/* Generated by Cython 0.24.1 */

#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 < 0x03020000)
    #error Cython requires Python 2.6+ or Python 3.2+.
#else
#define CYTHON_ABI "0_24_1"
#include <stddef.h>
#ifndef offsetof
  #define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
#endif
#if !defined(WIN32) && !defined(MS_WINDOWS)
  #ifndef __stdcall
    #define __stdcall
  #endif
  #ifndef __cdecl
    #define __cdecl
  #endif
  #ifndef __fastcall
    #define __fastcall
  #endif
#endif
#ifndef DL_IMPORT
  #define DL_IMPORT(t) t
#endif
#ifndef DL_EXPORT
  #define DL_EXPORT(t) t
#endif
#ifndef PY_LONG_LONG
  #define PY_LONG_LONG LONG_LONG
#endif
#ifndef Py_HUGE_VAL
  #define Py_HUGE_VAL HUGE_VAL
#endif
#ifdef PYPY_VERSION
  #define CYTHON_COMPILING_IN_PYPY 1
  #define CYTHON_COMPILING_IN_CPYTHON 0
#else
  #define CYTHON_COMPILING_IN_PYPY 0
  #define CYTHON_COMPILING_IN_CPYTHON 1
#endif
#if !defined(CYTHON_USE_PYLONG_INTERNALS) && CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x02070000
  #define CYTHON_USE_PYLONG_INTERNALS 1
#endif
#if CYTHON_USE_PYLONG_INTERNALS
  #include "longintrepr.h"
  #undef SHIFT
  #undef BASE
  #undef MASK
#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"
  #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 PyType_Type
#endif
#ifndef Py_TPFLAGS_CHECKTYPES
  #define Py_TPFLAGS_CHECKTYPES 0
#endif
#ifndef Py_TPFLAGS_HAVE_INDEX
  #define Py_TPFLAGS_HAVE_INDEX 0
#endif
#ifndef Py_TPFLAGS_HAVE_NEWBUFFER
  #define Py_TPFLAGS_HAVE_NEWBUFFER 0
#endif
#ifndef Py_TPFLAGS_HAVE_FINALIZE
  #define Py_TPFLAGS_HAVE_FINALIZE 0
#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_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_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
#else
  #define CYTHON_PEP393_ENABLED 0
  #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_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_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
#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
#define __Pyx_PyString_FormatSafe(a, b)   ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
#define __Pyx_PyUnicode_FormatSafe(a, b)  ((unlikely((a) == Py_None)) ? 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)
#endif
#if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII)
  #define PyObject_ASCII(o)            PyObject_Repr(o)
#endif
#if PY_MAJOR_VERSION >= 3
  #define PyBaseString_Type            PyUnicode_Type
  #define PyStringObject               PyUnicodeObject
  #define PyString_Type                PyUnicode_Type
  #define PyString_Check               PyUnicode_Check
  #define PyString_CheckExact          PyUnicode_CheckExact
#endif
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
  #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj)
#else
  #define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj))
  #define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj))
#endif
#ifndef PySet_CheckExact
  #define PySet_CheckExact(obj)        (Py_TYPE(obj) == &PySet_Type)
#endif
#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
#if PY_MAJOR_VERSION >= 3
  #define PyIntObject                  PyLongObject
  #define PyInt_Type                   PyLong_Type
  #define PyInt_Check(op)              PyLong_Check(op)
  #define PyInt_CheckExact(op)         PyLong_CheckExact(op)
  #define PyInt_FromString             PyLong_FromString
  #define PyInt_FromUnicode            PyLong_FromUnicode
  #define PyInt_FromLong               PyLong_FromLong
  #define PyInt_FromSize_t             PyLong_FromSize_t
  #define PyInt_FromSsize_t            PyLong_FromSsize_t
  #define PyInt_AsLong                 PyLong_AsLong
  #define PyInt_AS_LONG                PyLong_AS_LONG
  #define PyInt_AsSsize_t              PyLong_AsSsize_t
  #define PyInt_AsUnsignedLongMask     PyLong_AsUnsignedLongMask
  #define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask
  #define PyNumber_Int                 PyNumber_Long
#endif
#if PY_MAJOR_VERSION >= 3
  #define PyBoolObject                 PyLongObject
#endif
#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
  #ifndef PyUnicode_InternFromString
    #define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
  #endif
#endif
#if PY_VERSION_HEX < 0x030200A4
  typedef long Py_hash_t;
  #define __Pyx_PyInt_FromHash_t PyInt_FromLong
  #define __Pyx_PyInt_AsHash_t   PyInt_AsLong
#else
  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
  #define __Pyx_PyInt_AsHash_t   PyInt_AsSsize_t
#endif
#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : PyInstanceMethod_New(func))
#else
  #define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass)
#endif
#if PY_VERSION_HEX >= 0x030500B1
#define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
#define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
#elif CYTHON_COMPILING_IN_CPYTHON && PY_MAJOR_VERSION >= 3
typedef struct {
    unaryfunc am_await;
    unaryfunc am_aiter;
    unaryfunc am_anext;
} __Pyx_PyAsyncMethodsStruct;
#define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved))
#else
#define __Pyx_PyType_AsAsync(obj) NULL
#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
#define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None)

#ifndef CYTHON_INLINE
  #if defined(__GNUC__)
    #define CYTHON_INLINE __inline__
  #elif defined(_MSC_VER)
    #define CYTHON_INLINE __inline
  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define CYTHON_INLINE inline
  #else
    #define CYTHON_INLINE
  #endif
#endif

#if defined(WIN32) || defined(MS_WINDOWS)
  #define _USE_MATH_DEFINES
#endif
#include <math.h>
#ifdef NAN
#define __PYX_NAN() ((float) NAN)
#else
static CYTHON_INLINE float __PYX_NAN() {
  float value;
  memset(&value, 0xFF, sizeof(value));
  return value;
}
#endif
#if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL)
#define __Pyx_truncl trunc
#else
#define __Pyx_truncl truncl
#endif


#define __PYX_ERR(f_index, lineno, Ln_error) \
{ \
  __pyx_filename = __pyx_f[f_index]; __pyx_lineno = lineno; __pyx_clineno = __LINE__; goto Ln_error; \
}

#if PY_MAJOR_VERSION >= 3
  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_TrueDivide(x,y)
  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceTrueDivide(x,y)
#else
  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_Divide(x,y)
  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceDivide(x,y)
#endif

#ifndef __PYX_EXTERN_C
  #ifdef __cplusplus
    #define __PYX_EXTERN_C extern "C"
  #else
    #define __PYX_EXTERN_C extern
  #endif
#endif

#define __PYX_HAVE__pandas__hashtable
#define __PYX_HAVE_API__pandas__hashtable
#include "string.h"
#include "stdio.h"
#include "pythread.h"
#include "stdlib.h"
#include "numpy/arrayobject.h"
#include "numpy/ufuncobject.h"
#include "khash_python.h"
#include "numpy_helper.h"
#include "headers/stdint.h"
#include "numpy/npy_math.h"
#include "datetime.h"
#include "pystate.h"
#ifdef _OPENMP
#include <omp.h>
#endif /* _OPENMP */

#ifdef PYREX_WITHOUT_ASSERTIONS
#define CYTHON_WITHOUT_ASSERTIONS
#endif

#ifndef CYTHON_UNUSED
# if defined(__GNUC__)
#   if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4))
#     define CYTHON_UNUSED __attribute__ ((__unused__))
#   else
#     define CYTHON_UNUSED
#   endif
# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
#   define CYTHON_UNUSED __attribute__ ((__unused__))
# else
#   define CYTHON_UNUSED
# endif
#endif
#ifndef CYTHON_NCP_UNUSED
# if CYTHON_COMPILING_IN_CPYTHON
#  define CYTHON_NCP_UNUSED
# else
#  define CYTHON_NCP_UNUSED CYTHON_UNUSED
# endif
#endif
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_DEFAULT 0
#define __PYX_DEFAULT_STRING_ENCODING ""
#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
#define __Pyx_uchar_cast(c) ((unsigned char)c)
#define __Pyx_long_cast(x) ((long)x)
#define __Pyx_fits_Py_ssize_t(v, type, is_signed)  (\
    (sizeof(type) < sizeof(Py_ssize_t))  ||\
    (sizeof(type) > sizeof(Py_ssize_t) &&\
          likely(v < (type)PY_SSIZE_T_MAX ||\
                 v == (type)PY_SSIZE_T_MAX)  &&\
          (!is_signed || likely(v > (type)PY_SSIZE_T_MIN ||\
                                v == (type)PY_SSIZE_T_MIN)))  ||\
    (sizeof(type) == sizeof(Py_ssize_t) &&\
          (is_signed || likely(v < (type)PY_SSIZE_T_MAX ||\
                               v == (type)PY_SSIZE_T_MAX)))  )
#if defined (__cplusplus) && __cplusplus >= 201103L
    #include <cstdlib>
    #define __Pyx_sst_abs(value) std::abs(value)
#elif SIZEOF_INT >= SIZEOF_SIZE_T
    #define __Pyx_sst_abs(value) abs(value)
#elif SIZEOF_LONG >= SIZEOF_SIZE_T
    #define __Pyx_sst_abs(value) labs(value)
#elif defined (_MSC_VER) && defined (_M_X64)
    #define __Pyx_sst_abs(value) _abs64(value)
#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
    #define __Pyx_sst_abs(value) llabs(value)
#elif defined (__GNUC__)
    #define __Pyx_sst_abs(value) __builtin_llabs(value)
#else
    #define __Pyx_sst_abs(value) ((value<0) ? -value : value)
#endif
static CYTHON_INLINE char* __Pyx_PyObject_AsString(PyObject*);
static CYTHON_INLINE char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length);
#define __Pyx_PyByteArray_FromString(s) PyByteArray_FromStringAndSize((const char*)s, strlen((const char*)s))
#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*);
#if PY_MAJOR_VERSION < 3
    #define __Pyx_PyStr_FromString        __Pyx_PyBytes_FromString
    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
#else
    #define __Pyx_PyStr_FromString        __Pyx_PyUnicode_FromString
    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize
#endif
#define __Pyx_PyObject_AsSString(s)    ((signed char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsUString(s)    ((unsigned char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_FromCString(s)  __Pyx_PyObject_FromString((const char*)s)
#define __Pyx_PyBytes_FromCString(s)   __Pyx_PyBytes_FromString((const char*)s)
#define __Pyx_PyByteArray_FromCString(s)   __Pyx_PyByteArray_FromString((const char*)s)
#define __Pyx_PyStr_FromCString(s)     __Pyx_PyStr_FromString((const char*)s)
#define __Pyx_PyUnicode_FromCString(s) __Pyx_PyUnicode_FromString((const char*)s)
#if PY_MAJOR_VERSION < 3
static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u)
{
    const Py_UNICODE *u_end = u;
    while (*u_end++) ;
    return (size_t)(u_end - u - 1);
}
#else
#define __Pyx_Py_UNICODE_strlen Py_UNICODE_strlen
#endif
#define __Pyx_PyUnicode_FromUnicode(u)       PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u))
#define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode
#define __Pyx_PyUnicode_AsUnicode            PyUnicode_AsUnicode
#define __Pyx_NewRef(obj) (Py_INCREF(obj), obj)
#define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None)
#define __Pyx_PyBool_FromLong(b) ((b) ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False))
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x);
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
#if CYTHON_COMPILING_IN_CPYTHON
#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
#else
#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
#endif
#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
#else
#define __Pyx_PyNumber_Int(x) (PyInt_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Int(x))
#endif
#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;
    PyObject* default_encoding = NULL;
    PyObject* ascii_chars_u = NULL;
    PyObject* ascii_chars_b = NULL;
    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;
    default_encoding_c = PyBytes_AsString(default_encoding);
    if (!default_encoding_c) goto bad;
    if (strcmp(default_encoding_c, "ascii") == 0) {
        __Pyx_sys_getdefaultencoding_not_ascii = 0;
    } else {
        char ascii_chars[128];
        int c;
        for (c = 0; c < 128; c++) {
            ascii_chars[c] = c;
        }
        __Pyx_sys_getdefaultencoding_not_ascii = 1;
        ascii_chars_u = PyUnicode_DecodeASCII(ascii_chars, 128, NULL);
        if (!ascii_chars_u) goto bad;
        ascii_chars_b = PyUnicode_AsEncodedString(ascii_chars_u, default_encoding_c, NULL);
        if (!ascii_chars_b || !PyBytes_Check(ascii_chars_b) || memcmp(ascii_chars, PyBytes_AS_STRING(ascii_chars_b), 128) != 0) {
            PyErr_Format(
                PyExc_ValueError,
                "This module compiled with c_string_encoding=ascii, but default encoding '%.200s' is not a superset of ascii.",
                default_encoding_c);
            goto bad;
        }
        Py_DECREF(ascii_chars_u);
        Py_DECREF(ascii_chars_b);
    }
    Py_DECREF(default_encoding);
    return 0;
bad:
    Py_XDECREF(default_encoding);
    Py_XDECREF(ascii_chars_u);
    Py_XDECREF(ascii_chars_b);
    return -1;
}
#endif
#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT && PY_MAJOR_VERSION >= 3
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL)
#else
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL)
#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
static char* __PYX_DEFAULT_STRING_ENCODING;
static int __Pyx_init_sys_getdefaultencoding_params(void) {
    PyObject* sys;
    PyObject* default_encoding = NULL;
    char* default_encoding_c;
    sys = PyImport_ImportModule("sys");
    if (!sys) goto bad;
    default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
    Py_DECREF(sys);
    if (!default_encoding) goto bad;
    default_encoding_c = PyBytes_AsString(default_encoding);
    if (!default_encoding_c) goto bad;
    __PYX_DEFAULT_STRING_ENCODING = (char*) malloc(strlen(default_encoding_c));
    if (!__PYX_DEFAULT_STRING_ENCODING) goto bad;
    strcpy(__PYX_DEFAULT_STRING_ENCODING, default_encoding_c);
    Py_DECREF(default_encoding);
    return 0;
bad:
    Py_XDECREF(default_encoding);
    return -1;
}
#endif
#endif


/* 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 PyObject *__pyx_m;
static PyObject *__pyx_d;
static PyObject *__pyx_b;
static PyObject *__pyx_empty_tuple;
static PyObject *__pyx_empty_bytes;
static PyObject *__pyx_empty_unicode;
static int __pyx_lineno;
static int __pyx_clineno = 0;
static const char * __pyx_cfilenm= __FILE__;
static const char *__pyx_filename;

/* None.proto */
#if !defined(CYTHON_CCOMPLEX)
  #if defined(__cplusplus)
    #define CYTHON_CCOMPLEX 1
  #elif defined(_Complex_I)
    #define CYTHON_CCOMPLEX 1
  #else
    #define CYTHON_CCOMPLEX 0
  #endif
#endif
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    #include <complex>
  #else
    #include <complex.h>
  #endif
#endif
#if CYTHON_CCOMPLEX && !defined(__cplusplus) && defined(__sun__) && defined(__GNUC__)
  #undef _Complex_I
  #define _Complex_I 1.0fj
#endif


static const char *__pyx_f[] = {
  "pandas/src/hashtable_class_helper.pxi",
  "pandas/src/hashtable_func_helper.pxi",
  "pandas/hashtable.pyx",
  "pandas/src/util.pxd",
  "pandas/src/numpy.pxd",
  "stringsource",
  "type.pxd",
  "bool.pxd",
  "complex.pxd",
};
/* MemviewSliceStruct.proto */
struct __pyx_memoryview_obj;
typedef struct {
  struct __pyx_memoryview_obj *memview;
  char *data;
  Py_ssize_t shape[8];
  Py_ssize_t strides[8];
  Py_ssize_t suboffsets[8];
} __Pyx_memviewslice;

/* BufferFormatStructs.proto */
#define IS_UNSIGNED(type) (((type) -1) > 0)
struct __Pyx_StructField_;
#define __PYX_BUF_FLAGS_PACKED_STRUCT (1 << 0)
typedef struct {
  const char* name;
  struct __Pyx_StructField_* fields;
  size_t size;
  size_t arraysize[8];
  int ndim;
  char typegroup;
  char is_unsigned;
  int flags;
} __Pyx_TypeInfo;
typedef struct __Pyx_StructField_ {
  __Pyx_TypeInfo* type;
  const char* name;
  size_t offset;
} __Pyx_StructField;
typedef struct {
  __Pyx_StructField* field;
  size_t parent_offset;
} __Pyx_BufFmt_StackElem;
typedef struct {
  __Pyx_StructField root;
  __Pyx_BufFmt_StackElem* head;
  size_t fmt_offset;
  size_t new_count, enc_count;
  size_t struct_alignment;
  int is_complex;
  char enc_type;
  char new_packmode;
  char enc_packmode;
  char is_valid_array;
} __Pyx_BufFmt_Context;

