f_len - 1) or (f_j - f_i) + 1 > self.max_initial_size:
+ return
+ # Unaligned word
+ if not al[f_j]:
+ # Adjacent to non-terminal: extend (non-terminal now open)
+ if nt and nt[-1][2] == f_j - 1:
+ nt[-1][2] += 1
+ extract(f_i, f_j + 1, e_i, e_j, min_bound, wc, links, nt, True)
+ nt[-1][2] -= 1
+ # Unless non-terminal already open, always extend with word
+ # Make sure adding a word doesn't exceed length
+ if not nt_open and wc < self.max_length:
+ extract(f_i, f_j + 1, e_i, e_j, min_bound, wc + 1, links, nt, False)
+ return
+ # Aligned word
+ link_i = fe_span[f_j][0]
+ link_j = fe_span[f_j][1]
+ new_e_i = min(link_i, e_i)
+ new_e_j = max(link_j, e_j)
+ # Check reverse links of newly covered words to see if they violate left
+ # bound (return) or extend minimum right bound for chunk
+ new_min_bound = min_bound
+ # First aligned word creates span
+ if e_j == -1:
+ for i from new_e_i <= i <= new_e_j:
+ if ef_span[i][0] < f_i:
+ return
+ new_min_bound = max(new_min_bound, ef_span[i][1])
+ # Other aligned words extend span
+ else:
+ for i from new_e_i <= i < e_i:
+ if ef_span[i][0] < f_i:
+ return
+ new_min_bound = max(new_min_bound, ef_span[i][1])
+ for i from e_j < i <= new_e_j:
+ if ef_span[i][0] < f_i:
+ return
+ new_min_bound = max(new_min_bound, ef_span[i][1])
+ # Extract, extend with word (unless non-terminal open)
+ if not nt_open:
+ nt_collision = False
+ for link in al[f_j]:
+ if e_nt_cover[link]:
+ nt_collision = True
+ # Non-terminal collisions block word extraction and extension, but
+ # may be okay for continuing non-terminals
+ if not nt_collision and wc < self.max_length:
+ plus_links = []
+ for link in al[f_j]:
+ plus_links.append((f_j, link))
+ cover[link] += 1
+ links.append(plus_links)
+ if links and f_j >= new_min_bound:
+ rules.add(self.form_rule(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links))
+ extract(f_i, f_j + 1, new_e_i, new_e_j, new_min_bound, wc + 1, links, nt, False)
+ links.pop()
+ for link in al[f_j]:
+ cover[link] -= 1
+ # Try to add a word to current non-terminal (if any), extract, extend
+ if nt and nt[-1][2] == f_j - 1:
+ # Add to non-terminal, checking for collisions
+ old_last_nt = nt[-1][:]
+ nt[-1][2] = f_j
+ if link_i < nt[-1][3]:
+ if not span_check(cover, link_i, nt[-1][3] - 1):
+ nt[-1] = old_last_nt
+ return
+ span_inc(cover, link_i, nt[-1][3] - 1)
+ span_inc(e_nt_cover, link_i, nt[-1][3] - 1)
+ nt[-1][3] = link_i
+ if link_j > nt[-1][4]:
+ if not span_check(cover, nt[-1][4] + 1, link_j):
+ nt[-1] = old_last_nt
+ return
+ span_inc(cover, nt[-1][4] + 1, link_j)
+ span_inc(e_nt_cover, nt[-1][4] + 1, link_j)
+ nt[-1][4] = link_j
+ if links and f_j >= new_min_bound:
+ rules.add(self.form_rule(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links))
+ extract(f_i, f_j + 1, new_e_i, new_e_j, new_min_bound, wc, links, nt, False)
+ nt[-1] = old_last_nt
+ if link_i < nt[-1][3]:
+ span_dec(cover, link_i, nt[-1][3] - 1)
+ span_dec(e_nt_cover, link_i, nt[-1][3] - 1)
+ if link_j > nt[-1][4]:
+ span_dec(cover, nt[-1][4] + 1, link_j)
+ span_dec(e_nt_cover, nt[-1][4] + 1, link_j)
+ # Try to start a new non-terminal, extract, extend
+ if (not nt or f_j - nt[-1][2] > 1) and wc < self.max_length and len(nt) < self.max_nonterminals:
+ # Check for collisions
+ if not span_check(cover, link_i, link_j):
+ return
+ span_inc(cover, link_i, link_j)
+ span_inc(e_nt_cover, link_i, link_j)
+ nt.append([(nt[-1][0] + 1) if nt else 1, f_j, f_j, link_i, link_j])
+ # Require at least one word in phrase
+ if links and f_j >= new_min_bound:
+ rules.add(self.form_rule(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links))
+ extract(f_i, f_j + 1, new_e_i, new_e_j, new_min_bound, wc + 1, links, nt, False)
+ nt.pop()
+ span_dec(cover, link_i, link_j)
+ span_dec(e_nt_cover, link_i, link_j)
+
+ # Try to extract phrases from every f index
+ for f_i from 0 <= f_i < f_len:
