/* Generated by Cython 0.29.21 */

/* BEGIN: Cython Metadata
{
    "distutils": {
        "name": "InformationRetrieval.Document.Collection",
        "sources": [
            "InformationRetrieval/Document/Collection.pxd"
        ]
    },
    "module_name": "InformationRetrieval.Document.Collection"
}
END: Cython Metadata */

#define PY_SSIZE_T_CLEAN
#include "Python.h"
#ifndef Py_PYTHON_H
    #error Python headers needed to compile C extensions, please install development version of Python.
#elif PY_VERSION_HEX < 0x02060000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000)
    #error Cython requires Python 2.6+ or Python 3.3+.
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#define CYTHON_ABI "0_29_21"
#define CYTHON_HEX_VERSION 0x001D15F0
#define CYTHON_FUTURE_DIVISION 1
#include <stddef.h>
#ifndef offsetof
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#endif
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#ifndef DL_IMPORT
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#ifndef DL_EXPORT
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#define __PYX_COMMA ,
#ifndef HAVE_LONG_LONG
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    #define HAVE_LONG_LONG
  #endif
#endif
#ifndef PY_LONG_LONG
  #define PY_LONG_LONG LONG_LONG
#endif
#ifndef Py_HUGE_VAL
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#ifdef PYPY_VERSION
  #define CYTHON_COMPILING_IN_PYPY 1
  #define CYTHON_COMPILING_IN_PYSTON 0
  #define CYTHON_COMPILING_IN_CPYTHON 0
  #undef CYTHON_USE_TYPE_SLOTS
  #define CYTHON_USE_TYPE_SLOTS 0
  #undef CYTHON_USE_PYTYPE_LOOKUP
  #define CYTHON_USE_PYTYPE_LOOKUP 0
  #if PY_VERSION_HEX < 0x03050000
    #undef CYTHON_USE_ASYNC_SLOTS
    #define CYTHON_USE_ASYNC_SLOTS 0
  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
    #define CYTHON_USE_ASYNC_SLOTS 1
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  #undef CYTHON_USE_PYLIST_INTERNALS
  #define CYTHON_USE_PYLIST_INTERNALS 0
  #undef CYTHON_USE_UNICODE_INTERNALS
  #define CYTHON_USE_UNICODE_INTERNALS 0
  #undef CYTHON_USE_UNICODE_WRITER
  #define CYTHON_USE_UNICODE_WRITER 0
  #undef CYTHON_USE_PYLONG_INTERNALS
  #define CYTHON_USE_PYLONG_INTERNALS 0
  #undef CYTHON_AVOID_BORROWED_REFS
  #define CYTHON_AVOID_BORROWED_REFS 1
  #undef CYTHON_ASSUME_SAFE_MACROS
  #define CYTHON_ASSUME_SAFE_MACROS 0
  #undef CYTHON_UNPACK_METHODS
  #define CYTHON_UNPACK_METHODS 0
  #undef CYTHON_FAST_THREAD_STATE
  #define CYTHON_FAST_THREAD_STATE 0
  #undef CYTHON_FAST_PYCALL
  #define CYTHON_FAST_PYCALL 0
  #undef CYTHON_PEP489_MULTI_PHASE_INIT
  #define CYTHON_PEP489_MULTI_PHASE_INIT 0
  #undef CYTHON_USE_TP_FINALIZE
  #define CYTHON_USE_TP_FINALIZE 0
  #undef CYTHON_USE_DICT_VERSIONS
  #define CYTHON_USE_DICT_VERSIONS 0
  #undef CYTHON_USE_EXC_INFO_STACK
  #define CYTHON_USE_EXC_INFO_STACK 0
#elif defined(PYSTON_VERSION)
  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_PYSTON 1
  #define CYTHON_COMPILING_IN_CPYTHON 0
  #ifndef CYTHON_USE_TYPE_SLOTS
    #define CYTHON_USE_TYPE_SLOTS 1
  #endif
  #undef CYTHON_USE_PYTYPE_LOOKUP
  #define CYTHON_USE_PYTYPE_LOOKUP 0
  #undef CYTHON_USE_ASYNC_SLOTS
  #define CYTHON_USE_ASYNC_SLOTS 0
  #undef CYTHON_USE_PYLIST_INTERNALS
  #define CYTHON_USE_PYLIST_INTERNALS 0
  #ifndef CYTHON_USE_UNICODE_INTERNALS
    #define CYTHON_USE_UNICODE_INTERNALS 1
  #endif
  #undef CYTHON_USE_UNICODE_WRITER
  #define CYTHON_USE_UNICODE_WRITER 0
  #undef CYTHON_USE_PYLONG_INTERNALS
  #define CYTHON_USE_PYLONG_INTERNALS 0
  #ifndef CYTHON_AVOID_BORROWED_REFS
    #define CYTHON_AVOID_BORROWED_REFS 0
  #endif
  #ifndef CYTHON_ASSUME_SAFE_MACROS
    #define CYTHON_ASSUME_SAFE_MACROS 1
  #endif
  #ifndef CYTHON_UNPACK_METHODS
    #define CYTHON_UNPACK_METHODS 1
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  #undef CYTHON_FAST_THREAD_STATE
  #define CYTHON_FAST_THREAD_STATE 0
  #undef CYTHON_FAST_PYCALL
  #define CYTHON_FAST_PYCALL 0
  #undef CYTHON_PEP489_MULTI_PHASE_INIT
  #define CYTHON_PEP489_MULTI_PHASE_INIT 0
  #undef CYTHON_USE_TP_FINALIZE
  #define CYTHON_USE_TP_FINALIZE 0
  #undef CYTHON_USE_DICT_VERSIONS
  #define CYTHON_USE_DICT_VERSIONS 0
  #undef CYTHON_USE_EXC_INFO_STACK
  #define CYTHON_USE_EXC_INFO_STACK 0
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  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_PYSTON 0
  #define CYTHON_COMPILING_IN_CPYTHON 1
  #ifndef CYTHON_USE_TYPE_SLOTS
    #define CYTHON_USE_TYPE_SLOTS 1
  #endif
  #if PY_VERSION_HEX < 0x02070000
    #undef CYTHON_USE_PYTYPE_LOOKUP
    #define CYTHON_USE_PYTYPE_LOOKUP 0
  #elif !defined(CYTHON_USE_PYTYPE_LOOKUP)
    #define CYTHON_USE_PYTYPE_LOOKUP 1
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  #if PY_MAJOR_VERSION < 3
    #undef CYTHON_USE_ASYNC_SLOTS
    #define CYTHON_USE_ASYNC_SLOTS 0
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    #define CYTHON_USE_ASYNC_SLOTS 1
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  #if PY_VERSION_HEX < 0x02070000
    #undef CYTHON_USE_PYLONG_INTERNALS
    #define CYTHON_USE_PYLONG_INTERNALS 0
  #elif !defined(CYTHON_USE_PYLONG_INTERNALS)
    #define CYTHON_USE_PYLONG_INTERNALS 1
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  #ifndef CYTHON_USE_PYLIST_INTERNALS
    #define CYTHON_USE_PYLIST_INTERNALS 1
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  #ifndef CYTHON_USE_UNICODE_INTERNALS
    #define CYTHON_USE_UNICODE_INTERNALS 1
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  #if PY_VERSION_HEX < 0x030300F0
    #undef CYTHON_USE_UNICODE_WRITER
    #define CYTHON_USE_UNICODE_WRITER 0
  #elif !defined(CYTHON_USE_UNICODE_WRITER)
    #define CYTHON_USE_UNICODE_WRITER 1
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  #ifndef CYTHON_AVOID_BORROWED_REFS
    #define CYTHON_AVOID_BORROWED_REFS 0
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  #ifndef CYTHON_ASSUME_SAFE_MACROS
    #define CYTHON_ASSUME_SAFE_MACROS 1
  #endif
  #ifndef CYTHON_UNPACK_METHODS
    #define CYTHON_UNPACK_METHODS 1
  #endif
  #ifndef CYTHON_FAST_THREAD_STATE
    #define CYTHON_FAST_THREAD_STATE 1
  #endif
  #ifndef CYTHON_FAST_PYCALL
    #define CYTHON_FAST_PYCALL 1
  #endif
  #ifndef CYTHON_PEP489_MULTI_PHASE_INIT
    #define CYTHON_PEP489_MULTI_PHASE_INIT (PY_VERSION_HEX >= 0x03050000)
  #endif
  #ifndef CYTHON_USE_TP_FINALIZE
    #define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1)
  #endif
  #ifndef CYTHON_USE_DICT_VERSIONS
    #define CYTHON_USE_DICT_VERSIONS (PY_VERSION_HEX >= 0x030600B1)
  #endif
  #ifndef CYTHON_USE_EXC_INFO_STACK
    #define CYTHON_USE_EXC_INFO_STACK (PY_VERSION_HEX >= 0x030700A3)
  #endif
#endif
#if !defined(CYTHON_FAST_PYCCALL)
#define CYTHON_FAST_PYCCALL  (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)
#endif
#if CYTHON_USE_PYLONG_INTERNALS
  #include "longintrepr.h"
  #undef SHIFT
  #undef BASE
  #undef MASK
  #ifdef SIZEOF_VOID_P
    enum { __pyx_check_sizeof_voidp = 1 / (int)(SIZEOF_VOID_P == sizeof(void*)) };
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#ifndef __has_attribute
  #define __has_attribute(x) 0
#endif
#ifndef __has_cpp_attribute
  #define __has_cpp_attribute(x) 0
#endif
#ifndef CYTHON_RESTRICT
  #if defined(__GNUC__)
    #define CYTHON_RESTRICT __restrict__
  #elif defined(_MSC_VER) && _MSC_VER >= 1400
    #define CYTHON_RESTRICT __restrict
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_RESTRICT restrict
  #else
    #define CYTHON_RESTRICT
  #endif
#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
#ifndef CYTHON_MAYBE_UNUSED_VAR
#  if defined(__cplusplus)
     template<class T> void CYTHON_MAYBE_UNUSED_VAR( const T& ) { }
#  else
#    define CYTHON_MAYBE_UNUSED_VAR(x) (void)(x)
#  endif
#endif
#ifndef CYTHON_NCP_UNUSED
# if CYTHON_COMPILING_IN_CPYTHON
#  define CYTHON_NCP_UNUSED
# else
#  define CYTHON_NCP_UNUSED CYTHON_UNUSED
# endif
#endif
#define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None)
#ifdef _MSC_VER
    #ifndef _MSC_STDINT_H_
        #if _MSC_VER < 1300
           typedef unsigned char     uint8_t;
           typedef unsigned int      uint32_t;
        #else
           typedef unsigned __int8   uint8_t;
           typedef unsigned __int32  uint32_t;
        #endif
    #endif
#else
   #include <stdint.h>
#endif
#ifndef CYTHON_FALLTHROUGH
  #if defined(__cplusplus) && __cplusplus >= 201103L
    #if __has_cpp_attribute(fallthrough)
      #define CYTHON_FALLTHROUGH [[fallthrough]]
    #elif __has_cpp_attribute(clang::fallthrough)
      #define CYTHON_FALLTHROUGH [[clang::fallthrough]]
    #elif __has_cpp_attribute(gnu::fallthrough)
      #define CYTHON_FALLTHROUGH [[gnu::fallthrough]]
    #endif
  #endif
  #ifndef CYTHON_FALLTHROUGH
    #if __has_attribute(fallthrough)
      #define CYTHON_FALLTHROUGH __attribute__((fallthrough))
    #else
      #define CYTHON_FALLTHROUGH
    #endif
  #endif
  #if defined(__clang__ ) && defined(__apple_build_version__)
    #if __apple_build_version__ < 7000000
      #undef  CYTHON_FALLTHROUGH
      #define CYTHON_FALLTHROUGH
    #endif
  #endif
#endif

#ifndef CYTHON_INLINE
  #if defined(__clang__)
    #define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
  #elif 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

#if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX < 0x02070600 && !defined(Py_OptimizeFlag)
  #define Py_OptimizeFlag 0
#endif
#define __PYX_BUILD_PY_SSIZE_T "n"
#define CYTHON_FORMAT_SSIZE_T "z"
#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+k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
  #define __Pyx_DefaultClassType PyClass_Type
#else
  #define __Pyx_BUILTIN_MODULE_NAME "builtins"
#if PY_VERSION_HEX >= 0x030800A4 && PY_VERSION_HEX < 0x030800B2
  #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
          PyCode_New(a, 0, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
#else
  #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)
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  #define __Pyx_DefaultClassType PyType_Type
#endif
#ifndef Py_TPFLAGS_CHECKTYPES
  #define Py_TPFLAGS_CHECKTYPES 0
#endif
#ifndef Py_TPFLAGS_HAVE_INDEX
  #define Py_TPFLAGS_HAVE_INDEX 0
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#ifndef Py_TPFLAGS_HAVE_NEWBUFFER
  #define Py_TPFLAGS_HAVE_NEWBUFFER 0
#endif
#ifndef Py_TPFLAGS_HAVE_FINALIZE
  #define Py_TPFLAGS_HAVE_FINALIZE 0
#endif
#ifndef METH_STACKLESS
  #define METH_STACKLESS 0
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#if PY_VERSION_HEX <= 0x030700A3 || !defined(METH_FASTCALL)
  #ifndef METH_FASTCALL
     #define METH_FASTCALL 0x80
  #endif
  typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs);
  typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args,
                                                          Py_ssize_t nargs, PyObject *kwnames);
#else
  #define __Pyx_PyCFunctionFast _PyCFunctionFast
  #define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords
#endif
#if CYTHON_FAST_PYCCALL
#define __Pyx_PyFastCFunction_Check(func)\
    ((PyCFunction_Check(func) && (METH_FASTCALL == (PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS | METH_STACKLESS)))))
#else
#define __Pyx_PyFastCFunction_Check(func) 0
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc)
  #define PyObject_Malloc(s)   PyMem_Malloc(s)
  #define PyObject_Free(p)     PyMem_Free(p)
  #define PyObject_Realloc(p)  PyMem_Realloc(p)
#endif
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030400A1
  #define PyMem_RawMalloc(n)           PyMem_Malloc(n)
  #define PyMem_RawRealloc(p, n)       PyMem_Realloc(p, n)
  #define PyMem_RawFree(p)             PyMem_Free(p)
#endif
#if CYTHON_COMPILING_IN_PYSTON
  #define __Pyx_PyCode_HasFreeVars(co)  PyCode_HasFreeVars(co)
  #define __Pyx_PyFrame_SetLineNumber(frame, lineno) PyFrame_SetLineNumber(frame, lineno)
#else
  #define __Pyx_PyCode_HasFreeVars(co)  (PyCode_GetNumFree(co) > 0)
  #define __Pyx_PyFrame_SetLineNumber(frame, lineno)  (frame)->f_lineno = (lineno)
#endif
#if !CYTHON_FAST_THREAD_STATE || PY_VERSION_HEX < 0x02070000
  #define __Pyx_PyThreadState_Current PyThreadState_GET()
#elif PY_VERSION_HEX >= 0x03060000
  #define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet()
#elif PY_VERSION_HEX >= 0x03000000
  #define __Pyx_PyThreadState_Current PyThreadState_GET()
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  #define __Pyx_PyThreadState_Current _PyThreadState_Current
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#if PY_VERSION_HEX < 0x030700A2 && !defined(PyThread_tss_create) && !defined(Py_tss_NEEDS_INIT)
#include "pythread.h"
#define Py_tss_NEEDS_INIT 0
typedef int Py_tss_t;
static CYTHON_INLINE int PyThread_tss_create(Py_tss_t *key) {
  *key = PyThread_create_key();
  return 0;
}
static CYTHON_INLINE Py_tss_t * PyThread_tss_alloc(void) {
  Py_tss_t *key = (Py_tss_t *)PyObject_Malloc(sizeof(Py_tss_t));
  *key = Py_tss_NEEDS_INIT;
  return key;
}
static CYTHON_INLINE void PyThread_tss_free(Py_tss_t *key) {
  PyObject_Free(key);
}
static CYTHON_INLINE int PyThread_tss_is_created(Py_tss_t *key) {
  return *key != Py_tss_NEEDS_INIT;
}
static CYTHON_INLINE void PyThread_tss_delete(Py_tss_t *key) {
  PyThread_delete_key(*key);
  *key = Py_tss_NEEDS_INIT;
}
static CYTHON_INLINE int PyThread_tss_set(Py_tss_t *key, void *value) {
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}
static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) {
  return PyThread_get_key_value(*key);
}
#endif
#if CYTHON_COMPILING_IN_CPYTHON || defined(_PyDict_NewPresized)
#define __Pyx_PyDict_NewPresized(n)  ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n))
#else
#define __Pyx_PyDict_NewPresized(n)  PyDict_New()
#endif
#if PY_MAJOR_VERSION >= 3 || CYTHON_FUTURE_DIVISION
  #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)
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#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1 && CYTHON_USE_UNICODE_INTERNALS
#define __Pyx_PyDict_GetItemStr(dict, name)  _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash)
#else
#define __Pyx_PyDict_GetItemStr(dict, name)  PyDict_GetItem(dict, name)
#endif
#if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND)
  #define CYTHON_PEP393_ENABLED 1
  #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_MAX_CHAR_VALUE(u)   PyUnicode_MAX_CHAR_VALUE(u)
  #define __Pyx_PyUnicode_KIND(u)         PyUnicode_KIND(u)
  #define __Pyx_PyUnicode_DATA(u)         PyUnicode_DATA(u)
  #define __Pyx_PyUnicode_READ(k, d, i)   PyUnicode_READ(k, d, i)
  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  PyUnicode_WRITE(k, d, i, ch)
  #if defined(PyUnicode_IS_READY) && defined(PyUnicode_GET_SIZE)
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
  #else
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != PyUnicode_GET_LENGTH(u))
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#else
  #define CYTHON_PEP393_ENABLED 0
  #define PyUnicode_1BYTE_KIND  1
  #define PyUnicode_2BYTE_KIND  2
  #define PyUnicode_4BYTE_KIND  4
  #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_MAX_CHAR_VALUE(u)   ((sizeof(Py_UNICODE) == 2) ? 65535 : 1114111)
  #define __Pyx_PyUnicode_KIND(u)         (sizeof(Py_UNICODE))
  #define __Pyx_PyUnicode_DATA(u)         ((void*)PyUnicode_AS_UNICODE(u))
  #define __Pyx_PyUnicode_READ(k, d, i)   ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  (((void)(k)), ((Py_UNICODE*)d)[i] = ch)
  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != PyUnicode_GET_SIZE(u))
#endif
#if CYTHON_COMPILING_IN_PYPY
  #define __Pyx_PyUnicode_Concat(a, b)      PyNumber_Add(a, b)
  #define __Pyx_PyUnicode_ConcatSafe(a, b)  PyNumber_Add(a, b)
#else
  #define __Pyx_PyUnicode_Concat(a, b)      PyUnicode_Concat(a, b)
  #define __Pyx_PyUnicode_ConcatSafe(a, b)  ((unlikely((a) == Py_None) || unlikely((b) == Py_None)) ?\
      PyNumber_Add(a, b) : __Pyx_PyUnicode_Concat(a, b))
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyUnicode_Contains)
  #define PyUnicode_Contains(u, s)  PySequence_Contains(u, s)
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyByteArray_Check)
  #define PyByteArray_Check(obj)  PyObject_TypeCheck(obj, &PyByteArray_Type)
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Format)
  #define PyObject_Format(obj, fmt)  PyObject_CallMethod(obj, "__format__", "O", fmt)
#endif
#define __Pyx_PyString_FormatSafe(a, b)   ((unlikely((a) == Py_None || (PyString_Check(b) && !PyString_CheckExact(b)))) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
#define __Pyx_PyUnicode_FormatSafe(a, b)  ((unlikely((a) == Py_None || (PyUnicode_Check(b) && !PyUnicode_CheckExact(b)))) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyString_Format(a, b)  PyUnicode_Format(a, b)
#else
  #define __Pyx_PyString_Format(a, b)  PyString_Format(a, b)
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#if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII)
  #define PyObject_ASCII(o)            PyObject_Repr(o)
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#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
#ifndef PyObject_Unicode
  #define PyObject_Unicode             PyObject_Str
#endif
#endif
#if PY_MAJOR_VERSION >= 3
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static CYTHON_INLINE float __PYX_NAN() {
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#define __Pyx_truncl trunc
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#define __PYX_MARK_ERR_POS(f_index, lineno) \
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#define __PYX_ERR(f_index, lineno, Ln_error) \
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#define __PYX_HAVE__InformationRetrieval__Document__Collection
#define __PYX_HAVE_API__InformationRetrieval__Document__Collection
/* Early includes */
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typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding;
                const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry;