/* Atomics.proto */
#include <pythread.h>
#ifndef CYTHON_ATOMICS
    #define CYTHON_ATOMICS 1
#endif
#define __pyx_atomic_int_type int
#if CYTHON_ATOMICS && __GNUC__ >= 4 && (__GNUC_MINOR__ > 1 ||\
                    (__GNUC_MINOR__ == 1 && __GNUC_PATCHLEVEL >= 2)) &&\
                    !defined(__i386__)
    #define __pyx_atomic_incr_aligned(value, lock) __sync_fetch_and_add(value, 1)
    #define __pyx_atomic_decr_aligned(value, lock) __sync_fetch_and_sub(value, 1)
    #ifdef __PYX_DEBUG_ATOMICS
        #warning "Using GNU atomics"
    #endif
#elif CYTHON_ATOMICS && defined(_MSC_VER) && 0
    #include <Windows.h>
    #undef __pyx_atomic_int_type
    #define __pyx_atomic_int_type LONG
    #define __pyx_atomic_incr_aligned(value, lock) InterlockedIncrement(value)
    #define __pyx_atomic_decr_aligned(value, lock) InterlockedDecrement(value)
    #ifdef __PYX_DEBUG_ATOMICS
        #pragma message ("Using MSVC atomics")
    #endif
#elif CYTHON_ATOMICS && (defined(__ICC) || defined(__INTEL_COMPILER)) && 0
    #define __pyx_atomic_incr_aligned(value, lock) _InterlockedIncrement(value)
    #define __pyx_atomic_decr_aligned(value, lock) _InterlockedDecrement(value)
    #ifdef __PYX_DEBUG_ATOMICS
        #warning "Using Intel atomics"
    #endif
#else
    #undef CYTHON_ATOMICS
    #define CYTHON_ATOMICS 0
    #ifdef __PYX_DEBUG_ATOMICS
        #warning "Not using atomics"
    #endif
#endif
typedef volatile __pyx_atomic_int_type __pyx_atomic_int;
#if CYTHON_ATOMICS
    #define __pyx_add_acquisition_count(memview)\
             __pyx_atomic_incr_aligned(__pyx_get_slice_count_pointer(memview), memview->lock)
    #define __pyx_sub_acquisition_count(memview)\
            __pyx_atomic_decr_aligned(__pyx_get_slice_count_pointer(memview), memview->lock)
#else
    #define __pyx_add_acquisition_count(memview)\
            __pyx_add_acquisition_count_locked(__pyx_get_slice_count_pointer(memview), memview->lock)
    #define __pyx_sub_acquisition_count(memview)\
            __pyx_sub_acquisition_count_locked(__pyx_get_slice_count_pointer(memview), memview->lock)
#endif


/* "numpy.pxd":726
 * # in Cython to enable them only on the right systems.
 * 
 * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int16      int16_t
 * ctypedef npy_int32      int32_t
 */
typedef npy_int8 __pyx_t_5numpy_int8_t;

/* "numpy.pxd":727
 * 
 * ctypedef npy_int8       int8_t
 * ctypedef npy_int16      int16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int32      int32_t
 * ctypedef npy_int64      int64_t
 */
typedef npy_int16 __pyx_t_5numpy_int16_t;

/* "numpy.pxd":728
 * ctypedef npy_int8       int8_t
 * ctypedef npy_int16      int16_t
 * ctypedef npy_int32      int32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_int64      int64_t
 * #ctypedef npy_int96      int96_t
 */
typedef npy_int32 __pyx_t_5numpy_int32_t;

/* "numpy.pxd":729
 * ctypedef npy_int16      int16_t
 * ctypedef npy_int32      int32_t
 * ctypedef npy_int64      int64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_int96      int96_t
 * #ctypedef npy_int128     int128_t
 */
typedef npy_int64 __pyx_t_5numpy_int64_t;

/* "numpy.pxd":733
 * #ctypedef npy_int128     int128_t
 * 
 * ctypedef npy_uint8      uint8_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t
 */
typedef npy_uint8 __pyx_t_5numpy_uint8_t;

/* "numpy.pxd":734
 * 
 * ctypedef npy_uint8      uint8_t
 * ctypedef npy_uint16     uint16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint32     uint32_t
 * ctypedef npy_uint64     uint64_t
 */
typedef npy_uint16 __pyx_t_5numpy_uint16_t;

/* "numpy.pxd":735
 * ctypedef npy_uint8      uint8_t
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uint64     uint64_t
 * #ctypedef npy_uint96     uint96_t
 */
typedef npy_uint32 __pyx_t_5numpy_uint32_t;

/* "numpy.pxd":736
 * ctypedef npy_uint16     uint16_t
 * ctypedef npy_uint32     uint32_t
 * ctypedef npy_uint64     uint64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_uint96     uint96_t
 * #ctypedef npy_uint128    uint128_t
 */
typedef npy_uint64 __pyx_t_5numpy_uint64_t;

/* "numpy.pxd":740
 * #ctypedef npy_uint128    uint128_t
 * 
 * ctypedef npy_float16    float16_t             # <<<<<<<<<<<<<<
 * ctypedef npy_float32    float32_t
 * ctypedef npy_float64    float64_t
 */
typedef npy_float16 __pyx_t_5numpy_float16_t;

/* "numpy.pxd":741
 * 
 * ctypedef npy_float16    float16_t
 * ctypedef npy_float32    float32_t             # <<<<<<<<<<<<<<
 * ctypedef npy_float64    float64_t
 * #ctypedef npy_float80    float80_t
 */
typedef npy_float32 __pyx_t_5numpy_float32_t;

/* "numpy.pxd":742
 * ctypedef npy_float16    float16_t
 * ctypedef npy_float32    float32_t
 * ctypedef npy_float64    float64_t             # <<<<<<<<<<<<<<
 * #ctypedef npy_float80    float80_t
 * #ctypedef npy_float128   float128_t
 */
typedef npy_float64 __pyx_t_5numpy_float64_t;

/* "numpy.pxd":751
 * # The int types are mapped a bit surprising --
 * # numpy.int corresponds to 'l' and numpy.long to 'q'
 * ctypedef npy_long       int_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longlong   long_t
 * ctypedef npy_longlong   longlong_t
 */
typedef npy_long __pyx_t_5numpy_int_t;

/* "numpy.pxd":752
 * # numpy.int corresponds to 'l' and numpy.long to 'q'
 * ctypedef npy_long       int_t
 * ctypedef npy_longlong   long_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longlong   longlong_t
 * 
 */
typedef npy_longlong __pyx_t_5numpy_long_t;

/* "numpy.pxd":753
 * ctypedef npy_long       int_t
 * ctypedef npy_longlong   long_t
 * ctypedef npy_longlong   longlong_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_ulong      uint_t
 */
typedef npy_longlong __pyx_t_5numpy_longlong_t;

/* "numpy.pxd":755
 * ctypedef npy_longlong   longlong_t
 * 
 * ctypedef npy_ulong      uint_t             # <<<<<<<<<<<<<<
 * ctypedef npy_ulonglong  ulong_t
 * ctypedef npy_ulonglong  ulonglong_t
 */
typedef npy_ulong __pyx_t_5numpy_uint_t;

/* "numpy.pxd":756
 * 
 * ctypedef npy_ulong      uint_t
 * ctypedef npy_ulonglong  ulong_t             # <<<<<<<<<<<<<<
 * ctypedef npy_ulonglong  ulonglong_t
 * 
 */
typedef npy_ulonglong __pyx_t_5numpy_ulong_t;

/* "numpy.pxd":757
 * ctypedef npy_ulong      uint_t
 * ctypedef npy_ulonglong  ulong_t
 * ctypedef npy_ulonglong  ulonglong_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_intp       intp_t
 */
typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;

/* "numpy.pxd":759
 * ctypedef npy_ulonglong  ulonglong_t
 * 
 * ctypedef npy_intp       intp_t             # <<<<<<<<<<<<<<
 * ctypedef npy_uintp      uintp_t
 * 
 */
typedef npy_intp __pyx_t_5numpy_intp_t;

/* "numpy.pxd":760
 * 
 * ctypedef npy_intp       intp_t
 * ctypedef npy_uintp      uintp_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_double     float_t
 */
typedef npy_uintp __pyx_t_5numpy_uintp_t;

/* "numpy.pxd":762
 * ctypedef npy_uintp      uintp_t
 * 
 * ctypedef npy_double     float_t             # <<<<<<<<<<<<<<
 * ctypedef npy_double     double_t
 * ctypedef npy_longdouble longdouble_t
 */
typedef npy_double __pyx_t_5numpy_float_t;

/* "numpy.pxd":763
 * 
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t             # <<<<<<<<<<<<<<
 * ctypedef npy_longdouble longdouble_t
 * 
 */
typedef npy_double __pyx_t_5numpy_double_t;

/* "numpy.pxd":764
 * ctypedef npy_double     float_t
 * ctypedef npy_double     double_t
 * ctypedef npy_longdouble longdouble_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_cfloat      cfloat_t
 */
typedef npy_longdouble __pyx_t_5numpy_longdouble_t;
/* None.proto */
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    typedef ::std::complex< float > __pyx_t_float_complex;
  #else
    typedef float _Complex __pyx_t_float_complex;
  #endif
#else
    typedef struct { float real, imag; } __pyx_t_float_complex;
#endif

/* None.proto */
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    typedef ::std::complex< double > __pyx_t_double_complex;
  #else
    typedef double _Complex __pyx_t_double_complex;
  #endif
#else
    typedef struct { double real, imag; } __pyx_t_double_complex;
#endif


/*--- Type declarations ---*/
struct __pyx_obj_6pandas_9hashtable_HashTable;
struct __pyx_obj_6pandas_9hashtable_Int64HashTable;
struct __pyx_obj_6pandas_9hashtable_Float64HashTable;
struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable;
struct __pyx_obj_6pandas_9hashtable_Float64Vector;
struct __pyx_obj_6pandas_9hashtable_Int64Vector;
struct __pyx_obj_6pandas_9hashtable_ObjectVector;
struct __pyx_obj_6pandas_9hashtable_StringHashTable;
struct __pyx_obj_6pandas_9hashtable_Factorizer;
struct __pyx_obj_6pandas_9hashtable_Int64Factorizer;
struct __pyx_array_obj;
struct __pyx_MemviewEnum_obj;
struct __pyx_memoryview_obj;
struct __pyx_memoryviewslice_obj;

/* "numpy.pxd":766
 * ctypedef npy_longdouble longdouble_t
 * 
 * ctypedef npy_cfloat      cfloat_t             # <<<<<<<<<<<<<<
 * ctypedef npy_cdouble     cdouble_t
 * ctypedef npy_clongdouble clongdouble_t
 */
typedef npy_cfloat __pyx_t_5numpy_cfloat_t;

/* "numpy.pxd":767
 * 
 * ctypedef npy_cfloat      cfloat_t
 * ctypedef npy_cdouble     cdouble_t             # <<<<<<<<<<<<<<
 * ctypedef npy_clongdouble clongdouble_t
 * 
 */
typedef npy_cdouble __pyx_t_5numpy_cdouble_t;

/* "numpy.pxd":768
 * ctypedef npy_cfloat      cfloat_t
 * ctypedef npy_cdouble     cdouble_t
 * ctypedef npy_clongdouble clongdouble_t             # <<<<<<<<<<<<<<
 * 
 * ctypedef npy_cdouble     complex_t
 */
typedef npy_clongdouble __pyx_t_5numpy_clongdouble_t;

/* "numpy.pxd":770
 * ctypedef npy_clongdouble clongdouble_t
 * 
 * ctypedef npy_cdouble     complex_t             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew1(a):
 */
typedef npy_cdouble __pyx_t_5numpy_complex_t;
struct __pyx_t_6pandas_9hashtable_Float64VectorData;
typedef struct __pyx_t_6pandas_9hashtable_Float64VectorData __pyx_t_6pandas_9hashtable_Float64VectorData;
struct __pyx_t_6pandas_9hashtable_Int64VectorData;
typedef struct __pyx_t_6pandas_9hashtable_Int64VectorData __pyx_t_6pandas_9hashtable_Int64VectorData;

/* "pandas/src/hashtable_class_helper.pxi":12
 * 
 * 
 * ctypedef struct Float64VectorData:             # <<<<<<<<<<<<<<
 *     float64_t *data
 *     size_t n, m
 */
struct __pyx_t_6pandas_9hashtable_Float64VectorData {
  __pyx_t_5numpy_float64_t *data;
  size_t n;
  size_t m;
};

/* "pandas/src/hashtable_class_helper.pxi":26
 * 
 * 
 * ctypedef struct Int64VectorData:             # <<<<<<<<<<<<<<
 *     int64_t *data
 *     size_t n, m
 */
struct __pyx_t_6pandas_9hashtable_Int64VectorData {
  __pyx_t_5numpy_int64_t *data;
  size_t n;
  size_t m;
};

/* "pandas/hashtable.pxd":5
 * # prototypes for sharing
 * 
 * cdef class HashTable:             # <<<<<<<<<<<<<<
 *     pass
 * 
 */
struct __pyx_obj_6pandas_9hashtable_HashTable {
  PyObject_HEAD
};


/* "pandas/hashtable.pxd":8
 *     pass
 * 
 * cdef class Int64HashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_int64_t *table
 * 
 */
struct __pyx_obj_6pandas_9hashtable_Int64HashTable {
  struct __pyx_obj_6pandas_9hashtable_HashTable __pyx_base;
  struct __pyx_vtabstruct_6pandas_9hashtable_Int64HashTable *__pyx_vtab;
  kh_int64_t *table;
};


/* "pandas/hashtable.pxd":14
 *     cpdef set_item(self, int64_t key, Py_ssize_t val)
 * 
 * cdef class Float64HashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_float64_t *table
 * 
 */
struct __pyx_obj_6pandas_9hashtable_Float64HashTable {
  struct __pyx_obj_6pandas_9hashtable_HashTable __pyx_base;
  struct __pyx_vtabstruct_6pandas_9hashtable_Float64HashTable *__pyx_vtab;
  kh_float64_t *table;
};


/* "pandas/hashtable.pxd":20
 *     cpdef set_item(self, float64_t key, Py_ssize_t val)
 * 
 * cdef class PyObjectHashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_pymap_t *table
 * 
 */
struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable {
  struct __pyx_obj_6pandas_9hashtable_HashTable __pyx_base;
  struct __pyx_vtabstruct_6pandas_9hashtable_PyObjectHashTable *__pyx_vtab;
  kh_pymap_t *table;
};


/* "pandas/src/hashtable_class_helper.pxi":50
 * #----------------------------------------------------------------------
 * 
 * cdef class Float64Vector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */
struct __pyx_obj_6pandas_9hashtable_Float64Vector {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_9hashtable_Float64Vector *__pyx_vtab;
  __pyx_t_6pandas_9hashtable_Float64VectorData *data;
  PyArrayObject *ao;
};


/* "pandas/src/hashtable_class_helper.pxi":89
 *         append_data_float64(self.data, x)
 * 
 * cdef class Int64Vector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */
struct __pyx_obj_6pandas_9hashtable_Int64Vector {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_9hashtable_Int64Vector *__pyx_vtab;
  __pyx_t_6pandas_9hashtable_Int64VectorData *data;
  PyArrayObject *ao;
};


/* "pandas/src/hashtable_class_helper.pxi":129
 * 
 * 
 * cdef class ObjectVector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */
struct __pyx_obj_6pandas_9hashtable_ObjectVector {
  PyObject_HEAD
  struct __pyx_vtabstruct_6pandas_9hashtable_ObjectVector *__pyx_vtab;
  PyObject **data;
  size_t n;
  size_t m;
  PyArrayObject *ao;
};


/* "pandas/src/hashtable_class_helper.pxi":597
 * 
 * 
 * cdef class StringHashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_str_t *table
 * 
 */
struct __pyx_obj_6pandas_9hashtable_StringHashTable {
  struct __pyx_obj_6pandas_9hashtable_HashTable __pyx_base;
  struct __pyx_vtabstruct_6pandas_9hashtable_StringHashTable *__pyx_vtab;
  kh_str_t *table;
};