+ # Skip if phrases won't be tight on left side
+ if not al[f_i]:
+ continue
+ extract(f_i, f_i, f_len + 1, -1, f_i, 0, [], [], False)
+
+ # Update possible phrases (samples)
+ # This could be more efficiently integrated with extraction
+ # at the cost of readability
+ for f, lex_i, lex_j in self.get_f_phrases(f_words):
+ self.samples_f[f] += 1
+
+ # Update phrase counts
+ for rule in rules:
+ (f_ph, e_ph, al) = rule[:3]
+ self.phrases_f[f_ph] += 1
+ self.phrases_e[e_ph] += 1
+ self.phrases_fe[f_ph][e_ph] += 1
+ if not self.phrases_al[f_ph][e_ph]:
+ self.phrases_al[f_ph][e_ph] = al
+
+ # Update Bilexical counts
+ for e_w in e_words:
+ self.bilex_e[e_w] += 1
+ for f_w in f_words:
+ self.bilex_f[f_w] += 1
+ for e_w in e_words:
+ self.bilex_fe[f_w][e_w] += 1
+
+ # Create a rule from source, target, non-terminals, and alignments
+ def form_rule(self, f_i, e_i, f_span, e_span, nt, al):
+
+ # Substitute in non-terminals
+ nt_inv = sorted(nt, cmp=lambda x, y: cmp(x[3], y[3]))
+ f_sym = list(f_span[:])
+ off = f_i
+ for next_nt in nt:
+ nt_len = (next_nt[2] - next_nt[1]) + 1
+ i = 0
+ while i < nt_len:
+ f_sym.pop(next_nt[1] - off)
+ i += 1
+ f_sym.insert(next_nt[1] - off, sym_setindex(self.category, next_nt[0]))
+ off += (nt_len - 1)
+ e_sym = list(e_span[:])
+ off = e_i
+ for next_nt in nt_inv:
+ nt_len = (next_nt[4] - next_nt[3]) + 1
+ i = 0
+ while i < nt_len:
+ e_sym.pop(next_nt[3] - off)
+ i += 1
+ e_sym.insert(next_nt[3] - off, sym_setindex(self.category, next_nt[0]))
+ off += (nt_len - 1)
+
+ # Adjusting alignment links takes some doing
+ links = [list(link) for sub in al for link in sub]
+ links_inv = sorted(links, cmp=lambda x, y: cmp(x[1], y[1]))
+ links_len = len(links)
+ nt_len = len(nt)
+ nt_i = 0
+ off = f_i
+ i = 0
+ while i < links_len:
+ while nt_i < nt_len and links[i][0] > nt[nt_i][1]:
+ off += (nt[nt_i][2] - nt[nt_i][1])
+ nt_i += 1
+ links[i][0] -= off
+ i += 1
+ nt_i = 0
+ off = e_i
+ i = 0
+ while i < links_len:
+ while nt_i < nt_len and links_inv[i][1] > nt_inv[nt_i][3]:
+ off += (nt_inv[nt_i][4] - nt_inv[nt_i][3])
+ nt_i += 1
+ links_inv[i][1] -= off
+ i += 1
+
+ # Find lexical span
+ lex_f_i = f_i
+ lex_f_j = f_i + (len(f_span) - 1)
+ if nt:
+ if nt[0][1] == lex_f_i:
+ lex_f_i += (nt[0][2] - nt[0][1]) + 1
+ if nt[-1][2] == lex_f_j:
+ lex_f_j -= (nt[-1][2] - nt[-1][1]) + 1
+
+ # Create rule (f_phrase, e_phrase, links, f_link_min, f_link_max)
+ f = Phrase(f_sym)
+ e = Phrase(e_sym)
+ a = tuple(self.alignment.link(i, j) for i, j in links)
+ return (f, e, a, lex_f_i, lex_f_j)
+
+ # Rule string from rule
+ def fmt_rule(self, f, e, a):
+ a_str = ' '.join('{0}-{1}'.format(*self.alignment.unlink(packed)) for packed in a)
+ return '[X] ||| {0} ||| {1} ||| {2}'.format(f, e, a_str)
+
+ # Debugging
+ def dump_online_stats(self):
+ logger.info('------------------------------')
+ logger.info(' Online Stats ')
+ logger.info('------------------------------')
+ logger.info('f')
+ for w in self.bilex_f:
+ logger.info(sym_tostring(w) + ' : ' + str(self.bilex_f[w]))
+ logger.info('e')
+ for w in self.bilex_e:
+ logger.info(sym_tostring(w) + ' : ' + str(self.bilex_e[w]))
+ logger.info('fe')
+ for w in self.bilex_fe:
+ for w2 in self.bilex_fe[w]:
+ logger.info(sym_tostring(w) + ' : ' + sym_tostring(w2) + ' : ' + str(self.bilex_fe[w][w2]))
+ logger.info('F')
+ for ph in self.phrases_f:
+ logger.info(str(ph) + ' ||| ' + str(self.phrases_f[ph]))
+ logger.info('E')
+ for ph in self.phrases_e:
+ logger.info(str(ph) + ' ||| ' + str(self.phrases_e[ph]))
+ logger.info('FE')
+ self.dump_online_rules()
+
+ def dump_online_rules(self):
+ for ph in self.phrases_fe:
+ for ph2 in self.phrases_fe[ph]:
+ logger.info(self.fmt_rule(str(ph), str(ph2), self.phrases_al[ph][ph2]) + ' ||| ' + str(self.phrases_fe[ph][ph2]))
+
+ # Lookup online stats for phrase pair (f, e). Return None if no match.