#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_UTF8 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT (PY_MAJOR_VERSION >= 3 && __PYX_DEFAULT_STRING_ENCODING_IS_UTF8)
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#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
#define __Pyx_uchar_cast(c) ((unsigned char)c)
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#define __Pyx_fits_Py_ssize_t(v, type, is_signed)  (\
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    (sizeof(type) == sizeof(Py_ssize_t) &&\
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static CYTHON_INLINE int __Pyx_is_valid_index(Py_ssize_t i, Py_ssize_t limit) {
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#elif defined (__GNUC__)
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static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*);
static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length);
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#define __Pyx_PyByteArray_FromStringAndSize(s, l) PyByteArray_FromStringAndSize((const char*)s, l)
#define __Pyx_PyBytes_FromString        PyBytes_FromString
#define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char*);
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    #define __Pyx_PyStr_FromString        __Pyx_PyBytes_FromString
    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
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    #define __Pyx_PyStr_FromString        __Pyx_PyUnicode_FromString
    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize
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#define __Pyx_PyBytes_AsWritableString(s)     ((char*) PyBytes_AS_STRING(s))
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#define __Pyx_PyBytes_AsString(s)     ((const char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsSString(s)    ((const signed char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsUString(s)    ((const unsigned char*) PyBytes_AS_STRING(s))
#define __Pyx_PyObject_AsWritableString(s)    ((char*) __Pyx_PyObject_AsString(s))
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static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u) {
    const Py_UNICODE *u_end = u;
    while (*u_end++) ;
    return (size_t)(u_end - u - 1);
}
#define __Pyx_PyUnicode_FromUnicode(u)       PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u))
#define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode
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#define __Pyx_NewRef(obj) (Py_INCREF(obj), obj)
#define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None)
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b);
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject*);
static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x);
#define __Pyx_PySequence_Tuple(obj)\
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static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
#if CYTHON_ASSUME_SAFE_MACROS
#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
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#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
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#define __Pyx_PyNumber_Int(x) (PyInt_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Int(x))
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#define __Pyx_PyNumber_Float(x) (PyFloat_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Float(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(void) {
    PyObject* sys;
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    const char* default_encoding_c;
    sys = PyImport_ImportModule("sys");
    if (!sys) goto bad;
    default_encoding = PyObject_CallMethod(sys, (char*) "getdefaultencoding", NULL);
    Py_DECREF(sys);
    if (!default_encoding) goto bad;
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                "This module compiled with c_string_encoding=ascii, but default encoding '%.200s' is not a superset of ascii.",
                default_encoding_c);
            goto bad;
        }
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bad:
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}
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bad:
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/* Test for GCC > 2.95 */
#if defined(__GNUC__)     && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))
  #define likely(x)   __builtin_expect(!!(x), 1)
  #define unlikely(x) __builtin_expect(!!(x), 0)
#else /* !__GNUC__ or GCC < 2.95 */
  #define likely(x)   (x)
  #define unlikely(x) (x)
#endif /* __GNUC__ */
static CYTHON_INLINE void __Pyx_pretend_to_initialize(void* ptr) { (void)ptr; }

static PyObject *__pyx_m = NULL;
static PyObject *__pyx_d;
static PyObject *__pyx_b;
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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[] = {
  "InformationRetrieval/Document/Collection.pyx",
  "stringsource",
  "Word.pxd",
  "Sentence.pxd",
  "TrieNode.pxd",
  "TxtWord.pxd",
  "Trie.pxd",
  "Dictionary.pxd",
  "TxtDictionary.pxd",
  "LRUCache.pxd",
  "InflectionalGroup.pxd",
  "MorphologicalParse.pxd",
  "State.pxd",
  "FsmParse.pxd",
  "FiniteStateMachine.pxd",
  "MetamorphicParse.pxd",
  "FsmMorphologicalAnalyzer.pxd",
  "CounterHashMap.pxd",
  "Paragraph.pxd",
  "Corpus.pxd",
  "DisambiguationCorpus.pxd",
  "MorphologicalDisambiguator.pxd",
  "InformationRetrieval/Document/Parameter.pxd",
  "InformationRetrieval/Index/TermDictionary.pxd",
  "InformationRetrieval/Query/Query.pxd",
  "InformationRetrieval/Query/QueryResult.pxd",
  "InformationRetrieval/Index/IncidenceMatrix.pxd",
  "InformationRetrieval/Index/InvertedIndex.pxd",
  "InformationRetrieval/Index/NGramIndex.pxd",
  "InformationRetrieval/Index/PositionalIndex.pxd",
  "InformationRetrieval/Document/DocumentText.pxd",
  "InformationRetrieval/Document/Document.pxd",
  "InformationRetrieval/Index/Posting.pxd",
  "InformationRetrieval/Index/PositionalPosting.pxd",
  "InformationRetrieval/Index/PositionalPostingList.pxd",
  "InformationRetrieval/Index/PostingList.pxd",
  "InformationRetrieval/Index/TermOccurrence.pxd",
};

/*--- Type declarations ---*/
struct __pyx_obj_10Dictionary_4Word_Word;
struct __pyx_obj_6Corpus_8Sentence_Sentence;
struct __pyx_obj_10Dictionary_4Trie_8TrieNode_TrieNode;
struct __pyx_obj_10Dictionary_7TxtWord_TxtWord;
struct __pyx_obj_10Dictionary_4Trie_4Trie_Trie;
struct __pyx_obj_10Dictionary_10Dictionary_Dictionary;
struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary;
struct __pyx_obj_13DataStructure_5Cache_8LRUCache_LRUCache;
struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup;
struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse;
struct __pyx_obj_21MorphologicalAnalysis_5State_State;
struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse;
struct __pyx_obj_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine;
struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse;
struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer;
struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap;
struct __pyx_obj_6Corpus_9Paragraph_Paragraph;
struct __pyx_obj_6Corpus_6Corpus_Corpus;
struct __pyx_obj_20DisambiguationCorpus_20DisambiguationCorpus_DisambiguationCorpus;
struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator;
struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter;
struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary;
struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query;
struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult;
struct __pyx_obj_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix;
struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex;
struct __pyx_obj_20InformationRetrieval_5Index_10NGramIndex_NGramIndex;
struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex;
struct __pyx_obj_20InformationRetrieval_8Document_12DocumentText_DocumentText;
struct __pyx_obj_20InformationRetrieval_8Document_8Document_Document;
struct __pyx_obj_20InformationRetrieval_5Index_7Posting_Posting;
struct __pyx_obj_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting;
struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList;
struct __pyx_obj_20InformationRetrieval_5Index_11PostingList_PostingList;
struct __pyx_obj_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence;
struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection;
struct __pyx_opt_args_10Dictionary_4Trie_8TrieNode_8TrieNode_addWord;

/* "Dictionary/Trie/TrieNode.pxd":9
 *     cdef set __words
 * 
 *     cpdef addWord(self, str word, Word root, int index=*)             # <<<<<<<<<<<<<<
 *     cpdef TrieNode getChild(self, char ch)
 *     cpdef set getWords(self)
 */
struct __pyx_opt_args_10Dictionary_4Trie_8TrieNode_8TrieNode_addWord {
  int __pyx_n;
  int index;
};
struct __pyx_opt_args_21MorphologicalAnalysis_18FiniteStateMachine_18FiniteStateMachine_addTransition;

/* "MorphologicalAnalysis/FiniteStateMachine.pxd":12
 *     cpdef list getStates(self)
 *     cpdef State getState(self, str name)
 *     cpdef addTransition(self, State fromState, State toState, str _with, str withName, toPos=*)             # <<<<<<<<<<<<<<
 *     cpdef list getTransitions(self, State state)
 */
struct __pyx_opt_args_21MorphologicalAnalysis_18FiniteStateMachine_18FiniteStateMachine_addTransition {
  int __pyx_n;
  PyObject *toPos;
};
struct __pyx_opt_args_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_24FsmMorphologicalAnalyzer_morphologicalAnalysisRoot;

/* "MorphologicalAnalysis/FsmMorphologicalAnalyzer.pxd":34
 *     cpdef bint __parseExists(self, list fsmParse, str surfaceForm)
 *     cpdef list __parseWord(self, list fsmParse, maxLengthOrSurfaceForm)
 *     cpdef list morphologicalAnalysisRoot(self, str surfaceForm, TxtWord root, state=*)             # <<<<<<<<<<<<<<
 *     cpdef list generateAllParses(self, TxtWord root, int maxLength)
 *     cpdef str replaceRootWord(self, FsmParse parse, TxtWord newRoot)
 */
struct __pyx_opt_args_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_24FsmMorphologicalAnalyzer_morphologicalAnalysisRoot {
  int __pyx_n;
  PyObject *state;
};
struct __pyx_opt_args_13DataStructure_14CounterHashMap_14CounterHashMap_max;

/* "DataStructure/CounterHashMap.pxd":7
 *     cpdef int count(self, object key)
 *     cpdef int sumOfCounts(self)
 *     cpdef object max(self, double threshold = *)             # <<<<<<<<<<<<<<
 *     cpdef add(self, CounterHashMap toBeAdded)
 *     cpdef list topN(self, int N)
 */
struct __pyx_opt_args_13DataStructure_14CounterHashMap_14CounterHashMap_max {
  int __pyx_n;
  double threshold;
};
struct __pyx_opt_args_20InformationRetrieval_5Query_11QueryResult_11QueryResult_add;

/* "InformationRetrieval/Query/QueryResult.pxd":5
 *     cdef list __items
 * 
 *     cpdef add(self, int docId, float score = *)             # <<<<<<<<<<<<<<
 *     cpdef list getItems(self)
 *     cpdef sort(self)
 */
struct __pyx_opt_args_20InformationRetrieval_5Query_11QueryResult_11QueryResult_add {
  int __pyx_n;
  float score;
};
struct __pyx_opt_args_20InformationRetrieval_8Document_10Collection_10Collection_searchCollection;

/* "InformationRetrieval/Document/Collection.pxd":62
 *     cpdef constructPositionalIndexInDisk(self, TermDictionary dictionary, object termType)
 *     cpdef constructNGramIndex(self)
 *     cpdef searchCollection(self,             # <<<<<<<<<<<<<<
 *                          Query query,
 *                          object retrievalType,
 */
struct __pyx_opt_args_20InformationRetrieval_8Document_10Collection_10Collection_searchCollection {
  int __pyx_n;
  PyObject *termWeighting;
  PyObject *documentWeighting;
};

/* "Dictionary/Word.pxd":1
 * cdef class Word:             # <<<<<<<<<<<<<<
 * 
 *     cdef str name
 */
struct __pyx_obj_10Dictionary_4Word_Word {
  PyObject_HEAD
  struct __pyx_vtabstruct_10Dictionary_4Word_Word *__pyx_vtab;
  PyObject *name;
};


/* "Corpus/Sentence.pxd":4
 * 
 * 
 * cdef class Sentence:             # <<<<<<<<<<<<<<
 * 
 *     cdef list words
 */
struct __pyx_obj_6Corpus_8Sentence_Sentence {
  PyObject_HEAD
  struct __pyx_vtabstruct_6Corpus_8Sentence_Sentence *__pyx_vtab;
  PyObject *words;
};


/* "Dictionary/Trie/TrieNode.pxd":4
 * 
 * 
 * cdef class TrieNode:             # <<<<<<<<<<<<<<
 * 
 *     cdef dict __children
 */
struct __pyx_obj_10Dictionary_4Trie_8TrieNode_TrieNode {
  PyObject_HEAD
  struct __pyx_vtabstruct_10Dictionary_4Trie_8TrieNode_TrieNode *__pyx_vtab;
  PyObject *__pyx___children;
  PyObject *__pyx___words;
};


/* "Dictionary/TxtWord.pxd":4
 * 
 * 
 * cdef class TxtWord(Word):             # <<<<<<<<<<<<<<
 * 
 *     cdef list __flags
 */
struct __pyx_obj_10Dictionary_7TxtWord_TxtWord {
  struct __pyx_obj_10Dictionary_4Word_Word __pyx_base;
  PyObject *__pyx___flags;
  PyObject *morphology;
};


/* "Dictionary/Trie/Trie.pxd":6
 * 
 * 
 * cdef class Trie:             # <<<<<<<<<<<<<<
 * 
 *     cdef TrieNode __root_node
 */
struct __pyx_obj_10Dictionary_4Trie_4Trie_Trie {
  PyObject_HEAD
  struct __pyx_vtabstruct_10Dictionary_4Trie_4Trie_Trie *__pyx_vtab;
  struct __pyx_obj_10Dictionary_4Trie_8TrieNode_TrieNode *__pyx___root_node;
};


/* "Dictionary/Dictionary.pxd":4
 * 
 * 
 * cdef class Dictionary:             # <<<<<<<<<<<<<<
 * 
 *     cdef list words
 */
struct __pyx_obj_10Dictionary_10Dictionary_Dictionary {
  PyObject_HEAD
  struct __pyx_vtabstruct_10Dictionary_10Dictionary_Dictionary *__pyx_vtab;
  PyObject *words;
  PyObject *filename;
  PyObject *comparator;
};


/* "Dictionary/TxtDictionary.pxd":7
 * 
 * 
 * cdef class TxtDictionary(Dictionary):             # <<<<<<<<<<<<<<
 * 
 *     cdef dict __misspelled_words
 */
struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary {
  struct __pyx_obj_10Dictionary_10Dictionary_Dictionary __pyx_base;
  PyObject *__pyx___misspelled_words;
};


/* "DataStructure/Cache/LRUCache.pxd":1
 * cdef class LRUCache(object):             # <<<<<<<<<<<<<<
 * 
 *     cdef int __cacheSize
 */
struct __pyx_obj_13DataStructure_5Cache_8LRUCache_LRUCache {
  PyObject_HEAD
  struct __pyx_vtabstruct_13DataStructure_5Cache_8LRUCache_LRUCache *__pyx_vtab;
  int __pyx___cacheSize;
  PyObject *__pyx___map;
};


/* "MorphologicalAnalysis/InflectionalGroup.pxd":1
 * cdef class InflectionalGroup:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __IG
 */
struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup {
  PyObject_HEAD
  struct __pyx_vtabstruct_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *__pyx_vtab;
  PyObject *__pyx___IG;
};


/* "MorphologicalAnalysis/MorphologicalParse.pxd":6
 * 
 * 
 * cdef class MorphologicalParse:             # <<<<<<<<<<<<<<
 * 
 *     cdef list inflectional_groups
 */
struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse {
  PyObject_HEAD
  struct __pyx_vtabstruct_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *__pyx_vtab;
  PyObject *inflectional_groups;
  struct __pyx_obj_10Dictionary_4Word_Word *root;
};


/* "MorphologicalAnalysis/State.pxd":1
 * cdef class State:             # <<<<<<<<<<<<<<
 * 
 *     cdef bint __start_state, __end_state
 */
struct __pyx_obj_21MorphologicalAnalysis_5State_State {
  PyObject_HEAD
  struct __pyx_vtabstruct_21MorphologicalAnalysis_5State_State *__pyx_vtab;
  int __pyx___start_state;
  int __pyx___end_state;
  PyObject *__pyx___name;
  PyObject *__pyx___pos;
};


/* "MorphologicalAnalysis/FsmParse.pxd":5
 * 
 * 
 * cdef class FsmParse(MorphologicalParse):             # <<<<<<<<<<<<<<
 * 
 *     cdef list __suffix_list
 */
struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse {
  struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse __pyx_base;
  PyObject *__pyx___suffix_list;
  PyObject *__pyx___form_list;
  PyObject *__pyx___transition_list;
  PyObject *__pyx___with_list;
  PyObject *__pyx___initial_pos;
  PyObject *__pyx___pos;
  PyObject *__pyx___form;
  PyObject *__pyx___verb_agreement;
  PyObject *__pyx___possesive_agreement;
};


/* "MorphologicalAnalysis/FiniteStateMachine.pxd":4
 * 
 * 
 * cdef class FiniteStateMachine:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __states
 */
struct __pyx_obj_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine {
  PyObject_HEAD
  struct __pyx_vtabstruct_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine *__pyx_vtab;
  PyObject *__pyx___states;
  PyObject *__pyx___transitions;
};


/* "MorphologicalAnalysis/MetamorphicParse.pxd":6
 * 
 * 
 * cdef class MetamorphicParse:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __meta_morpheme_list
 */
struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse {
  PyObject_HEAD
  struct __pyx_vtabstruct_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *__pyx_vtab;
  PyObject *__pyx___meta_morpheme_list;
  struct __pyx_obj_10Dictionary_4Word_Word *__pyx___root;
};


/* "MorphologicalAnalysis/FsmMorphologicalAnalyzer.pxd":13
 * 
 * 
 * cdef class FsmMorphologicalAnalyzer:             # <<<<<<<<<<<<<<
 * 
 *     cdef Trie __dictionary_trie
 */
struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer {
  PyObject_HEAD
  struct __pyx_vtabstruct_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *__pyx_vtab;
  struct __pyx_obj_10Dictionary_4Trie_4Trie_Trie *__pyx___dictionary_trie;
  struct __pyx_obj_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine *__pyx___finite_state_machine;
  struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *__pyx___dictionary;
  struct __pyx_obj_13DataStructure_5Cache_8LRUCache_LRUCache *__pyx___cache;
  PyObject *__pyx___most_used_patterns;
  PyObject *__pyx___parsed_surface_forms;
};


/* "DataStructure/CounterHashMap.pxd":1
 * cdef class CounterHashMap(dict):             # <<<<<<<<<<<<<<
 * 
 *     cpdef put(self, object key)
 */
struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap {
  PyDictObject __pyx_base;
  struct __pyx_vtabstruct_13DataStructure_14CounterHashMap_CounterHashMap *__pyx_vtab;
};


/* "Corpus/Paragraph.pxd":4
 * 
 * 
 * cdef class Paragraph:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __sentences
 */
struct __pyx_obj_6Corpus_9Paragraph_Paragraph {
  PyObject_HEAD
  struct __pyx_vtabstruct_6Corpus_9Paragraph_Paragraph *__pyx_vtab;
  PyObject *__pyx___sentences;
};


/* "Corpus/Corpus.pxd":7
 * 
 * 
 * cdef class Corpus:             # <<<<<<<<<<<<<<
 * 
 *     cdef list paragraphs
 */
struct __pyx_obj_6Corpus_6Corpus_Corpus {
  PyObject_HEAD
  struct __pyx_vtabstruct_6Corpus_6Corpus_Corpus *__pyx_vtab;
  PyObject *paragraphs;
  PyObject *sentences;
  struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap *wordList;
  PyObject *fileName;
};


/* "DisambiguationCorpus/DisambiguationCorpus.pxd":4
 * 
 * 
 * cdef class DisambiguationCorpus(Corpus):             # <<<<<<<<<<<<<<
 * 
 *     cpdef writeToFile(self, str fileName)
 */
struct __pyx_obj_20DisambiguationCorpus_20DisambiguationCorpus_DisambiguationCorpus {
  struct __pyx_obj_6Corpus_6Corpus_Corpus __pyx_base;
};


/* "MorphologicalDisambiguation/MorphologicalDisambiguator.pxd":4
 * 
 * 
 * cdef class MorphologicalDisambiguator:             # <<<<<<<<<<<<<<
 * 
 *     cpdef train(self, DisambiguationCorpus corpus)
 */
struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator {
  PyObject_HEAD
  struct __pyx_vtabstruct_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *__pyx_vtab;
};


/* "InformationRetrieval/Document/Parameter.pxd":4
 * from MorphologicalDisambiguation.MorphologicalDisambiguator cimport MorphologicalDisambiguator
 * 
 * cdef class Parameter:             # <<<<<<<<<<<<<<
 * 
 *     cdef object __index_type
 */
struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_8Document_9Parameter_Parameter *__pyx_vtab;
  PyObject *__pyx___index_type;
  PyObject *__pyx___word_comparator;
  int __pyx___load_indexes_from_file;
  struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *__pyx___disambiguator;
  struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *__pyx___fsm;
  int __pyx___normalize_document;
  int __pyx___phrase_index;
  int __pyx___positional_index;
  int __pyx___construct_n_gram_index;
  int __pyx___construct_index_in_disk;
  int __pyx___construct_dictionary_in_disk;
  int __pyx___limit_number_of_documents_loaded;
  int __pyx___document_limit;
  int __pyx___word_limit;
};


/* "InformationRetrieval/Index/TermDictionary.pxd":4
 * from Dictionary.Word cimport Word
 * 
 * cdef class TermDictionary(Dictionary):             # <<<<<<<<<<<<<<
 * 
 *     cpdef int __getPosition(self, Word word)
 */
struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary {
  struct __pyx_obj_10Dictionary_10Dictionary_Dictionary __pyx_base;
};


/* "InformationRetrieval/Query/Query.pxd":3
 * from Dictionary.Word cimport Word
 * 
 * cdef class Query:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __terms
 */
struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_5Query_5Query_Query *__pyx_vtab;
  PyObject *__pyx___terms;
};


/* "InformationRetrieval/Query/QueryResult.pxd":1
 * cdef class QueryResult:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __items
 */
struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_5Query_11QueryResult_QueryResult *__pyx_vtab;
  PyObject *__pyx___items;
};


/* "InformationRetrieval/Index/IncidenceMatrix.pxd":5
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class IncidenceMatrix:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __incidence_matrix
 */
struct __pyx_obj_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix *__pyx_vtab;
  PyObject *__pyx___incidence_matrix;
  int __pyx___dictionary_size;
  int __pyx___document_size;
};


/* "InformationRetrieval/Index/InvertedIndex.pxd":5
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class InvertedIndex:             # <<<<<<<<<<<<<<
 * 
 *     cdef object __index
 */
struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex *__pyx_vtab;
  PyObject *__pyx___index;
};


/* "InformationRetrieval/Index/NGramIndex.pxd":3
 * from InformationRetrieval.Index.InvertedIndex cimport InvertedIndex
 * 
 * cdef class NGramIndex(InvertedIndex):             # <<<<<<<<<<<<<<
 * 
 *     pass
 */
struct __pyx_obj_20InformationRetrieval_5Index_10NGramIndex_NGramIndex {
  struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex __pyx_base;
};


/* "InformationRetrieval/Index/PositionalIndex.pxd":5
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class PositionalIndex:             # <<<<<<<<<<<<<<
 * 
 *     cdef object __positional_index
 */
struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *__pyx_vtab;
  PyObject *__pyx___positional_index;
};


/* "InformationRetrieval/Document/DocumentText.pxd":3
 * from Corpus.Corpus cimport Corpus
 * 
 * cdef class DocumentText(Corpus):             # <<<<<<<<<<<<<<
 * 
 *     cpdef set constructDistinctWordList(self, object termType)
 */
struct __pyx_obj_20InformationRetrieval_8Document_12DocumentText_DocumentText {
  struct __pyx_obj_6Corpus_6Corpus_Corpus __pyx_base;
};


/* "InformationRetrieval/Document/Document.pxd":7
 * from InformationRetrieval.Document.DocumentText cimport DocumentText
 * 
 * cdef class Document:             # <<<<<<<<<<<<<<
 * 
 *     cdef str __absolute_file_name
 */
struct __pyx_obj_20InformationRetrieval_8Document_8Document_Document {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_8Document_8Document_Document *__pyx_vtab;
  PyObject *__pyx___absolute_file_name;
  PyObject *__pyx___file_name;
  int __pyx___doc_id;
  int __pyx___size;
};


/* "InformationRetrieval/Index/Posting.pxd":1
 * cdef class Posting:             # <<<<<<<<<<<<<<
 * 
 *     cdef int __id
 */
struct __pyx_obj_20InformationRetrieval_5Index_7Posting_Posting {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_5Index_7Posting_Posting *__pyx_vtab;
  int __pyx___id;
};


/* "InformationRetrieval/Index/PositionalPosting.pxd":3
 * from InformationRetrieval.Index.Posting cimport Posting
 * 
 * cdef class PositionalPosting(Posting):             # <<<<<<<<<<<<<<
 * 
 *     cdef list __positions
 */
struct __pyx_obj_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting {
  struct __pyx_obj_20InformationRetrieval_5Index_7Posting_Posting __pyx_base;
  PyObject *__pyx___positions;
  int __pyx___doc_id;
};