/* "pandas/hashtable.pyx":42
 * include "hashtable_func_helper.pxi"
 * 
 * cdef class Factorizer:             # <<<<<<<<<<<<<<
 *     cdef public PyObjectHashTable table
 *     cdef public ObjectVector uniques
 */
struct __pyx_obj_6pandas_9hashtable_Factorizer {
  PyObject_HEAD
  struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *table;
  struct __pyx_obj_6pandas_9hashtable_ObjectVector *uniques;
  Py_ssize_t count;
};


/* "pandas/hashtable.pyx":82
 * 
 * 
 * cdef class Int64Factorizer:             # <<<<<<<<<<<<<<
 *     cdef public Int64HashTable table
 *     cdef public Int64Vector uniques
 */
struct __pyx_obj_6pandas_9hashtable_Int64Factorizer {
  PyObject_HEAD
  struct __pyx_obj_6pandas_9hashtable_Int64HashTable *table;
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *uniques;
  Py_ssize_t count;
};


/* "View.MemoryView":103
 * 
 * @cname("__pyx_array")
 * cdef class array:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */
struct __pyx_array_obj {
  PyObject_HEAD
  struct __pyx_vtabstruct_array *__pyx_vtab;
  char *data;
  Py_ssize_t len;
  char *format;
  int ndim;
  Py_ssize_t *_shape;
  Py_ssize_t *_strides;
  Py_ssize_t itemsize;
  PyObject *mode;
  PyObject *_format;
  void (*callback_free_data)(void *);
  int free_data;
  int dtype_is_object;
};


/* "View.MemoryView":275
 * 
 * @cname('__pyx_MemviewEnum')
 * cdef class Enum(object):             # <<<<<<<<<<<<<<
 *     cdef object name
 *     def __init__(self, name):
 */
struct __pyx_MemviewEnum_obj {
  PyObject_HEAD
  PyObject *name;
};


/* "View.MemoryView":326
 * 
 * @cname('__pyx_memoryview')
 * cdef class memoryview(object):             # <<<<<<<<<<<<<<
 * 
 *     cdef object obj
 */
struct __pyx_memoryview_obj {
  PyObject_HEAD
  struct __pyx_vtabstruct_memoryview *__pyx_vtab;
  PyObject *obj;
  PyObject *_size;
  PyObject *_array_interface;
  PyThread_type_lock lock;
  __pyx_atomic_int acquisition_count[2];
  __pyx_atomic_int *acquisition_count_aligned_p;
  Py_buffer view;
  int flags;
  int dtype_is_object;
  __Pyx_TypeInfo *typeinfo;
};


/* "View.MemoryView":951
 * 
 * @cname('__pyx_memoryviewslice')
 * cdef class _memoryviewslice(memoryview):             # <<<<<<<<<<<<<<
 *     "Internal class for passing memoryview slices to Python"
 * 
 */
struct __pyx_memoryviewslice_obj {
  struct __pyx_memoryview_obj __pyx_base;
  __Pyx_memviewslice from_slice;
  PyObject *from_object;
  PyObject *(*to_object_func)(char *);
  int (*to_dtype_func)(char *, PyObject *);
};



/* "pandas/src/hashtable_class_helper.pxi":386
 *         return uniques.to_array()
 * 
 * cdef class Int64HashTable(HashTable):             # <<<<<<<<<<<<<<
 * 
 *     def __cinit__(self, size_hint=1):
 */

struct __pyx_vtabstruct_6pandas_9hashtable_Int64HashTable {
  PyObject *(*get_item)(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *, __pyx_t_5numpy_int64_t, int __pyx_skip_dispatch);
  PyObject *(*set_item)(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *, __pyx_t_5numpy_int64_t, Py_ssize_t, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_9hashtable_Int64HashTable *__pyx_vtabptr_6pandas_9hashtable_Int64HashTable;


/* "pandas/src/hashtable_class_helper.pxi":169
 *     pass
 * 
 * cdef class Float64HashTable(HashTable):             # <<<<<<<<<<<<<<
 * 
 *     def __cinit__(self, size_hint=1):
 */

struct __pyx_vtabstruct_6pandas_9hashtable_Float64HashTable {
  PyObject *(*get_item)(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *, __pyx_t_5numpy_float64_t, int __pyx_skip_dispatch);
  PyObject *(*set_item)(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *, __pyx_t_5numpy_float64_t, Py_ssize_t, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_9hashtable_Float64HashTable *__pyx_vtabptr_6pandas_9hashtable_Float64HashTable;


/* "pandas/src/hashtable_class_helper.pxi":707
 * na_sentinel = object
 * 
 * cdef class PyObjectHashTable(HashTable):             # <<<<<<<<<<<<<<
 * 
 *     def __init__(self, size_hint=1):
 */

struct __pyx_vtabstruct_6pandas_9hashtable_PyObjectHashTable {
  PyObject *(*get_item)(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*set_item)(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *, PyObject *, Py_ssize_t, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_9hashtable_PyObjectHashTable *__pyx_vtabptr_6pandas_9hashtable_PyObjectHashTable;


/* "pandas/src/hashtable_class_helper.pxi":50
 * #----------------------------------------------------------------------
 * 
 * cdef class Float64Vector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */

struct __pyx_vtabstruct_6pandas_9hashtable_Float64Vector {
  PyObject *(*resize)(struct __pyx_obj_6pandas_9hashtable_Float64Vector *);
  void (*append)(struct __pyx_obj_6pandas_9hashtable_Float64Vector *, __pyx_t_5numpy_float64_t);
};
static struct __pyx_vtabstruct_6pandas_9hashtable_Float64Vector *__pyx_vtabptr_6pandas_9hashtable_Float64Vector;
static CYTHON_INLINE void __pyx_f_6pandas_9hashtable_13Float64Vector_append(struct __pyx_obj_6pandas_9hashtable_Float64Vector *, __pyx_t_5numpy_float64_t);


/* "pandas/src/hashtable_class_helper.pxi":89
 *         append_data_float64(self.data, x)
 * 
 * cdef class Int64Vector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */

struct __pyx_vtabstruct_6pandas_9hashtable_Int64Vector {
  PyObject *(*resize)(struct __pyx_obj_6pandas_9hashtable_Int64Vector *);
  void (*append)(struct __pyx_obj_6pandas_9hashtable_Int64Vector *, __pyx_t_5numpy_int64_t);
};
static struct __pyx_vtabstruct_6pandas_9hashtable_Int64Vector *__pyx_vtabptr_6pandas_9hashtable_Int64Vector;
static CYTHON_INLINE void __pyx_f_6pandas_9hashtable_11Int64Vector_append(struct __pyx_obj_6pandas_9hashtable_Int64Vector *, __pyx_t_5numpy_int64_t);


/* "pandas/src/hashtable_class_helper.pxi":129
 * 
 * 
 * cdef class ObjectVector:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */

struct __pyx_vtabstruct_6pandas_9hashtable_ObjectVector {
  PyObject *(*append)(struct __pyx_obj_6pandas_9hashtable_ObjectVector *, PyObject *);
};
static struct __pyx_vtabstruct_6pandas_9hashtable_ObjectVector *__pyx_vtabptr_6pandas_9hashtable_ObjectVector;
static CYTHON_INLINE PyObject *__pyx_f_6pandas_9hashtable_12ObjectVector_append(struct __pyx_obj_6pandas_9hashtable_ObjectVector *, PyObject *);


/* "pandas/src/hashtable_class_helper.pxi":597
 * 
 * 
 * cdef class StringHashTable(HashTable):             # <<<<<<<<<<<<<<
 *     cdef kh_str_t *table
 * 
 */

struct __pyx_vtabstruct_6pandas_9hashtable_StringHashTable {
  PyObject *(*get_item)(struct __pyx_obj_6pandas_9hashtable_StringHashTable *, PyObject *, int __pyx_skip_dispatch);
  PyObject *(*set_item)(struct __pyx_obj_6pandas_9hashtable_StringHashTable *, PyObject *, Py_ssize_t, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6pandas_9hashtable_StringHashTable *__pyx_vtabptr_6pandas_9hashtable_StringHashTable;


/* "View.MemoryView":103
 * 
 * @cname("__pyx_array")
 * cdef class array:             # <<<<<<<<<<<<<<
 * 
 *     cdef:
 */

struct __pyx_vtabstruct_array {
  PyObject *(*get_memview)(struct __pyx_array_obj *);
};
static struct __pyx_vtabstruct_array *__pyx_vtabptr_array;


/* "View.MemoryView":326
 * 
 * @cname('__pyx_memoryview')
 * cdef class memoryview(object):             # <<<<<<<<<<<<<<
 * 
 *     cdef object obj
 */

struct __pyx_vtabstruct_memoryview {
  char *(*get_item_pointer)(struct __pyx_memoryview_obj *, PyObject *);
  PyObject *(*is_slice)(struct __pyx_memoryview_obj *, PyObject *);
  PyObject *(*setitem_slice_assignment)(struct __pyx_memoryview_obj *, PyObject *, PyObject *);
  PyObject *(*setitem_slice_assign_scalar)(struct __pyx_memoryview_obj *, struct __pyx_memoryview_obj *, PyObject *);
  PyObject *(*setitem_indexed)(struct __pyx_memoryview_obj *, PyObject *, PyObject *);
  PyObject *(*convert_item_to_object)(struct __pyx_memoryview_obj *, char *);
  PyObject *(*assign_item_from_object)(struct __pyx_memoryview_obj *, char *, PyObject *);
};
static struct __pyx_vtabstruct_memoryview *__pyx_vtabptr_memoryview;


/* "View.MemoryView":951
 * 
 * @cname('__pyx_memoryviewslice')
 * cdef class _memoryviewslice(memoryview):             # <<<<<<<<<<<<<<
 *     "Internal class for passing memoryview slices to Python"
 * 
 */

struct __pyx_vtabstruct__memoryviewslice {
  struct __pyx_vtabstruct_memoryview __pyx_base;
};
static struct __pyx_vtabstruct__memoryviewslice *__pyx_vtabptr__memoryviewslice;

/* --- Runtime support code (head) --- */
/* Refnanny.proto */
#ifndef CYTHON_REFNANNY
  #define CYTHON_REFNANNY 0
#endif
#if CYTHON_REFNANNY
  typedef struct {
    void (*INCREF)(void*, PyObject*, int);
    void (*DECREF)(void*, PyObject*, int);
    void (*GOTREF)(void*, PyObject*, int);
    void (*GIVEREF)(void*, PyObject*, int);
    void* (*SetupContext)(const char*, int, const char*);
    void (*FinishContext)(void**);
  } __Pyx_RefNannyAPIStruct;
  static __Pyx_RefNannyAPIStruct *__Pyx_RefNanny = NULL;
  static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname);
  #define __Pyx_RefNannyDeclarations void *__pyx_refnanny = NULL;
#ifdef WITH_THREAD
  #define __Pyx_RefNannySetupContext(name, acquire_gil)\
          if (acquire_gil) {\
              PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();\
              __pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__);\
              PyGILState_Release(__pyx_gilstate_save);\
          } else {\
              __pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__);\
          }
#else
  #define __Pyx_RefNannySetupContext(name, acquire_gil)\
          __pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__)
#endif
  #define __Pyx_RefNannyFinishContext()\
          __Pyx_RefNanny->FinishContext(&__pyx_refnanny)
  #define __Pyx_INCREF(r)  __Pyx_RefNanny->INCREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_DECREF(r)  __Pyx_RefNanny->DECREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_GOTREF(r)  __Pyx_RefNanny->GOTREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_GIVEREF(r) __Pyx_RefNanny->GIVEREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
  #define __Pyx_XINCREF(r)  do { if((r) != NULL) {__Pyx_INCREF(r); }} while(0)
  #define __Pyx_XDECREF(r)  do { if((r) != NULL) {__Pyx_DECREF(r); }} while(0)
  #define __Pyx_XGOTREF(r)  do { if((r) != NULL) {__Pyx_GOTREF(r); }} while(0)
  #define __Pyx_XGIVEREF(r) do { if((r) != NULL) {__Pyx_GIVEREF(r);}} while(0)
#else
  #define __Pyx_RefNannyDeclarations
  #define __Pyx_RefNannySetupContext(name, acquire_gil)
  #define __Pyx_RefNannyFinishContext()
  #define __Pyx_INCREF(r) Py_INCREF(r)
  #define __Pyx_DECREF(r) Py_DECREF(r)
  #define __Pyx_GOTREF(r)
  #define __Pyx_GIVEREF(r)
  #define __Pyx_XINCREF(r) Py_XINCREF(r)
  #define __Pyx_XDECREF(r) Py_XDECREF(r)
  #define __Pyx_XGOTREF(r)
  #define __Pyx_XGIVEREF(r)
#endif
#define __Pyx_XDECREF_SET(r, v) do {\
        PyObject *tmp = (PyObject *) r;\
        r = v; __Pyx_XDECREF(tmp);\
    } while (0)
#define __Pyx_DECREF_SET(r, v) do {\
        PyObject *tmp = (PyObject *) r;\
        r = v; __Pyx_DECREF(tmp);\
    } while (0)
#define __Pyx_CLEAR(r)    do { PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);} while(0)
#define __Pyx_XCLEAR(r)   do { if((r) != NULL) {PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);}} while(0)

/* PyObjectGetAttrStr.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name) {
    PyTypeObject* tp = Py_TYPE(obj);
    if (likely(tp->tp_getattro))
        return tp->tp_getattro(obj, attr_name);
#if PY_MAJOR_VERSION < 3
    if (likely(tp->tp_getattr))
        return tp->tp_getattr(obj, PyString_AS_STRING(attr_name));
#endif
    return PyObject_GetAttr(obj, attr_name);
}
#else
#define __Pyx_PyObject_GetAttrStr(o,n) PyObject_GetAttr(o,n)
#endif

/* GetBuiltinName.proto */
static PyObject *__Pyx_GetBuiltinName(PyObject *name);

/* RaiseArgTupleInvalid.proto */
static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,
    Py_ssize_t num_min, Py_ssize_t num_max, Py_ssize_t num_found);

/* KeywordStringCheck.proto */
static CYTHON_INLINE int __Pyx_CheckKeywordStrings(PyObject *kwdict, const char* function_name, int kw_allowed);

/* GetModuleGlobalName.proto */
static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name);

/* 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

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

/* 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);

/* PyThreadStateGet.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_PyThreadState_declare  PyThreadState *__pyx_tstate;
#define __Pyx_PyThreadState_assign  __pyx_tstate = PyThreadState_GET();
#else
#define __Pyx_PyThreadState_declare
#define __Pyx_PyThreadState_assign
#endif

/* PyErrFetchRestore.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#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);
#else
#define __Pyx_ErrRestoreWithState(type, value, tb)  PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetchWithState(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);

/* RaiseDoubleKeywords.proto */
static void __Pyx_RaiseDoubleKeywordsError(const char* func_name, PyObject* kw_name);

/* ParseKeywords.proto */
static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject **argnames[],\
    PyObject *kwds2, PyObject *values[], Py_ssize_t num_pos_args,\
    const char* function_name);

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

/* BufferFormatCheck.proto */
static CYTHON_INLINE int  __Pyx_GetBufferAndValidate(Py_buffer* buf, PyObject* obj,
    __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack);
static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);
static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts);
static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
                              __Pyx_BufFmt_StackElem* stack,
                              __Pyx_TypeInfo* type); // PROTO

/* MemviewSliceInit.proto */
#define __Pyx_BUF_MAX_NDIMS %(BUF_MAX_NDIMS)d
#define __Pyx_MEMVIEW_DIRECT   1
#define __Pyx_MEMVIEW_PTR      2
#define __Pyx_MEMVIEW_FULL     4
#define __Pyx_MEMVIEW_CONTIG   8
#define __Pyx_MEMVIEW_STRIDED  16
#define __Pyx_MEMVIEW_FOLLOW   32
#define __Pyx_IS_C_CONTIG 1
#define __Pyx_IS_F_CONTIG 2
static int __Pyx_init_memviewslice(
                struct __pyx_memoryview_obj *memview,
                int ndim,
                __Pyx_memviewslice *memviewslice,
                int memview_is_new_reference);
static CYTHON_INLINE int __pyx_add_acquisition_count_locked(
    __pyx_atomic_int *acquisition_count, PyThread_type_lock lock);
static CYTHON_INLINE int __pyx_sub_acquisition_count_locked(
    __pyx_atomic_int *acquisition_count, PyThread_type_lock lock);
#define __pyx_get_slice_count_pointer(memview) (memview->acquisition_count_aligned_p)
#define __pyx_get_slice_count(memview) (*__pyx_get_slice_count_pointer(memview))
#define __PYX_INC_MEMVIEW(slice, have_gil) __Pyx_INC_MEMVIEW(slice, have_gil, __LINE__)
#define __PYX_XDEC_MEMVIEW(slice, have_gil) __Pyx_XDEC_MEMVIEW(slice, have_gil, __LINE__)
static CYTHON_INLINE void __Pyx_INC_MEMVIEW(__Pyx_memviewslice *, int, int);
static CYTHON_INLINE void __Pyx_XDEC_MEMVIEW(__Pyx_memviewslice *, int, int);