+ # IMPORTANT: use get() to avoid adding items to defaultdict
+ def online_ctx_lookup(self, f, e):
+ if self.online:
+ fcount = self.phrases_f.get(f, 0)
+ fsample_count = self.samples_f.get(f, 0)
+ d = self.phrases_fe.get(f, None)
+ paircount = d.get(e, 0) if d else 0
+ return OnlineFeatureContext(fcount, fsample_count, paircount, self.bilex_f, self.bilex_e, self.bilex_fe)
+ return None
+
+ # Find all phrases that we might try to extract
+ # (Used for EGivenFCoherent)
+ # Return set of (fphrase, lex_i, lex_j)
+ def get_f_phrases(self, f_words):
+
+ f_len = len(f_words)
+ phrases = set() # (fphrase, lex_i, lex_j)
+
+ def extract(f_i, f_j, lex_i, lex_j, wc, ntc, syms):
+ # Phrase extraction limits
+ if f_j > (f_len - 1) or (f_j - f_i) + 1 > self.max_initial_size:
+ return
+ # Extend with word
+ if wc + ntc < self.max_length:
+ syms.append(f_words[f_j])
+ f = Phrase(syms)
+ new_lex_i = min(lex_i, f_j)
+ new_lex_j = max(lex_j, f_j)
+ phrases.add((f, new_lex_i, new_lex_j))
+ extract(f_i, f_j + 1, new_lex_i, new_lex_j, wc + 1, ntc, syms)
+ syms.pop()
+ # Extend with existing non-terminal
+ if syms and sym_isvar(syms[-1]):
+ # Don't re-extract the same phrase
+ extract(f_i, f_j + 1, lex_i, lex_j, wc, ntc, syms)
+ # Extend with new non-terminal
+ if wc + ntc < self.max_length:
+ if not syms or (ntc < self.max_nonterminals and not sym_isvar(syms[-1])):
+ syms.append(sym_setindex(self.category, ntc + 1))
+ f = Phrase(syms)
+ if wc > 0:
+ phrases.add((f, lex_i, lex_j))
+ extract(f_i, f_j + 1, lex_i, lex_j, wc, ntc + 1, syms)
+ syms.pop()
+
+ # Try to extract phrases from every f index
+ for f_i from 0 <= f_i < f_len:
+ extract(f_i, f_i, f_len, -1, 0, 0, [])
+
+ return phrases
+
+# Spans are _inclusive_ on both ends [i, j]
+def span_check(vec, i, j):
+ k = i
+ while k <= j:
+ if vec[k]:
+ return False
+ k += 1
+ return True
+
+def span_inc(vec, i, j):
+ k = i
+ while k <= j:
+ vec[k] += 1
+ k += 1
+
+def span_dec(vec, i, j):
+ k = i
+ while k <= j:
+ vec[k] -= 1
+ k += 1
diff --git a/python/cdec/sa/str_map.pxi b/python/cdec/sa/str_map.pxi
new file mode 100644
index 00000000..3a8439a4
--- /dev/null
+++ b/python/cdec/sa/str_map.pxi
@@ -0,0 +1,23 @@
+cdef extern from "strmap.h":
+ ctypedef struct StrMap
+ StrMap* stringmap_new()
+ void stringmap_delete(StrMap *vocab)
+ int stringmap_index(StrMap *vocab, char *s)
+ char* stringmap_word(StrMap *vocab, int i)
+
+cdef class StringMap:
+ cdef StrMap *vocab
+ cdef char *word(self, int i)
+ cdef int index(self, char *s)
+
+ def __cinit__(self):
+ self.vocab = stringmap_new()
+
+ def __dealloc__(self):
+ stringmap_delete(self.vocab)
+
+ cdef char *word(self, int i):
+ return stringmap_word(self.vocab, i)
+
+ cdef int index(self, char *s):
+ return stringmap_index(self.vocab, s)
diff --git a/python/cdec/sa/strmap.cc b/python/cdec/sa/strmap.cc
new file mode 100644
index 00000000..5040477e
--- /dev/null
+++ b/python/cdec/sa/strmap.cc
@@ -0,0 +1,232 @@
+#include "strmap.h"
+
+#include <vector>
+#include <string>
+#include <tr1/unordered_map>
+#include <stdint.h>
+
+using namespace std;
+using namespace std::tr1;
+
+#undef HAVE_64_BITS
+
+#if INTPTR_MAX == INT32_MAX
+# define HAVE_64_BITS 0
+#elif INTPTR_MAX >= INT64_MAX
+# define HAVE_64_BITS 1
+#else
+# error "couldn't tell if HAVE_64_BITS from INTPTR_MAX INT32_MAX INT64_MAX"
+#endif
+
+typedef uintptr_t MurmurInt;
+
+// MurmurHash2, by Austin Appleby
+
+static const uint32_t DEFAULT_SEED=2654435769U;
+
+#if HAVE_64_BITS
+//MurmurInt MurmurHash(void const *key, int len, uint32_t seed=DEFAULT_SEED);
+
+inline uint64_t MurmurHash64( const void * key, int len, unsigned int seed=DEFAULT_SEED )
+{
+ const uint64_t m = 0xc6a4a7935bd1e995ULL;
+ const int r = 47;
+
+ uint64_t h = seed ^ (len * m);
+
+ const uint64_t * data = (const uint64_t *)key;
+ const uint64_t * end = data + (len/8);
+
+ while(data != end)
+ {
+ uint64_t k = *data++;
+
+ k *= m;
+ k ^= k >> r;
+ k *= m;
+
+ h ^= k;
+ h *= m;
+ }
+
+ const unsigned char * data2 = (const unsigned char*)data;
+
+ switch(len & 7)
+ {
+ case 7: h ^= uint64_t(data2[6]) << 48;
+ case 6: h ^= uint64_t(data2[5]) << 40;
+ case 5: h ^= uint64_t(data2[4]) << 32;
+ case 4: h ^= uint64_t(data2[3]) << 24;
+ case 3: h ^= uint64_t(data2[2]) << 16;
+ case 2: h ^= uint64_t(data2[1]) << 8;
+ case 1: h ^= uint64_t(data2[0]);
+ h *= m;
+ };
+
+ h ^= h >> r;
+ h *= m;
+ h ^= h >> r;
+
+ return h;
+}
+
+inline uint32_t MurmurHash32(void const *key, int len, uint32_t seed=DEFAULT_SEED)
+{
+ return (uint32_t) MurmurHash64(key,len,seed);
+}
+
+inline MurmurInt MurmurHash(void const *key, int len, uint32_t seed=DEFAULT_SEED)
+{
+ return MurmurHash64(key,len,seed);
+}
+
+#else
+// 32-bit
+
+// Note - This code makes a few assumptions about how your machine behaves -
+// 1. We can read a 4-byte value from any address without crashing
+// 2. sizeof(int) == 4
+inline uint32_t MurmurHash32 ( const void * key, int len, uint32_t seed=DEFAULT_SEED)
+{
+ // 'm' and 'r' are mixing constants generated offline.
+ // They're not really 'magic', they just happen to work well.
+
+ const uint32_t m = 0x5bd1e995;
+ const int r = 24;
+
+ // Initialize the hash to a 'random' value
+
+ uint32_t h = seed ^ len;
+
+ // Mix 4 bytes at a time into the hash
+
+ const unsigned char * data = (const unsigned char *)key;
+
+ while(len >= 4)
+ {
+ uint32_t k = *(uint32_t *)data;
+
+ k *= m;
+ k ^= k >> r;
+ k *= m;
+
+ h *= m;
+ h ^= k;
+
+ data += 4;
+ len -= 4;
+ }
+
+ // Handle the last few bytes of the input array
+
+ switch(len)
+ {
+ case 3: h ^= data[2] << 16;
+ case 2: h ^= data[1] << 8;
+ case 1: h ^= data[0];
+ h *= m;
+ };
+
+ // Do a few final mixes of the hash to ensure the last few
+ // bytes are well-incorporated.