/* "InformationRetrieval/Index/PositionalPostingList.pxd":4
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class PositionalPostingList:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __postings
 */
struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *__pyx_vtab;
  PyObject *__pyx___postings;
};


/* "InformationRetrieval/Index/PostingList.pxd":3
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class PostingList:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __postings
 */
struct __pyx_obj_20InformationRetrieval_5Index_11PostingList_PostingList {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_5Index_11PostingList_PostingList *__pyx_vtab;
  PyObject *__pyx___postings;
};


/* "InformationRetrieval/Index/TermOccurrence.pxd":3
 * from Dictionary.Word cimport Word
 * 
 * cdef class TermOccurrence:             # <<<<<<<<<<<<<<
 * 
 *     cdef Word __term
 */
struct __pyx_obj_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence *__pyx_vtab;
  struct __pyx_obj_10Dictionary_4Word_Word *__pyx___term;
  int __pyx___doc_id;
  int __pyx___position;
};


/* "InformationRetrieval/Document/Collection.pxd":9
 * from InformationRetrieval.Query.Query cimport Query
 * 
 * cdef class Collection:             # <<<<<<<<<<<<<<
 * 
 *     cdef object __index_type
 */
struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection {
  PyObject_HEAD
  struct __pyx_vtabstruct_20InformationRetrieval_8Document_10Collection_Collection *__pyx_vtab;
  PyObject *__pyx___index_type;
  struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *__pyx___dictionary;
  struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *__pyx___phrase_dictionary;
  struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *__pyx___bi_gram_dictionary;
  struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *__pyx___tri_gram_dictionary;
  PyObject *__pyx___documents;
  struct __pyx_obj_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix *__pyx___incidence_matrix;
  struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex *__pyx___inverted_index;
  struct __pyx_obj_20InformationRetrieval_5Index_10NGramIndex_NGramIndex *__pyx___bi_gram_index;
  struct __pyx_obj_20InformationRetrieval_5Index_10NGramIndex_NGramIndex *__pyx___tri_gram_index;
  struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *__pyx___positional_index;
  struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex *__pyx___phrase_index;
  struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *__pyx___phrase_positional_index;
  PyObject *__pyx___comparator;
  PyObject *__pyx___name;
  struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *__pyx___parameter;
};



/* "Dictionary/Word.pxd":1
 * cdef class Word:             # <<<<<<<<<<<<<<
 * 
 *     cdef str name
 */

struct __pyx_vtabstruct_10Dictionary_4Word_Word {
  int (*charCount)(struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  PyObject *(*getName)(struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  PyObject *(*setName)(struct __pyx_obj_10Dictionary_4Word_Word *, PyObject *, int __pyx_skip_dispatch);
  int (*isPunctuation)(struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  PyObject *(*toCharacters)(struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_10Dictionary_4Word_Word *__pyx_vtabptr_10Dictionary_4Word_Word;


/* "Corpus/Sentence.pxd":4
 * 
 * 
 * cdef class Sentence:             # <<<<<<<<<<<<<<
 * 
 *     cdef list words
 */

struct __pyx_vtabstruct_6Corpus_8Sentence_Sentence {
  struct __pyx_obj_10Dictionary_4Word_Word *(*getWord)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, int, int __pyx_skip_dispatch);
  PyObject *(*getWords)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, int __pyx_skip_dispatch);
  PyObject *(*getStrings)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, int __pyx_skip_dispatch);
  int (*getIndex)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  int (*wordCount)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, int __pyx_skip_dispatch);
  PyObject *(*addWord)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  int (*charCount)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, int __pyx_skip_dispatch);
  PyObject *(*insertWord)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, int, struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  PyObject *(*replaceWord)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, int, struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  int (*safeIndex)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, int, int __pyx_skip_dispatch);
  PyObject *(*toString)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, int __pyx_skip_dispatch);
  PyObject *(*writeToFile)(struct __pyx_obj_6Corpus_8Sentence_Sentence *, PyObject *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6Corpus_8Sentence_Sentence *__pyx_vtabptr_6Corpus_8Sentence_Sentence;


/* "Dictionary/Trie/TrieNode.pxd":4
 * 
 * 
 * cdef class TrieNode:             # <<<<<<<<<<<<<<
 * 
 *     cdef dict __children
 */

struct __pyx_vtabstruct_10Dictionary_4Trie_8TrieNode_TrieNode {
  PyObject *(*addWord)(struct __pyx_obj_10Dictionary_4Trie_8TrieNode_TrieNode *, PyObject *, struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch, struct __pyx_opt_args_10Dictionary_4Trie_8TrieNode_8TrieNode_addWord *__pyx_optional_args);
  struct __pyx_obj_10Dictionary_4Trie_8TrieNode_TrieNode *(*getChild)(struct __pyx_obj_10Dictionary_4Trie_8TrieNode_TrieNode *, char, int __pyx_skip_dispatch);
  PyObject *(*getWords)(struct __pyx_obj_10Dictionary_4Trie_8TrieNode_TrieNode *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_10Dictionary_4Trie_8TrieNode_TrieNode *__pyx_vtabptr_10Dictionary_4Trie_8TrieNode_TrieNode;


/* "Dictionary/TxtWord.pxd":4
 * 
 * 
 * cdef class TxtWord(Word):             # <<<<<<<<<<<<<<
 * 
 *     cdef list __flags
 */

struct __pyx_vtabstruct_10Dictionary_7TxtWord_TxtWord {
  struct __pyx_vtabstruct_10Dictionary_4Word_Word __pyx_base;
  PyObject *(*addFlag)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*removeFlag)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*getMorphology)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  PyObject *(*setMorphology)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*verbType)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*samePos)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isNominal)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPassive)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isAbbreviation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isInterjection)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isDuplicate)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isCode)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isMetric)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isHeader)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isAdjective)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPureAdjective)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPronoun)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isQuestion)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isVerb)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPortmanteau)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isDeterminer)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isConjunction)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isAdverb)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPostP)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPortmanteauEndingWithSI)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPortmanteauFacedVowelEllipsis)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPortmanteauFacedSoftening)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isSuffix)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isProperNoun)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPlural)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isNumeral)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isReal)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isFraction)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isTime)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isDate)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isPercent)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isRange)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isOrdinal)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*notObeysVowelHarmonyDuringAgglutination)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*obeysAndNotObeysVowelHarmonyDuringAgglutination)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*rootSoftenDuringSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*rootSoftenAndNotSoftenDuringSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*verbSoftenDuringSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*nounSoftenDuringSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*endingKChangesIntoG)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*isExceptional)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*duplicatesDuringSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*duplicatesAndNotDuplicatesDuringSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*lastIdropsDuringSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*lastIDropsAndNotDropDuringSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*takesRelativeSuffixKi)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*takesRelativeSuffixKu)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*consonantSMayInsertedDuringPossesiveSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*lastIdropsDuringPassiveSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*vowelAChangesToIDuringYSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*vowelEChangesToIDuringYSuffixation)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*takesSuffixIRAsAorist)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*takesSuffixDIRAsFactitive)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*showsSuRegularities)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*containsFlag)(struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, PyObject *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_10Dictionary_7TxtWord_TxtWord *__pyx_vtabptr_10Dictionary_7TxtWord_TxtWord;


/* "Dictionary/Trie/Trie.pxd":6
 * 
 * 
 * cdef class Trie:             # <<<<<<<<<<<<<<
 * 
 *     cdef TrieNode __root_node
 */

struct __pyx_vtabstruct_10Dictionary_4Trie_4Trie_Trie {
  PyObject *(*addWord)(struct __pyx_obj_10Dictionary_4Trie_4Trie_Trie *, PyObject *, struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  PyObject *(*getWordsWithPrefix)(struct __pyx_obj_10Dictionary_4Trie_4Trie_Trie *, PyObject *, int __pyx_skip_dispatch);
  struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *(*getCompundWordStartingWith)(struct __pyx_obj_10Dictionary_4Trie_4Trie_Trie *, PyObject *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_10Dictionary_4Trie_4Trie_Trie *__pyx_vtabptr_10Dictionary_4Trie_4Trie_Trie;


/* "Dictionary/Dictionary.pxd":4
 * 
 * 
 * cdef class Dictionary:             # <<<<<<<<<<<<<<
 * 
 *     cdef list words
 */

struct __pyx_vtabstruct_10Dictionary_10Dictionary_Dictionary {
  struct __pyx_obj_10Dictionary_4Word_Word *(*getWord)(struct __pyx_obj_10Dictionary_10Dictionary_Dictionary *, PyObject *, int __pyx_skip_dispatch);
  int (*getWordIndex)(struct __pyx_obj_10Dictionary_10Dictionary_Dictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*removeWord)(struct __pyx_obj_10Dictionary_10Dictionary_Dictionary *, PyObject *, int __pyx_skip_dispatch);
  int (*size)(struct __pyx_obj_10Dictionary_10Dictionary_Dictionary *, int __pyx_skip_dispatch);
  struct __pyx_obj_10Dictionary_4Word_Word *(*getWordWithIndex)(struct __pyx_obj_10Dictionary_10Dictionary_Dictionary *, int, int __pyx_skip_dispatch);
  int (*longestWordSize)(struct __pyx_obj_10Dictionary_10Dictionary_Dictionary *, int __pyx_skip_dispatch);
  int (*__pyx___getPosition)(struct __pyx_obj_10Dictionary_10Dictionary_Dictionary *, struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  int (*getWordStartingWith)(struct __pyx_obj_10Dictionary_10Dictionary_Dictionary *, PyObject *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_10Dictionary_10Dictionary_Dictionary *__pyx_vtabptr_10Dictionary_10Dictionary_Dictionary;


/* "Dictionary/TxtDictionary.pxd":7
 * 
 * 
 * cdef class TxtDictionary(Dictionary):             # <<<<<<<<<<<<<<
 * 
 *     cdef dict __misspelled_words
 */

struct __pyx_vtabstruct_10Dictionary_13TxtDictionary_TxtDictionary {
  struct __pyx_vtabstruct_10Dictionary_10Dictionary_Dictionary __pyx_base;
  PyObject *(*addNumber)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*addRealNumber)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*addFraction)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*addTime)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  int (*addProperNoun)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  int (*addNoun)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  int (*addVerb)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  int (*addAdjective)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  int (*addAdverb)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  int (*addPronoun)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  int (*addWithFlag)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*mergeDictionary)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*__pyx___loadFromText)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*__pyx___loadMisspelledWords)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*__pyx___loadMorphologicalLexicon)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*getCorrectForm)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*saveAsTxt)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*__pyx___addWordWhenRootSoften)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, struct __pyx_obj_10Dictionary_4Trie_4Trie_Trie *, Py_UNICODE, PyObject *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  struct __pyx_obj_10Dictionary_4Trie_4Trie_Trie *(*prepareTrie)(struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_10Dictionary_13TxtDictionary_TxtDictionary *__pyx_vtabptr_10Dictionary_13TxtDictionary_TxtDictionary;


/* "DataStructure/Cache/LRUCache.pxd":1
 * cdef class LRUCache(object):             # <<<<<<<<<<<<<<
 * 
 *     cdef int __cacheSize
 */

struct __pyx_vtabstruct_13DataStructure_5Cache_8LRUCache_LRUCache {
  int (*contains)(struct __pyx_obj_13DataStructure_5Cache_8LRUCache_LRUCache *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*get)(struct __pyx_obj_13DataStructure_5Cache_8LRUCache_LRUCache *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*add)(struct __pyx_obj_13DataStructure_5Cache_8LRUCache_LRUCache *, PyObject *, PyObject *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_13DataStructure_5Cache_8LRUCache_LRUCache *__pyx_vtabptr_13DataStructure_5Cache_8LRUCache_LRUCache;


/* "MorphologicalAnalysis/InflectionalGroup.pxd":1
 * cdef class InflectionalGroup:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __IG
 */

struct __pyx_vtabstruct_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup {
  PyObject *(*getTag)(struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *, int, int __pyx_skip_dispatch);
  int (*size)(struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *, int __pyx_skip_dispatch);
  PyObject *(*containsCase)(struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *, int __pyx_skip_dispatch);
  int (*containsPlural)(struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *, int __pyx_skip_dispatch);
  int (*containsTag)(struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *, PyObject *, int __pyx_skip_dispatch);
  int (*containsPossessive)(struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *__pyx_vtabptr_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup;


/* "MorphologicalAnalysis/MorphologicalParse.pxd":6
 * 
 * 
 * cdef class MorphologicalParse:             # <<<<<<<<<<<<<<
 * 
 *     cdef list inflectional_groups
 */

struct __pyx_vtabstruct_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse {
  struct __pyx_obj_10Dictionary_4Word_Word *(*getWord)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getTransitionList)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getInflectionalGroupString)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int, int __pyx_skip_dispatch);
  struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *(*getInflectionalGroup)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int, int __pyx_skip_dispatch);
  struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *(*getLastInflectionalGroup)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getTag)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int, int __pyx_skip_dispatch);
  int (*tagSize)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*size)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *(*firstInflectionalGroup)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  struct __pyx_obj_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup *(*lastInflectionalGroup)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  struct __pyx_obj_10Dictionary_4Word_Word *(*getWordWithPos)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getPos)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getRootPos)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*lastIGContainsCase)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*lastIGContainsTag)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, PyObject *, int __pyx_skip_dispatch);
  int (*lastIGContainsPossessive)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isCapitalWord)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isNoun)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isVerb)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isRootVerb)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isAdjective)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isProperNoun)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isPunctuation)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isCardinal)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isOrdinal)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isReal)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isNumber)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isTime)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isDate)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isHashTag)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isEmail)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isPercent)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isFraction)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isRange)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isPlural)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*isAuxiliary)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  int (*containsTag)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*getTreePos)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getPronType)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getNumType)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getReflex)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getNumber)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getCase)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getDefinite)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getDegree)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getPolarity)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getPerson)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getVoice)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getAspect)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getTense)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getMood)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getVerbForm)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
  PyObject *(*getUniversalDependencyFeatures)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*getUniversalDependencyPos)(struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *__pyx_vtabptr_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse;


/* "MorphologicalAnalysis/State.pxd":1
 * cdef class State:             # <<<<<<<<<<<<<<
 * 
 *     cdef bint __start_state, __end_state
 */

struct __pyx_vtabstruct_21MorphologicalAnalysis_5State_State {
  PyObject *(*getName)(struct __pyx_obj_21MorphologicalAnalysis_5State_State *, int __pyx_skip_dispatch);
  PyObject *(*getPos)(struct __pyx_obj_21MorphologicalAnalysis_5State_State *, int __pyx_skip_dispatch);
  int (*isEndState)(struct __pyx_obj_21MorphologicalAnalysis_5State_State *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_21MorphologicalAnalysis_5State_State *__pyx_vtabptr_21MorphologicalAnalysis_5State_State;


/* "MorphologicalAnalysis/FsmParse.pxd":5
 * 
 * 
 * cdef class FsmParse(MorphologicalParse):             # <<<<<<<<<<<<<<
 * 
 *     cdef list __suffix_list
 */

struct __pyx_vtabstruct_21MorphologicalAnalysis_8FsmParse_FsmParse {
  struct __pyx_vtabstruct_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse __pyx_base;
  PyObject *(*constructInflectionalGroups)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*getVerbAgreement)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*getPossesiveAgreement)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*setAgreement)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*getLastLemmaWithTag)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*getLastLemma)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*addSuffix)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, struct __pyx_obj_21MorphologicalAnalysis_5State_State *, PyObject *, PyObject *, PyObject *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*getSurfaceForm)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  struct __pyx_obj_21MorphologicalAnalysis_5State_State *(*getStartState)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*getFinalPos)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*getInitialPos)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*setForm)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, PyObject *, int __pyx_skip_dispatch);
  struct __pyx_obj_21MorphologicalAnalysis_5State_State *(*getFinalSuffix)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*headerTransition)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*pronounTransition)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*transitionList)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*suffixList)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*withList)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
  PyObject *(*getWithList)(struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_21MorphologicalAnalysis_8FsmParse_FsmParse *__pyx_vtabptr_21MorphologicalAnalysis_8FsmParse_FsmParse;


/* "MorphologicalAnalysis/FiniteStateMachine.pxd":4
 * 
 * 
 * cdef class FiniteStateMachine:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __states
 */

struct __pyx_vtabstruct_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine {
  int (*isValidTransition)(struct __pyx_obj_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*getStates)(struct __pyx_obj_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine *, int __pyx_skip_dispatch);
  struct __pyx_obj_21MorphologicalAnalysis_5State_State *(*getState)(struct __pyx_obj_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*addTransition)(struct __pyx_obj_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine *, struct __pyx_obj_21MorphologicalAnalysis_5State_State *, struct __pyx_obj_21MorphologicalAnalysis_5State_State *, PyObject *, PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_21MorphologicalAnalysis_18FiniteStateMachine_18FiniteStateMachine_addTransition *__pyx_optional_args);
  PyObject *(*getTransitions)(struct __pyx_obj_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine *, struct __pyx_obj_21MorphologicalAnalysis_5State_State *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine *__pyx_vtabptr_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine;


/* "MorphologicalAnalysis/MetamorphicParse.pxd":6
 * 
 * 
 * cdef class MetamorphicParse:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __meta_morpheme_list
 */

struct __pyx_vtabstruct_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse {
  PyObject *(*getMetaMorphemeTag)(struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *, PyObject *, int __pyx_skip_dispatch);
  struct __pyx_obj_10Dictionary_4Word_Word *(*getWord)(struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *, int __pyx_skip_dispatch);
  PyObject *(*getMetaMorphemeTagForParse)(struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *, struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, PyObject *, int __pyx_skip_dispatch);
  int (*size)(struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *, int __pyx_skip_dispatch);
  PyObject *(*addMetaMorphemeList)(struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*removeMetaMorphemeFromIndex)(struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *, int, int __pyx_skip_dispatch);
  PyObject *(*getMetaMorpheme)(struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *, int, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *__pyx_vtabptr_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse;


/* "MorphologicalAnalysis/FsmMorphologicalAnalyzer.pxd":13
 * 
 * 
 * cdef class FsmMorphologicalAnalyzer:             # <<<<<<<<<<<<<<
 * 
 *     cdef Trie __dictionary_trie
 */

struct __pyx_vtabstruct_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer {
  PyObject *(*addParsedSurfaceForms)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*getPossibleWords)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, struct __pyx_obj_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse *, struct __pyx_obj_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse *, int __pyx_skip_dispatch);
  struct __pyx_obj_10Dictionary_13TxtDictionary_TxtDictionary *(*getDictionary)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, int __pyx_skip_dispatch);
  struct __pyx_obj_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine *(*getFiniteStateMachine)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, int __pyx_skip_dispatch);
  int (*__pyx___isPossibleSubstring)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, PyObject *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  PyObject *(*__pyx___initializeParseList)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int, int __pyx_skip_dispatch);
  PyObject *(*__pyx___initializeParseListFromRoot)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int, int __pyx_skip_dispatch);
  PyObject *(*__pyx___initializeParseListFromSurfaceForm)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int, int __pyx_skip_dispatch);
  PyObject *(*__pyx___addNewParsesFromCurrentParse)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, PyObject *, PyObject *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  int (*__pyx___parseExists)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*__pyx___parseWord)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*morphologicalAnalysisRoot)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch, struct __pyx_opt_args_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_24FsmMorphologicalAnalyzer_morphologicalAnalysisRoot *__pyx_optional_args);
  PyObject *(*generateAllParses)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int, int __pyx_skip_dispatch);
  PyObject *(*replaceRootWord)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, struct __pyx_obj_21MorphologicalAnalysis_8FsmParse_FsmParse *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, int __pyx_skip_dispatch);
  struct __pyx_obj_6Corpus_8Sentence_Sentence *(*replaceWord)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, struct __pyx_obj_6Corpus_8Sentence_Sentence *, PyObject *, PyObject *, int __pyx_skip_dispatch);
  int (*__pyx___analysisExists)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, PyObject *, int, int __pyx_skip_dispatch);
  PyObject *(*__pyx___analysis)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int, int __pyx_skip_dispatch);
  int (*patternMatches)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, PyObject *, int __pyx_skip_dispatch);
  int (*isProperNoun)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*morphologicalAnalysis)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*robustMorphologicalAnalysis)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  int (*__pyx___isInteger)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  int (*__pyx___isDouble)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  int (*__pyx___isNumber)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  int (*__pyx___isPercent)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  int (*__pyx___isTime)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  int (*__pyx___isRange)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  int (*__pyx___isDate)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*__pyx___toLower)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, PyObject *, int __pyx_skip_dispatch);
  int (*morphologicalAnalysisExists)(struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, struct __pyx_obj_10Dictionary_7TxtWord_TxtWord *, PyObject *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *__pyx_vtabptr_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer;


/* "DataStructure/CounterHashMap.pxd":1
 * cdef class CounterHashMap(dict):             # <<<<<<<<<<<<<<
 * 
 *     cpdef put(self, object key)
 */

struct __pyx_vtabstruct_13DataStructure_14CounterHashMap_CounterHashMap {
  PyObject *(*put)(struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*putNTimes)(struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap *, PyObject *, int, int __pyx_skip_dispatch);
  int (*count)(struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap *, PyObject *, int __pyx_skip_dispatch);
  int (*sumOfCounts)(struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap *, int __pyx_skip_dispatch);
  PyObject *(*max)(struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap *, int __pyx_skip_dispatch, struct __pyx_opt_args_13DataStructure_14CounterHashMap_14CounterHashMap_max *__pyx_optional_args);
  PyObject *(*add)(struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap *, struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap *, int __pyx_skip_dispatch);
  PyObject *(*topN)(struct __pyx_obj_13DataStructure_14CounterHashMap_CounterHashMap *, int, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_13DataStructure_14CounterHashMap_CounterHashMap *__pyx_vtabptr_13DataStructure_14CounterHashMap_CounterHashMap;