/* ArgTypeTest.proto */
static CYTHON_INLINE int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
    const char *name, int exact);

#define __Pyx_BufPtrStrided1d(type, buf, i0, s0) (type)((char*)buf + i0 * s0)
/* 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

/* ForceInitThreads.proto */
#ifndef __PYX_FORCE_INIT_THREADS
  #define __PYX_FORCE_INIT_THREADS 0
#endif

/* BufferIndexError.proto */
static void __Pyx_RaiseBufferIndexError(int axis);

/* None.proto */
static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);

/* 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);

/* StrEquals.proto */
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyString_Equals __Pyx_PyUnicode_Equals
#else
#define __Pyx_PyString_Equals __Pyx_PyBytes_Equals
#endif

/* None.proto */
static CYTHON_INLINE Py_ssize_t __Pyx_div_Py_ssize_t(Py_ssize_t, Py_ssize_t);

/* 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 CYTHON_INLINE int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v);
static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v,
                                               int is_list, int wraparound, int boundscheck);

/* BufferFallbackError.proto */
static void __Pyx_RaiseBufferFallbackError(void);

/* SliceObject.proto */
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(
        PyObject* obj, Py_ssize_t cstart, Py_ssize_t cstop,
        PyObject** py_start, PyObject** py_stop, PyObject** py_slice,
        int has_cstart, int has_cstop, int wraparound);

/* PyDictContains.proto */
static CYTHON_INLINE int __Pyx_PyDict_ContainsTF(PyObject* item, PyObject* dict, int eq) {
    int result = PyDict_Contains(dict, item);
    return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
}

/* DictGetItem.proto */
#if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
    PyObject *value;
    value = PyDict_GetItemWithError(d, key);
    if (unlikely(!value)) {
        if (!PyErr_Occurred()) {
            PyObject* args = PyTuple_Pack(1, key);
            if (likely(args))
                PyErr_SetObject(PyExc_KeyError, args);
            Py_XDECREF(args);
        }
        return NULL;
    }
    Py_INCREF(value);
    return value;
}
#else
    #define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
#endif

/* SaveResetException.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_ExceptionSave(type, value, tb)  __Pyx__ExceptionSave(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#define __Pyx_ExceptionReset(type, value, tb)  __Pyx__ExceptionReset(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
#else
#define __Pyx_ExceptionSave(type, value, tb)   PyErr_GetExcInfo(type, value, tb)
#define __Pyx_ExceptionReset(type, value, tb)  PyErr_SetExcInfo(type, value, tb)
#endif

/* PyErrExceptionMatches.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#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

/* GetException.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_GetException(type, value, tb)  __Pyx__GetException(__pyx_tstate, type, value, tb)
static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#else
static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb);
#endif

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

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

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

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

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

/* RaiseNoneIterError.proto */
static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void);

/* UnaryNegOverflows.proto */
#define UNARY_NEG_WOULD_OVERFLOW(x)\
        (((x) < 0) & ((unsigned long)(x) == 0-(unsigned long)(x)))

static CYTHON_UNUSED int __pyx_array_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
static PyObject *__pyx_array_get_memview(struct __pyx_array_obj *); /*proto*/
/* decode_c_string.proto */
static CYTHON_INLINE PyObject* __Pyx_decode_c_string(
         const char* cstring, Py_ssize_t start, Py_ssize_t stop,
         const char* encoding, const char* errors,
         PyObject* (*decode_func)(const char *s, Py_ssize_t size, const char *errors));

/* SwapException.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_ExceptionSwap(type, value, tb)  __Pyx__ExceptionSwap(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx__ExceptionSwap(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#else
static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb);
#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 CYTHON_INLINE PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j);
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
                                                     int is_list, int wraparound, int boundscheck);

static CYTHON_UNUSED int __pyx_memoryview_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
/* ListCompAppend.proto */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE int __Pyx_ListComp_Append(PyObject* list, PyObject* x) {
    PyListObject* L = (PyListObject*) list;
    Py_ssize_t len = Py_SIZE(list);
    if (likely(L->allocated > len)) {
        Py_INCREF(x);
        PyList_SET_ITEM(list, len, x);
        Py_SIZE(list) = len+1;
        return 0;
    }
    return PyList_Append(list, x);
}
#else
#define __Pyx_ListComp_Append(L,x) PyList_Append(L,x)
#endif

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

/* 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
}

/* ListAppend.proto */
#if CYTHON_COMPILING_IN_CPYTHON
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);
        Py_SIZE(list) = len+1;
        return 0;
    }
    return PyList_Append(list, x);
}
#else
#define __Pyx_PyList_Append(L,x) PyList_Append(L,x)
#endif

/* None.proto */
static CYTHON_INLINE long __Pyx_div_long(long, long);

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

/* 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);

#if PY_MAJOR_VERSION < 3
    static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags);
    static void __Pyx_ReleaseBuffer(Py_buffer *view);
#else
    #define __Pyx_GetBuffer PyObject_GetBuffer
    #define __Pyx_ReleaseBuffer PyBuffer_Release
#endif


/* BufferStructDeclare.proto */
typedef struct {
  Py_ssize_t shape, strides, suboffsets;
} __Pyx_Buf_DimInfo;
typedef struct {
  size_t refcount;
  Py_buffer pybuffer;
} __Pyx_Buffer;
typedef struct {
  __Pyx_Buffer *rcbuffer;
  char *data;
  __Pyx_Buf_DimInfo diminfo[8];
} __Pyx_LocalBuf_ND;

/* None.proto */
static Py_ssize_t __Pyx_zeros[] = {0, 0, 0, 0, 0, 0, 0, 0};
static Py_ssize_t __Pyx_minusones[] = {-1, -1, -1, -1, -1, -1, -1, -1};

/* MemviewSliceIsContig.proto */
static int __pyx_memviewslice_is_contig(const __Pyx_memviewslice mvs,
                                        char order, int ndim);

/* OverlappingSlices.proto */
static int __pyx_slices_overlap(__Pyx_memviewslice *slice1,
                                __Pyx_memviewslice *slice2,
                                int ndim, size_t itemsize);

/* Capsule.proto */
static CYTHON_INLINE PyObject *__pyx_capsule_create(void *p, const char *sig);

/* TypeInfoCompare.proto */
static int __pyx_typeinfo_cmp(__Pyx_TypeInfo *a, __Pyx_TypeInfo *b);

/* MemviewSliceValidateAndInit.proto */
static int __Pyx_ValidateAndInit_memviewslice(
                int *axes_specs,
                int c_or_f_flag,
                int buf_flags,
                int ndim,
                __Pyx_TypeInfo *dtype,
                __Pyx_BufFmt_StackElem stack[],
                __Pyx_memviewslice *memviewslice,
                PyObject *original_obj);

/* ObjectToMemviewSlice.proto */
static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(PyObject *);

/* ObjectToMemviewSlice.proto */
static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(PyObject *);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_int64(npy_int64 value);

/* MemviewDtypeToObject.proto */
static CYTHON_INLINE PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int64_t(const char *itemp);
static CYTHON_INLINE int __pyx_memview_set_nn___pyx_t_5numpy_int64_t(const char *itemp, PyObject *obj);

/* MemviewDtypeToObject.proto */
static CYTHON_INLINE PyObject *__pyx_memview_get_nn___pyx_t_5numpy_float64_t(const char *itemp);
static CYTHON_INLINE int __pyx_memview_set_nn___pyx_t_5numpy_float64_t(const char *itemp, PyObject *obj);

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

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint32(npy_uint32 value);

/* None.proto */
#if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    #define __Pyx_CREAL(z) ((z).real())
    #define __Pyx_CIMAG(z) ((z).imag())
  #else
    #define __Pyx_CREAL(z) (__real__(z))
    #define __Pyx_CIMAG(z) (__imag__(z))
  #endif
#else
    #define __Pyx_CREAL(z) ((z).real)
    #define __Pyx_CIMAG(z) ((z).imag)
#endif
#if defined(__cplusplus) && CYTHON_CCOMPLEX         && (defined(_WIN32) || defined(__clang__) || (defined(__GNUC__) && (__GNUC__ >= 5 || __GNUC__ == 4 && __GNUC_MINOR__ >= 4 )) || __cplusplus >= 201103)
    #define __Pyx_SET_CREAL(z,x) ((z).real(x))
    #define __Pyx_SET_CIMAG(z,y) ((z).imag(y))
#else
    #define __Pyx_SET_CREAL(z,x) __Pyx_CREAL(z) = (x)
    #define __Pyx_SET_CIMAG(z,y) __Pyx_CIMAG(z) = (y)
#endif

/* None.proto */
static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);

/* None.proto */
#if CYTHON_CCOMPLEX
    #define __Pyx_c_eqf(a, b)   ((a)==(b))
    #define __Pyx_c_sumf(a, b)  ((a)+(b))
    #define __Pyx_c_difff(a, b) ((a)-(b))
    #define __Pyx_c_prodf(a, b) ((a)*(b))
    #define __Pyx_c_quotf(a, b) ((a)/(b))
    #define __Pyx_c_negf(a)     (-(a))
  #ifdef __cplusplus
    #define __Pyx_c_is_zerof(z) ((z)==(float)0)
    #define __Pyx_c_conjf(z)    (::std::conj(z))
    #if 1
        #define __Pyx_c_absf(z)     (::std::abs(z))
        #define __Pyx_c_powf(a, b)  (::std::pow(a, b))
    #endif
  #else
    #define __Pyx_c_is_zerof(z) ((z)==0)
    #define __Pyx_c_conjf(z)    (conjf(z))
    #if 1
        #define __Pyx_c_absf(z)     (cabsf(z))
        #define __Pyx_c_powf(a, b)  (cpowf(a, b))
    #endif
 #endif
#else
    static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex, __pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex);
    static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex);
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conjf(__pyx_t_float_complex);
    #if 1
        static CYTHON_INLINE float __Pyx_c_absf(__pyx_t_float_complex);
        static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_powf(__pyx_t_float_complex, __pyx_t_float_complex);
    #endif
#endif

/* None.proto */
static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);

/* None.proto */
#if CYTHON_CCOMPLEX
    #define __Pyx_c_eq(a, b)   ((a)==(b))
    #define __Pyx_c_sum(a, b)  ((a)+(b))
    #define __Pyx_c_diff(a, b) ((a)-(b))
    #define __Pyx_c_prod(a, b) ((a)*(b))
    #define __Pyx_c_quot(a, b) ((a)/(b))
    #define __Pyx_c_neg(a)     (-(a))
  #ifdef __cplusplus
    #define __Pyx_c_is_zero(z) ((z)==(double)0)
    #define __Pyx_c_conj(z)    (::std::conj(z))
    #if 1
        #define __Pyx_c_abs(z)     (::std::abs(z))
        #define __Pyx_c_pow(a, b)  (::std::pow(a, b))
    #endif
  #else
    #define __Pyx_c_is_zero(z) ((z)==0)
    #define __Pyx_c_conj(z)    (conj(z))
    #if 1
        #define __Pyx_c_abs(z)     (cabs(z))
        #define __Pyx_c_pow(a, b)  (cpow(a, b))
    #endif
 #endif
#else
    static CYTHON_INLINE int __Pyx_c_eq(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot(__pyx_t_double_complex, __pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg(__pyx_t_double_complex);
    static CYTHON_INLINE int __Pyx_c_is_zero(__pyx_t_double_complex);
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj(__pyx_t_double_complex);
    #if 1
        static CYTHON_INLINE double __Pyx_c_abs(__pyx_t_double_complex);
        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow(__pyx_t_double_complex, __pyx_t_double_complex);
    #endif
#endif

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_ptrdiff_t(ptrdiff_t value);

/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_enum__NPY_TYPES(enum NPY_TYPES value);

/* MemviewSliceCopyTemplate.proto */
static __Pyx_memviewslice
__pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs,
                                 const char *mode, int ndim,
                                 size_t sizeof_dtype, int contig_flag,
                                 int dtype_is_object);

/* CIntFromPy.proto */
static CYTHON_INLINE npy_int64 __Pyx_PyInt_As_npy_int64(PyObject *);

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

/* CIntFromPy.proto */
static CYTHON_INLINE npy_uint32 __Pyx_PyInt_As_npy_uint32(PyObject *);

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

/* CIntFromPy.proto */
static CYTHON_INLINE char __Pyx_PyInt_As_char(PyObject *);

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

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

/* PyIdentifierFromString.proto */
#if !defined(__Pyx_PyIdentifier_FromString)
#if PY_MAJOR_VERSION < 3
  #define __Pyx_PyIdentifier_FromString(s) PyString_FromString(s)
#else
  #define __Pyx_PyIdentifier_FromString(s) PyUnicode_FromString(s)
#endif
#endif

/* ModuleImport.proto */
static PyObject *__Pyx_ImportModule(const char *name);

/* TypeImport.proto */
static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name, size_t size, int strict);

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

static PyObject *__pyx_f_6pandas_9hashtable_13Float64Vector_resize(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self); /* proto*/
static CYTHON_INLINE void __pyx_f_6pandas_9hashtable_13Float64Vector_append(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_x); /* proto*/
static PyObject *__pyx_f_6pandas_9hashtable_11Int64Vector_resize(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self); /* proto*/
static CYTHON_INLINE void __pyx_f_6pandas_9hashtable_11Int64Vector_append(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_x); /* proto*/
static CYTHON_INLINE PyObject *__pyx_f_6pandas_9hashtable_12ObjectVector_append(struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_self, PyObject *__pyx_v_o); /* proto*/
static PyObject *__pyx_f_6pandas_9hashtable_16Float64HashTable_get_item(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_val, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_6pandas_9hashtable_16Float64HashTable_set_item(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_key, Py_ssize_t __pyx_v_val, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_6pandas_9hashtable_14Int64HashTable_get_item(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_val, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_6pandas_9hashtable_14Int64HashTable_set_item(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_key, Py_ssize_t __pyx_v_val, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_6pandas_9hashtable_15StringHashTable_get_item(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_val, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_6pandas_9hashtable_15StringHashTable_set_item(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_6pandas_9hashtable_17PyObjectHashTable_get_item(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_val, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_f_6pandas_9hashtable_17PyObjectHashTable_set_item(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val, int __pyx_skip_dispatch); /* proto*/
static PyObject *__pyx_array_get_memview(struct __pyx_array_obj *__pyx_v_self); /* proto*/
static char *__pyx_memoryview_get_item_pointer(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index); /* proto*/
static PyObject *__pyx_memoryview_is_slice(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_obj); /* proto*/
static PyObject *__pyx_memoryview_setitem_slice_assignment(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_dst, PyObject *__pyx_v_src); /* proto*/
static PyObject *__pyx_memoryview_setitem_slice_assign_scalar(struct __pyx_memoryview_obj *__pyx_v_self, struct __pyx_memoryview_obj *__pyx_v_dst, PyObject *__pyx_v_value); /* proto*/
static PyObject *__pyx_memoryview_setitem_indexed(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value); /* proto*/
static PyObject *__pyx_memoryview_convert_item_to_object(struct __pyx_memoryview_obj *__pyx_v_self, char *__pyx_v_itemp); /* proto*/
static PyObject *__pyx_memoryview_assign_item_from_object(struct __pyx_memoryview_obj *__pyx_v_self, char *__pyx_v_itemp, PyObject *__pyx_v_value); /* proto*/
static PyObject *__pyx_memoryviewslice_convert_item_to_object(struct __pyx_memoryviewslice_obj *__pyx_v_self, char *__pyx_v_itemp); /* proto*/
static PyObject *__pyx_memoryviewslice_assign_item_from_object(struct __pyx_memoryviewslice_obj *__pyx_v_self, char *__pyx_v_itemp, PyObject *__pyx_v_value); /* proto*/