+
+ h ^= h >> 13;
+ h *= m;
+ h ^= h >> 15;
+
+ return h;
+}
+
+inline MurmurInt MurmurHash ( const void * key, int len, uint32_t seed=DEFAULT_SEED) {
+ return MurmurHash32(key,len,seed);
+}
+
+// 64-bit hash for 32-bit platforms
+
+inline uint64_t MurmurHash64 ( const void * key, int len, uint32_t seed=DEFAULT_SEED)
+{
+ const uint32_t m = 0x5bd1e995;
+ const int r = 24;
+
+ uint32_t h1 = seed ^ len;
+ uint32_t h2 = 0;
+
+ const uint32_t * data = (const uint32_t *)key;
+
+ while(len >= 8)
+ {
+ uint32_t k1 = *data++;
+ k1 *= m; k1 ^= k1 >> r; k1 *= m;
+ h1 *= m; h1 ^= k1;
+ len -= 4;
+
+ uint32_t k2 = *data++;
+ k2 *= m; k2 ^= k2 >> r; k2 *= m;
+ h2 *= m; h2 ^= k2;
+ len -= 4;
+ }
+
+ if(len >= 4)
+ {
+ uint32_t k1 = *data++;
+ k1 *= m; k1 ^= k1 >> r; k1 *= m;
+ h1 *= m; h1 ^= k1;
+ len -= 4;
+ }
+
+ switch(len)
+ {
+ case 3: h2 ^= ((unsigned char*)data)[2] << 16;
+ case 2: h2 ^= ((unsigned char*)data)[1] << 8;
+ case 1: h2 ^= ((unsigned char*)data)[0];
+ h2 *= m;
+ };
+
+ h1 ^= h2 >> 18; h1 *= m;
+ h2 ^= h1 >> 22; h2 *= m;
+ h1 ^= h2 >> 17; h1 *= m;
+ h2 ^= h1 >> 19; h2 *= m;
+
+ uint64_t h = h1;
+
+ h = (h << 32) | h2;
+
+ return h;
+}
+
+#endif
+//32bit
+
+struct MurmurHasher {
+ size_t operator()(const string& s) const {
+ return MurmurHash(s.c_str(), s.size());
+ }
+};
+
+struct StrMap {
+ StrMap() { keys_.reserve(10000); keys_.push_back("<bad0>"); map_[keys_[0]] = 0; }
+ unordered_map<string, int, MurmurHasher> map_;
+ vector<string> keys_;
+};
+
+StrMap* stringmap_new() {
+ return new StrMap;
+}
+
+void stringmap_delete(StrMap *vocab) {
+ delete vocab;
+}
+
+int stringmap_index(StrMap *vocab, char *s) {
+ int& cell = vocab->map_[s];
+ if (!cell) {
+ cell = vocab->keys_.size();
+ vocab->keys_.push_back(s);
+ }
+ return cell;
+}
+
+char* stringmap_word(StrMap *vocab, int i) {
+ return const_cast<char *>(vocab->keys_[i].c_str());
+}
+
diff --git a/python/cdec/sa/strmap.h b/python/cdec/sa/strmap.h
new file mode 100644
index 00000000..a218a4c0
--- /dev/null
+++ b/python/cdec/sa/strmap.h
@@ -0,0 +1,22 @@
+#ifndef _STRMAP_H_
+#define _STRMAP_H_
+
+#ifdef __cplusplus
+ extern "C" {
+#else
+ typedef struct StrMap StrMap; /* dummy type to stand in for class */
+#endif
+
+struct StrMap;
+
+StrMap* stringmap_new();
+void stringmap_delete(StrMap *vocab);
+int stringmap_index(StrMap *vocab, char *s);
+char* stringmap_word(StrMap *vocab, int i);
+
+#ifdef __cplusplus
+ }
+#endif
+
+
+#endif
diff --git a/python/cdec/sa/suffix_array.pxi b/python/cdec/sa/suffix_array.pxi
new file mode 100644
index 00000000..de4adcd9
--- /dev/null
+++ b/python/cdec/sa/suffix_array.pxi
@@ -0,0 +1,250 @@
+# Defines suffix arrays that can be directly written to/read from disk in binary format
+# Adam Lopez <alopez@cs.umd.edu>
+
+from libc.stdio cimport FILE, fclose, fopen
+
+cdef class SuffixArray:
+ cdef DataArray darray
+ cdef IntList sa
+ cdef IntList ha
+
+ def __cinit__(self, from_binary=None, from_text=None, side=None):
+ self.darray = DataArray()
+ self.sa = IntList()
+ self.ha = IntList()
+ if from_binary:
+ self.read_binary(from_binary)
+ elif from_text:
+ self.read_text(from_text, side)
+
+ def __getitem__(self, i):
+ return self.sa.arr[i]
+
+ def read_text(self, filename, side):
+ '''Constructs suffix array using the algorithm
+ of Larsson & Sadahkane (1999)'''
+ cdef int V, N, i, j, h, a_i, n, current_run, skip
+ cdef IntList isa, word_count
+
+ self.darray = DataArray(from_text=filename, side=side, use_sent_id=True)
+ N = len(self.darray)
+ V = len(self.darray.id2word)
+
+ self.sa = IntList(initial_len=N)
+ self.ha = IntList(initial_len=V+1)
+
+ isa = IntList(initial_len=N)
+ word_count = IntList(initial_len=V+1)
+
+ '''Step 1: bucket sort data'''
+ cdef float sort_start_time = monitor_cpu()
+ cdef float start_time = sort_start_time
+ for i from 0 <= i < N:
+ a_i = self.darray.data.arr[i]
+ word_count.arr[a_i] = word_count.arr[a_i] + 1
+
+ n = 0
+ for i from 0 <= i < V+1:
+ self.ha.arr[i] = n
+ n = n + word_count.arr[i]
+ word_count.arr[i] = 0
+
+ for i from 0 <= i < N:
+ a_i = self.darray.data.arr[i]
+ self.sa.arr[self.ha.arr[a_i] + word_count.arr[a_i]] = i
+ isa.arr[i] = self.ha.arr[a_i + 1] - 1 # bucket pointer is last index in bucket
+ word_count.arr[a_i] = word_count.arr[a_i] + 1
+
+ '''Determine size of initial runs'''
+ current_run = 0
+ for i from 0 <= i < V+1:
+ if i < V and self.ha.arr[i+1] - self.ha.arr[i] == 1:
+ current_run = current_run + 1
+ else:
+ if current_run > 0:
+ self.sa.arr[self.ha.arr[i] - current_run] = -current_run
+ current_run = 0
+
+ logger.info(" Bucket sort took %f seconds", (monitor_cpu() - sort_start_time))
+
+ '''Step 2: prefix-doubling sort'''
+ h = 1
+ while self.sa.arr[0] != -N:
+ sort_start_time = monitor_cpu()
+ logger.debug(" Refining, sort depth = %d", h)
+ i = 0
+ skip = 0
+ while i < N:
+ if self.sa.arr[i] < 0:
+ skip = skip + self.sa.arr[i]
+ i = i - self.sa.arr[i]
+ else:
+ if skip < 0:
+ self.sa.arr[i+skip] = skip
+ skip = 0
+ j = isa.arr[self.sa.arr[i]]
+ self.q3sort(i, j, h, isa)
+ i = j+1
+ if skip < 0:
+ self.sa.arr[i+skip] = skip
+ h = h * 2
+ logger.debug(" Refinement took %f seconds", (monitor_cpu() - sort_start_time))
+
+ '''Step 3: read off suffix array from inverse suffix array'''
+ logger.info(" Finalizing sort...")