/* "Corpus/Paragraph.pxd":4
 * 
 * 
 * cdef class Paragraph:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __sentences
 */

struct __pyx_vtabstruct_6Corpus_9Paragraph_Paragraph {
  PyObject *(*addSentence)(struct __pyx_obj_6Corpus_9Paragraph_Paragraph *, struct __pyx_obj_6Corpus_8Sentence_Sentence *, int __pyx_skip_dispatch);
  int (*sentenceCount)(struct __pyx_obj_6Corpus_9Paragraph_Paragraph *, int __pyx_skip_dispatch);
  struct __pyx_obj_6Corpus_8Sentence_Sentence *(*getSentence)(struct __pyx_obj_6Corpus_9Paragraph_Paragraph *, int, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6Corpus_9Paragraph_Paragraph *__pyx_vtabptr_6Corpus_9Paragraph_Paragraph;


/* "Corpus/Corpus.pxd":7
 * 
 * 
 * cdef class Corpus:             # <<<<<<<<<<<<<<
 * 
 *     cdef list paragraphs
 */

struct __pyx_vtabstruct_6Corpus_6Corpus_Corpus {
  PyObject *(*combine)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, struct __pyx_obj_6Corpus_6Corpus_Corpus *, int __pyx_skip_dispatch);
  PyObject *(*addSentence)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, struct __pyx_obj_6Corpus_8Sentence_Sentence *, int __pyx_skip_dispatch);
  int (*numberOfWords)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int __pyx_skip_dispatch);
  int (*contains)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*addParagraph)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, struct __pyx_obj_6Corpus_9Paragraph_Paragraph *, int __pyx_skip_dispatch);
  PyObject *(*getFileName)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int __pyx_skip_dispatch);
  PyObject *(*getWordList)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int __pyx_skip_dispatch);
  int (*wordCount)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int __pyx_skip_dispatch);
  int (*getCount)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, struct __pyx_obj_10Dictionary_4Word_Word *, int __pyx_skip_dispatch);
  int (*sentenceCount)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int __pyx_skip_dispatch);
  struct __pyx_obj_6Corpus_8Sentence_Sentence *(*getSentence)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int, int __pyx_skip_dispatch);
  int (*paragraphCount)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int __pyx_skip_dispatch);
  struct __pyx_obj_6Corpus_9Paragraph_Paragraph *(*getParagraph)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int, int __pyx_skip_dispatch);
  int (*maxSentenceLength)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int __pyx_skip_dispatch);
  PyObject *(*getAllWordsAsList)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int __pyx_skip_dispatch);
  PyObject *(*shuffleSentences)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int, int __pyx_skip_dispatch);
  struct __pyx_obj_6Corpus_6Corpus_Corpus *(*getTrainCorpus)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int, int, int __pyx_skip_dispatch);
  struct __pyx_obj_6Corpus_6Corpus_Corpus *(*getTestCorpus)(struct __pyx_obj_6Corpus_6Corpus_Corpus *, int, int, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6Corpus_6Corpus_Corpus *__pyx_vtabptr_6Corpus_6Corpus_Corpus;


/* "DisambiguationCorpus/DisambiguationCorpus.pxd":4
 * 
 * 
 * cdef class DisambiguationCorpus(Corpus):             # <<<<<<<<<<<<<<
 * 
 *     cpdef writeToFile(self, str fileName)
 */

struct __pyx_vtabstruct_20DisambiguationCorpus_20DisambiguationCorpus_DisambiguationCorpus {
  struct __pyx_vtabstruct_6Corpus_6Corpus_Corpus __pyx_base;
  PyObject *(*writeToFile)(struct __pyx_obj_20DisambiguationCorpus_20DisambiguationCorpus_DisambiguationCorpus *, PyObject *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20DisambiguationCorpus_20DisambiguationCorpus_DisambiguationCorpus *__pyx_vtabptr_20DisambiguationCorpus_20DisambiguationCorpus_DisambiguationCorpus;


/* "MorphologicalDisambiguation/MorphologicalDisambiguator.pxd":4
 * 
 * 
 * cdef class MorphologicalDisambiguator:             # <<<<<<<<<<<<<<
 * 
 *     cpdef train(self, DisambiguationCorpus corpus)
 */

struct __pyx_vtabstruct_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator {
  PyObject *(*train)(struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *, struct __pyx_obj_20DisambiguationCorpus_20DisambiguationCorpus_DisambiguationCorpus *, int __pyx_skip_dispatch);
  PyObject *(*disambiguate)(struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*saveModel)(struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *, int __pyx_skip_dispatch);
  PyObject *(*loadModel)(struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *__pyx_vtabptr_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator;


/* "InformationRetrieval/Document/Parameter.pxd":4
 * from MorphologicalDisambiguation.MorphologicalDisambiguator cimport MorphologicalDisambiguator
 * 
 * cdef class Parameter:             # <<<<<<<<<<<<<<
 * 
 *     cdef object __index_type
 */

struct __pyx_vtabstruct_20InformationRetrieval_8Document_9Parameter_Parameter {
  PyObject *(*getIndexType)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  PyObject *(*getWordComparator)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*loadIndexesFromFile)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *(*getDisambiguator)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *(*getFsm)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*constructPhraseIndex)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*normalizeDocument)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*constructPositionalIndex)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*constructNGramIndex)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*constructIndexInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*limitNumberOfDocumentsLoaded)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*getDocumentLimit)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*constructDictionaryInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  int (*getWordLimit)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int __pyx_skip_dispatch);
  PyObject *(*setIndexType)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*setWordComparator)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*setLoadIndexesFromFile)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
  PyObject *(*setDisambiguator)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *, int __pyx_skip_dispatch);
  PyObject *(*setFsm)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, int __pyx_skip_dispatch);
  PyObject *(*setNormalizeDocument)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
  PyObject *(*setPhraseIndex)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
  PyObject *(*setPositionalIndex)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
  PyObject *(*setNGramIndex)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
  PyObject *(*setConstructIndexInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
  PyObject *(*setLimitNumberOfDocumentsLoaded)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
  PyObject *(*setDocumentLimit)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
  PyObject *(*setConstructDictionaryInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
  PyObject *(*setWordLimit)(struct __pyx_obj_20InformationRetrieval_8Document_9Parameter_Parameter *, int, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_8Document_9Parameter_Parameter *__pyx_vtabptr_20InformationRetrieval_8Document_9Parameter_Parameter;


/* "InformationRetrieval/Index/TermDictionary.pxd":4
 * from Dictionary.Word cimport Word
 * 
 * cdef class TermDictionary(Dictionary):             # <<<<<<<<<<<<<<
 * 
 *     cpdef int __getPosition(self, Word word)
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_14TermDictionary_TermDictionary {
  struct __pyx_vtabstruct_10Dictionary_10Dictionary_Dictionary __pyx_base;
  PyObject *(*addTerm)(struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, PyObject *, int, int __pyx_skip_dispatch);
  PyObject *(*save)(struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*constructTermsFromDictionary)(struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, int, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *__pyx_vtabptr_20InformationRetrieval_5Index_14TermDictionary_TermDictionary;


/* "InformationRetrieval/Query/Query.pxd":3
 * from Dictionary.Word cimport Word
 * 
 * cdef class Query:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __terms
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Query_5Query_Query {
  struct __pyx_obj_10Dictionary_4Word_Word *(*getTerm)(struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query *, int, int __pyx_skip_dispatch);
  int (*size)(struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Query_5Query_Query *__pyx_vtabptr_20InformationRetrieval_5Query_5Query_Query;


/* "InformationRetrieval/Query/QueryResult.pxd":1
 * cdef class QueryResult:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __items
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Query_11QueryResult_QueryResult {
  PyObject *(*add)(struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult *, int, int __pyx_skip_dispatch, struct __pyx_opt_args_20InformationRetrieval_5Query_11QueryResult_11QueryResult_add *__pyx_optional_args);
  PyObject *(*getItems)(struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult *, int __pyx_skip_dispatch);
  PyObject *(*sort)(struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Query_11QueryResult_QueryResult *__pyx_vtabptr_20InformationRetrieval_5Query_11QueryResult_QueryResult;


/* "InformationRetrieval/Index/IncidenceMatrix.pxd":5
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class IncidenceMatrix:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __incidence_matrix
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix {
  PyObject *(*set)(struct __pyx_obj_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix *, int, int, int __pyx_skip_dispatch);
  struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult *(*search)(struct __pyx_obj_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix *, struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query *, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix *__pyx_vtabptr_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix;


/* "InformationRetrieval/Index/InvertedIndex.pxd":5
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class InvertedIndex:             # <<<<<<<<<<<<<<
 * 
 *     cdef object __index
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex {
  PyObject *(*readPostingList)(struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*saveSorted)(struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*save)(struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*add)(struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex *, int, int, int __pyx_skip_dispatch);
  struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult *(*search)(struct __pyx_obj_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex *, struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query *, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex *__pyx_vtabptr_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex;


/* "InformationRetrieval/Index/NGramIndex.pxd":3
 * from InformationRetrieval.Index.InvertedIndex cimport InvertedIndex
 * 
 * cdef class NGramIndex(InvertedIndex):             # <<<<<<<<<<<<<<
 * 
 *     pass
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_10NGramIndex_NGramIndex {
  struct __pyx_vtabstruct_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex __pyx_base;
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_10NGramIndex_NGramIndex *__pyx_vtabptr_20InformationRetrieval_5Index_10NGramIndex_NGramIndex;


/* "InformationRetrieval/Index/PositionalIndex.pxd":5
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class PositionalIndex:             # <<<<<<<<<<<<<<
 * 
 *     cdef object __positional_index
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex {
  PyObject *(*readPositionalPostingList)(struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*saveSorted)(struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*save)(struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*addPosition)(struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *, int, int, int, int __pyx_skip_dispatch);
  struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult *(*positionalSearch)(struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *, struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query *, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, int __pyx_skip_dispatch);
  PyObject *(*getTermFrequencies)(struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *, int, int __pyx_skip_dispatch);
  PyObject *(*getDocumentFrequencies)(struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *, int __pyx_skip_dispatch);
  PyObject *(*setDocumentSizes)(struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *, PyObject *, int __pyx_skip_dispatch);
  struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult *(*rankedSearch)(struct __pyx_obj_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *, struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query *, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, PyObject *, PyObject *, PyObject *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex *__pyx_vtabptr_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex;


/* "InformationRetrieval/Document/DocumentText.pxd":3
 * from Corpus.Corpus cimport Corpus
 * 
 * cdef class DocumentText(Corpus):             # <<<<<<<<<<<<<<
 * 
 *     cpdef set constructDistinctWordList(self, object termType)
 */

struct __pyx_vtabstruct_20InformationRetrieval_8Document_12DocumentText_DocumentText {
  struct __pyx_vtabstruct_6Corpus_6Corpus_Corpus __pyx_base;
  PyObject *(*constructDistinctWordList)(struct __pyx_obj_20InformationRetrieval_8Document_12DocumentText_DocumentText *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*constructTermList)(struct __pyx_obj_20InformationRetrieval_8Document_12DocumentText_DocumentText *, int, PyObject *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_8Document_12DocumentText_DocumentText *__pyx_vtabptr_20InformationRetrieval_8Document_12DocumentText_DocumentText;


/* "InformationRetrieval/Document/Document.pxd":7
 * from InformationRetrieval.Document.DocumentText cimport DocumentText
 * 
 * cdef class Document:             # <<<<<<<<<<<<<<
 * 
 *     cdef str __absolute_file_name
 */

struct __pyx_vtabstruct_20InformationRetrieval_8Document_8Document_Document {
  struct __pyx_obj_20InformationRetrieval_8Document_12DocumentText_DocumentText *(*loadDocument)(struct __pyx_obj_20InformationRetrieval_8Document_8Document_Document *, int __pyx_skip_dispatch);
  struct __pyx_obj_6Corpus_6Corpus_Corpus *(*normalizeDocument)(struct __pyx_obj_20InformationRetrieval_8Document_8Document_Document *, struct __pyx_obj_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator *, struct __pyx_obj_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer *, int __pyx_skip_dispatch);
  int (*getDocId)(struct __pyx_obj_20InformationRetrieval_8Document_8Document_Document *, int __pyx_skip_dispatch);
  PyObject *(*getFileName)(struct __pyx_obj_20InformationRetrieval_8Document_8Document_Document *, int __pyx_skip_dispatch);
  PyObject *(*getAbsoluteFileName)(struct __pyx_obj_20InformationRetrieval_8Document_8Document_Document *, int __pyx_skip_dispatch);
  int (*getSize)(struct __pyx_obj_20InformationRetrieval_8Document_8Document_Document *, int __pyx_skip_dispatch);
  PyObject *(*setSize)(struct __pyx_obj_20InformationRetrieval_8Document_8Document_Document *, int, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_8Document_8Document_Document *__pyx_vtabptr_20InformationRetrieval_8Document_8Document_Document;


/* "InformationRetrieval/Index/Posting.pxd":1
 * cdef class Posting:             # <<<<<<<<<<<<<<
 * 
 *     cdef int __id
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_7Posting_Posting {
  int (*getId)(struct __pyx_obj_20InformationRetrieval_5Index_7Posting_Posting *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_7Posting_Posting *__pyx_vtabptr_20InformationRetrieval_5Index_7Posting_Posting;


/* "InformationRetrieval/Index/PositionalPosting.pxd":3
 * from InformationRetrieval.Index.Posting cimport Posting
 * 
 * cdef class PositionalPosting(Posting):             # <<<<<<<<<<<<<<
 * 
 *     cdef list __positions
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting {
  struct __pyx_vtabstruct_20InformationRetrieval_5Index_7Posting_Posting __pyx_base;
  PyObject *(*add)(struct __pyx_obj_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting *, int, int __pyx_skip_dispatch);
  int (*getDocId)(struct __pyx_obj_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting *, int __pyx_skip_dispatch);
  PyObject *(*getPositions)(struct __pyx_obj_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting *, int __pyx_skip_dispatch);
  int (*size)(struct __pyx_obj_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting *__pyx_vtabptr_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting;


/* "InformationRetrieval/Index/PositionalPostingList.pxd":4
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class PositionalPostingList:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __postings
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList {
  int (*size)(struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *, int __pyx_skip_dispatch);
  int (*getIndex)(struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *, int, int __pyx_skip_dispatch);
  struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult *(*toQueryResult)(struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *, int __pyx_skip_dispatch);
  PyObject *(*add)(struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *, int, int, int __pyx_skip_dispatch);
  struct __pyx_obj_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting *(*get)(struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *, int, int __pyx_skip_dispatch);
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  struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *(*intersection)(struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *, struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *, int __pyx_skip_dispatch);
  PyObject *(*writeToFile)(struct __pyx_obj_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *, PyObject *, int, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList *__pyx_vtabptr_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList;


/* "InformationRetrieval/Index/PostingList.pxd":3
 * from InformationRetrieval.Query.QueryResult cimport QueryResult
 * 
 * cdef class PostingList:             # <<<<<<<<<<<<<<
 * 
 *     cdef list __postings
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_11PostingList_PostingList {
  PyObject *(*add)(struct __pyx_obj_20InformationRetrieval_5Index_11PostingList_PostingList *, int, int __pyx_skip_dispatch);
  int (*size)(struct __pyx_obj_20InformationRetrieval_5Index_11PostingList_PostingList *, int __pyx_skip_dispatch);
  struct __pyx_obj_20InformationRetrieval_5Index_11PostingList_PostingList *(*intersection)(struct __pyx_obj_20InformationRetrieval_5Index_11PostingList_PostingList *, struct __pyx_obj_20InformationRetrieval_5Index_11PostingList_PostingList *, int __pyx_skip_dispatch);
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  struct __pyx_obj_20InformationRetrieval_5Query_11QueryResult_QueryResult *(*toQueryResult)(struct __pyx_obj_20InformationRetrieval_5Index_11PostingList_PostingList *, int __pyx_skip_dispatch);
  PyObject *(*writeToFile)(struct __pyx_obj_20InformationRetrieval_5Index_11PostingList_PostingList *, PyObject *, int, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_11PostingList_PostingList *__pyx_vtabptr_20InformationRetrieval_5Index_11PostingList_PostingList;


/* "InformationRetrieval/Index/TermOccurrence.pxd":3
 * from Dictionary.Word cimport Word
 * 
 * cdef class TermOccurrence:             # <<<<<<<<<<<<<<
 * 
 *     cdef Word __term
 */

struct __pyx_vtabstruct_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence {
  struct __pyx_obj_10Dictionary_4Word_Word *(*getTerm)(struct __pyx_obj_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence *, int __pyx_skip_dispatch);
  int (*getDocId)(struct __pyx_obj_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence *, int __pyx_skip_dispatch);
  int (*getPosition)(struct __pyx_obj_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence *, int __pyx_skip_dispatch);
  int (*isDifferent)(struct __pyx_obj_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence *, struct __pyx_obj_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence *__pyx_vtabptr_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence;


/* "InformationRetrieval/Document/Collection.pyx":17
 * from InformationRetrieval.Query.RetrievalType import RetrievalType
 * 
 * cdef class Collection:             # <<<<<<<<<<<<<<
 * 
 *     def __init__(self,
 */

struct __pyx_vtabstruct_20InformationRetrieval_8Document_10Collection_Collection {
  int (*size)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, int __pyx_skip_dispatch);
  int (*vocabularySize)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, int __pyx_skip_dispatch);
  PyObject *(*save)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, int __pyx_skip_dispatch);
  PyObject *(*constructDictionaryInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, int __pyx_skip_dispatch);
  PyObject *(*constructIndexesInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, int __pyx_skip_dispatch);
  PyObject *(*constructIndexesInMemory)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, int __pyx_skip_dispatch);
  PyObject *(*constructTerms)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*constructDistinctWordList)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, int __pyx_skip_dispatch);
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  PyObject *(*selectIndexesWithMinimumTermIds)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*selectDictionariesWithMinimumWords)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*combineMultipleDictionariesInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, PyObject *, int, int __pyx_skip_dispatch);
  PyObject *(*addNGramsToDictionaryAndIndex)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, int, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, struct __pyx_obj_20InformationRetrieval_5Index_10NGramIndex_NGramIndex *, int __pyx_skip_dispatch);
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  PyObject *(*combineMultipleInvertedIndexesInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, PyObject *, int, int __pyx_skip_dispatch);
  PyObject *(*constructInvertedIndexInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*constructDictionaryAndInvertedIndexInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*combineMultiplePositionalIndexesInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, int, int __pyx_skip_dispatch);
  PyObject *(*constructDictionaryAndPositionalIndexInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*constructPositionalIndexInDisk)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*constructNGramIndex)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, int __pyx_skip_dispatch);
  PyObject *(*searchCollection)(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query *, PyObject *, int __pyx_skip_dispatch, struct __pyx_opt_args_20InformationRetrieval_8Document_10Collection_10Collection_searchCollection *__pyx_optional_args);
};
static struct __pyx_vtabstruct_20InformationRetrieval_8Document_10Collection_Collection *__pyx_vtabptr_20InformationRetrieval_8Document_10Collection_Collection;

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static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj);
static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version);
#else
#define __PYX_GET_DICT_VERSION(dict)  (0)
#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)
#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP)  (VAR) = (LOOKUP);
#endif

/* GetModuleGlobalName.proto */
#if CYTHON_USE_DICT_VERSIONS
#define __Pyx_GetModuleGlobalName(var, name)  {\
    static PY_UINT64_T __pyx_dict_version = 0;\
    static PyObject *__pyx_dict_cached_value = NULL;\
    (var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
        (likely(__pyx_dict_cached_value) ? __Pyx_NewRef(__pyx_dict_cached_value) : __Pyx_GetBuiltinName(name)) :\
        __Pyx__GetModuleGlobalName(name, &__pyx_dict_version, &__pyx_dict_cached_value);\
}
#define __Pyx_GetModuleGlobalNameUncached(var, name)  {\
    PY_UINT64_T __pyx_dict_version;\
    PyObject *__pyx_dict_cached_value;\
    (var) = __Pyx__GetModuleGlobalName(name, &__pyx_dict_version, &__pyx_dict_cached_value);\
}
static PyObject *__Pyx__GetModuleGlobalName(PyObject *name, PY_UINT64_T *dict_version, PyObject **dict_cached_value);
#else
#define __Pyx_GetModuleGlobalName(var, name)  (var) = __Pyx__GetModuleGlobalName(name)
#define __Pyx_GetModuleGlobalNameUncached(var, name)  (var) = __Pyx__GetModuleGlobalName(name)
static CYTHON_INLINE PyObject *__Pyx__GetModuleGlobalName(PyObject *name);
#endif

/* PyCFunctionFastCall.proto */
#if CYTHON_FAST_PYCCALL
static CYTHON_INLINE PyObject *__Pyx_PyCFunction_FastCall(PyObject *func, PyObject **args, Py_ssize_t nargs);
#else
#define __Pyx_PyCFunction_FastCall(func, args, nargs)  (assert(0), NULL)
#endif

/* PyFunctionFastCall.proto */
#if CYTHON_FAST_PYCALL
#define __Pyx_PyFunction_FastCall(func, args, nargs)\
    __Pyx_PyFunction_FastCallDict((func), (args), (nargs), NULL)
#if 1 || PY_VERSION_HEX < 0x030600B1
static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, Py_ssize_t nargs, PyObject *kwargs);
#else
#define __Pyx_PyFunction_FastCallDict(func, args, nargs, kwargs) _PyFunction_FastCallDict(func, args, nargs, kwargs)
#endif
#define __Pyx_BUILD_ASSERT_EXPR(cond)\
    (sizeof(char [1 - 2*!(cond)]) - 1)
#ifndef Py_MEMBER_SIZE
#define Py_MEMBER_SIZE(type, member) sizeof(((type *)0)->member)
#endif
  static size_t __pyx_pyframe_localsplus_offset = 0;
  #include "frameobject.h"
  #define __Pxy_PyFrame_Initialize_Offsets()\
    ((void)__Pyx_BUILD_ASSERT_EXPR(sizeof(PyFrameObject) == offsetof(PyFrameObject, f_localsplus) + Py_MEMBER_SIZE(PyFrameObject, f_localsplus)),\
     (void)(__pyx_pyframe_localsplus_offset = ((size_t)PyFrame_Type.tp_basicsize) - Py_MEMBER_SIZE(PyFrameObject, f_localsplus)))
  #define __Pyx_PyFrame_GetLocalsplus(frame)\
    (assert(__pyx_pyframe_localsplus_offset), (PyObject **)(((char *)(frame)) + __pyx_pyframe_localsplus_offset))
#endif