/* Module declarations from 'cpython.version' */

/* Module declarations from '__builtin__' */

/* Module declarations from 'cpython.type' */
static PyTypeObject *__pyx_ptype_7cpython_4type_type = 0;

/* Module declarations from 'libc.string' */

/* Module declarations from 'libc.stdio' */

/* Module declarations from 'cpython.object' */

/* Module declarations from 'cpython.ref' */

/* Module declarations from 'cpython.exc' */

/* Module declarations from 'cpython.module' */

/* Module declarations from 'cpython.mem' */

/* Module declarations from 'cpython.tuple' */

/* Module declarations from 'cpython.list' */

/* Module declarations from 'cpython.sequence' */

/* Module declarations from 'cpython.mapping' */

/* Module declarations from 'cpython.iterator' */

/* Module declarations from 'cpython.number' */

/* Module declarations from 'cpython.int' */

/* Module declarations from '__builtin__' */

/* Module declarations from 'cpython.bool' */
static PyTypeObject *__pyx_ptype_7cpython_4bool_bool = 0;

/* Module declarations from 'cpython.long' */

/* Module declarations from 'cpython.float' */

/* Module declarations from '__builtin__' */

/* Module declarations from 'cpython.complex' */
static PyTypeObject *__pyx_ptype_7cpython_7complex_complex = 0;

/* Module declarations from 'cpython.string' */

/* Module declarations from 'cpython.unicode' */

/* Module declarations from 'cpython.dict' */

/* Module declarations from 'cpython.instance' */

/* Module declarations from 'cpython.function' */

/* Module declarations from 'cpython.method' */

/* Module declarations from 'cpython.weakref' */

/* Module declarations from 'cpython.getargs' */

/* Module declarations from 'cpython.pythread' */

/* Module declarations from 'cpython.pystate' */

/* Module declarations from 'cpython.cobject' */

/* Module declarations from 'cpython.oldbuffer' */

/* Module declarations from 'cpython.set' */

/* Module declarations from 'cpython.buffer' */

/* Module declarations from 'cpython.bytes' */

/* Module declarations from 'cpython.pycapsule' */

/* Module declarations from 'cpython' */

/* Module declarations from 'libc.stdlib' */

/* Module declarations from 'numpy' */

/* Module declarations from 'numpy' */
static PyTypeObject *__pyx_ptype_5numpy_dtype = 0;
static PyTypeObject *__pyx_ptype_5numpy_flatiter = 0;
static PyTypeObject *__pyx_ptype_5numpy_broadcast = 0;
static PyTypeObject *__pyx_ptype_5numpy_ndarray = 0;
static PyTypeObject *__pyx_ptype_5numpy_ufunc = 0;
static CYTHON_INLINE char *__pyx_f_5numpy__util_dtypestring(PyArray_Descr *, char *, char *, int *); /*proto*/

/* Module declarations from 'khash' */

/* Module declarations from 'util' */
static CYTHON_INLINE PyObject *__pyx_f_4util_set_value_at_unsafe(PyArrayObject *, PyObject *, PyObject *); /*proto*/
static CYTHON_INLINE int __pyx_f_4util__checknan(PyObject *); /*proto*/

/* Module declarations from 'cython.view' */

/* Module declarations from 'cython' */

/* Module declarations from 'pandas.hashtable' */
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_HashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_Int64HashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_Float64HashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_PyObjectHashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_Float64Vector = 0;
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_Int64Vector = 0;
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_ObjectVector = 0;
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_StringHashTable = 0;
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_Factorizer = 0;
static PyTypeObject *__pyx_ptype_6pandas_9hashtable_Int64Factorizer = 0;
static PyTypeObject *__pyx_array_type = 0;
static PyTypeObject *__pyx_MemviewEnum_type = 0;
static PyTypeObject *__pyx_memoryview_type = 0;
static PyTypeObject *__pyx_memoryviewslice_type = 0;
static __pyx_t_5numpy_int64_t __pyx_v_6pandas_9hashtable_iNaT;
static size_t __pyx_v_6pandas_9hashtable__INIT_VEC_CAP;
static PyObject *generic = 0;
static PyObject *strided = 0;
static PyObject *indirect = 0;
static PyObject *contiguous = 0;
static PyObject *indirect_contiguous = 0;
static int __pyx_memoryview_thread_locks_used;
static PyThread_type_lock __pyx_memoryview_thread_locks[8];
static void __pyx_f_6pandas_9hashtable_append_data_float64(__pyx_t_6pandas_9hashtable_Float64VectorData *, __pyx_t_5numpy_float64_t); /*proto*/
static void __pyx_f_6pandas_9hashtable_append_data_int64(__pyx_t_6pandas_9hashtable_Int64VectorData *, __pyx_t_5numpy_int64_t); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_build_count_table_float64(__Pyx_memviewslice, kh_float64_t *, int); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_value_count_float64(__Pyx_memviewslice, int, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_build_count_table_int64(__Pyx_memviewslice, kh_int64_t *, int); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_value_count_int64(__Pyx_memviewslice, int, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_build_count_table_object(PyArrayObject *, PyArrayObject *, kh_pymap_t *); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_value_count_object(PyArrayObject *, PyArrayObject *, int __pyx_skip_dispatch); /*proto*/
static int __pyx_fuse_0__pyx_f_6pandas_9hashtable_needs_resize(__pyx_t_6pandas_9hashtable_Int64VectorData *); /*proto*/
static int __pyx_fuse_1__pyx_f_6pandas_9hashtable_needs_resize(__pyx_t_6pandas_9hashtable_Float64VectorData *); /*proto*/
static struct __pyx_array_obj *__pyx_array_new(PyObject *, Py_ssize_t, char *, char *, char *); /*proto*/
static void *__pyx_align_pointer(void *, size_t); /*proto*/
static PyObject *__pyx_memoryview_new(PyObject *, int, int, __Pyx_TypeInfo *); /*proto*/
static CYTHON_INLINE int __pyx_memoryview_check(PyObject *); /*proto*/
static PyObject *_unellipsify(PyObject *, int); /*proto*/
static PyObject *assert_direct_dimensions(Py_ssize_t *, int); /*proto*/
static struct __pyx_memoryview_obj *__pyx_memview_slice(struct __pyx_memoryview_obj *, PyObject *); /*proto*/
static int __pyx_memoryview_slice_memviewslice(__Pyx_memviewslice *, Py_ssize_t, Py_ssize_t, Py_ssize_t, int, int, int *, Py_ssize_t, Py_ssize_t, Py_ssize_t, int, int, int, int); /*proto*/
static char *__pyx_pybuffer_index(Py_buffer *, char *, Py_ssize_t, Py_ssize_t); /*proto*/
static int __pyx_memslice_transpose(__Pyx_memviewslice *); /*proto*/
static PyObject *__pyx_memoryview_fromslice(__Pyx_memviewslice, int, PyObject *(*)(char *), int (*)(char *, PyObject *), int); /*proto*/
static __Pyx_memviewslice *__pyx_memoryview_get_slice_from_memoryview(struct __pyx_memoryview_obj *, __Pyx_memviewslice *); /*proto*/
static void __pyx_memoryview_slice_copy(struct __pyx_memoryview_obj *, __Pyx_memviewslice *); /*proto*/
static PyObject *__pyx_memoryview_copy_object(struct __pyx_memoryview_obj *); /*proto*/
static PyObject *__pyx_memoryview_copy_object_from_slice(struct __pyx_memoryview_obj *, __Pyx_memviewslice *); /*proto*/
static Py_ssize_t abs_py_ssize_t(Py_ssize_t); /*proto*/
static char __pyx_get_best_slice_order(__Pyx_memviewslice *, int); /*proto*/
static void _copy_strided_to_strided(char *, Py_ssize_t *, char *, Py_ssize_t *, Py_ssize_t *, Py_ssize_t *, int, size_t); /*proto*/
static void copy_strided_to_strided(__Pyx_memviewslice *, __Pyx_memviewslice *, int, size_t); /*proto*/
static Py_ssize_t __pyx_memoryview_slice_get_size(__Pyx_memviewslice *, int); /*proto*/
static Py_ssize_t __pyx_fill_contig_strides_array(Py_ssize_t *, Py_ssize_t *, Py_ssize_t, int, char); /*proto*/
static void *__pyx_memoryview_copy_data_to_temp(__Pyx_memviewslice *, __Pyx_memviewslice *, char, int); /*proto*/
static int __pyx_memoryview_err_extents(int, Py_ssize_t, Py_ssize_t); /*proto*/
static int __pyx_memoryview_err_dim(PyObject *, char *, int); /*proto*/
static int __pyx_memoryview_err(PyObject *, char *); /*proto*/
static int __pyx_memoryview_copy_contents(__Pyx_memviewslice, __Pyx_memviewslice, int, int, int); /*proto*/
static void __pyx_memoryview_broadcast_leading(__Pyx_memviewslice *, int, int); /*proto*/
static void __pyx_memoryview_refcount_copying(__Pyx_memviewslice *, int, int, int); /*proto*/
static void __pyx_memoryview_refcount_objects_in_slice_with_gil(char *, Py_ssize_t *, Py_ssize_t *, int, int); /*proto*/
static void __pyx_memoryview_refcount_objects_in_slice(char *, Py_ssize_t *, Py_ssize_t *, int, int); /*proto*/
static void __pyx_memoryview_slice_assign_scalar(__Pyx_memviewslice *, int, size_t, void *, int); /*proto*/
static void __pyx_memoryview__slice_assign_scalar(char *, Py_ssize_t *, Py_ssize_t *, int, size_t, void *); /*proto*/
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t = { "float64_t", NULL, sizeof(__pyx_t_5numpy_float64_t), { 0 }, 0, 'R', 0, 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t = { "int64_t", NULL, sizeof(__pyx_t_5numpy_int64_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_int64_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_int64_t), 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_object = { "Python object", NULL, sizeof(PyObject *), { 0 }, 0, 'O', 0, 0 };
static __Pyx_TypeInfo __Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t = { "uint8_t", NULL, sizeof(__pyx_t_5numpy_uint8_t), { 0 }, 0, IS_UNSIGNED(__pyx_t_5numpy_uint8_t) ? 'U' : 'I', IS_UNSIGNED(__pyx_t_5numpy_uint8_t), 0 };
#define __Pyx_MODULE_NAME "pandas.hashtable"
int __pyx_module_is_main_pandas__hashtable = 0;