+ for i from 0 <= i < N:
+ j = isa.arr[i]
+ self.sa.arr[j] = i
+ logger.info("Suffix array construction took %f seconds", (monitor_cpu() - start_time))
+
+ def q3sort(self, int i, int j, int h, IntList isa, pad=""):
+ '''This is a ternary quicksort. It divides the array into
+ three partitions: items less than the pivot, items equal
+ to pivot, and items greater than pivot. The first and last
+ of these partitions are then recursively sorted'''
+ cdef int k, midpoint, pval, phead, ptail, tmp
+
+ if j-i < -1:
+ raise Exception("Unexpected condition found in q3sort: sort from %d to %d" % (i,j))
+ if j-i == -1: # recursive base case -- empty interval
+ return
+ if (j-i == 0): # recursive base case -- singleton interval
+ isa.arr[self.sa.arr[i]] = i
+ self.sa.arr[i] = -1
+ return
+
+ # NOTE: choosing the first item as a pivot value resulted in
+ # stack overflow for some very large buckets. I think there
+ # is a natural bias towards order due the way the word ids are
+ # assigned; thus this resulted in the range to the left of the
+ # pivot being nearly empty. Therefore, choose the middle item.
+ # If the method of assigning word_id's is changed, this method
+ # may need to be reconsidered as well.
+ midpoint = (i+j)/2
+ pval = isa.arr[self.sa.arr[midpoint] + h]
+ if i != midpoint:
+ tmp = self.sa.arr[midpoint]
+ self.sa.arr[midpoint] = self.sa.arr[i]
+ self.sa.arr[i] = tmp
+ phead = i
+ ptail = i
+
+ # find the three partitions. phead marks the first element
+ # of the middle partition, and ptail marks the last element
+ for k from i+1 <= k < j+1:
+ if isa.arr[self.sa.arr[k] + h] < pval:
+ if k > ptail+1:
+ tmp = self.sa.arr[phead]
+ self.sa.arr[phead] = self.sa.arr[k]
+ self.sa.arr[k] = self.sa.arr[ptail+1]
+ self.sa.arr[ptail+1] = tmp
+ else: # k == ptail+1
+ tmp = self.sa.arr[phead]
+ self.sa.arr[phead] = self.sa.arr[k]
+ self.sa.arr[k] = tmp
+ phead = phead + 1
+ ptail = ptail + 1
+ else:
+ if isa.arr[self.sa.arr[k] + h] == pval:
+ if k > ptail+1:
+ tmp = self.sa.arr[ptail+1]
+ self.sa.arr[ptail+1] = self.sa.arr[k]
+ self.sa.arr[k] = tmp
+ ptail = ptail + 1
+
+ # recursively sort smaller suffixes
+ self.q3sort(i, phead-1, h, isa, pad+" ")
+
+ # update suffixes with pivot value
+ # corresponds to update_group function in Larsson & Sadakane
+ for k from phead <= k < ptail+1:
+ isa.arr[self.sa.arr[k]] = ptail
+ if phead == ptail:
+ self.sa.arr[phead] = -1
+
+ # recursively sort larger suffixes
+ self.q3sort(ptail+1, j, h, isa, pad+" ")
+
+
+ def write_text(self, char* filename):
+ self.darray.write_text(filename)
+
+ def read_binary(self, char* filename):
+ cdef FILE *f
+ f = fopen(filename, "r")
+ self.darray.read_handle(f)
+ self.sa.read_handle(f)
+ self.ha.read_handle(f)
+ fclose(f)
+
+ def write_binary(self, char* filename):
+ cdef FILE* f
+ f = fopen(filename, "w")
+ self.darray.write_handle(f)
+ self.sa.write_handle(f)
+ self.ha.write_handle(f)
+ fclose(f)
+
+ def write_enhanced(self, char* filename):
+ with open(filename, "w") as f:
+ self.darray.write_enhanced_handle(f)
+ for a_i in self.sa:
+ f.write("%d " % a_i)
+ f.write("\n")
+ for w_i in self.ha:
+ f.write("%d " % w_i)
+ f.write("\n")
+
+ cdef int __search_high(self, int word_id, int offset, int low, int high):
+ cdef int midpoint
+
+ if low >= high:
+ return high
+ midpoint = (high + low) / 2
+ if self.darray.data.arr[self.sa.arr[midpoint] + offset] == word_id:
+ return self.__search_high(word_id, offset, midpoint+1, high)
+ else:
+ return self.__search_high(word_id, offset, low, midpoint)
+
+ cdef int __search_low(self, int word_id, int offset, int low, int high):
+ cdef int midpoint
+
+ if low >= high:
+ return high
+ midpoint = (high + low) / 2
+ if self.darray.data.arr[self.sa.arr[midpoint] + offset] == word_id:
+ return self.__search_low(word_id, offset, low, midpoint)
+ else:
+ return self.__search_low(word_id, offset, midpoint+1, high)
+
+ cdef __get_range(self, int word_id, int offset, int low, int high, int midpoint):
+ return (self.__search_low(word_id, offset, low, midpoint),
+ self.__search_high(word_id, offset, midpoint, high))
+
+ cdef __lookup_helper(self, int word_id, int offset, int low, int high):
+ cdef int midpoint
+
+ if offset == 0:
+ return (self.ha.arr[word_id], self.ha.arr[word_id+1])
+ if low >= high:
+ return None
+
+ midpoint = (high + low) / 2