/* PyObjectCall.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw);
#else
#define __Pyx_PyObject_Call(func, arg, kw) PyObject_Call(func, arg, kw)
#endif

/* PyObjectCall2Args.proto */
static CYTHON_UNUSED PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2);

/* PyObjectCallMethO.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg);
#endif

/* PyObjectCallOneArg.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg);

/* RaiseTooManyValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);

/* RaiseNeedMoreValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);

/* IterFinish.proto */
static CYTHON_INLINE int __Pyx_IterFinish(void);

/* UnpackItemEndCheck.proto */
static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected);

/* ListAppend.proto */
#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
static CYTHON_INLINE int __Pyx_PyList_Append(PyObject* list, PyObject* x) {
    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);
        __Pyx_SET_SIZE(list, len + 1);
        return 0;
    }
    return PyList_Append(list, x);
}
#else
#define __Pyx_PyList_Append(L,x) PyList_Append(L,x)
#endif

/* PyObjectCallNoArg.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func);
#else
#define __Pyx_PyObject_CallNoArg(func) __Pyx_PyObject_Call(func, __pyx_empty_tuple, NULL)
#endif

/* PyThreadStateGet.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyThreadState_declare  PyThreadState *__pyx_tstate;
#define __Pyx_PyThreadState_assign  __pyx_tstate = __Pyx_PyThreadState_Current;
#define __Pyx_PyErr_Occurred()  __pyx_tstate->curexc_type
#else
#define __Pyx_PyThreadState_declare
#define __Pyx_PyThreadState_assign
#define __Pyx_PyErr_Occurred()  PyErr_Occurred()
#endif

/* PyErrFetchRestore.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyErr_Clear() __Pyx_ErrRestore(NULL, NULL, NULL)
#define __Pyx_ErrRestoreWithState(type, value, tb)  __Pyx_ErrRestoreInState(PyThreadState_GET(), type, value, tb)
#define __Pyx_ErrFetchWithState(type, value, tb)    __Pyx_ErrFetchInState(PyThreadState_GET(), type, value, tb)
#define __Pyx_ErrRestore(type, value, tb)  __Pyx_ErrRestoreInState(__pyx_tstate, type, value, tb)
#define __Pyx_ErrFetch(type, value, tb)    __Pyx_ErrFetchInState(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_PyErr_SetNone(exc) (Py_INCREF(exc), __Pyx_ErrRestore((exc), NULL, NULL))
#else
#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
#endif
#else
#define __Pyx_PyErr_Clear() PyErr_Clear()
#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
#define __Pyx_ErrRestoreWithState(type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetchWithState(type, value, tb)  PyErr_Fetch(type, value, tb)
#define __Pyx_ErrRestoreInState(tstate, type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetchInState(tstate, type, value, tb)  PyErr_Fetch(type, value, tb)
#define __Pyx_ErrRestore(type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetch(type, value, tb)  PyErr_Fetch(type, value, tb)
#endif

/* WriteUnraisableException.proto */
static void __Pyx_WriteUnraisable(const char *name, int clineno,
                                  int lineno, const char *filename,
                                  int full_traceback, int nogil);

/* ExtTypeTest.proto */
static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type);

/* ListExtend.proto */
static CYTHON_INLINE int __Pyx_PyList_Extend(PyObject* L, PyObject* v) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject* none = _PyList_Extend((PyListObject*)L, v);
    if (unlikely(!none))
        return -1;
    Py_DECREF(none);
    return 0;
#else
    return PyList_SetSlice(L, PY_SSIZE_T_MAX, PY_SSIZE_T_MAX, v);
#endif
}

/* UnpackUnboundCMethod.proto */
typedef struct {
    PyObject *type;
    PyObject **method_name;
    PyCFunction func;
    PyObject *method;
    int flag;
} __Pyx_CachedCFunction;

/* CallUnboundCMethod1.proto */
static PyObject* __Pyx__CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg);
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg);
#else
#define __Pyx_CallUnboundCMethod1(cfunc, self, arg)  __Pyx__CallUnboundCMethod1(cfunc, self, arg)
#endif

/* pyobject_as_double.proto */
static double __Pyx__PyObject_AsDouble(PyObject* obj);
#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

/* GetItemInt.proto */
#define __Pyx_GetItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_GetItemInt_Fast(o, (Py_ssize_t)i, is_list, wraparound, boundscheck) :\
    (is_list ? (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL) :\
               __Pyx_GetItemInt_Generic(o, to_py_func(i))))
#define __Pyx_GetItemInt_List(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_GetItemInt_List_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
    (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
                                                              int wraparound, int boundscheck);
#define __Pyx_GetItemInt_Tuple(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_GetItemInt_Tuple_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
    (PyErr_SetString(PyExc_IndexError, "tuple index out of range"), (PyObject*)NULL))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
                                                              int wraparound, int boundscheck);
static 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);

/* IncludeStringH.proto */
#include <string.h>

/* BytesEquals.proto */
static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals);

/* UnicodeEquals.proto */
static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals);

/* PyUnicode_Substring.proto */
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_Substring(
            PyObject* text, Py_ssize_t start, Py_ssize_t stop);

/* PyIntBinop.proto */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_AddObjC(PyObject *op1, PyObject *op2, long intval, int inplace, int zerodivision_check);
#else
#define __Pyx_PyInt_AddObjC(op1, op2, intval, inplace, zerodivision_check)\
    (inplace ? PyNumber_InPlaceAdd(op1, op2) : PyNumber_Add(op1, op2))
#endif

/* ObjectGetItem.proto */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject* key);
#else
#define __Pyx_PyObject_GetItem(obj, key)  PyObject_GetItem(obj, key)
#endif

/* SetItemInt.proto */
#define __Pyx_SetItemInt(o, i, v, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
    (__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
    __Pyx_SetItemInt_Fast(o, (Py_ssize_t)i, v, is_list, wraparound, boundscheck) :\
    (is_list ? (PyErr_SetString(PyExc_IndexError, "list assignment index out of range"), -1) :\
               __Pyx_SetItemInt_Generic(o, to_py_func(i), v)))
static 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);

/* PyIntBinop.proto */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_RemainderObjC(PyObject *op1, PyObject *op2, long intval, int inplace, int zerodivision_check);
#else
#define __Pyx_PyInt_RemainderObjC(op1, op2, intval, inplace, zerodivision_check)\
    (inplace ? PyNumber_InPlaceRemainder(op1, op2) : PyNumber_Remainder(op1, op2))
#endif

/* set_iter.proto */
static CYTHON_INLINE PyObject* __Pyx_set_iterator(PyObject* iterable, int is_set,
                                                  Py_ssize_t* p_orig_length, int* p_source_is_set);
static CYTHON_INLINE int __Pyx_set_iter_next(
        PyObject* iter_obj, Py_ssize_t orig_length,
        Py_ssize_t* ppos, PyObject **value,
        int source_is_set);

/* CallUnboundCMethod0.proto */
static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self);
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_CallUnboundCMethod0(cfunc, self)\
    (likely((cfunc)->func) ?\
        (likely((cfunc)->flag == METH_NOARGS) ?  (*((cfunc)->func))(self, NULL) :\
         (PY_VERSION_HEX >= 0x030600B1 && likely((cfunc)->flag == METH_FASTCALL) ?\
            (PY_VERSION_HEX >= 0x030700A0 ?\
                (*(__Pyx_PyCFunctionFast)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0) :\
                (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL)) :\
          (PY_VERSION_HEX >= 0x030700A0 && (cfunc)->flag == (METH_FASTCALL | METH_KEYWORDS) ?\
            (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL) :\
            (likely((cfunc)->flag == (METH_VARARGS | METH_KEYWORDS)) ?  ((*(PyCFunctionWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, __pyx_empty_tuple, NULL)) :\
               ((cfunc)->flag == METH_VARARGS ?  (*((cfunc)->func))(self, __pyx_empty_tuple) :\
               __Pyx__CallUnboundCMethod0(cfunc, self)))))) :\
        __Pyx__CallUnboundCMethod0(cfunc, self))
#else
#define __Pyx_CallUnboundCMethod0(cfunc, self)  __Pyx__CallUnboundCMethod0(cfunc, self)
#endif

/* PyErrExceptionMatches.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyErr_ExceptionMatches(err) __Pyx_PyErr_ExceptionMatchesInState(__pyx_tstate, err)
static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err);
#else
#define __Pyx_PyErr_ExceptionMatches(err)  PyErr_ExceptionMatches(err)
#endif

/* GetAttr.proto */
static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *, PyObject *);

/* GetAttr3.proto */
static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *, PyObject *, PyObject *);

/* Import.proto */
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);

/* ImportFrom.proto */
static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name);

/* RaiseException.proto */
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);

/* HasAttr.proto */
static CYTHON_INLINE int __Pyx_HasAttr(PyObject *, PyObject *);

/* PyObject_GenericGetAttrNoDict.proto */
#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name);
#else
#define __Pyx_PyObject_GenericGetAttrNoDict PyObject_GenericGetAttr
#endif

/* PyObject_GenericGetAttr.proto */
#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_name);
#else
#define __Pyx_PyObject_GenericGetAttr PyObject_GenericGetAttr
#endif

/* SetVTable.proto */
static int __Pyx_SetVtable(PyObject *dict, void *vtable);

/* PyObjectGetAttrStrNoError.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name);

/* SetupReduce.proto */
static int __Pyx_setup_reduce(PyObject* type_obj);

/* TypeImport.proto */
#ifndef __PYX_HAVE_RT_ImportType_proto
#define __PYX_HAVE_RT_ImportType_proto
enum __Pyx_ImportType_CheckSize {
   __Pyx_ImportType_CheckSize_Error = 0,
   __Pyx_ImportType_CheckSize_Warn = 1,
   __Pyx_ImportType_CheckSize_Ignore = 2
};
static PyTypeObject *__Pyx_ImportType(PyObject* module, const char *module_name, const char *class_name, size_t size, enum __Pyx_ImportType_CheckSize check_size);
#endif

/* GetVTable.proto */
static void* __Pyx_GetVtable(PyObject *dict);

/* CLineInTraceback.proto */
#ifdef CYTHON_CLINE_IN_TRACEBACK
#define __Pyx_CLineForTraceback(tstate, c_line)  (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0)
#else
static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line);
#endif

/* CodeObjectCache.proto */
typedef struct {
    PyCodeObject* code_object;
    int code_line;
} __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);

/* AddTraceback.proto */
static void __Pyx_AddTraceback(const char *funcname, int c_line,
                               int py_line, const char *filename);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);

/* CIntFromPy.proto */
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);

/* CIntFromPy.proto */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);

/* FastTypeChecks.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_TypeCheck(obj, type) __Pyx_IsSubtype(Py_TYPE(obj), (PyTypeObject *)type)
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject *type);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
#else
#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
#define __Pyx_PyErr_GivenExceptionMatches2(err, type1, type2) (PyErr_GivenExceptionMatches(err, type1) || PyErr_GivenExceptionMatches(err, type2))
#endif
#define __Pyx_PyException_Check(obj) __Pyx_TypeCheck(obj, PyExc_Exception)

/* CheckBinaryVersion.proto */
static int __Pyx_check_binary_version(void);

/* InitStrings.proto */
static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);

static int __pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_size(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static int __pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_vocabularySize(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_save(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructDictionaryInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructIndexesInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructIndexesInMemory(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructTerms(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_termType, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructDistinctWordList(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_termType, int __pyx_skip_dispatch); /* proto*/
static int __pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_notCombinedAllIndexes(CYTHON_UNUSED struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_currentIdList, int __pyx_skip_dispatch); /* proto*/
static int __pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_notCombinedAllDictionaries(CYTHON_UNUSED struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_currentWords, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_selectIndexesWithMinimumTermIds(CYTHON_UNUSED struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_currentIdList, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_selectDictionariesWithMinimumWords(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_currentWords, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_combineMultipleDictionariesInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_name, PyObject *__pyx_v_tmpName, int __pyx_v_blockCount, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_addNGramsToDictionaryAndIndex(CYTHON_UNUSED struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_line, int __pyx_v_k, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *__pyx_v_nGramDictionary, struct __pyx_obj_20InformationRetrieval_5Index_10NGramIndex_NGramIndex *__pyx_v_nGramIndex, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructNGramDictionaryAndIndexInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_combineMultipleInvertedIndexesInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_name, PyObject *__pyx_v_tmpName, int __pyx_v_blockCount, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructInvertedIndexInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *__pyx_v_dictionary, PyObject *__pyx_v_termType, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructDictionaryAndInvertedIndexInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_termType, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_combineMultiplePositionalIndexesInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_name, int __pyx_v_blockCount, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructDictionaryAndPositionalIndexInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_termType, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructPositionalIndexInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *__pyx_v_dictionary, PyObject *__pyx_v_termType, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_constructNGramIndex(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection_10Collection_searchCollection(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, struct __pyx_obj_20InformationRetrieval_5Query_5Query_Query *__pyx_v_query, PyObject *__pyx_v_retrievalType, int __pyx_skip_dispatch, struct __pyx_opt_args_20InformationRetrieval_8Document_10Collection_10Collection_searchCollection *__pyx_optional_args); /* proto*/

/* Module declarations from 'Dictionary.Word' */
static PyTypeObject *__pyx_ptype_10Dictionary_4Word_Word = 0;

/* Module declarations from 'Corpus.Sentence' */
static PyTypeObject *__pyx_ptype_6Corpus_8Sentence_Sentence = 0;

/* Module declarations from 'Dictionary.Trie.TrieNode' */
static PyTypeObject *__pyx_ptype_10Dictionary_4Trie_8TrieNode_TrieNode = 0;

/* Module declarations from 'Dictionary.TxtWord' */
static PyTypeObject *__pyx_ptype_10Dictionary_7TxtWord_TxtWord = 0;

/* Module declarations from 'Dictionary.Trie.Trie' */
static PyTypeObject *__pyx_ptype_10Dictionary_4Trie_4Trie_Trie = 0;

/* Module declarations from 'Dictionary.Dictionary' */
static PyTypeObject *__pyx_ptype_10Dictionary_10Dictionary_Dictionary = 0;

/* Module declarations from 'Dictionary.TxtDictionary' */
static PyTypeObject *__pyx_ptype_10Dictionary_13TxtDictionary_TxtDictionary = 0;

/* Module declarations from 'DataStructure.Cache.LRUCache' */
static PyTypeObject *__pyx_ptype_13DataStructure_5Cache_8LRUCache_LRUCache = 0;

/* Module declarations from 'MorphologicalAnalysis.InflectionalGroup' */
static PyTypeObject *__pyx_ptype_21MorphologicalAnalysis_17InflectionalGroup_InflectionalGroup = 0;

/* Module declarations from 'MorphologicalAnalysis.MorphologicalParse' */
static PyTypeObject *__pyx_ptype_21MorphologicalAnalysis_18MorphologicalParse_MorphologicalParse = 0;

/* Module declarations from 'MorphologicalAnalysis.State' */
static PyTypeObject *__pyx_ptype_21MorphologicalAnalysis_5State_State = 0;

/* Module declarations from 'MorphologicalAnalysis.FsmParse' */
static PyTypeObject *__pyx_ptype_21MorphologicalAnalysis_8FsmParse_FsmParse = 0;

/* Module declarations from 'MorphologicalAnalysis.FiniteStateMachine' */
static PyTypeObject *__pyx_ptype_21MorphologicalAnalysis_18FiniteStateMachine_FiniteStateMachine = 0;

/* Module declarations from 'MorphologicalAnalysis.MetamorphicParse' */
static PyTypeObject *__pyx_ptype_21MorphologicalAnalysis_16MetamorphicParse_MetamorphicParse = 0;

/* Module declarations from 'MorphologicalAnalysis.FsmMorphologicalAnalyzer' */
static PyTypeObject *__pyx_ptype_21MorphologicalAnalysis_24FsmMorphologicalAnalyzer_FsmMorphologicalAnalyzer = 0;

/* Module declarations from 'DataStructure.CounterHashMap' */
static PyTypeObject *__pyx_ptype_13DataStructure_14CounterHashMap_CounterHashMap = 0;

/* Module declarations from 'Corpus.Paragraph' */
static PyTypeObject *__pyx_ptype_6Corpus_9Paragraph_Paragraph = 0;

/* Module declarations from 'Corpus.Corpus' */
static PyTypeObject *__pyx_ptype_6Corpus_6Corpus_Corpus = 0;

/* Module declarations from 'DisambiguationCorpus.DisambiguationCorpus' */
static PyTypeObject *__pyx_ptype_20DisambiguationCorpus_20DisambiguationCorpus_DisambiguationCorpus = 0;

/* Module declarations from 'MorphologicalDisambiguation.MorphologicalDisambiguator' */
static PyTypeObject *__pyx_ptype_27MorphologicalDisambiguation_26MorphologicalDisambiguator_MorphologicalDisambiguator = 0;

/* Module declarations from 'InformationRetrieval.Document.Parameter' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_8Document_9Parameter_Parameter = 0;

/* Module declarations from 'InformationRetrieval.Index.TermDictionary' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_14TermDictionary_TermDictionary = 0;

/* Module declarations from 'InformationRetrieval.Query.Query' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Query_5Query_Query = 0;

/* Module declarations from 'InformationRetrieval.Query.QueryResult' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Query_11QueryResult_QueryResult = 0;

/* Module declarations from 'InformationRetrieval.Index.IncidenceMatrix' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_15IncidenceMatrix_IncidenceMatrix = 0;

/* Module declarations from 'InformationRetrieval.Index.InvertedIndex' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_13InvertedIndex_InvertedIndex = 0;

/* Module declarations from 'InformationRetrieval.Index.NGramIndex' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_10NGramIndex_NGramIndex = 0;

/* Module declarations from 'InformationRetrieval.Index.PositionalIndex' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_15PositionalIndex_PositionalIndex = 0;

/* Module declarations from 'InformationRetrieval.Document.DocumentText' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_8Document_12DocumentText_DocumentText = 0;

/* Module declarations from 'InformationRetrieval.Document.Document' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_8Document_8Document_Document = 0;

/* Module declarations from 'InformationRetrieval.Index.Posting' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_7Posting_Posting = 0;

/* Module declarations from 'InformationRetrieval.Index.PositionalPosting' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_17PositionalPosting_PositionalPosting = 0;

/* Module declarations from 'InformationRetrieval.Index.PositionalPostingList' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_21PositionalPostingList_PositionalPostingList = 0;

/* Module declarations from 'InformationRetrieval.Index.PostingList' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_11PostingList_PostingList = 0;

/* Module declarations from 'InformationRetrieval.Index.TermOccurrence' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_5Index_14TermOccurrence_TermOccurrence = 0;

/* Module declarations from 'InformationRetrieval.Document.Collection' */
static PyTypeObject *__pyx_ptype_20InformationRetrieval_8Document_10Collection_Collection = 0;
static PyObject *__pyx_f_20InformationRetrieval_8Document_10Collection___pyx_unpickle_Collection__set_state(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *, PyObject *); /*proto*/
#define __Pyx_MODULE_NAME "InformationRetrieval.Document.Collection"
extern int __pyx_module_is_main_InformationRetrieval__Document__Collection;
int __pyx_module_is_main_InformationRetrieval__Document__Collection = 0;