/* Implementation of 'pandas.hashtable' */
static PyObject *__pyx_builtin_object;
static PyObject *__pyx_builtin_MemoryError;
static PyObject *__pyx_builtin_KeyError;
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_IndexError;
static PyObject *__pyx_builtin_RuntimeError;
static PyObject *__pyx_builtin_enumerate;
static PyObject *__pyx_builtin_Ellipsis;
static PyObject *__pyx_builtin_TypeError;
static PyObject *__pyx_builtin_id;
static const char __pyx_k_O[] = "O";
static const char __pyx_k_c[] = "c";
static const char __pyx_k_i[] = "i";
static const char __pyx_k_j[] = "j";
static const char __pyx_k_k[] = "k";
static const char __pyx_k_n[] = "n";
static const char __pyx_k_id[] = "id";
static const char __pyx_k_np[] = "np";
static const char __pyx_k_ud[] = "ud";
static const char __pyx_k_arr[] = "arr";
static const char __pyx_k_idx[] = "idx";
static const char __pyx_k_inf[] = "inf";
static const char __pyx_k_key[] = "key";
static const char __pyx_k_nan[] = "nan";
static const char __pyx_k_obj[] = "obj";
static const char __pyx_k_out[] = "out";
static const char __pyx_k_put[] = "put";
static const char __pyx_k_ret[] = "ret";
static const char __pyx_k_row[] = "row";
static const char __pyx_k_typ[] = "_typ";
static const char __pyx_k_val[] = "val";
static const char __pyx_k_base[] = "base";
static const char __pyx_k_bool[] = "bool";
static const char __pyx_k_clip[] = "clip";
static const char __pyx_k_intp[] = "intp";
static const char __pyx_k_keep[] = "keep";
static const char __pyx_k_keys[] = "keys";
static const char __pyx_k_last[] = "last";
static const char __pyx_k_main[] = "__main__";
static const char __pyx_k_mask[] = "mask";
static const char __pyx_k_mode[] = "mode";
static const char __pyx_k_name[] = "name";
static const char __pyx_k_ndim[] = "ndim";
static const char __pyx_k_pack[] = "pack";
static const char __pyx_k_seen[] = "seen";
static const char __pyx_k_size[] = "size";
static const char __pyx_k_sort[] = "sort";
static const char __pyx_k_step[] = "step";
static const char __pyx_k_stop[] = "stop";
static const char __pyx_k_take[] = "take";
static const char __pyx_k_test[] = "__test__";
static const char __pyx_k_view[] = "view";
static const char __pyx_k_ASCII[] = "ASCII";
static const char __pyx_k_class[] = "__class__";
static const char __pyx_k_count[] = "count";
static const char __pyx_k_dtype[] = "dtype";
static const char __pyx_k_empty[] = "empty";
static const char __pyx_k_error[] = "error";
static const char __pyx_k_first[] = "first";
static const char __pyx_k_flags[] = "flags";
static const char __pyx_k_int64[] = "int64";
static const char __pyx_k_modes[] = "modes";
static const char __pyx_k_numpy[] = "numpy";
static const char __pyx_k_range[] = "range";
static const char __pyx_k_shape[] = "shape";
static const char __pyx_k_start[] = "start";
static const char __pyx_k_table[] = "table";
static const char __pyx_k_uint8[] = "uint8";
static const char __pyx_k_value[] = "value";
static const char __pyx_k_zeros[] = "zeros";
static const char __pyx_k_arange[] = "arange";
static const char __pyx_k_astype[] = "astype";
static const char __pyx_k_bool_2[] = "bool_";
static const char __pyx_k_dropna[] = "dropna";
static const char __pyx_k_encode[] = "encode";
static const char __pyx_k_format[] = "format";
static const char __pyx_k_import[] = "__import__";
static const char __pyx_k_labels[] = "labels";
static const char __pyx_k_name_2[] = "__name__";
static const char __pyx_k_object[] = "object";
static const char __pyx_k_period[] = "period";
static const char __pyx_k_resize[] = "resize";
static const char __pyx_k_result[] = "result";
static const char __pyx_k_struct[] = "struct";
static const char __pyx_k_unique[] = "unique";
static const char __pyx_k_unpack[] = "unpack";
static const char __pyx_k_values[] = "values";
static const char __pyx_k_argsort[] = "argsort";
static const char __pyx_k_asarray[] = "asarray";
static const char __pyx_k_destroy[] = "destroy";
static const char __pyx_k_float64[] = "float64";
static const char __pyx_k_fortran[] = "fortran";
static const char __pyx_k_memview[] = "memview";
static const char __pyx_k_uniques[] = "uniques";
static const char __pyx_k_Ellipsis[] = "Ellipsis";
static const char __pyx_k_KeyError[] = "KeyError";
static const char __pyx_k_get_item[] = "get_item";
static const char __pyx_k_itemsize[] = "itemsize";
static const char __pyx_k_object_2[] = "object_";
static const char __pyx_k_set_item[] = "set_item";
static const char __pyx_k_to_array[] = "to_array";
static const char __pyx_k_TypeError[] = "TypeError";
static const char __pyx_k_enumerate[] = "enumerate";
static const char __pyx_k_max_count[] = "max_count";
static const char __pyx_k_size_hint[] = "size_hint";
static const char __pyx_k_IndexError[] = "IndexError";
static const char __pyx_k_ValueError[] = "ValueError";
static const char __pyx_k_check_null[] = "check_null";
static const char __pyx_k_get_labels[] = "get_labels";
static const char __pyx_k_iterations[] = "iterations";
static const char __pyx_k_mode_int64[] = "mode_int64";
static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
static const char __pyx_k_MemoryError[] = "MemoryError";
static const char __pyx_k_count_prior[] = "count_prior";
static const char __pyx_k_mode_object[] = "mode_object";
static const char __pyx_k_na_sentinel[] = "na_sentinel";
static const char __pyx_k_RuntimeError[] = "RuntimeError";
static const char __pyx_k_pyx_getbuffer[] = "__pyx_getbuffer";
static const char __pyx_k_SIZE_HINT_LIMIT[] = "_SIZE_HINT_LIMIT";
static const char __pyx_k_allocate_buffer[] = "allocate_buffer";
static const char __pyx_k_dtype_is_object[] = "dtype_is_object";
static const char __pyx_k_duplicated_int64[] = "duplicated_int64";
static const char __pyx_k_pandas_hashtable[] = "pandas.hashtable";
static const char __pyx_k_duplicated_object[] = "duplicated_object";
static const char __pyx_k_duplicated_float64[] = "duplicated_float64";
static const char __pyx_k_strided_and_direct[] = "<strided and direct>";
static const char __pyx_k_index_out_of_bounds[] = "index out of bounds";
static const char __pyx_k_strided_and_indirect[] = "<strided and indirect>";
static const char __pyx_k_unique_label_indices[] = "unique_label_indices";
static const char __pyx_k_contiguous_and_direct[] = "<contiguous and direct>";
static const char __pyx_k_MemoryView_of_r_object[] = "<MemoryView of %r object>";
static const char __pyx_k_MemoryView_of_r_at_0x_x[] = "<MemoryView of %r at 0x%x>";
static const char __pyx_k_contiguous_and_indirect[] = "<contiguous and indirect>";
static const char __pyx_k_Cannot_index_with_type_s[] = "Cannot index with type '%s'";
static const char __pyx_k_Invalid_shape_in_axis_d_d[] = "Invalid shape in axis %d: %d.";
static const char __pyx_k_itemsize_0_for_cython_array[] = "itemsize <= 0 for cython.array";
static const char __pyx_k_ndarray_is_not_C_contiguous[] = "ndarray is not C contiguous";
static const char __pyx_k_Factorizer_factorize_line_55[] = "Factorizer.factorize (line 55)";
static const char __pyx_k_unable_to_allocate_array_data[] = "unable to allocate array data.";
static const char __pyx_k_home_joris_scipy_pandas_pandas[] = "/home/joris/scipy/pandas/pandas/hashtable.pyx";
static const char __pyx_k_strided_and_direct_or_indirect[] = "<strided and direct or indirect>";
static const char __pyx_k_Factorize_values_with_nans_repl[] = "\n        Factorize values with nans replaced by na_sentinel\n        >>> factorize(np.array([1,2,np.nan], dtype='O'), na_sentinel=20)\n        array([ 0,  1, 20])\n        ";
static const char __pyx_k_unknown_dtype_code_in_numpy_pxd[] = "unknown dtype code in numpy.pxd (%d)";
static const char __pyx_k_Buffer_view_does_not_expose_stri[] = "Buffer view does not expose strides";
static const char __pyx_k_Can_only_create_a_buffer_that_is[] = "Can only create a buffer that is contiguous in memory.";
static const char __pyx_k_Empty_shape_tuple_for_cython_arr[] = "Empty shape tuple for cython.array";
static const char __pyx_k_Format_string_allocated_too_shor[] = "Format string allocated too short, see comment in numpy.pxd";
static const char __pyx_k_Indirect_dimensions_not_supporte[] = "Indirect dimensions not supported";
static const char __pyx_k_Invalid_mode_expected_c_or_fortr[] = "Invalid mode, expected 'c' or 'fortran', got %s";
static const char __pyx_k_Non_native_byte_order_not_suppor[] = "Non-native byte order not supported";
static const char __pyx_k_Out_of_bounds_on_buffer_access_a[] = "Out of bounds on buffer access (axis %d)";
static const char __pyx_k_Unable_to_convert_item_to_object[] = "Unable to convert item to object";
static const char __pyx_k_assignment_destination_is_read_o[] = "assignment destination is read-only";
static const char __pyx_k_got_differing_extents_in_dimensi[] = "got differing extents in dimension %d (got %d and %d)";
static const char __pyx_k_keep_must_be_either_first_last_o[] = "keep must be either \"first\", \"last\" or False";
static const char __pyx_k_ndarray_is_not_Fortran_contiguou[] = "ndarray is not Fortran contiguous";
static const char __pyx_k_pandas_src_hashtable_func_helper[] = "pandas/src/hashtable_func_helper.pxi";
static const char __pyx_k_unable_to_allocate_shape_and_str[] = "unable to allocate shape and strides.";
static const char __pyx_k_Format_string_allocated_too_shor_2[] = "Format string allocated too short.";
static PyObject *__pyx_n_s_ASCII;
static PyObject *__pyx_kp_s_Buffer_view_does_not_expose_stri;
static PyObject *__pyx_kp_s_Can_only_create_a_buffer_that_is;
static PyObject *__pyx_kp_s_Cannot_index_with_type_s;
static PyObject *__pyx_n_s_Ellipsis;
static PyObject *__pyx_kp_s_Empty_shape_tuple_for_cython_arr;
static PyObject *__pyx_kp_u_Factorize_values_with_nans_repl;
static PyObject *__pyx_kp_u_Factorizer_factorize_line_55;
static PyObject *__pyx_kp_u_Format_string_allocated_too_shor;
static PyObject *__pyx_kp_u_Format_string_allocated_too_shor_2;
static PyObject *__pyx_n_s_IndexError;
static PyObject *__pyx_kp_s_Indirect_dimensions_not_supporte;
static PyObject *__pyx_kp_s_Invalid_mode_expected_c_or_fortr;
static PyObject *__pyx_kp_s_Invalid_shape_in_axis_d_d;
static PyObject *__pyx_n_s_KeyError;
static PyObject *__pyx_n_s_MemoryError;
static PyObject *__pyx_kp_s_MemoryView_of_r_at_0x_x;
static PyObject *__pyx_kp_s_MemoryView_of_r_object;
static PyObject *__pyx_kp_u_Non_native_byte_order_not_suppor;
static PyObject *__pyx_n_b_O;
static PyObject *__pyx_kp_s_Out_of_bounds_on_buffer_access_a;
static PyObject *__pyx_n_s_RuntimeError;
static PyObject *__pyx_n_s_SIZE_HINT_LIMIT;
static PyObject *__pyx_n_s_TypeError;
static PyObject *__pyx_kp_s_Unable_to_convert_item_to_object;
static PyObject *__pyx_n_s_ValueError;
static PyObject *__pyx_n_s_allocate_buffer;
static PyObject *__pyx_n_s_arange;
static PyObject *__pyx_n_s_argsort;
static PyObject *__pyx_n_s_arr;
static PyObject *__pyx_n_s_asarray;
static PyObject *__pyx_kp_s_assignment_destination_is_read_o;
static PyObject *__pyx_n_s_astype;
static PyObject *__pyx_n_s_base;
static PyObject *__pyx_n_s_bool;
static PyObject *__pyx_n_s_bool_2;
static PyObject *__pyx_n_s_c;
static PyObject *__pyx_n_u_c;
static PyObject *__pyx_n_s_check_null;
static PyObject *__pyx_n_s_class;
static PyObject *__pyx_n_s_clip;
static PyObject *__pyx_kp_s_contiguous_and_direct;
static PyObject *__pyx_kp_s_contiguous_and_indirect;
static PyObject *__pyx_n_s_count;
static PyObject *__pyx_n_s_count_prior;
static PyObject *__pyx_n_s_destroy;
static PyObject *__pyx_n_s_dropna;
static PyObject *__pyx_n_s_dtype;
static PyObject *__pyx_n_s_dtype_is_object;
static PyObject *__pyx_n_s_duplicated_float64;
static PyObject *__pyx_n_s_duplicated_int64;
static PyObject *__pyx_n_s_duplicated_object;
static PyObject *__pyx_n_s_empty;
static PyObject *__pyx_n_s_encode;
static PyObject *__pyx_n_s_enumerate;
static PyObject *__pyx_n_s_error;
static PyObject *__pyx_n_s_first;
static PyObject *__pyx_n_s_flags;
static PyObject *__pyx_n_s_float64;
static PyObject *__pyx_n_s_format;
static PyObject *__pyx_n_s_fortran;
static PyObject *__pyx_n_u_fortran;
static PyObject *__pyx_n_s_get_item;
static PyObject *__pyx_n_s_get_labels;
static PyObject *__pyx_kp_s_got_differing_extents_in_dimensi;
static PyObject *__pyx_kp_s_home_joris_scipy_pandas_pandas;
static PyObject *__pyx_n_s_i;
static PyObject *__pyx_n_s_id;
static PyObject *__pyx_n_s_idx;
static PyObject *__pyx_n_s_import;
static PyObject *__pyx_kp_s_index_out_of_bounds;
static PyObject *__pyx_n_s_inf;
static PyObject *__pyx_n_s_int64;
static PyObject *__pyx_n_s_intp;
static PyObject *__pyx_n_s_itemsize;
static PyObject *__pyx_kp_s_itemsize_0_for_cython_array;
static PyObject *__pyx_n_s_iterations;
static PyObject *__pyx_n_s_j;
static PyObject *__pyx_n_s_k;
static PyObject *__pyx_n_s_keep;
static PyObject *__pyx_kp_s_keep_must_be_either_first_last_o;
static PyObject *__pyx_n_s_key;
static PyObject *__pyx_n_s_keys;
static PyObject *__pyx_n_s_labels;
static PyObject *__pyx_n_s_last;
static PyObject *__pyx_n_s_main;
static PyObject *__pyx_n_s_mask;
static PyObject *__pyx_n_s_max_count;
static PyObject *__pyx_n_s_memview;
static PyObject *__pyx_n_s_mode;
static PyObject *__pyx_n_s_mode_int64;
static PyObject *__pyx_n_s_mode_object;
static PyObject *__pyx_n_s_modes;
static PyObject *__pyx_n_s_n;
static PyObject *__pyx_n_s_na_sentinel;
static PyObject *__pyx_n_s_name;
static PyObject *__pyx_n_s_name_2;
static PyObject *__pyx_n_s_nan;
static PyObject *__pyx_kp_u_ndarray_is_not_C_contiguous;
static PyObject *__pyx_kp_u_ndarray_is_not_Fortran_contiguou;
static PyObject *__pyx_n_s_ndim;
static PyObject *__pyx_n_s_np;
static PyObject *__pyx_n_s_numpy;
static PyObject *__pyx_n_s_obj;
static PyObject *__pyx_n_s_object;
static PyObject *__pyx_n_s_object_2;
static PyObject *__pyx_n_s_out;
static PyObject *__pyx_n_s_pack;
static PyObject *__pyx_n_s_pandas_hashtable;
static PyObject *__pyx_kp_s_pandas_src_hashtable_func_helper;
static PyObject *__pyx_n_s_period;
static PyObject *__pyx_n_s_put;
static PyObject *__pyx_n_s_pyx_getbuffer;
static PyObject *__pyx_n_s_pyx_vtable;
static PyObject *__pyx_n_s_range;
static PyObject *__pyx_n_s_resize;
static PyObject *__pyx_n_s_result;
static PyObject *__pyx_n_s_ret;
static PyObject *__pyx_n_s_row;
static PyObject *__pyx_n_s_seen;
static PyObject *__pyx_n_s_set_item;
static PyObject *__pyx_n_s_shape;
static PyObject *__pyx_n_s_size;
static PyObject *__pyx_n_s_size_hint;
static PyObject *__pyx_n_s_sort;
static PyObject *__pyx_n_s_start;
static PyObject *__pyx_n_s_step;
static PyObject *__pyx_n_s_stop;
static PyObject *__pyx_kp_s_strided_and_direct;
static PyObject *__pyx_kp_s_strided_and_direct_or_indirect;
static PyObject *__pyx_kp_s_strided_and_indirect;
static PyObject *__pyx_n_s_struct;
static PyObject *__pyx_n_s_table;
static PyObject *__pyx_n_s_take;
static PyObject *__pyx_n_s_test;
static PyObject *__pyx_n_s_to_array;
static PyObject *__pyx_n_s_typ;
static PyObject *__pyx_n_s_ud;
static PyObject *__pyx_n_s_uint8;
static PyObject *__pyx_kp_s_unable_to_allocate_array_data;
static PyObject *__pyx_kp_s_unable_to_allocate_shape_and_str;
static PyObject *__pyx_n_s_unique;
static PyObject *__pyx_n_s_unique_label_indices;
static PyObject *__pyx_n_s_uniques;
static PyObject *__pyx_kp_u_unknown_dtype_code_in_numpy_pxd;
static PyObject *__pyx_n_s_unpack;
static PyObject *__pyx_n_s_val;
static PyObject *__pyx_n_s_value;
static PyObject *__pyx_n_s_values;
static PyObject *__pyx_n_s_view;
static PyObject *__pyx_n_s_zeros;
static int __pyx_pf_6pandas_9hashtable_13Float64Vector___cinit__(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self); /* proto */
static void __pyx_pf_6pandas_9hashtable_13Float64Vector_2__dealloc__(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self); /* proto */
static Py_ssize_t __pyx_pf_6pandas_9hashtable_13Float64Vector_4__len__(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_13Float64Vector_6to_array(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_11Int64Vector___cinit__(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self); /* proto */
static void __pyx_pf_6pandas_9hashtable_11Int64Vector_2__dealloc__(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self); /* proto */
static Py_ssize_t __pyx_pf_6pandas_9hashtable_11Int64Vector_4__len__(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_11Int64Vector_6to_array(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_12ObjectVector___cinit__(struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_self); /* proto */
static Py_ssize_t __pyx_pf_6pandas_9hashtable_12ObjectVector_2__len__(struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_12ObjectVector_4to_array(struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_16Float64HashTable___cinit__(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static Py_ssize_t __pyx_pf_6pandas_9hashtable_16Float64HashTable_2__len__(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self); /* proto */
static void __pyx_pf_6pandas_9hashtable_16Float64HashTable_4__dealloc__(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_16Float64HashTable_6__contains__(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, PyObject *__pyx_v_key); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_8get_item(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_10get_iter_test(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, CYTHON_UNUSED __pyx_t_5numpy_float64_t __pyx_v_key, Py_ssize_t __pyx_v_iterations); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_12set_item(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_key, Py_ssize_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_14map(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_keys, __Pyx_memviewslice __pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_16map_locations(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_18lookup(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_20factorize(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_22get_labels(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values, struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_uniques, Py_ssize_t __pyx_v_count_prior, Py_ssize_t __pyx_v_na_sentinel, int __pyx_v_check_null); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_24get_labels_groupby(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_26unique(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values); /* proto */
static int __pyx_pf_6pandas_9hashtable_14Int64HashTable___cinit__(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static Py_ssize_t __pyx_pf_6pandas_9hashtable_14Int64HashTable_2__len__(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self); /* proto */
static void __pyx_pf_6pandas_9hashtable_14Int64HashTable_4__dealloc__(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_14Int64HashTable_6__contains__(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, PyObject *__pyx_v_key); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_8get_item(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_10get_iter_test(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, CYTHON_UNUSED __pyx_t_5numpy_int64_t __pyx_v_key, Py_ssize_t __pyx_v_iterations); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_12set_item(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_key, Py_ssize_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_14map(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_keys, __Pyx_memviewslice __pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_16map_locations(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_18lookup(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_20factorize(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_22get_labels(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values, struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_uniques, Py_ssize_t __pyx_v_count_prior, Py_ssize_t __pyx_v_na_sentinel, int __pyx_v_check_null); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_24get_labels_groupby(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_26unique(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values); /* proto */
static int __pyx_pf_6pandas_9hashtable_15StringHashTable___cinit__(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, int __pyx_v_size_hint); /* proto */
static void __pyx_pf_6pandas_9hashtable_15StringHashTable_2__dealloc__(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_4get_item(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_6get_iter_test(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_iterations); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_8set_item(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_10get_indexer(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_12unique(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_14factorize(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static int __pyx_pf_6pandas_9hashtable_17PyObjectHashTable___init__(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static void __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_2__dealloc__(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self); /* proto */
static Py_ssize_t __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_4__len__(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_6__contains__(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_8destroy(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_10get_item(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_12get_iter_test(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_iterations); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_14set_item(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_16map_locations(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_18lookup(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_20unique(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_22get_labels(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values, struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_uniques, Py_ssize_t __pyx_v_count_prior, __pyx_t_5numpy_int64_t __pyx_v_na_sentinel, int __pyx_v_check_null); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_value_count_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, int __pyx_v_dropna); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_2duplicated_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyObject *__pyx_v_keep); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_4value_count_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, int __pyx_v_dropna); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_6duplicated_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyObject *__pyx_v_keep); /* proto */
static int __pyx_pf_6pandas_9hashtable_10Factorizer___init__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_2get_count(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_4factorize(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_sort, PyObject *__pyx_v_na_sentinel, PyObject *__pyx_v_check_null); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_6unique(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyArrayObject *__pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_5table___get__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_10Factorizer_5table_2__set__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_9hashtable_10Factorizer_5table_4__del__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_7uniques___get__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_10Factorizer_7uniques_2__set__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_9hashtable_10Factorizer_7uniques_4__del__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_5count___get__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_10Factorizer_5count_2__set__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer___init__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_size_hint); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_2get_count(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_4factorize(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, __Pyx_memviewslice __pyx_v_values, PyObject *__pyx_v_sort, PyObject *__pyx_v_na_sentinel, PyObject *__pyx_v_check_null); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_5table___get__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5table_2__set__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5table_4__del__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_7uniques___get__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_7uniques_2__set__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_7uniques_4__del__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_5count___get__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self); /* proto */
static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5count_2__set__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_8value_count_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_10mode_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_12mode_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_14duplicated_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_keep); /* proto */
static PyObject *__pyx_pf_6pandas_9hashtable_16unique_label_indices(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_labels); /* proto */
static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
static void __pyx_pf_5numpy_7ndarray_2__releasebuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info); /* proto */
static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array___cinit__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_shape, Py_ssize_t __pyx_v_itemsize, PyObject *__pyx_v_format, PyObject *__pyx_v_mode, int __pyx_v_allocate_buffer); /* proto */
static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array_2__getbuffer__(struct __pyx_array_obj *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
static void __pyx_array___pyx_pf_15View_dot_MemoryView_5array_4__dealloc__(struct __pyx_array_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_5array_7memview___get__(struct __pyx_array_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_array___pyx_pf_15View_dot_MemoryView_5array_6__getattr__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_attr); /* proto */
static PyObject *__pyx_array___pyx_pf_15View_dot_MemoryView_5array_8__getitem__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_item); /* proto */
static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array_10__setitem__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_item, PyObject *__pyx_v_value); /* proto */
static int __pyx_MemviewEnum___pyx_pf_15View_dot_MemoryView_4Enum___init__(struct __pyx_MemviewEnum_obj *__pyx_v_self, PyObject *__pyx_v_name); /* proto */
static PyObject *__pyx_MemviewEnum___pyx_pf_15View_dot_MemoryView_4Enum_2__repr__(struct __pyx_MemviewEnum_obj *__pyx_v_self); /* proto */
static int __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview___cinit__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_obj, int __pyx_v_flags, int __pyx_v_dtype_is_object); /* proto */
static void __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_2__dealloc__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_4__getitem__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index); /* proto */
static int __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_6__setitem__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value); /* proto */
static int __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_8__getbuffer__(struct __pyx_memoryview_obj *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_1T___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_4base___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_5shape___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_7strides___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_10suboffsets___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_4ndim___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_8itemsize___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_6nbytes___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_4size___get__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static Py_ssize_t __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_10__len__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_12__repr__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_14__str__(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_16is_c_contig(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_18is_f_contig(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_20copy(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_22copy_fortran(struct __pyx_memoryview_obj *__pyx_v_self); /* proto */
static void __pyx_memoryviewslice___pyx_pf_15View_dot_MemoryView_16_memoryviewslice___dealloc__(struct __pyx_memoryviewslice_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_15View_dot_MemoryView_16_memoryviewslice_4base___get__(struct __pyx_memoryviewslice_obj *__pyx_v_self); /* proto */
static PyObject *__pyx_tp_new_6pandas_9hashtable_HashTable(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_9hashtable_Int64HashTable(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_9hashtable_Float64HashTable(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_9hashtable_PyObjectHashTable(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_9hashtable_Float64Vector(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_9hashtable_Int64Vector(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_9hashtable_ObjectVector(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_9hashtable_StringHashTable(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_9hashtable_Factorizer(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_6pandas_9hashtable_Int64Factorizer(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_array(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_Enum(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_memoryview(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new__memoryviewslice(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_int_0;
static PyObject *__pyx_int_1;
static PyObject *__pyx_int_15;
static PyObject *__pyx_int_1048583;
static PyObject *__pyx_int_neg_1;
static PyObject *__pyx_tuple_;
static PyObject *__pyx_slice__4;
static PyObject *__pyx_tuple__2;
static PyObject *__pyx_tuple__3;
static PyObject *__pyx_tuple__5;
static PyObject *__pyx_tuple__6;
static PyObject *__pyx_tuple__7;
static PyObject *__pyx_tuple__8;
static PyObject *__pyx_tuple__9;
static PyObject *__pyx_slice__23;
static PyObject *__pyx_slice__24;
static PyObject *__pyx_slice__25;
static PyObject *__pyx_tuple__10;
static PyObject *__pyx_tuple__11;
static PyObject *__pyx_tuple__12;
static PyObject *__pyx_tuple__13;
static PyObject *__pyx_tuple__14;
static PyObject *__pyx_tuple__15;
static PyObject *__pyx_tuple__16;
static PyObject *__pyx_tuple__17;
static PyObject *__pyx_tuple__18;
static PyObject *__pyx_tuple__19;
static PyObject *__pyx_tuple__20;
static PyObject *__pyx_tuple__21;
static PyObject *__pyx_tuple__22;
static PyObject *__pyx_tuple__26;
static PyObject *__pyx_tuple__27;
static PyObject *__pyx_tuple__29;
static PyObject *__pyx_tuple__31;
static PyObject *__pyx_tuple__33;
static PyObject *__pyx_tuple__35;
static PyObject *__pyx_tuple__37;
static PyObject *__pyx_tuple__39;
static PyObject *__pyx_tuple__40;
static PyObject *__pyx_tuple__41;
static PyObject *__pyx_tuple__42;
static PyObject *__pyx_tuple__43;
static PyObject *__pyx_codeobj__28;
static PyObject *__pyx_codeobj__30;
static PyObject *__pyx_codeobj__32;
static PyObject *__pyx_codeobj__34;
static PyObject *__pyx_codeobj__36;
static PyObject *__pyx_codeobj__38;