+ if self.darray.data.arr[self.sa.arr[midpoint] + offset] == word_id:
+ return self.__get_range(word_id, offset, low, high, midpoint)
+ if self.darray.data.arr[self.sa.arr[midpoint] + offset] > word_id:
+ return self.__lookup_helper(word_id, offset, low, midpoint)
+ else:
+ return self.__lookup_helper(word_id, offset, midpoint+1, high)
+
+ def lookup(self, word, int offset, int low, int high):
+ cdef int wordid
+ if low == -1:
+ low = 0
+ if high == -1:
+ high = len(self.sa)
+ if word in self.darray.word2id:
+ word_id = self.darray.word2id[word]
+ return self.__lookup_helper(word_id, offset, low, high)
+ else:
+ return None
diff --git a/python/cdec/sa/sym.pxi b/python/cdec/sa/sym.pxi
new file mode 100644
index 00000000..f253aec0
--- /dev/null
+++ b/python/cdec/sa/sym.pxi
@@ -0,0 +1,125 @@
+from libc.string cimport strrchr, strstr, strcpy, strlen
+from libc.stdlib cimport malloc, realloc, strtol
+
+cdef int INDEX_SHIFT = 3
+cdef int INDEX_MASK = (1<<INDEX_SHIFT)-1
+
+cdef class Alphabet:
+ cdef readonly StringMap terminals, nonterminals
+ cdef int first_nonterminal, last_nonterminal
+ cdef dict id2sym
+
+ def __cinit__(self):
+ self.terminals = StringMap()
+ self.nonterminals = StringMap()
+ self.id2sym = {}
+ self.first_nonterminal = -1
+
+ def __dealloc__(self):
+ pass
+
+ cdef int isvar(self, int sym):
+ return sym < 0
+
+ cdef int isword(self, int sym):
+ return sym >= 0
+
+ cdef int getindex(self, int sym):
+ return -sym & INDEX_MASK
+
+ cdef int setindex(self, int sym, int ind):
+ return -(-sym & ~INDEX_MASK | ind)
+
+ cdef int clearindex(self, int sym):
+ return -(-sym& ~INDEX_MASK)
+
+ cdef int match(self, int sym1, int sym2):
+ return self.clearindex(sym1) == self.clearindex(sym2);
+
+ cdef char* tocat(self, int sym):
+ return self.nonterminals.word((-sym >> INDEX_SHIFT)-1)
+
+ cdef int fromcat(self, char *s):
+ cdef int i
+ i = self.nonterminals.index(s)
+ if self.first_nonterminal == -1:
+ self.first_nonterminal = i
+ if i > self.last_nonterminal:
+ self.last_nonterminal = i
+ return -(i+1 << INDEX_SHIFT)
+
+ cdef char* tostring(self, int sym):
+ cdef int ind
+ if self.isvar(sym):
+ if sym in self.id2sym:
+ return self.id2sym[sym]
+ ind = self.getindex(sym)
+ if ind > 0:
+ self.id2sym[sym] = "[%s,%d]" % (self.tocat(sym), ind)
+ else:
+ self.id2sym[sym] = "[%s]" % self.tocat(sym)
+ return self.id2sym[sym]
+ else:
+ return self.terminals.word(sym)
+
+ cdef int fromstring(self, char *s, bint terminal):
+ """Warning: this method is allowed to alter s."""
+ cdef char *comma
+ cdef int n
+ n = strlen(s)
+ cdef char *sep
+ sep = strstr(s,"_SEP_")
+ if n >= 3 and s[0] == c'[' and s[n-1] == c']' and sep == NULL:
+ if terminal:
+ s1 = "\\"+s
+ return self.terminals.index(s1)
+ s[n-1] = c'\0'
+ s = s + 1
+ comma = strrchr(s, c',')
+ if comma != NULL:
+ comma[0] = c'\0'
+ return self.setindex(self.fromcat(s), strtol(comma+1, NULL, 10))
+ else:
+ return self.fromcat(s)
+ else:
+ return self.terminals.index(s)
+
+cdef Alphabet ALPHABET = Alphabet()
+
+cdef char* sym_tostring(int sym):
+ return ALPHABET.tostring(sym)
+
+cdef char* sym_tocat(int sym):
+ return ALPHABET.tocat(sym)
+
+cdef int sym_isvar(int sym):
+ return ALPHABET.isvar(sym)
+
+cdef int sym_getindex(int sym):
+ return ALPHABET.getindex(sym)
+
+cdef int sym_setindex(int sym, int id):
+ return ALPHABET.setindex(sym, id)
+
+cdef int sym_fromstring(char* string, bint terminal):
+ return ALPHABET.fromstring(string, terminal)
+
+def isvar(sym):
+ return sym_isvar(sym)
+
+def make_lattice(words):
+ word_ids = (sym_fromstring(word, True) for word in words)
+ return tuple(((word, None, 1), ) for word in word_ids)
+
+def decode_lattice(lattice):
+ return tuple((sym_tostring(sym), weight, dist) for (sym, weight, dist) in arc
+ for arc in node for node in lattice)
+
+def decode_sentence(lattice):
+ return tuple(sym_tostring(sym) for ((sym, _, _),) in lattice)
+
+def encode_words(words):
+ return tuple(sym_fromstring(word, True) for word in words)
+
+def decode_words(syms):
+ return tuple(sym_tostring(sym) for sym in syms) \ No newline at end of file
diff --git a/python/cdec/sa/veb.pxi b/python/cdec/sa/veb.pxi
new file mode 100644
index 00000000..40af3a68
--- /dev/null
+++ b/python/cdec/sa/veb.pxi
@@ -0,0 +1,392 @@
+"""This module implements a partial stratified tree (van Emde Boas, 1977).