/* Implementation of 'InformationRetrieval.Document.Collection' */
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_open;
static const char __pyx_k_[] = " ";
static const char __pyx_k_k[] = "k";
static const char __pyx_k_r[] = "r";
static const char __pyx_k_w[] = "w";
static const char __pyx_k__2[] = "\n";
static const char __pyx_k__3[] = "";
static const char __pyx_k_os[] = "os";
static const char __pyx_k_inf[] = "inf";
static const char __pyx_k_key[] = "key";
static const char __pyx_k_new[] = "__new__";
static const char __pyx_k_str[] = "__str__";
static const char __pyx_k_tmp[] = "tmp-";
static const char __pyx_k_txt[] = ".txt";
static const char __pyx_k_dict[] = "__dict__";
static const char __pyx_k_hash[] = "__hash__";
static const char __pyx_k_join[] = "join";
static const char __pyx_k_line[] = "line";
static const char __pyx_k_main[] = "__main__";
static const char __pyx_k_mode[] = "mode";
static const char __pyx_k_name[] = "name";
static const char __pyx_k_open[] = "open";
static const char __pyx_k_path[] = "path";
static const char __pyx_k_save[] = "save";
static const char __pyx_k_size[] = "size";
static const char __pyx_k_sort[] = "sort";
static const char __pyx_k_test[] = "__test__";
static const char __pyx_k_walk[] = "walk";
static const char __pyx_k_TOKEN[] = "TOKEN";
static const char __pyx_k_close[] = "close";
static const char __pyx_k_index[] = "index";
static const char __pyx_k_query[] = "query";
static const char __pyx_k_range[] = "range";
static const char __pyx_k_strip[] = "strip";
static const char __pyx_k_union[] = "union";
static const char __pyx_k_utf_8[] = "utf-8";
static const char __pyx_k_write[] = "write";
static const char __pyx_k_NO_IDF[] = "NO_IDF";
static const char __pyx_k_PHRASE[] = "PHRASE";
static const char __pyx_k_biGram[] = "-biGram";
static const char __pyx_k_import[] = "__import__";
static const char __pyx_k_name_2[] = "__name__";
static const char __pyx_k_phrase[] = "-phrase";
static const char __pyx_k_pickle[] = "pickle";
static const char __pyx_k_reduce[] = "__reduce__";
static const char __pyx_k_update[] = "update";
static const char __pyx_k_BOOLEAN[] = "BOOLEAN";
static const char __pyx_k_NATURAL[] = "NATURAL";
static const char __pyx_k_tmpName[] = "tmpName";
static const char __pyx_k_triGram[] = "-triGram";
static const char __pyx_k_TermType[] = "TermType";
static const char __pyx_k_biGram_2[] = "biGram-";
static const char __pyx_k_encoding[] = "encoding";
static const char __pyx_k_endswith[] = "endswith";
static const char __pyx_k_getstate[] = "__getstate__";
static const char __pyx_k_pyx_type[] = "__pyx_type";
static const char __pyx_k_readline[] = "readline";
static const char __pyx_k_setstate[] = "__setstate__";
static const char __pyx_k_termType[] = "termType";
static const char __pyx_k_IndexType[] = "IndexType";
static const char __pyx_k_directory[] = "directory";
static const char __pyx_k_functools[] = "functools";
static const char __pyx_k_getTermId[] = "getTermId";
static const char __pyx_k_parameter[] = "parameter";
static const char __pyx_k_pyx_state[] = "__pyx_state";
static const char __pyx_k_reduce_ex[] = "__reduce_ex__";
static const char __pyx_k_triGram_2[] = "triGram-";
static const char __pyx_k_Collection[] = "Collection";
static const char __pyx_k_POSITIONAL[] = "POSITIONAL";
static const char __pyx_k_blockCount[] = "blockCount";
static const char __pyx_k_cmp_to_key[] = "cmp_to_key";
static const char __pyx_k_dictionary[] = "dictionary";
static const char __pyx_k_nGramIndex[] = "nGramIndex";
static const char __pyx_k_pyx_result[] = "__pyx_result";
static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
static const char __pyx_k_tmp_biGram[] = "tmp-biGram-";
static const char __pyx_k_PickleError[] = "PickleError";
static const char __pyx_k_tmp_triGram[] = "tmp-triGram-";
static const char __pyx_k_postings_txt[] = "-postings.txt";
static const char __pyx_k_pyx_checksum[] = "__pyx_checksum";
static const char __pyx_k_stringsource[] = "stringsource";
static const char __pyx_k_RetrievalType[] = "RetrievalType";
static const char __pyx_k_TermWeighting[] = "TermWeighting";
static const char __pyx_k_reduce_cython[] = "__reduce_cython__";
static const char __pyx_k_retrievalType[] = "retrievalType";
static const char __pyx_k_termWeighting[] = "termWeighting";
static const char __pyx_k_INVERTED_INDEX[] = "INVERTED_INDEX";
static const char __pyx_k_constructTerms[] = "constructTerms";
static const char __pyx_k_dictionary_txt[] = "-dictionary.txt";
static const char __pyx_k_vocabularySize[] = "vocabularySize";
static const char __pyx_k_constructNGrams[] = "constructNGrams";
static const char __pyx_k_nGramDictionary[] = "nGramDictionary";
static const char __pyx_k_pyx_PickleError[] = "__pyx_PickleError";
static const char __pyx_k_setstate_cython[] = "__setstate_cython__";
static const char __pyx_k_INCIDENCE_MATRIX[] = "INCIDENCE_MATRIX";
static const char __pyx_k_searchCollection[] = "searchCollection";
static const char __pyx_k_DocumentWeighting[] = "DocumentWeighting";
static const char __pyx_k_documentWeighting[] = "documentWeighting";
static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
static const char __pyx_k_constructNGramIndex[] = "constructNGramIndex";
static const char __pyx_k_notCombinedAllIndexes[] = "notCombinedAllIndexes";
static const char __pyx_k_constructIndexesInDisk[] = "constructIndexesInDisk";
static const char __pyx_k_positionalPostings_txt[] = "-positionalPostings.txt";
static const char __pyx_k_pyx_unpickle_Collection[] = "__pyx_unpickle_Collection";
static const char __pyx_k_constructIndexesInMemory[] = "constructIndexesInMemory";
static const char __pyx_k_termOccurrenceComparator[] = "termOccurrenceComparator";
static const char __pyx_k_constructDictionaryInDisk[] = "constructDictionaryInDisk";
static const char __pyx_k_constructDistinctWordList[] = "constructDistinctWordList";
static const char __pyx_k_notCombinedAllDictionaries[] = "notCombinedAllDictionaries";
static const char __pyx_k_constructInvertedIndexInDisk[] = "constructInvertedIndexInDisk";
static const char __pyx_k_addNGramsToDictionaryAndIndex[] = "addNGramsToDictionaryAndIndex";
static const char __pyx_k_constructPositionalIndexInDisk[] = "constructPositionalIndexInDisk";
static const char __pyx_k_selectIndexesWithMinimumTermIds[] = "selectIndexesWithMinimumTermIds";
static const char __pyx_k_Incompatible_checksums_s_vs_0x43[] = "Incompatible checksums (%s vs 0x43b86ba = (__bi_gram_dictionary, __bi_gram_index, __comparator, __dictionary, __documents, __incidence_matrix, __index_type, __inverted_index, __name, __parameter, __phrase_dictionary, __phrase_index, __phrase_positional_index, __positional_index, __tri_gram_dictionary, __tri_gram_index))";
static const char __pyx_k_InformationRetrieval_Document_Co[] = "InformationRetrieval.Document.Collection";
static const char __pyx_k_InformationRetrieval_Document_Do[] = "InformationRetrieval.Document.DocumentWeighting";
static const char __pyx_k_InformationRetrieval_Document_In[] = "InformationRetrieval.Document.IndexType";
static const char __pyx_k_InformationRetrieval_Index_TermT[] = "InformationRetrieval.Index.TermType";
static const char __pyx_k_InformationRetrieval_Index_TermW[] = "InformationRetrieval.Index.TermWeighting";
static const char __pyx_k_InformationRetrieval_Query_Retri[] = "InformationRetrieval.Query.RetrievalType";
static const char __pyx_k_combineMultipleDictionariesInDis[] = "combineMultipleDictionariesInDisk";
static const char __pyx_k_combineMultipleInvertedIndexesIn[] = "combineMultipleInvertedIndexesInDisk";
static const char __pyx_k_combineMultiplePositionalIndexes[] = "combineMultiplePositionalIndexesInDisk";
static const char __pyx_k_constructDictionaryAndInvertedIn[] = "constructDictionaryAndInvertedIndexInDisk";
static const char __pyx_k_constructDictionaryAndPositional[] = "constructDictionaryAndPositionalIndexInDisk";
static const char __pyx_k_constructNGramDictionaryAndIndex[] = "constructNGramDictionaryAndIndexInDisk";
static const char __pyx_k_selectDictionariesWithMinimumWor[] = "selectDictionariesWithMinimumWords";
static PyObject *__pyx_kp_u_;
static PyObject *__pyx_n_s_BOOLEAN;
static PyObject *__pyx_n_s_Collection;
static PyObject *__pyx_n_s_DocumentWeighting;
static PyObject *__pyx_n_s_INCIDENCE_MATRIX;
static PyObject *__pyx_n_s_INVERTED_INDEX;
static PyObject *__pyx_kp_s_Incompatible_checksums_s_vs_0x43;
static PyObject *__pyx_n_s_IndexType;
static PyObject *__pyx_n_s_InformationRetrieval_Document_Co;
static PyObject *__pyx_n_s_InformationRetrieval_Document_Do;
static PyObject *__pyx_n_s_InformationRetrieval_Document_In;
static PyObject *__pyx_n_s_InformationRetrieval_Index_TermT;
static PyObject *__pyx_n_s_InformationRetrieval_Index_TermW;
static PyObject *__pyx_n_s_InformationRetrieval_Query_Retri;
static PyObject *__pyx_n_s_NATURAL;
static PyObject *__pyx_n_s_NO_IDF;
static PyObject *__pyx_n_s_PHRASE;
static PyObject *__pyx_n_s_POSITIONAL;
static PyObject *__pyx_n_s_PickleError;
static PyObject *__pyx_n_s_RetrievalType;
static PyObject *__pyx_n_s_TOKEN;
static PyObject *__pyx_n_s_TermType;
static PyObject *__pyx_n_s_TermWeighting;
static PyObject *__pyx_kp_u__2;
static PyObject *__pyx_kp_u__3;
static PyObject *__pyx_n_s_addNGramsToDictionaryAndIndex;
static PyObject *__pyx_kp_u_biGram;
static PyObject *__pyx_kp_u_biGram_2;
static PyObject *__pyx_n_s_blockCount;
static PyObject *__pyx_n_s_cline_in_traceback;
static PyObject *__pyx_n_s_close;
static PyObject *__pyx_n_s_cmp_to_key;
static PyObject *__pyx_n_s_combineMultipleDictionariesInDis;
static PyObject *__pyx_n_s_combineMultipleInvertedIndexesIn;
static PyObject *__pyx_n_s_combineMultiplePositionalIndexes;
static PyObject *__pyx_n_s_constructDictionaryAndInvertedIn;
static PyObject *__pyx_n_s_constructDictionaryAndPositional;
static PyObject *__pyx_n_s_constructDictionaryInDisk;
static PyObject *__pyx_n_s_constructDistinctWordList;
static PyObject *__pyx_n_s_constructIndexesInDisk;
static PyObject *__pyx_n_s_constructIndexesInMemory;
static PyObject *__pyx_n_s_constructInvertedIndexInDisk;
static PyObject *__pyx_n_s_constructNGramDictionaryAndIndex;
static PyObject *__pyx_n_s_constructNGramIndex;
static PyObject *__pyx_n_s_constructNGrams;
static PyObject *__pyx_n_s_constructPositionalIndexInDisk;
static PyObject *__pyx_n_s_constructTerms;
static PyObject *__pyx_n_s_dict;
static PyObject *__pyx_n_s_dictionary;
static PyObject *__pyx_kp_u_dictionary_txt;
static PyObject *__pyx_n_s_directory;
static PyObject *__pyx_n_s_documentWeighting;
static PyObject *__pyx_n_s_encoding;
static PyObject *__pyx_n_s_endswith;
static PyObject *__pyx_n_s_functools;
static PyObject *__pyx_n_s_getTermId;
static PyObject *__pyx_n_s_getstate;
static PyObject *__pyx_n_s_hash;
static PyObject *__pyx_n_s_import;
static PyObject *__pyx_n_s_index;
static PyObject *__pyx_n_u_inf;
static PyObject *__pyx_n_s_join;
static PyObject *__pyx_n_s_k;
static PyObject *__pyx_n_s_key;
static PyObject *__pyx_n_s_line;
static PyObject *__pyx_n_s_main;
static PyObject *__pyx_n_s_mode;
static PyObject *__pyx_n_s_nGramDictionary;
static PyObject *__pyx_n_s_nGramIndex;
static PyObject *__pyx_n_s_name;
static PyObject *__pyx_n_s_name_2;
static PyObject *__pyx_n_s_new;
static PyObject *__pyx_n_s_notCombinedAllDictionaries;
static PyObject *__pyx_n_s_notCombinedAllIndexes;
static PyObject *__pyx_n_s_open;
static PyObject *__pyx_n_s_os;
static PyObject *__pyx_n_s_parameter;
static PyObject *__pyx_n_s_path;
static PyObject *__pyx_kp_u_phrase;
static PyObject *__pyx_n_s_pickle;
static PyObject *__pyx_kp_u_positionalPostings_txt;
static PyObject *__pyx_kp_u_postings_txt;
static PyObject *__pyx_n_s_pyx_PickleError;
static PyObject *__pyx_n_s_pyx_checksum;
static PyObject *__pyx_n_s_pyx_result;
static PyObject *__pyx_n_s_pyx_state;
static PyObject *__pyx_n_s_pyx_type;
static PyObject *__pyx_n_s_pyx_unpickle_Collection;
static PyObject *__pyx_n_s_pyx_vtable;
static PyObject *__pyx_n_s_query;
static PyObject *__pyx_n_u_r;
static PyObject *__pyx_n_s_range;
static PyObject *__pyx_n_s_readline;
static PyObject *__pyx_n_s_reduce;
static PyObject *__pyx_n_s_reduce_cython;
static PyObject *__pyx_n_s_reduce_ex;
static PyObject *__pyx_n_s_retrievalType;
static PyObject *__pyx_n_s_save;
static PyObject *__pyx_n_s_searchCollection;
static PyObject *__pyx_n_s_selectDictionariesWithMinimumWor;
static PyObject *__pyx_n_s_selectIndexesWithMinimumTermIds;
static PyObject *__pyx_n_s_setstate;
static PyObject *__pyx_n_s_setstate_cython;
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static PyObject *__pyx_n_s_sort;
static PyObject *__pyx_n_s_str;
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static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_2size(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_4vocabularySize(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_6save(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_8constructDictionaryInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_10constructIndexesInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_12constructIndexesInMemory(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self); /* proto */
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static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_22selectIndexesWithMinimumTermIds(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_currentIdList); /* proto */
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static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_26combineMultipleDictionariesInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_name, PyObject *__pyx_v_tmpName, int __pyx_v_blockCount); /* proto */
static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_28addNGramsToDictionaryAndIndex(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_line, int __pyx_v_k, struct __pyx_obj_20InformationRetrieval_5Index_14TermDictionary_TermDictionary *__pyx_v_nGramDictionary, struct __pyx_obj_20InformationRetrieval_5Index_10NGramIndex_NGramIndex *__pyx_v_nGramIndex); /* proto */
static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_30constructNGramDictionaryAndIndexInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_32combineMultipleInvertedIndexesInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_name, PyObject *__pyx_v_tmpName, int __pyx_v_blockCount); /* proto */
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static PyObject *__pyx_pf_20InformationRetrieval_8Document_10Collection_10Collection_36constructDictionaryAndInvertedIndexInDisk(struct __pyx_obj_20InformationRetrieval_8Document_10Collection_Collection *__pyx_v_self, PyObject *__pyx_v_termType); /* proto */
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static void __pyx_tp_dealloc_20InformationRetrieval_8Document_10Collection_Collection(PyObject *o) {
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static int __pyx_tp_traverse_20InformationRetrieval_8Document_10Collection_Collection(PyObject *o, visitproc v, void *a) {
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static int __pyx_tp_clear_20InformationRetrieval_8Document_10Collection_Collection(PyObject *o) {
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}

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  0, /*tp_as_async*/
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  __pyx_tp_clear_20InformationRetrieval_8Document_10Collection_Collection, /*tp_clear*/
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  0, /*tp_weaklistoffset*/
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static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj) {
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static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version) {
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static PyObject *__Pyx__GetModuleGlobalName(PyObject *name, PY_UINT64_T *dict_version, PyObject **dict_cached_value)
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/* PyFunctionFastCall */
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static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
    PyErr_Format(PyExc_ValueError,
                 "need more than %" CYTHON_FORMAT_SSIZE_T "d value%.1s to unpack",
                 index, (index == 1) ? "" : "s");
}

/* IterFinish */
static CYTHON_INLINE int __Pyx_IterFinish(void) {
#if CYTHON_FAST_THREAD_STATE
    PyThreadState *tstate = __Pyx_PyThreadState_Current;
    PyObject* exc_type = tstate->curexc_type;
    if (unlikely(exc_type)) {
        if (likely(__Pyx_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
}

/* UnpackItemEndCheck */
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;
}

/* PyObjectCallNoArg */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
#if CYTHON_FAST_PYCALL
    if (PyFunction_Check(func)) {
        return __Pyx_PyFunction_FastCall(func, NULL, 0);
    }
#endif
#ifdef __Pyx_CyFunction_USED
    if (likely(PyCFunction_Check(func) || __Pyx_CyFunction_Check(func)))
#else
    if (likely(PyCFunction_Check(func)))
#endif
    {
        if (likely(PyCFunction_GET_FLAGS(func) & METH_NOARGS)) {
            return __Pyx_PyObject_CallMethO(func, NULL);
        }
    }
    return __Pyx_PyObject_Call(func, __pyx_empty_tuple, NULL);
}
#endif

/* PyErrFetchRestore */
#if CYTHON_FAST_THREAD_STATE
static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    tmp_type = tstate->curexc_type;
    tmp_value = tstate->curexc_value;
    tmp_tb = tstate->curexc_traceback;
    tstate->curexc_type = type;
    tstate->curexc_value = value;
    tstate->curexc_traceback = tb;
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
}
static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
    *type = tstate->curexc_type;
    *value = tstate->curexc_value;
    *tb = tstate->curexc_traceback;
    tstate->curexc_type = 0;
    tstate->curexc_value = 0;
    tstate->curexc_traceback = 0;
}
#endif

/* WriteUnraisableException */
static void __Pyx_WriteUnraisable(const char *name, CYTHON_UNUSED int clineno,
                                  CYTHON_UNUSED int lineno, CYTHON_UNUSED const char *filename,
                                  int full_traceback, CYTHON_UNUSED int nogil) {
    PyObject *old_exc, *old_val, *old_tb;
    PyObject *ctx;
    __Pyx_PyThreadState_declare
#ifdef WITH_THREAD
    PyGILState_STATE state;
    if (nogil)
        state = PyGILState_Ensure();
#ifdef _MSC_VER
    else state = (PyGILState_STATE)-1;
#endif
#endif
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&old_exc, &old_val, &old_tb);
    if (full_traceback) {
        Py_XINCREF(old_exc);
        Py_XINCREF(old_val);
        Py_XINCREF(old_tb);
        __Pyx_ErrRestore(old_exc, old_val, old_tb);
        PyErr_PrintEx(1);
    }
    #if PY_MAJOR_VERSION < 3
    ctx = PyString_FromString(name);
    #else
    ctx = PyUnicode_FromString(name);
    #endif
    __Pyx_ErrRestore(old_exc, old_val, old_tb);
    if (!ctx) {
        PyErr_WriteUnraisable(Py_None);
    } else {
        PyErr_WriteUnraisable(ctx);
        Py_DECREF(ctx);
    }
#ifdef WITH_THREAD
    if (nogil)
        PyGILState_Release(state);
#endif
}

/* ExtTypeTest */
static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
    if (unlikely(!type)) {
        PyErr_SetString(PyExc_SystemError, "Missing type object");
        return 0;
    }
    if (likely(__Pyx_TypeCheck(obj, type)))
        return 1;
    PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s",
                 Py_TYPE(obj)->tp_name, type->tp_name);
    return 0;
}

/* UnpackUnboundCMethod */
static int __Pyx_TryUnpackUnboundCMethod(__Pyx_CachedCFunction* target) {
    PyObject *method;
    method = __Pyx_PyObject_GetAttrStr(target->type, *target->method_name);
    if (unlikely(!method))
        return -1;
    target->method = method;
#if CYTHON_COMPILING_IN_CPYTHON
    #if PY_MAJOR_VERSION >= 3
    if (likely(__Pyx_TypeCheck(method, &PyMethodDescr_Type)))
    #endif
    {
        PyMethodDescrObject *descr = (PyMethodDescrObject*) method;
        target->func = descr->d_method->ml_meth;
        target->flag = descr->d_method->ml_flags & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_STACKLESS);
    }
#endif
    return 0;
}

/* CallUnboundCMethod1 */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg) {
    if (likely(cfunc->func)) {
        int flag = cfunc->flag;
        if (flag == METH_O) {
            return (*(cfunc->func))(self, arg);
        } else if (PY_VERSION_HEX >= 0x030600B1 && flag == METH_FASTCALL) {
            if (PY_VERSION_HEX >= 0x030700A0) {
                return (*(__Pyx_PyCFunctionFast)(void*)(PyCFunction)cfunc->func)(self, &arg, 1);
            } else {
                return (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)cfunc->func)(self, &arg, 1, NULL);
            }
        } else if (PY_VERSION_HEX >= 0x030700A0 && flag == (METH_FASTCALL | METH_KEYWORDS)) {
            return (*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)cfunc->func)(self, &arg, 1, NULL);
        }
    }
    return __Pyx__CallUnboundCMethod1(cfunc, self, arg);
}
#endif
static PyObject* __Pyx__CallUnboundCMethod1(__Pyx_CachedCFunction* cfunc, PyObject* self, PyObject* arg){
    PyObject *args, *result = NULL;
    if (unlikely(!cfunc->func && !cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
#if CYTHON_COMPILING_IN_CPYTHON
    if (cfunc->func && (cfunc->flag & METH_VARARGS)) {
        args = PyTuple_New(1);
        if (unlikely(!args)) goto bad;
        Py_INCREF(arg);
        PyTuple_SET_ITEM(args, 0, arg);
        if (cfunc->flag & METH_KEYWORDS)
            result = (*(PyCFunctionWithKeywords)(void*)(PyCFunction)cfunc->func)(self, args, NULL);
        else
            result = (*cfunc->func)(self, args);
    } else {
        args = PyTuple_New(2);
        if (unlikely(!args)) goto bad;
        Py_INCREF(self);
        PyTuple_SET_ITEM(args, 0, self);
        Py_INCREF(arg);
        PyTuple_SET_ITEM(args, 1, arg);
        result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
    }
#else
    args = PyTuple_Pack(2, self, arg);
    if (unlikely(!args)) goto bad;
    result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
#endif
bad:
    Py_XDECREF(args);
    return result;
}

/* pyobject_as_double */
static double __Pyx__PyObject_AsDouble(PyObject* obj) {
    PyObject* float_value;
#if !CYTHON_USE_TYPE_SLOTS
    float_value = PyNumber_Float(obj);  if ((0)) goto bad;
#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;
}

/* GetItemInt */
static 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,
                                                              CYTHON_NCP_UNUSED int wraparound,
                                                              CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    Py_ssize_t wrapped_i = i;
    if (wraparound & unlikely(i < 0)) {
        wrapped_i += PyList_GET_SIZE(o);
    }
    if ((!boundscheck) || likely(__Pyx_is_valid_index(wrapped_i, PyList_GET_SIZE(o)))) {
        PyObject *r = PyList_GET_ITEM(o, wrapped_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,
                                                              CYTHON_NCP_UNUSED int wraparound,
                                                              CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
    Py_ssize_t wrapped_i = i;
    if (wraparound & unlikely(i < 0)) {
        wrapped_i += PyTuple_GET_SIZE(o);
    }
    if ((!boundscheck) || likely(__Pyx_is_valid_index(wrapped_i, PyTuple_GET_SIZE(o)))) {
        PyObject *r = PyTuple_GET_ITEM(o, wrapped_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,
                                                     CYTHON_NCP_UNUSED int wraparound,
                                                     CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS && CYTHON_USE_TYPE_SLOTS
    if (is_list || PyList_CheckExact(o)) {
        Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
        if ((!boundscheck) || (likely(__Pyx_is_valid_index(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(__Pyx_is_valid_index(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))
                        return NULL;
                    PyErr_Clear();
                }
            }
            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));
}