/* "pandas/src/hashtable_class_helper.pxi":19
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef void append_data_float64(Float64VectorData *data,             # <<<<<<<<<<<<<<
 *                                 float64_t x) nogil:
 * 
 */

static void __pyx_f_6pandas_9hashtable_append_data_float64(__pyx_t_6pandas_9hashtable_Float64VectorData *__pyx_v_data, __pyx_t_5numpy_float64_t __pyx_v_x) {

  /* "pandas/src/hashtable_class_helper.pxi":22
 *                                 float64_t x) nogil:
 * 
 *     data.data[data.n] = x             # <<<<<<<<<<<<<<
 *     data.n += 1
 * 
 */
  (__pyx_v_data->data[__pyx_v_data->n]) = __pyx_v_x;

  /* "pandas/src/hashtable_class_helper.pxi":23
 * 
 *     data.data[data.n] = x
 *     data.n += 1             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_v_data->n = (__pyx_v_data->n + 1);

  /* "pandas/src/hashtable_class_helper.pxi":19
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef void append_data_float64(Float64VectorData *data,             # <<<<<<<<<<<<<<
 *                                 float64_t x) nogil:
 * 
 */

  /* function exit code */
}

/* "pandas/src/hashtable_class_helper.pxi":33
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef void append_data_int64(Int64VectorData *data,             # <<<<<<<<<<<<<<
 *                                 int64_t x) nogil:
 * 
 */

static void __pyx_f_6pandas_9hashtable_append_data_int64(__pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_v_data, __pyx_t_5numpy_int64_t __pyx_v_x) {

  /* "pandas/src/hashtable_class_helper.pxi":36
 *                                 int64_t x) nogil:
 * 
 *     data.data[data.n] = x             # <<<<<<<<<<<<<<
 *     data.n += 1
 * 
 */
  (__pyx_v_data->data[__pyx_v_data->n]) = __pyx_v_x;

  /* "pandas/src/hashtable_class_helper.pxi":37
 * 
 *     data.data[data.n] = x
 *     data.n += 1             # <<<<<<<<<<<<<<
 * 
 * ctypedef fused vector_data:
 */
  __pyx_v_data->n = (__pyx_v_data->n + 1);

  /* "pandas/src/hashtable_class_helper.pxi":33
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef void append_data_int64(Int64VectorData *data,             # <<<<<<<<<<<<<<
 *                                 int64_t x) nogil:
 * 
 */

  /* function exit code */
}

/* "pandas/src/hashtable_class_helper.pxi":43
 *     Float64VectorData
 * 
 * cdef bint needs_resize(vector_data *data) nogil:             # <<<<<<<<<<<<<<
 *     return data.n == data.m
 * 
 */

static int __pyx_fuse_0__pyx_f_6pandas_9hashtable_needs_resize(__pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_v_data) {
  int __pyx_r;

  /* "pandas/src/hashtable_class_helper.pxi":44
 * 
 * cdef bint needs_resize(vector_data *data) nogil:
 *     return data.n == data.m             # <<<<<<<<<<<<<<
 * 
 * #----------------------------------------------------------------------
 */
  __pyx_r = (__pyx_v_data->n == __pyx_v_data->m);
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":43
 *     Float64VectorData
 * 
 * cdef bint needs_resize(vector_data *data) nogil:             # <<<<<<<<<<<<<<
 *     return data.n == data.m
 * 
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

static int __pyx_fuse_1__pyx_f_6pandas_9hashtable_needs_resize(__pyx_t_6pandas_9hashtable_Float64VectorData *__pyx_v_data) {
  int __pyx_r;

  /* "pandas/src/hashtable_class_helper.pxi":44
 * 
 * cdef bint needs_resize(vector_data *data) nogil:
 *     return data.n == data.m             # <<<<<<<<<<<<<<
 * 
 * #----------------------------------------------------------------------
 */
  __pyx_r = (__pyx_v_data->n == __pyx_v_data->m);
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":43
 *     Float64VectorData
 * 
 * cdef bint needs_resize(vector_data *data) nogil:             # <<<<<<<<<<<<<<
 *     return data.n == data.m
 * 
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":56
 *         ndarray ao
 * 
 *     def __cinit__(self):             # <<<<<<<<<<<<<<
 *         self.data = <Float64VectorData *>PyMem_Malloc(
 *             sizeof(Float64VectorData))
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_13Float64Vector_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_pw_6pandas_9hashtable_13Float64Vector_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__cinit__ (wrapper)", 0);
  if (unlikely(PyTuple_GET_SIZE(__pyx_args) > 0)) {
    __Pyx_RaiseArgtupleInvalid("__cinit__", 1, 0, 0, PyTuple_GET_SIZE(__pyx_args)); return -1;}
  if (unlikely(__pyx_kwds) && unlikely(PyDict_Size(__pyx_kwds) > 0) && unlikely(!__Pyx_CheckKeywordStrings(__pyx_kwds, "__cinit__", 0))) return -1;
  __pyx_r = __pyx_pf_6pandas_9hashtable_13Float64Vector___cinit__(((struct __pyx_obj_6pandas_9hashtable_Float64Vector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_13Float64Vector___cinit__(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("__cinit__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":57
 * 
 *     def __cinit__(self):
 *         self.data = <Float64VectorData *>PyMem_Malloc(             # <<<<<<<<<<<<<<
 *             sizeof(Float64VectorData))
 *         if not self.data:
 */
  __pyx_v_self->data = ((__pyx_t_6pandas_9hashtable_Float64VectorData *)PyMem_Malloc((sizeof(__pyx_t_6pandas_9hashtable_Float64VectorData))));

  /* "pandas/src/hashtable_class_helper.pxi":59
 *         self.data = <Float64VectorData *>PyMem_Malloc(
 *             sizeof(Float64VectorData))
 *         if not self.data:             # <<<<<<<<<<<<<<
 *             raise MemoryError()
 *         self.data.n = 0
 */
  __pyx_t_1 = ((!(__pyx_v_self->data != 0)) != 0);
  if (__pyx_t_1) {

    /* "pandas/src/hashtable_class_helper.pxi":60
 *             sizeof(Float64VectorData))
 *         if not self.data:
 *             raise MemoryError()             # <<<<<<<<<<<<<<
 *         self.data.n = 0
 *         self.data.m = _INIT_VEC_CAP
 */
    PyErr_NoMemory(); __PYX_ERR(0, 60, __pyx_L1_error)

    /* "pandas/src/hashtable_class_helper.pxi":59
 *         self.data = <Float64VectorData *>PyMem_Malloc(
 *             sizeof(Float64VectorData))
 *         if not self.data:             # <<<<<<<<<<<<<<
 *             raise MemoryError()
 *         self.data.n = 0
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":61
 *         if not self.data:
 *             raise MemoryError()
 *         self.data.n = 0             # <<<<<<<<<<<<<<
 *         self.data.m = _INIT_VEC_CAP
 *         self.ao = np.empty(self.data.m, dtype=np.float64)
 */
  __pyx_v_self->data->n = 0;

  /* "pandas/src/hashtable_class_helper.pxi":62
 *             raise MemoryError()
 *         self.data.n = 0
 *         self.data.m = _INIT_VEC_CAP             # <<<<<<<<<<<<<<
 *         self.ao = np.empty(self.data.m, dtype=np.float64)
 *         self.data.data = <float64_t*> self.ao.data
 */
  __pyx_v_self->data->m = __pyx_v_6pandas_9hashtable__INIT_VEC_CAP;

  /* "pandas/src/hashtable_class_helper.pxi":63
 *         self.data.n = 0
 *         self.data.m = _INIT_VEC_CAP
 *         self.ao = np.empty(self.data.m, dtype=np.float64)             # <<<<<<<<<<<<<<
 *         self.data.data = <float64_t*> self.ao.data
 * 
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_PyInt_FromSize_t(__pyx_v_self->data->m); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2);
  __pyx_t_2 = 0;
  __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_float64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (!(likely(((__pyx_t_6) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_6, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 63, __pyx_L1_error)
  __Pyx_GIVEREF(__pyx_t_6);
  __Pyx_GOTREF(__pyx_v_self->ao);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->ao));
  __pyx_v_self->ao = ((PyArrayObject *)__pyx_t_6);
  __pyx_t_6 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":64
 *         self.data.m = _INIT_VEC_CAP
 *         self.ao = np.empty(self.data.m, dtype=np.float64)
 *         self.data.data = <float64_t*> self.ao.data             # <<<<<<<<<<<<<<
 * 
 *     cdef resize(self):
 */
  __pyx_v_self->data->data = ((__pyx_t_5numpy_float64_t *)__pyx_v_self->ao->data);

  /* "pandas/src/hashtable_class_helper.pxi":56
 *         ndarray ao
 * 
 *     def __cinit__(self):             # <<<<<<<<<<<<<<
 *         self.data = <Float64VectorData *>PyMem_Malloc(
 *             sizeof(Float64VectorData))
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("pandas.hashtable.Float64Vector.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":66
 *         self.data.data = <float64_t*> self.ao.data
 * 
 *     cdef resize(self):             # <<<<<<<<<<<<<<
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)
 *         self.ao.resize(self.data.m)
 */

static PyObject *__pyx_f_6pandas_9hashtable_13Float64Vector_resize(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  size_t __pyx_t_1;
  size_t __pyx_t_2;
  size_t __pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  __Pyx_RefNannySetupContext("resize", 0);

  /* "pandas/src/hashtable_class_helper.pxi":67
 * 
 *     cdef resize(self):
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)             # <<<<<<<<<<<<<<
 *         self.ao.resize(self.data.m)
 *         self.data.data = <float64_t*> self.ao.data
 */
  __pyx_t_1 = __pyx_v_6pandas_9hashtable__INIT_VEC_CAP;
  __pyx_t_2 = (__pyx_v_self->data->m * 4);
  if (((__pyx_t_1 > __pyx_t_2) != 0)) {
    __pyx_t_3 = __pyx_t_1;
  } else {
    __pyx_t_3 = __pyx_t_2;
  }
  __pyx_v_self->data->m = __pyx_t_3;