+Only insert findsucc, __iter__, and __contains__ are implemented.
+Delete is currently not supported.
+There is very little error-checking in this code -- it is designed
+to be used in the limited situation described in Lopez (EMNLP-CoNLL 2007),
+which doesn't cover all of the possible ways that you could misuse it
+(e.g. trying to insert a key larger than the universe size)
+Other notes -- this code is really rather ugly C code masquerading as
+Pyrex/Python. Virtual function calls are bypassed by hand in several
+places for the sake of efficiency, and other Python niceties are
+removed for the same reason."""
+
+from libc.stdlib cimport malloc, free
+from libc.math cimport log, ceil
+from libc.string cimport memset
+
+cdef int MIN_BOTTOM_SIZE = 32
+cdef int MIN_BOTTOM_BITS = 5
+cdef int LOWER_MASK[32]
+
+cdef void _init_lower_mask():
+ cdef unsigned i
+ cdef int mask = 0
+ for i in range(MIN_BOTTOM_SIZE):
+ mask = (mask << 1) + 1
+ LOWER_MASK[i] = mask
+
+_init_lower_mask()
+
+cdef struct _BitSet:
+ long bitset
+ int min_val
+ int max_val
+ int size
+
+
+cdef _BitSet* new_BitSet():
+ cdef _BitSet* b
+
+ b = <_BitSet*> malloc(sizeof(_BitSet))
+ b.bitset = 0
+ b.min_val = -1
+ b.max_val = -1
+ b.size = 0
+ return b
+
+
+cdef int bitset_findsucc(_BitSet* b, int i):
+ cdef int bitset, mask
+ cdef int low, high, mid
+
+ if b.max_val == -1 or i >= b.max_val:
+ return -1
+ if i < b.min_val:
+ return b.min_val
+
+ bitset = b.bitset & ~LOWER_MASK[i]
+ low = i+1
+ high = b.max_val+1
+ while low < high-1:
+ mid = (high + low)/2
+ mask = ~(LOWER_MASK[high-1] ^ LOWER_MASK[mid-1])
+ if bitset & mask == 0:
+ low = mid
+ else:
+ bitset = bitset & mask
+ high = mid
+ return low
+
+
+cdef int bitset_insert(_BitSet* b, int i):
+ cdef int val
+
+ val = 1 << i
+ if b.bitset & val == 0:
+ b.bitset = b.bitset | val
+ if b.size == 0:
+ b.min_val = i
+ b.max_val = i
+ else:
+ if i < b.min_val:
+ b.min_val = i
+ if i > b.max_val:
+ b.max_val = i
+ b.size = b.size + 1
+ return 1
+ return 0
+
+
+cdef int bitset_contains(_BitSet* b, int i):
+ cdef int val
+
+ val = 1 << i
+ if b.bitset & val == 0:
+ return 0
+ else:
+ return 1
+
+
+cdef class BitSetIterator:
+ cdef _BitSet* b
+ cdef int next_val
+
+ def __next__(self):
+ cdef int ret_val
+
+ if self.next_val == -1:
+ raise StopIteration()
+ ret_val = self.next_val
+ self.next_val = bitset_findsucc(self.b, ret_val)
+ return ret_val
+
+
+
+# This is a Python wrapper class to give access to the
+# (entirely C-implemented) _BitSet struct.
+# Very slow; use only for debugging
+cdef class BitSet:
+
+ cdef _BitSet* b
+
+ def __cinit__(self):
+ self.b = new_BitSet()
+
+ def __dealloc__(self):
+ free(self.b)
+
+ def __iter__(self):
+ cdef BitSetIterator it
+ it = BitSetIterator()
+ it.b = self.b
+ it.next_val = self.b.min_val
+ return it
+
+ def insert(self, i):
+ return bitset_insert(self.b, i)
+
+ def findsucc(self, i):
+ return bitset_findsucc(self.b, i)
+
+ def __str__(self):
+ return dec2bin(self.b.bitset)+" ("+str(self.b.size)+","+str(self.b.min_val)+","+str(self.b.max_val)+")"
+
+ def min(self):
+ return self.b.min_val
+
+ def max(self):
+ return self.b.max_val
+
+ def __len__(self):
+ return self.b.size
+
+ def __contains__(self, i):
+ return bool(bitset_contains(self.b, i))
+
+
+cdef str dec2bin(long i):
+ cdef str result = ""
+ cdef unsigned d
+ for d in range(MIN_BOTTOM_SIZE):
+ if i & LOWER_MASK[0] == 0:
+ result = "0"+result
+ else:
+ result = "1"+result
+ i = i >> 1
+ return result
+
+cdef struct _VEB:
+ int top_universe_size
+ int num_bottom_bits
+ int max_val
+ int min_val
+ int size
+ void* top
+ void** bottom
+
+cdef _VEB* new_VEB(int n):
+ cdef _VEB* veb
+ cdef int num_bits, num_top_bits, i
+
+ veb = <_VEB*> malloc(sizeof(_VEB))
+
+ num_bits = int(ceil(log(n) / log(2)))
+ veb.num_bottom_bits = num_bits/2
+ if veb.num_bottom_bits < MIN_BOTTOM_BITS:
+ veb.num_bottom_bits = MIN_BOTTOM_BITS
+ veb.top_universe_size = (n >> veb.num_bottom_bits) + 1
+
+ veb.bottom = <void**> malloc(veb.top_universe_size * sizeof(void*))
+ memset(veb.bottom, 0, veb.top_universe_size * sizeof(void*))
+
+ if veb.top_universe_size > MIN_BOTTOM_SIZE:
+ veb.top = new_VEB(veb.top_universe_size)
+ else:
+ veb.top = new_BitSet()
+
+ veb.max_val = -1
+ veb.min_val = -1
+ veb.size = 0