/* BytesEquals */
static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals) {
#if CYTHON_COMPILING_IN_PYPY
    return PyObject_RichCompareBool(s1, s2, equals);
#else
    if (s1 == s2) {
        return (equals == Py_EQ);
    } else if (PyBytes_CheckExact(s1) & PyBytes_CheckExact(s2)) {
        const char *ps1, *ps2;
        Py_ssize_t length = PyBytes_GET_SIZE(s1);
        if (length != PyBytes_GET_SIZE(s2))
            return (equals == Py_NE);
        ps1 = PyBytes_AS_STRING(s1);
        ps2 = PyBytes_AS_STRING(s2);
        if (ps1[0] != ps2[0]) {
            return (equals == Py_NE);
        } else if (length == 1) {
            return (equals == Py_EQ);
        } else {
            int result;
#if CYTHON_USE_UNICODE_INTERNALS
            Py_hash_t hash1, hash2;
            hash1 = ((PyBytesObject*)s1)->ob_shash;
            hash2 = ((PyBytesObject*)s2)->ob_shash;
            if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
                return (equals == Py_NE);
            }
#endif
            result = memcmp(ps1, ps2, (size_t)length);
            return (equals == Py_EQ) ? (result == 0) : (result != 0);
        }
    } else if ((s1 == Py_None) & PyBytes_CheckExact(s2)) {
        return (equals == Py_NE);
    } else if ((s2 == Py_None) & PyBytes_CheckExact(s1)) {
        return (equals == Py_NE);
    } else {
        int result;
        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
        if (!py_result)
            return -1;
        result = __Pyx_PyObject_IsTrue(py_result);
        Py_DECREF(py_result);
        return result;
    }
#endif
}

/* UnicodeEquals */
static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals) {
#if CYTHON_COMPILING_IN_PYPY
    return PyObject_RichCompareBool(s1, s2, equals);
#else
#if PY_MAJOR_VERSION < 3
    PyObject* owned_ref = NULL;
#endif
    int s1_is_unicode, s2_is_unicode;
    if (s1 == s2) {
        goto return_eq;
    }
    s1_is_unicode = PyUnicode_CheckExact(s1);
    s2_is_unicode = PyUnicode_CheckExact(s2);
#if PY_MAJOR_VERSION < 3
    if ((s1_is_unicode & (!s2_is_unicode)) && PyString_CheckExact(s2)) {
        owned_ref = PyUnicode_FromObject(s2);
        if (unlikely(!owned_ref))
            return -1;
        s2 = owned_ref;
        s2_is_unicode = 1;
    } else if ((s2_is_unicode & (!s1_is_unicode)) && PyString_CheckExact(s1)) {
        owned_ref = PyUnicode_FromObject(s1);
        if (unlikely(!owned_ref))
            return -1;
        s1 = owned_ref;
        s1_is_unicode = 1;
    } else if (((!s2_is_unicode) & (!s1_is_unicode))) {
        return __Pyx_PyBytes_Equals(s1, s2, equals);
    }
#endif
    if (s1_is_unicode & s2_is_unicode) {
        Py_ssize_t length;
        int kind;
        void *data1, *data2;
        if (unlikely(__Pyx_PyUnicode_READY(s1) < 0) || unlikely(__Pyx_PyUnicode_READY(s2) < 0))
            return -1;
        length = __Pyx_PyUnicode_GET_LENGTH(s1);
        if (length != __Pyx_PyUnicode_GET_LENGTH(s2)) {
            goto return_ne;
        }
#if CYTHON_USE_UNICODE_INTERNALS
        {
            Py_hash_t hash1, hash2;
        #if CYTHON_PEP393_ENABLED
            hash1 = ((PyASCIIObject*)s1)->hash;
            hash2 = ((PyASCIIObject*)s2)->hash;
        #else
            hash1 = ((PyUnicodeObject*)s1)->hash;
            hash2 = ((PyUnicodeObject*)s2)->hash;
        #endif
            if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
                goto return_ne;
            }
        }
#endif
        kind = __Pyx_PyUnicode_KIND(s1);
        if (kind != __Pyx_PyUnicode_KIND(s2)) {
            goto return_ne;
        }
        data1 = __Pyx_PyUnicode_DATA(s1);
        data2 = __Pyx_PyUnicode_DATA(s2);
        if (__Pyx_PyUnicode_READ(kind, data1, 0) != __Pyx_PyUnicode_READ(kind, data2, 0)) {
            goto return_ne;
        } else if (length == 1) {
            goto return_eq;
        } else {
            int result = memcmp(data1, data2, (size_t)(length * kind));
            #if PY_MAJOR_VERSION < 3
            Py_XDECREF(owned_ref);
            #endif
            return (equals == Py_EQ) ? (result == 0) : (result != 0);
        }
    } else if ((s1 == Py_None) & s2_is_unicode) {
        goto return_ne;
    } else if ((s2 == Py_None) & s1_is_unicode) {
        goto return_ne;
    } else {
        int result;
        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
        #if PY_MAJOR_VERSION < 3
        Py_XDECREF(owned_ref);
        #endif
        if (!py_result)
            return -1;
        result = __Pyx_PyObject_IsTrue(py_result);
        Py_DECREF(py_result);
        return result;
    }
return_eq:
    #if PY_MAJOR_VERSION < 3
    Py_XDECREF(owned_ref);
    #endif
    return (equals == Py_EQ);
return_ne:
    #if PY_MAJOR_VERSION < 3
    Py_XDECREF(owned_ref);
    #endif
    return (equals == Py_NE);
#endif
}

/* PyUnicode_Substring */
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_Substring(
            PyObject* text, Py_ssize_t start, Py_ssize_t stop) {
    Py_ssize_t length;
    if (unlikely(__Pyx_PyUnicode_READY(text) == -1)) return NULL;
    length = __Pyx_PyUnicode_GET_LENGTH(text);
    if (start < 0) {
        start += length;
        if (start < 0)
            start = 0;
    }
    if (stop < 0)
        stop += length;
    else if (stop > length)
        stop = length;
    if (stop <= start)
        return __Pyx_NewRef(__pyx_empty_unicode);
#if CYTHON_PEP393_ENABLED
    return PyUnicode_FromKindAndData(PyUnicode_KIND(text),
        PyUnicode_1BYTE_DATA(text) + start*PyUnicode_KIND(text), stop-start);
#else
    return PyUnicode_FromUnicode(PyUnicode_AS_UNICODE(text)+start, stop-start);
#endif
}

/* PyIntBinop */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_AddObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, int inplace, int zerodivision_check) {
    (void)inplace;
    (void)zerodivision_check;
    #if PY_MAJOR_VERSION < 3
    if (likely(PyInt_CheckExact(op1))) {
        const long b = intval;
        long x;
        long a = PyInt_AS_LONG(op1);
            x = (long)((unsigned long)a + b);
            if (likely((x^a) >= 0 || (x^b) >= 0))
                return PyInt_FromLong(x);
            return PyLong_Type.tp_as_number->nb_add(op1, op2);
    }
    #endif
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        const long b = intval;
        long a, x;
#ifdef HAVE_LONG_LONG
        const PY_LONG_LONG llb = intval;
        PY_LONG_LONG lla, llx;
#endif
        const digit* digits = ((PyLongObject*)op1)->ob_digit;
        const Py_ssize_t size = Py_SIZE(op1);
        if (likely(__Pyx_sst_abs(size) <= 1)) {
            a = likely(size) ? digits[0] : 0;
            if (size == -1) a = -a;
        } else {
            switch (size) {
                case -2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = (long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = (long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = (long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                default: return PyLong_Type.tp_as_number->nb_add(op1, op2);
            }
        }
                x = a + b;
            return PyLong_FromLong(x);
#ifdef HAVE_LONG_LONG
        long_long:
                llx = lla + llb;
            return PyLong_FromLongLong(llx);
#endif
        
        
    }
    #endif
    if (PyFloat_CheckExact(op1)) {
        const long b = intval;
        double a = PyFloat_AS_DOUBLE(op1);
            double result;
            PyFPE_START_PROTECT("add", return NULL)
            result = ((double)a) + (double)b;
            PyFPE_END_PROTECT(result)
            return PyFloat_FromDouble(result);
    }
    return (inplace ? PyNumber_InPlaceAdd : PyNumber_Add)(op1, op2);
}
#endif

/* ObjectGetItem */
#if CYTHON_USE_TYPE_SLOTS
static PyObject *__Pyx_PyObject_GetIndex(PyObject *obj, PyObject* index) {
    PyObject *runerr;
    Py_ssize_t key_value;
    PySequenceMethods *m = Py_TYPE(obj)->tp_as_sequence;
    if (unlikely(!(m && m->sq_item))) {
        PyErr_Format(PyExc_TypeError, "'%.200s' object is not subscriptable", Py_TYPE(obj)->tp_name);
        return NULL;
    }
    key_value = __Pyx_PyIndex_AsSsize_t(index);
    if (likely(key_value != -1 || !(runerr = PyErr_Occurred()))) {
        return __Pyx_GetItemInt_Fast(obj, key_value, 0, 1, 1);
    }
    if (PyErr_GivenExceptionMatches(runerr, PyExc_OverflowError)) {
        PyErr_Clear();
        PyErr_Format(PyExc_IndexError, "cannot fit '%.200s' into an index-sized integer", Py_TYPE(index)->tp_name);
    }
    return NULL;
}
static PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject* key) {
    PyMappingMethods *m = Py_TYPE(obj)->tp_as_mapping;
    if (likely(m && m->mp_subscript)) {
        return m->mp_subscript(obj, key);
    }
    return __Pyx_PyObject_GetIndex(obj, key);
}
#endif

/* SetItemInt */
static 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,
                                               CYTHON_NCP_UNUSED int wraparound, CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS && CYTHON_USE_TYPE_SLOTS
    if (is_list || PyList_CheckExact(o)) {
        Py_ssize_t n = (!wraparound) ? i : ((likely(i >= 0)) ? i : i + PyList_GET_SIZE(o));
        if ((!boundscheck) || likely(__Pyx_is_valid_index(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))
                        return -1;
                    PyErr_Clear();
                }
            }
            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);
}

/* PyIntBinop */
#if !CYTHON_COMPILING_IN_PYPY
#if PY_MAJOR_VERSION < 3 || CYTHON_USE_PYLONG_INTERNALS
#define __Pyx_PyInt_RemainderObjC_ZeroDivisionError(operand)\
    if (unlikely(zerodivision_check && ((operand) == 0))) {\
        PyErr_SetString(PyExc_ZeroDivisionError, "integer division or modulo by zero");\
        return NULL;\
    }
#endif
static PyObject* __Pyx_PyInt_RemainderObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, int inplace, int zerodivision_check) {
    (void)inplace;
    (void)zerodivision_check;
    #if PY_MAJOR_VERSION < 3
    if (likely(PyInt_CheckExact(op1))) {
        const long b = intval;
        long x;
        long a = PyInt_AS_LONG(op1);
            __Pyx_PyInt_RemainderObjC_ZeroDivisionError(b)
            x = a % b;
            x += ((x != 0) & ((x ^ b) < 0)) * b;
            return PyInt_FromLong(x);
    }
    #endif
    #if CYTHON_USE_PYLONG_INTERNALS
    if (likely(PyLong_CheckExact(op1))) {
        const long b = intval;
        long a, x;
#ifdef HAVE_LONG_LONG
        const PY_LONG_LONG llb = intval;
        PY_LONG_LONG lla, llx;
#endif
        const digit* digits = ((PyLongObject*)op1)->ob_digit;
        const Py_ssize_t size = Py_SIZE(op1);
        if (likely(__Pyx_sst_abs(size) <= 1)) {
            a = likely(size) ? digits[0] : 0;
            if (size == -1) a = -a;
        } else {
            switch (size) {
                case -2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = (long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 3:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        a = (long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case -4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = -(PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                case 4:
                    if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                        a = (long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
#ifdef HAVE_LONG_LONG
                    } else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
                        lla = (PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
                        goto long_long;
#endif
                    }
                    CYTHON_FALLTHROUGH;
                default: return PyLong_Type.tp_as_number->nb_remainder(op1, op2);
            }
        }
                __Pyx_PyInt_RemainderObjC_ZeroDivisionError(b)
                x = a % b;
                x += ((x != 0) & ((x ^ b) < 0)) * b;
            return PyLong_FromLong(x);
#ifdef HAVE_LONG_LONG
        long_long:
                llx = lla % llb;
                llx += ((llx != 0) & ((llx ^ llb) < 0)) * llb;
            return PyLong_FromLongLong(llx);
#endif
        
        
    }
    #endif
    return (inplace ? PyNumber_InPlaceRemainder : PyNumber_Remainder)(op1, op2);
}
#endif

/* set_iter */
static CYTHON_INLINE PyObject* __Pyx_set_iterator(PyObject* iterable, int is_set,
                                                  Py_ssize_t* p_orig_length, int* p_source_is_set) {
#if CYTHON_COMPILING_IN_CPYTHON
    is_set = is_set || likely(PySet_CheckExact(iterable) || PyFrozenSet_CheckExact(iterable));
    *p_source_is_set = is_set;
    if (likely(is_set)) {
        *p_orig_length = PySet_Size(iterable);
        Py_INCREF(iterable);
        return iterable;
    }
#else
    (void)is_set;
    *p_source_is_set = 0;
#endif
    *p_orig_length = 0;
    return PyObject_GetIter(iterable);
}
static CYTHON_INLINE int __Pyx_set_iter_next(
        PyObject* iter_obj, Py_ssize_t orig_length,
        Py_ssize_t* ppos, PyObject **value,
        int source_is_set) {
    if (!CYTHON_COMPILING_IN_CPYTHON || unlikely(!source_is_set)) {
        *value = PyIter_Next(iter_obj);
        if (unlikely(!*value)) {
            return __Pyx_IterFinish();
        }
        (void)orig_length;
        (void)ppos;
        return 1;
    }
#if CYTHON_COMPILING_IN_CPYTHON
    if (unlikely(PySet_GET_SIZE(iter_obj) != orig_length)) {
        PyErr_SetString(
            PyExc_RuntimeError,
            "set changed size during iteration");
        return -1;
    }
    {
        Py_hash_t hash;
        int ret = _PySet_NextEntry(iter_obj, ppos, value, &hash);
        assert (ret != -1);
        if (likely(ret)) {
            Py_INCREF(*value);
            return 1;
        }
    }
#endif
    return 0;
}

/* CallUnboundCMethod0 */
static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self) {
    PyObject *args, *result = NULL;
    if (unlikely(!cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
#if CYTHON_ASSUME_SAFE_MACROS
    args = PyTuple_New(1);
    if (unlikely(!args)) goto bad;
    Py_INCREF(self);
    PyTuple_SET_ITEM(args, 0, self);
#else
    args = PyTuple_Pack(1, self);
    if (unlikely(!args)) goto bad;
#endif
    result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
    Py_DECREF(args);
bad:
    return result;
}

/* PyErrExceptionMatches */
#if CYTHON_FAST_THREAD_STATE
static int __Pyx_PyErr_ExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
    Py_ssize_t i, n;
    n = PyTuple_GET_SIZE(tuple);
#if PY_MAJOR_VERSION >= 3
    for (i=0; i<n; i++) {
        if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
    }
#endif
    for (i=0; i<n; i++) {
        if (__Pyx_PyErr_GivenExceptionMatches(exc_type, PyTuple_GET_ITEM(tuple, i))) return 1;
    }
    return 0;
}
static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err) {
    PyObject *exc_type = tstate->curexc_type;
    if (exc_type == err) return 1;
    if (unlikely(!exc_type)) return 0;
    if (unlikely(PyTuple_Check(err)))
        return __Pyx_PyErr_ExceptionMatchesTuple(exc_type, err);
    return __Pyx_PyErr_GivenExceptionMatches(exc_type, err);
}
#endif

/* GetAttr */
static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *o, PyObject *n) {
#if CYTHON_USE_TYPE_SLOTS
#if PY_MAJOR_VERSION >= 3
    if (likely(PyUnicode_Check(n)))
#else
    if (likely(PyString_Check(n)))
#endif
        return __Pyx_PyObject_GetAttrStr(o, n);
#endif
    return PyObject_GetAttr(o, n);
}

/* GetAttr3 */
static PyObject *__Pyx_GetAttr3Default(PyObject *d) {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    if (unlikely(!__Pyx_PyErr_ExceptionMatches(PyExc_AttributeError)))
        return NULL;
    __Pyx_PyErr_Clear();
    Py_INCREF(d);
    return d;
}
static CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *o, PyObject *n, PyObject *d) {
    PyObject *r = __Pyx_GetAttr(o, n);
    return (likely(r)) ? r : __Pyx_GetAttr3Default(d);
}

/* Import */
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_MAJOR_VERSION < 3
    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_MAJOR_VERSION >= 3
        if (level == -1) {
            if ((1) && (strchr(__Pyx_MODULE_NAME, '.'))) {
                module = PyImport_ImportModuleLevelObject(
                    name, global_dict, empty_dict, list, 1);
                if (!module) {
                    if (!PyErr_ExceptionMatches(PyExc_ImportError))
                        goto bad;
                    PyErr_Clear();
                }
            }
            level = 0;
        }
        #endif
        if (!module) {
            #if PY_MAJOR_VERSION < 3
            PyObject *py_level = PyInt_FromLong(level);
            if (!py_level)
                goto bad;
            module = PyObject_CallFunctionObjArgs(py_import,
                name, global_dict, empty_dict, list, py_level, (PyObject *)NULL);
            Py_DECREF(py_level);
            #else
            module = PyImport_ImportModuleLevelObject(
                name, global_dict, empty_dict, list, level);
            #endif
        }
    }
bad:
    #if PY_MAJOR_VERSION < 3
    Py_XDECREF(py_import);
    #endif
    Py_XDECREF(empty_list);
    Py_XDECREF(empty_dict);
    return module;
}

/* ImportFrom */
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;
}

/* RaiseException */
#if PY_MAJOR_VERSION < 3
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
                        CYTHON_UNUSED PyObject *cause) {
    __Pyx_PyThreadState_declare
    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 (PyType_Check(type)) {
#if CYTHON_COMPILING_IN_PYPY
        if (!value) {
            Py_INCREF(Py_None);
            value = Py_None;
        }
#endif
        PyErr_NormalizeException(&type, &value, &tb);
    } else {
        if (value) {
            PyErr_SetString(PyExc_TypeError,
                "instance exception may not have a separate value");
            goto raise_error;
        }
        value = type;
        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;
        }
    }
    __Pyx_PyThreadState_assign
    __Pyx_ErrRestore(type, value, tb);
    return;
raise_error:
    Py_XDECREF(value);
    Py_XDECREF(type);
    Py_XDECREF(tb);
    return;
}
#else
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
    PyObject* owned_instance = NULL;
    if (tb == Py_None) {
        tb = 0;
    } else if (tb && !PyTraceBack_Check(tb)) {
        PyErr_SetString(PyExc_TypeError,
            "raise: arg 3 must be a traceback or None");
        goto bad;
    }
    if (value == Py_None)
        value = 0;
    if (PyExceptionInstance_Check(type)) {
        if (value) {
            PyErr_SetString(PyExc_TypeError,
                "instance exception may not have a separate value");
            goto bad;
        }
        value = type;
        type = (PyObject*) Py_TYPE(value);
    } else if (PyExceptionClass_Check(type)) {
        PyObject *instance_class = NULL;
        if (value && PyExceptionInstance_Check(value)) {
            instance_class = (PyObject*) Py_TYPE(value);
            if (instance_class != type) {
                int is_subclass = PyObject_IsSubclass(instance_class, type);
                if (!is_subclass) {
                    instance_class = NULL;
                } else if (unlikely(is_subclass == -1)) {
                    goto bad;
                } else {
                    type = instance_class;
                }
            }
        }
        if (!instance_class) {
            PyObject *args;
            if (!value)
                args = PyTuple_New(0);
            else if (PyTuple_Check(value)) {
                Py_INCREF(value);
                args = value;
            } else
                args = PyTuple_Pack(1, value);
            if (!args)
                goto bad;
            owned_instance = PyObject_Call(type, args, NULL);
            Py_DECREF(args);
            if (!owned_instance)
                goto bad;
            value = owned_instance;
            if (!PyExceptionInstance_Check(value)) {
                PyErr_Format(PyExc_TypeError,
                             "calling %R should have returned an instance of "
                             "BaseException, not %R",
                             type, Py_TYPE(value));
                goto bad;
            }
        }
    } else {
        PyErr_SetString(PyExc_TypeError,
            "raise: exception class must be a subclass of BaseException");
        goto bad;
    }
    if (cause) {
        PyObject *fixed_cause;
        if (cause == Py_None) {
            fixed_cause = NULL;
        } else if (PyExceptionClass_Check(cause)) {
            fixed_cause = PyObject_CallObject(cause, NULL);
            if (fixed_cause == NULL)
                goto bad;
        } else if (PyExceptionInstance_Check(cause)) {
            fixed_cause = cause;
            Py_INCREF(fixed_cause);
        } else {
            PyErr_SetString(PyExc_TypeError,
                            "exception causes must derive from "
                            "BaseException");
            goto bad;
        }
        PyException_SetCause(value, fixed_cause);
    }
    PyErr_SetObject(type, value);
    if (tb) {
#if CYTHON_COMPILING_IN_PYPY
        PyObject *tmp_type, *tmp_value, *tmp_tb;
        PyErr_Fetch(&tmp_type, &tmp_value, &tmp_tb);
        Py_INCREF(tb);
        PyErr_Restore(tmp_type, tmp_value, tb);
        Py_XDECREF(tmp_tb);
#else
        PyThreadState *tstate = __Pyx_PyThreadState_Current;
        PyObject* tmp_tb = tstate->curexc_traceback;
        if (tb != tmp_tb) {
            Py_INCREF(tb);
            tstate->curexc_traceback = tb;
            Py_XDECREF(tmp_tb);
        }
#endif
    }
bad:
    Py_XDECREF(owned_instance);
    return;
}
#endif

/* HasAttr */
static CYTHON_INLINE int __Pyx_HasAttr(PyObject *o, PyObject *n) {
    PyObject *r;
    if (unlikely(!__Pyx_PyBaseString_Check(n))) {
        PyErr_SetString(PyExc_TypeError,
                        "hasattr(): attribute name must be string");
        return -1;
    }
    r = __Pyx_GetAttr(o, n);
    if (unlikely(!r)) {
        PyErr_Clear();
        return 0;
    } else {
        Py_DECREF(r);
        return 1;
    }
}