+ return veb
+
+
+cdef int VEB_insert(_VEB* veb, int i):
+ cdef _VEB* subv
+ cdef _BitSet* subb
+ cdef int a, b, tmp
+
+ if veb.size == 0:
+ veb.min_val = i
+ veb.max_val = i
+ elif i == veb.min_val or i == veb.max_val:
+ return 0
+ else:
+ if i < veb.min_val:
+ tmp = i
+ i = veb.min_val
+ veb.min_val = tmp
+ a = i >> veb.num_bottom_bits
+ b = i & LOWER_MASK[veb.num_bottom_bits-1]
+ if veb.bottom[a] == NULL:
+ if veb.top_universe_size > MIN_BOTTOM_SIZE:
+ subv = <_VEB*> veb.top
+ VEB_insert(subv, a)
+ else:
+ subb = <_BitSet*> veb.top
+ bitset_insert(subb, a)
+ if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ veb.bottom[a] = new_VEB(1 << veb.num_bottom_bits)
+ else:
+ veb.bottom[a] = new_BitSet()
+ if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ subv = <_VEB*> veb.bottom[a]
+ if VEB_insert(subv, b) == 0:
+ return 0
+ else:
+ subb = <_BitSet*> veb.bottom[a]
+ if bitset_insert(subb, b) == 0:
+ return 0
+
+ if i > veb.max_val:
+ veb.max_val = i
+ veb.size = veb.size + 1
+ return 1
+
+
+cdef del_VEB(_VEB* veb):
+ cdef int i
+
+ if veb.top_universe_size > MIN_BOTTOM_SIZE:
+ i = (<_VEB*> veb.top).min_val
+ else:
+ i = (<_BitSet*> veb.top).min_val
+
+ while i != -1:
+ if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ del_VEB(<_VEB*> veb.bottom[i])
+ else:
+ free(<_BitSet*> veb.bottom[i])
+
+ if veb.top_universe_size > MIN_BOTTOM_SIZE:
+ i = VEB_findsucc(<_VEB*> veb.top, i)
+ else:
+ i = bitset_findsucc(<_BitSet*> veb.top, i)
+
+ if veb.top_universe_size > MIN_BOTTOM_SIZE:
+ del_VEB(<_VEB*> veb.top)
+ else:
+ free(<_BitSet*> veb.top)
+ free(veb.bottom)
+ free(veb)
+
+
+cdef int VEB_findsucc(_VEB* veb, int i):
+ cdef _VEB* subv
+ cdef _BitSet* subb
+ cdef int a, b, j, c, found
+
+ if veb.max_val == -1 or i>=veb.max_val:
+ return -1
+ if i < veb.min_val:
+ return veb.min_val
+
+ a = i >> veb.num_bottom_bits
+ b = i & LOWER_MASK[veb.num_bottom_bits-1]
+ found = 0
+ if veb.bottom[a] != NULL:
+ if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ subv = <_VEB*> veb.bottom[a]
+ if subv.max_val > b:
+ j = (a << veb.num_bottom_bits) + VEB_findsucc(subv, b)
+ found = 1
+ else:
+ subb = <_BitSet*> veb.bottom[a]
+ if subb.max_val > b:
+ j = (a << veb.num_bottom_bits) + bitset_findsucc(subb, b)
+ found = 1
+ if found==0:
+ if veb.top_universe_size > MIN_BOTTOM_SIZE:
+ subv = <_VEB*> veb.top
+ c = VEB_findsucc(subv, a)
+ else:
+ subb = <_BitSet*> veb.top
+ c = bitset_findsucc(subb, a)
+ if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ subv = <_VEB*> veb.bottom[c]
+ j = (c << veb.num_bottom_bits) + subv.min_val
+ else:
+ subb = <_BitSet*> veb.bottom[c]
+ j = (c << veb.num_bottom_bits) + subb.min_val
+ return j
+
+
+cdef int VEB_contains(_VEB* veb, int i):
+ cdef _VEB* subv
+ cdef _BitSet* subb
+ cdef int a, b
+
+ if veb.size == 0 or i < veb.min_val or i > veb.max_val:
+ return 0
+
+ if veb.min_val == i:
+ return 1
+ else:
+ if veb.size == 1:
+ return 0
+
+ a = i >> veb.num_bottom_bits
+ b = i & LOWER_MASK[veb.num_bottom_bits-1]
+ if veb.bottom[a] == NULL:
+ return 0
+ else:
+ if veb.num_bottom_bits > MIN_BOTTOM_BITS:
+ subv = <_VEB*> veb.bottom[a]
+ return VEB_contains(subv, b)
+ else:
+ subb = <_BitSet*> veb.bottom[a]
+ return bitset_contains(subb, b)
+
+
+cdef class VEBIterator:
+ cdef _VEB* v
+ cdef int next_val
+
+ def __next__(self):
+ cdef int ret_val
+
+ if self.next_val == -1:
+ raise StopIteration()
+ ret_val = self.next_val
+ self.next_val = VEB_findsucc(self.v, ret_val)
+ return ret_val
+
+
+cdef class VEB:
+ cdef _VEB* veb
+ cdef int _findsucc(self, int i)
+ cdef int _insert(self, int i)
+ cdef int _first(self)
+
+ def __cinit__(self, int size):
+ self.veb = new_VEB(size)
+
+ def __dealloc__(self):
+ del_VEB(self.veb)
+
+ def __iter__(self):
+ cdef VEBIterator it
+ it = VEBIterator()
+ it.v = self.veb
+ it.next_val = self.veb.min_val
+ return it
+
+ def insert(self, i):
+ return VEB_insert(self.veb, i)
+
+ cdef int _insert(self, int i):
+ return VEB_insert(self.veb, i)
+
+ def findsucc(self, i):
+ return VEB_findsucc(self.veb, i)
+
+ cdef int _first(self):
+ return self.veb.min_val
+
+ cdef int _findsucc(self, int i):
+ return VEB_findsucc(self.veb, i)
+
+ def __len__(self):
+ return self.veb.size
+
+ def __contains__(self, i):
+ return VEB_contains(self.veb, i)