/* PyObject_GenericGetAttrNoDict */
#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static PyObject *__Pyx_RaiseGenericGetAttributeError(PyTypeObject *tp, PyObject *attr_name) {
    PyErr_Format(PyExc_AttributeError,
#if PY_MAJOR_VERSION >= 3
                 "'%.50s' object has no attribute '%U'",
                 tp->tp_name, attr_name);
#else
                 "'%.50s' object has no attribute '%.400s'",
                 tp->tp_name, PyString_AS_STRING(attr_name));
#endif
    return NULL;
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name) {
    PyObject *descr;
    PyTypeObject *tp = Py_TYPE(obj);
    if (unlikely(!PyString_Check(attr_name))) {
        return PyObject_GenericGetAttr(obj, attr_name);
    }
    assert(!tp->tp_dictoffset);
    descr = _PyType_Lookup(tp, attr_name);
    if (unlikely(!descr)) {
        return __Pyx_RaiseGenericGetAttributeError(tp, attr_name);
    }
    Py_INCREF(descr);
    #if PY_MAJOR_VERSION < 3
    if (likely(PyType_HasFeature(Py_TYPE(descr), Py_TPFLAGS_HAVE_CLASS)))
    #endif
    {
        descrgetfunc f = Py_TYPE(descr)->tp_descr_get;
        if (unlikely(f)) {
            PyObject *res = f(descr, obj, (PyObject *)tp);
            Py_DECREF(descr);
            return res;
        }
    }
    return descr;
}
#endif

/* PyObject_GenericGetAttr */
#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_name) {
    if (unlikely(Py_TYPE(obj)->tp_dictoffset)) {
        return PyObject_GenericGetAttr(obj, attr_name);
    }
    return __Pyx_PyObject_GenericGetAttrNoDict(obj, attr_name);
}
#endif

/* SetVTable */
static int __Pyx_SetVtable(PyObject *dict, void *vtable) {
#if PY_VERSION_HEX >= 0x02070000
    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;
}

/* PyObjectGetAttrStrNoError */
static void __Pyx_PyObject_GetAttrStr_ClearAttributeError(void) {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    if (likely(__Pyx_PyErr_ExceptionMatches(PyExc_AttributeError)))
        __Pyx_PyErr_Clear();
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name) {
    PyObject *result;
#if CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_TYPE_SLOTS && PY_VERSION_HEX >= 0x030700B1
    PyTypeObject* tp = Py_TYPE(obj);
    if (likely(tp->tp_getattro == PyObject_GenericGetAttr)) {
        return _PyObject_GenericGetAttrWithDict(obj, attr_name, NULL, 1);
    }
#endif
    result = __Pyx_PyObject_GetAttrStr(obj, attr_name);
    if (unlikely(!result)) {
        __Pyx_PyObject_GetAttrStr_ClearAttributeError();
    }
    return result;
}

/* SetupReduce */
static int __Pyx_setup_reduce_is_named(PyObject* meth, PyObject* name) {
  int ret;
  PyObject *name_attr;
  name_attr = __Pyx_PyObject_GetAttrStr(meth, __pyx_n_s_name_2);
  if (likely(name_attr)) {
      ret = PyObject_RichCompareBool(name_attr, name, Py_EQ);
  } else {
      ret = -1;
  }
  if (unlikely(ret < 0)) {
      PyErr_Clear();
      ret = 0;
  }
  Py_XDECREF(name_attr);
  return ret;
}
static int __Pyx_setup_reduce(PyObject* type_obj) {
    int ret = 0;
    PyObject *object_reduce = NULL;
    PyObject *object_reduce_ex = NULL;
    PyObject *reduce = NULL;
    PyObject *reduce_ex = NULL;
    PyObject *reduce_cython = NULL;
    PyObject *setstate = NULL;
    PyObject *setstate_cython = NULL;
#if CYTHON_USE_PYTYPE_LOOKUP
    if (_PyType_Lookup((PyTypeObject*)type_obj, __pyx_n_s_getstate)) goto __PYX_GOOD;
#else
    if (PyObject_HasAttr(type_obj, __pyx_n_s_getstate)) goto __PYX_GOOD;
#endif
#if CYTHON_USE_PYTYPE_LOOKUP
    object_reduce_ex = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD;
#else
    object_reduce_ex = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD;
#endif
    reduce_ex = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_ex); if (unlikely(!reduce_ex)) goto __PYX_BAD;
    if (reduce_ex == object_reduce_ex) {
#if CYTHON_USE_PYTYPE_LOOKUP
        object_reduce = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD;
#else
        object_reduce = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD;
#endif
        reduce = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce); if (unlikely(!reduce)) goto __PYX_BAD;
        if (reduce == object_reduce || __Pyx_setup_reduce_is_named(reduce, __pyx_n_s_reduce_cython)) {
            reduce_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_reduce_cython);
            if (likely(reduce_cython)) {
                ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce, reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
                ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
            } else if (reduce == object_reduce || PyErr_Occurred()) {
                goto __PYX_BAD;
            }
            setstate = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_setstate);
            if (!setstate) PyErr_Clear();
            if (!setstate || __Pyx_setup_reduce_is_named(setstate, __pyx_n_s_setstate_cython)) {
                setstate_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_setstate_cython);
                if (likely(setstate_cython)) {
                    ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate, setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
                    ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD;
                } else if (!setstate || PyErr_Occurred()) {
                    goto __PYX_BAD;
                }
            }
            PyType_Modified((PyTypeObject*)type_obj);
        }
    }
    goto __PYX_GOOD;
__PYX_BAD:
    if (!PyErr_Occurred())
        PyErr_Format(PyExc_RuntimeError, "Unable to initialize pickling for %s", ((PyTypeObject*)type_obj)->tp_name);
    ret = -1;
__PYX_GOOD:
#if !CYTHON_USE_PYTYPE_LOOKUP
    Py_XDECREF(object_reduce);
    Py_XDECREF(object_reduce_ex);
#endif
    Py_XDECREF(reduce);
    Py_XDECREF(reduce_ex);
    Py_XDECREF(reduce_cython);
    Py_XDECREF(setstate);
    Py_XDECREF(setstate_cython);
    return ret;
}

/* TypeImport */
#ifndef __PYX_HAVE_RT_ImportType
#define __PYX_HAVE_RT_ImportType
static PyTypeObject *__Pyx_ImportType(PyObject *module, const char *module_name, const char *class_name,
    size_t size, enum __Pyx_ImportType_CheckSize check_size)
{
    PyObject *result = 0;
    char warning[200];
    Py_ssize_t basicsize;
#ifdef Py_LIMITED_API
    PyObject *py_basicsize;
#endif
    result = PyObject_GetAttrString(module, class_name);
    if (!result)
        goto bad;
    if (!PyType_Check(result)) {
        PyErr_Format(PyExc_TypeError,
            "%.200s.%.200s is not a type object",
            module_name, class_name);
        goto bad;
    }
#ifndef Py_LIMITED_API
    basicsize = ((PyTypeObject *)result)->tp_basicsize;
#else
    py_basicsize = PyObject_GetAttrString(result, "__basicsize__");
    if (!py_basicsize)
        goto bad;
    basicsize = PyLong_AsSsize_t(py_basicsize);
    Py_DECREF(py_basicsize);
    py_basicsize = 0;
    if (basicsize == (Py_ssize_t)-1 && PyErr_Occurred())
        goto bad;
#endif
    if ((size_t)basicsize < size) {
        PyErr_Format(PyExc_ValueError,
            "%.200s.%.200s size changed, may indicate binary incompatibility. "
            "Expected %zd from C header, got %zd from PyObject",
            module_name, class_name, size, basicsize);
        goto bad;
    }
    if (check_size == __Pyx_ImportType_CheckSize_Error && (size_t)basicsize != size) {
        PyErr_Format(PyExc_ValueError,
            "%.200s.%.200s size changed, may indicate binary incompatibility. "
            "Expected %zd from C header, got %zd from PyObject",
            module_name, class_name, size, basicsize);
        goto bad;
    }
    else if (check_size == __Pyx_ImportType_CheckSize_Warn && (size_t)basicsize > size) {
        PyOS_snprintf(warning, sizeof(warning),
            "%s.%s size changed, may indicate binary incompatibility. "
            "Expected %zd from C header, got %zd from PyObject",
            module_name, class_name, size, basicsize);
        if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad;
    }
    return (PyTypeObject *)result;
bad:
    Py_XDECREF(result);
    return NULL;
}
#endif

/* GetVTable */
static void* __Pyx_GetVtable(PyObject *dict) {
    void* ptr;
    PyObject *ob = PyObject_GetItem(dict, __pyx_n_s_pyx_vtable);
    if (!ob)
        goto bad;
#if PY_VERSION_HEX >= 0x02070000
    ptr = PyCapsule_GetPointer(ob, 0);
#else
    ptr = PyCObject_AsVoidPtr(ob);
#endif
    if (!ptr && !PyErr_Occurred())
        PyErr_SetString(PyExc_RuntimeError, "invalid vtable found for imported type");
    Py_DECREF(ob);
    return ptr;
bad:
    Py_XDECREF(ob);
    return NULL;
}

/* CLineInTraceback */
#ifndef CYTHON_CLINE_IN_TRACEBACK
static int __Pyx_CLineForTraceback(CYTHON_NCP_UNUSED PyThreadState *tstate, int c_line) {
    PyObject *use_cline;
    PyObject *ptype, *pvalue, *ptraceback;
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject **cython_runtime_dict;
#endif
    if (unlikely(!__pyx_cython_runtime)) {
        return c_line;
    }
    __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
#if CYTHON_COMPILING_IN_CPYTHON
    cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime);
    if (likely(cython_runtime_dict)) {
        __PYX_PY_DICT_LOOKUP_IF_MODIFIED(
            use_cline, *cython_runtime_dict,
            __Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback))
    } else
#endif
    {
      PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback);
      if (use_cline_obj) {
        use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True;
        Py_DECREF(use_cline_obj);
      } else {
        PyErr_Clear();
        use_cline = NULL;
      }
    }
    if (!use_cline) {
        c_line = 0;
        PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False);
    }
    else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) {
        c_line = 0;
    }
    __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
    return c_line;
}
#endif

/* CodeObjectCache */
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 - start) / 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, ((size_t)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);
}

/* AddTraceback */
#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,
        0,
        0,
        0,
        0,
        __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,
        __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;
    PyFrameObject *py_frame = 0;
    PyThreadState *tstate = __Pyx_PyThreadState_Current;
    if (c_line) {
        c_line = __Pyx_CLineForTraceback(tstate, c_line);
    }
    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_frame = PyFrame_New(
        tstate,            /*PyThreadState *tstate,*/
        py_code,           /*PyCodeObject *code,*/
        __pyx_d,    /*PyObject *globals,*/
        0                  /*PyObject *locals*/
    );
    if (!py_frame) goto bad;
    __Pyx_PyFrame_SetLineNumber(py_frame, py_line);
    PyTraceBack_Here(py_frame);
bad:
    Py_XDECREF(py_code);
    Py_XDECREF(py_frame);
}

/* CIntFromPyVerify */
#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
    {\
        func_type value = func_value;\
        if (sizeof(target_type) < sizeof(func_type)) {\
            if (unlikely(value != (func_type) (target_type) value)) {\
                func_type zero = 0;\
                if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
                    return (target_type) -1;\
                if (is_unsigned && unlikely(value < zero))\
                    goto raise_neg_overflow;\
                else\
                    goto raise_overflow;\
            }\
        }\
        return (target_type) value;\
    }

/* CIntToPy */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
    const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(int) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(int) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(int) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(int),
                                     little, !is_unsigned);
    }
}

/* CIntToPy */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
    const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(long) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(long) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
        }
    } else {
        if (sizeof(long) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
        } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(long),
                                     little, !is_unsigned);
    }
}

/* CIntFromPy */
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
    const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(int) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (int) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (int) 0;
                case  1: __PYX_VERIFY_RETURN_INT(int, digit, digits[0])
                case 2:
                    if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) >= 2 * PyLong_SHIFT) {
                            return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) >= 3 * PyLong_SHIFT) {
                            return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) >= 4 * PyLong_SHIFT) {
                            return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
                        }
                    }
                    break;
            }
#endif
#if CYTHON_COMPILING_IN_CPYTHON
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
#else
            {
                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
                if (unlikely(result < 0))
                    return (int) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(int) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (int) 0;
                case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(int,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(int) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
                            return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
                            return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
                            return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
                            return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
                            return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
                            return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(int) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            int val;
            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (int) -1;
        }
    } else {
        int val;
        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
        if (!tmp) return (int) -1;
        val = __Pyx_PyInt_As_int(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to int");
    return (int) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to int");
    return (int) -1;
}

/* CIntFromPy */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
    const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(long) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (long) val;
        }
    } else
#endif
    if (likely(PyLong_Check(x))) {
        if (is_unsigned) {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (long) 0;
                case  1: __PYX_VERIFY_RETURN_INT(long, digit, digits[0])
                case 2:
                    if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) >= 2 * PyLong_SHIFT) {
                            return (long) (((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) >= 3 * PyLong_SHIFT) {
                            return (long) (((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) >= 4 * PyLong_SHIFT) {
                            return (long) (((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
                        }
                    }
                    break;
            }
#endif
#if CYTHON_COMPILING_IN_CPYTHON
            if (unlikely(Py_SIZE(x) < 0)) {
                goto raise_neg_overflow;
            }
#else
            {
                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
                if (unlikely(result < 0))
                    return (long) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(long) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (long) 0;
                case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(long,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(long) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                            return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                            return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                            return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                            return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                            return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
                            return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(long) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
            } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            long val;
            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
 #if PY_MAJOR_VERSION < 3
            if (likely(v) && !PyLong_Check(v)) {
                PyObject *tmp = v;
                v = PyNumber_Long(tmp);
                Py_DECREF(tmp);
            }
 #endif
            if (likely(v)) {
                int one = 1; int is_little = (int)*(unsigned char *)&one;
                unsigned char *bytes = (unsigned char *)&val;
                int ret = _PyLong_AsByteArray((PyLongObject *)v,
                                              bytes, sizeof(val),
                                              is_little, !is_unsigned);
                Py_DECREF(v);
                if (likely(!ret))
                    return val;
            }
#endif
            return (long) -1;
        }
    } else {
        long val;
        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
        if (!tmp) return (long) -1;
        val = __Pyx_PyInt_As_long(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to long");
    return (long) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to long");
    return (long) -1;
}

/* FastTypeChecks */
#if CYTHON_COMPILING_IN_CPYTHON
static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) {
    while (a) {
        a = a->tp_base;
        if (a == b)
            return 1;
    }
    return b == &PyBaseObject_Type;
}
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b) {
    PyObject *mro;
    if (a == b) return 1;
    mro = a->tp_mro;
    if (likely(mro)) {
        Py_ssize_t i, n;
        n = PyTuple_GET_SIZE(mro);
        for (i = 0; i < n; i++) {
            if (PyTuple_GET_ITEM(mro, i) == (PyObject *)b)
                return 1;
        }
        return 0;
    }
    return __Pyx_InBases(a, b);
}
#if PY_MAJOR_VERSION == 2
static int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject* exc_type2) {
    PyObject *exception, *value, *tb;
    int res;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&exception, &value, &tb);
    res = exc_type1 ? PyObject_IsSubclass(err, exc_type1) : 0;
    if (unlikely(res == -1)) {
        PyErr_WriteUnraisable(err);
        res = 0;
    }
    if (!res) {
        res = PyObject_IsSubclass(err, exc_type2);
        if (unlikely(res == -1)) {
            PyErr_WriteUnraisable(err);
            res = 0;
        }
    }
    __Pyx_ErrRestore(exception, value, tb);
    return res;
}
#else
static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) {
    int res = exc_type1 ? __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type1) : 0;
    if (!res) {
        res = __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2);
    }
    return res;
}
#endif
static int __Pyx_PyErr_GivenExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
    Py_ssize_t i, n;
    assert(PyExceptionClass_Check(exc_type));
    n = PyTuple_GET_SIZE(tuple);
#if PY_MAJOR_VERSION >= 3
    for (i=0; i<n; i++) {
        if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
    }
#endif
    for (i=0; i<n; i++) {
        PyObject *t = PyTuple_GET_ITEM(tuple, i);
        #if PY_MAJOR_VERSION < 3
        if (likely(exc_type == t)) return 1;
        #endif
        if (likely(PyExceptionClass_Check(t))) {
            if (__Pyx_inner_PyErr_GivenExceptionMatches2(exc_type, NULL, t)) return 1;
        } else {
        }
    }
    return 0;
}
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject* exc_type) {
    if (likely(err == exc_type)) return 1;
    if (likely(PyExceptionClass_Check(err))) {
        if (likely(PyExceptionClass_Check(exc_type))) {
            return __Pyx_inner_PyErr_GivenExceptionMatches2(err, NULL, exc_type);
        } else if (likely(PyTuple_Check(exc_type))) {
            return __Pyx_PyErr_GivenExceptionMatchesTuple(err, exc_type);
        } else {
        }
    }
    return PyErr_GivenExceptionMatches(err, exc_type);
}
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *exc_type1, PyObject *exc_type2) {
    assert(PyExceptionClass_Check(exc_type1));
    assert(PyExceptionClass_Check(exc_type2));
    if (likely(err == exc_type1 || err == exc_type2)) return 1;
    if (likely(PyExceptionClass_Check(err))) {
        return __Pyx_inner_PyErr_GivenExceptionMatches2(err, exc_type1, exc_type2);
    }
    return (PyErr_GivenExceptionMatches(err, exc_type1) || PyErr_GivenExceptionMatches(err, exc_type2));
}
#endif

/* CheckBinaryVersion */
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);
        return PyErr_WarnEx(NULL, message, 1);
    }
    return 0;
}

/* InitStrings */
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
        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;
        if (PyObject_Hash(*t->p) == -1)
            return -1;
        ++t;
    }
    return 0;
}

static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) {
    return __Pyx_PyUnicode_FromStringAndSize(c_str, (Py_ssize_t)strlen(c_str));
}
static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject* o) {
    Py_ssize_t ignore;
    return __Pyx_PyObject_AsStringAndSize(o, &ignore);
}
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
#if !CYTHON_PEP393_ENABLED
static const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
    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
    *length = PyBytes_GET_SIZE(defenc);
    return defenc_c;
}
#else
static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
    if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL;
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
    if (likely(PyUnicode_IS_ASCII(o))) {
        *length = PyUnicode_GET_LENGTH(o);
        return PyUnicode_AsUTF8(o);
    } else {
        PyUnicode_AsASCIIString(o);
        return NULL;
    }
#else
    return PyUnicode_AsUTF8AndSize(o, length);
#endif
}
#endif
#endif
static CYTHON_INLINE const 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)) {
        return __Pyx_PyUnicode_AsStringAndSize(o, length);
    } else
#endif
#if (!CYTHON_COMPILING_IN_PYPY) || (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE))
    if (PyByteArray_Check(o)) {
        *length = PyByteArray_GET_SIZE(o);
        return PyByteArray_AS_STRING(o);
    } else
#endif
    {
        char* result;
        int r = PyBytes_AsStringAndSize(o, &result, length);
        if (unlikely(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 int __Pyx_PyObject_IsTrueAndDecref(PyObject* x) {
    int retval;
    if (unlikely(!x)) return -1;
    retval = __Pyx_PyObject_IsTrue(x);
    Py_DECREF(x);
    return retval;
}
static PyObject* __Pyx_PyNumber_IntOrLongWrongResultType(PyObject* result, const char* type_name) {
#if PY_MAJOR_VERSION >= 3
    if (PyLong_Check(result)) {
        if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1,
                "__int__ returned non-int (type %.200s).  "
                "The ability to return an instance of a strict subclass of int "
                "is deprecated, and may be removed in a future version of Python.",
                Py_TYPE(result)->tp_name)) {
            Py_DECREF(result);
            return NULL;
        }
        return result;
    }
#endif
    PyErr_Format(PyExc_TypeError,
                 "__%.4s__ returned non-%.4s (type %.200s)",
                 type_name, type_name, Py_TYPE(result)->tp_name);
    Py_DECREF(result);
    return NULL;
}
static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
#if CYTHON_USE_TYPE_SLOTS
  PyNumberMethods *m;
#endif
  const char *name = NULL;
  PyObject *res = NULL;
#if PY_MAJOR_VERSION < 3
  if (likely(PyInt_Check(x) || PyLong_Check(x)))
#else
  if (likely(PyLong_Check(x)))
#endif
    return __Pyx_NewRef(x);
#if CYTHON_USE_TYPE_SLOTS
  m = Py_TYPE(x)->tp_as_number;
  #if PY_MAJOR_VERSION < 3
  if (m && m->nb_int) {
    name = "int";
    res = m->nb_int(x);
  }
  else if (m && m->nb_long) {
    name = "long";
    res = m->nb_long(x);
  }
  #else
  if (likely(m && m->nb_int)) {
    name = "int";
    res = m->nb_int(x);
  }
  #endif
#else
  if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) {
    res = PyNumber_Int(x);
  }
#endif
  if (likely(res)) {
#if PY_MAJOR_VERSION < 3
    if (unlikely(!PyInt_Check(res) && !PyLong_Check(res))) {
#else
    if (unlikely(!PyLong_CheckExact(res))) {
#endif
        return __Pyx_PyNumber_IntOrLongWrongResultType(res, name);
    }
  }
  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;
#if PY_MAJOR_VERSION < 3
  if (likely(PyInt_CheckExact(b))) {
    if (sizeof(Py_ssize_t) >= sizeof(long))
        return PyInt_AS_LONG(b);
    else
        return PyInt_AsSsize_t(b);
  }
#endif
  if (likely(PyLong_CheckExact(b))) {
    #if CYTHON_USE_PYLONG_INTERNALS
    const digit* digits = ((PyLongObject*)b)->ob_digit;
    const Py_ssize_t size = Py_SIZE(b);
    if (likely(__Pyx_sst_abs(size) <= 1)) {
        ival = likely(size) ? digits[0] : 0;
        if (size == -1) ival = -ival;
        return ival;
    } else {
      switch (size) {
         case 2:
           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
             return (Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case -2:
           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
             return -(Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case 3:
           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
             return (Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case -3:
           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
             return -(Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case 4:
           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
             return (Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
         case -4:
           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
             return -(Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
           }
           break;
      }
    }
    #endif
    return PyLong_AsSsize_t(b);
  }
  x = PyNumber_Index(b);
  if (!x) return -1;
  ival = PyInt_AsSsize_t(x);
  Py_DECREF(x);
  return ival;
}
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) {
  return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False);
}
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
    return PyInt_FromSize_t(ival);
}


#endif /* Py_PYTHON_H */