  /* "pandas/src/hashtable_class_helper.pxi":68
 *     cdef resize(self):
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)
 *         self.ao.resize(self.data.m)             # <<<<<<<<<<<<<<
 *         self.data.data = <float64_t*> self.ao.data
 * 
 */
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->ao), __pyx_n_s_resize); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 68, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyInt_FromSize_t(__pyx_v_self->data->m); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 68, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_7 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_7)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_7);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
    }
  }
  if (!__pyx_t_7) {
    __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_t_6); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 68, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_GOTREF(__pyx_t_4);
  } else {
    __pyx_t_8 = PyTuple_New(1+1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 68, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_GIVEREF(__pyx_t_7); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_7); __pyx_t_7 = NULL;
    __Pyx_GIVEREF(__pyx_t_6);
    PyTuple_SET_ITEM(__pyx_t_8, 0+1, __pyx_t_6);
    __pyx_t_6 = 0;
    __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_8, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 68, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  }
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":69
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)
 *         self.ao.resize(self.data.m)
 *         self.data.data = <float64_t*> self.ao.data             # <<<<<<<<<<<<<<
 * 
 *     def __dealloc__(self):
 */
  __pyx_v_self->data->data = ((__pyx_t_5numpy_float64_t *)__pyx_v_self->ao->data);

  /* "pandas/src/hashtable_class_helper.pxi":66
 *         self.data.data = <float64_t*> self.ao.data
 * 
 *     cdef resize(self):             # <<<<<<<<<<<<<<
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)
 *         self.ao.resize(self.data.m)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("pandas.hashtable.Float64Vector.resize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":71
 *         self.data.data = <float64_t*> self.ao.data
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         PyMem_Free(self.data)
 * 
 */

/* Python wrapper */
static void __pyx_pw_6pandas_9hashtable_13Float64Vector_3__dealloc__(PyObject *__pyx_v_self); /*proto*/
static void __pyx_pw_6pandas_9hashtable_13Float64Vector_3__dealloc__(PyObject *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__ (wrapper)", 0);
  __pyx_pf_6pandas_9hashtable_13Float64Vector_2__dealloc__(((struct __pyx_obj_6pandas_9hashtable_Float64Vector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_pf_6pandas_9hashtable_13Float64Vector_2__dealloc__(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":72
 * 
 *     def __dealloc__(self):
 *         PyMem_Free(self.data)             # <<<<<<<<<<<<<<
 * 
 *     def __len__(self):
 */
  PyMem_Free(__pyx_v_self->data);

  /* "pandas/src/hashtable_class_helper.pxi":71
 *         self.data.data = <float64_t*> self.ao.data
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         PyMem_Free(self.data)
 * 
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "pandas/src/hashtable_class_helper.pxi":74
 *         PyMem_Free(self.data)
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.data.n
 * 
 */

/* Python wrapper */
static Py_ssize_t __pyx_pw_6pandas_9hashtable_13Float64Vector_5__len__(PyObject *__pyx_v_self); /*proto*/
static Py_ssize_t __pyx_pw_6pandas_9hashtable_13Float64Vector_5__len__(PyObject *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_13Float64Vector_4__len__(((struct __pyx_obj_6pandas_9hashtable_Float64Vector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static Py_ssize_t __pyx_pf_6pandas_9hashtable_13Float64Vector_4__len__(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":75
 * 
 *     def __len__(self):
 *         return self.data.n             # <<<<<<<<<<<<<<
 * 
 *     def to_array(self):
 */
  __pyx_r = __pyx_v_self->data->n;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":74
 *         PyMem_Free(self.data)
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.data.n
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":77
 *         return self.data.n
 * 
 *     def to_array(self):             # <<<<<<<<<<<<<<
 *         self.ao.resize(self.data.n)
 *         self.data.m = self.data.n
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_13Float64Vector_7to_array(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_13Float64Vector_7to_array(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("to_array (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_13Float64Vector_6to_array(((struct __pyx_obj_6pandas_9hashtable_Float64Vector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_13Float64Vector_6to_array(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  size_t __pyx_t_6;
  __Pyx_RefNannySetupContext("to_array", 0);

  /* "pandas/src/hashtable_class_helper.pxi":78
 * 
 *     def to_array(self):
 *         self.ao.resize(self.data.n)             # <<<<<<<<<<<<<<
 *         self.data.m = self.data.n
 *         return self.ao
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->ao), __pyx_n_s_resize); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 78, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyInt_FromSize_t(__pyx_v_self->data->n); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 78, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  if (!__pyx_t_4) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 78, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 78, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_4); __pyx_t_4 = NULL;
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_3);
    __pyx_t_3 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 78, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":79
 *     def to_array(self):
 *         self.ao.resize(self.data.n)
 *         self.data.m = self.data.n             # <<<<<<<<<<<<<<
 *         return self.ao
 * 
 */
  __pyx_t_6 = __pyx_v_self->data->n;
  __pyx_v_self->data->m = __pyx_t_6;

  /* "pandas/src/hashtable_class_helper.pxi":80
 *         self.ao.resize(self.data.n)
 *         self.data.m = self.data.n
 *         return self.ao             # <<<<<<<<<<<<<<
 * 
 *     cdef inline void append(self, float64_t x):
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->ao));
  __pyx_r = ((PyObject *)__pyx_v_self->ao);
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":77
 *         return self.data.n
 * 
 *     def to_array(self):             # <<<<<<<<<<<<<<
 *         self.ao.resize(self.data.n)
 *         self.data.m = self.data.n
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("pandas.hashtable.Float64Vector.to_array", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":82
 *         return self.ao
 * 
 *     cdef inline void append(self, float64_t x):             # <<<<<<<<<<<<<<
 * 
 *         if needs_resize(self.data):
 */

static CYTHON_INLINE void __pyx_f_6pandas_9hashtable_13Float64Vector_append(struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_x) {
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("append", 0);

  /* "pandas/src/hashtable_class_helper.pxi":84
 *     cdef inline void append(self, float64_t x):
 * 
 *         if needs_resize(self.data):             # <<<<<<<<<<<<<<
 *             self.resize()
 * 
 */
  __pyx_t_1 = (__pyx_fuse_1__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_self->data) != 0);
  if (__pyx_t_1) {

    /* "pandas/src/hashtable_class_helper.pxi":85
 * 
 *         if needs_resize(self.data):
 *             self.resize()             # <<<<<<<<<<<<<<
 * 
 *         append_data_float64(self.data, x)
 */
    __pyx_t_2 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Float64Vector *)__pyx_v_self->__pyx_vtab)->resize(__pyx_v_self); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 85, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":84
 *     cdef inline void append(self, float64_t x):
 * 
 *         if needs_resize(self.data):             # <<<<<<<<<<<<<<
 *             self.resize()
 * 
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":87
 *             self.resize()
 * 
 *         append_data_float64(self.data, x)             # <<<<<<<<<<<<<<
 * 
 * cdef class Int64Vector:
 */
  __pyx_f_6pandas_9hashtable_append_data_float64(__pyx_v_self->data, __pyx_v_x);

  /* "pandas/src/hashtable_class_helper.pxi":82
 *         return self.ao
 * 
 *     cdef inline void append(self, float64_t x):             # <<<<<<<<<<<<<<
 * 
 *         if needs_resize(self.data):
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_WriteUnraisable("pandas.hashtable.Float64Vector.append", __pyx_clineno, __pyx_lineno, __pyx_filename, 0, 0);
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
}

/* "pandas/src/hashtable_class_helper.pxi":95
 *         ndarray ao
 * 
 *     def __cinit__(self):             # <<<<<<<<<<<<<<
 *         self.data = <Int64VectorData *>PyMem_Malloc(
 *             sizeof(Int64VectorData))
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_11Int64Vector_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_pw_6pandas_9hashtable_11Int64Vector_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__cinit__ (wrapper)", 0);
  if (unlikely(PyTuple_GET_SIZE(__pyx_args) > 0)) {
    __Pyx_RaiseArgtupleInvalid("__cinit__", 1, 0, 0, PyTuple_GET_SIZE(__pyx_args)); return -1;}
  if (unlikely(__pyx_kwds) && unlikely(PyDict_Size(__pyx_kwds) > 0) && unlikely(!__Pyx_CheckKeywordStrings(__pyx_kwds, "__cinit__", 0))) return -1;
  __pyx_r = __pyx_pf_6pandas_9hashtable_11Int64Vector___cinit__(((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_11Int64Vector___cinit__(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("__cinit__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":96
 * 
 *     def __cinit__(self):
 *         self.data = <Int64VectorData *>PyMem_Malloc(             # <<<<<<<<<<<<<<
 *             sizeof(Int64VectorData))
 *         if not self.data:
 */
  __pyx_v_self->data = ((__pyx_t_6pandas_9hashtable_Int64VectorData *)PyMem_Malloc((sizeof(__pyx_t_6pandas_9hashtable_Int64VectorData))));

  /* "pandas/src/hashtable_class_helper.pxi":98
 *         self.data = <Int64VectorData *>PyMem_Malloc(
 *             sizeof(Int64VectorData))
 *         if not self.data:             # <<<<<<<<<<<<<<
 *             raise MemoryError()
 *         self.data.n = 0
 */
  __pyx_t_1 = ((!(__pyx_v_self->data != 0)) != 0);
  if (__pyx_t_1) {

    /* "pandas/src/hashtable_class_helper.pxi":99
 *             sizeof(Int64VectorData))
 *         if not self.data:
 *             raise MemoryError()             # <<<<<<<<<<<<<<
 *         self.data.n = 0
 *         self.data.m = _INIT_VEC_CAP
 */
    PyErr_NoMemory(); __PYX_ERR(0, 99, __pyx_L1_error)

    /* "pandas/src/hashtable_class_helper.pxi":98
 *         self.data = <Int64VectorData *>PyMem_Malloc(
 *             sizeof(Int64VectorData))
 *         if not self.data:             # <<<<<<<<<<<<<<
 *             raise MemoryError()
 *         self.data.n = 0
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":100
 *         if not self.data:
 *             raise MemoryError()
 *         self.data.n = 0             # <<<<<<<<<<<<<<
 *         self.data.m = _INIT_VEC_CAP
 *         self.ao = np.empty(self.data.m, dtype=np.int64)
 */
  __pyx_v_self->data->n = 0;

  /* "pandas/src/hashtable_class_helper.pxi":101
 *             raise MemoryError()
 *         self.data.n = 0
 *         self.data.m = _INIT_VEC_CAP             # <<<<<<<<<<<<<<
 *         self.ao = np.empty(self.data.m, dtype=np.int64)
 *         self.data.data = <int64_t*> self.ao.data
 */
  __pyx_v_self->data->m = __pyx_v_6pandas_9hashtable__INIT_VEC_CAP;

  /* "pandas/src/hashtable_class_helper.pxi":102
 *         self.data.n = 0
 *         self.data.m = _INIT_VEC_CAP
 *         self.ao = np.empty(self.data.m, dtype=np.int64)             # <<<<<<<<<<<<<<
 *         self.data.data = <int64_t*> self.ao.data
 * 
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_PyInt_FromSize_t(__pyx_v_self->data->m); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2);
  __pyx_t_2 = 0;
  __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (!(likely(((__pyx_t_6) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_6, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 102, __pyx_L1_error)
  __Pyx_GIVEREF(__pyx_t_6);
  __Pyx_GOTREF(__pyx_v_self->ao);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->ao));
  __pyx_v_self->ao = ((PyArrayObject *)__pyx_t_6);
  __pyx_t_6 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":103
 *         self.data.m = _INIT_VEC_CAP
 *         self.ao = np.empty(self.data.m, dtype=np.int64)
 *         self.data.data = <int64_t*> self.ao.data             # <<<<<<<<<<<<<<
 * 
 *     cdef resize(self):
 */
  __pyx_v_self->data->data = ((__pyx_t_5numpy_int64_t *)__pyx_v_self->ao->data);

  /* "pandas/src/hashtable_class_helper.pxi":95
 *         ndarray ao
 * 
 *     def __cinit__(self):             # <<<<<<<<<<<<<<
 *         self.data = <Int64VectorData *>PyMem_Malloc(
 *             sizeof(Int64VectorData))
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("pandas.hashtable.Int64Vector.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":105
 *         self.data.data = <int64_t*> self.ao.data
 * 
 *     cdef resize(self):             # <<<<<<<<<<<<<<
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)
 *         self.ao.resize(self.data.m)
 */

static PyObject *__pyx_f_6pandas_9hashtable_11Int64Vector_resize(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  size_t __pyx_t_1;
  size_t __pyx_t_2;
  size_t __pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  __Pyx_RefNannySetupContext("resize", 0);

  /* "pandas/src/hashtable_class_helper.pxi":106
 * 
 *     cdef resize(self):
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)             # <<<<<<<<<<<<<<
 *         self.ao.resize(self.data.m)
 *         self.data.data = <int64_t*> self.ao.data
 */
  __pyx_t_1 = __pyx_v_6pandas_9hashtable__INIT_VEC_CAP;
  __pyx_t_2 = (__pyx_v_self->data->m * 4);
  if (((__pyx_t_1 > __pyx_t_2) != 0)) {
    __pyx_t_3 = __pyx_t_1;
  } else {
    __pyx_t_3 = __pyx_t_2;
  }
  __pyx_v_self->data->m = __pyx_t_3;

  /* "pandas/src/hashtable_class_helper.pxi":107
 *     cdef resize(self):
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)
 *         self.ao.resize(self.data.m)             # <<<<<<<<<<<<<<
 *         self.data.data = <int64_t*> self.ao.data
 * 
 */
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->ao), __pyx_n_s_resize); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 107, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyInt_FromSize_t(__pyx_v_self->data->m); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 107, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_t_7 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_7)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_7);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
    }
  }
  if (!__pyx_t_7) {
    __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_t_6); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 107, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_GOTREF(__pyx_t_4);
  } else {
    __pyx_t_8 = PyTuple_New(1+1); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    __Pyx_GIVEREF(__pyx_t_7); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_7); __pyx_t_7 = NULL;
    __Pyx_GIVEREF(__pyx_t_6);
    PyTuple_SET_ITEM(__pyx_t_8, 0+1, __pyx_t_6);
    __pyx_t_6 = 0;
    __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_8, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  }
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":108
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)
 *         self.ao.resize(self.data.m)
 *         self.data.data = <int64_t*> self.ao.data             # <<<<<<<<<<<<<<
 * 
 *     def __dealloc__(self):
 */
  __pyx_v_self->data->data = ((__pyx_t_5numpy_int64_t *)__pyx_v_self->ao->data);

  /* "pandas/src/hashtable_class_helper.pxi":105
 *         self.data.data = <int64_t*> self.ao.data
 * 
 *     cdef resize(self):             # <<<<<<<<<<<<<<
 *         self.data.m = max(self.data.m * 4, _INIT_VEC_CAP)
 *         self.ao.resize(self.data.m)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("pandas.hashtable.Int64Vector.resize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":110
 *         self.data.data = <int64_t*> self.ao.data
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         PyMem_Free(self.data)
 * 
 */

/* Python wrapper */
static void __pyx_pw_6pandas_9hashtable_11Int64Vector_3__dealloc__(PyObject *__pyx_v_self); /*proto*/
static void __pyx_pw_6pandas_9hashtable_11Int64Vector_3__dealloc__(PyObject *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__ (wrapper)", 0);
  __pyx_pf_6pandas_9hashtable_11Int64Vector_2__dealloc__(((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_pf_6pandas_9hashtable_11Int64Vector_2__dealloc__(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":111
 * 
 *     def __dealloc__(self):
 *         PyMem_Free(self.data)             # <<<<<<<<<<<<<<
 * 
 *     def __len__(self):
 */
  PyMem_Free(__pyx_v_self->data);

  /* "pandas/src/hashtable_class_helper.pxi":110
 *         self.data.data = <int64_t*> self.ao.data
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         PyMem_Free(self.data)
 * 
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "pandas/src/hashtable_class_helper.pxi":113
 *         PyMem_Free(self.data)
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.data.n
 * 
 */

/* Python wrapper */
static Py_ssize_t __pyx_pw_6pandas_9hashtable_11Int64Vector_5__len__(PyObject *__pyx_v_self); /*proto*/
static Py_ssize_t __pyx_pw_6pandas_9hashtable_11Int64Vector_5__len__(PyObject *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_11Int64Vector_4__len__(((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static Py_ssize_t __pyx_pf_6pandas_9hashtable_11Int64Vector_4__len__(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":114
 * 
 *     def __len__(self):
 *         return self.data.n             # <<<<<<<<<<<<<<
 * 
 *     def to_array(self):
 */
  __pyx_r = __pyx_v_self->data->n;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":113
 *         PyMem_Free(self.data)
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.data.n
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":116
 *         return self.data.n
 * 
 *     def to_array(self):             # <<<<<<<<<<<<<<
 *         self.ao.resize(self.data.n)
 *         self.data.m = self.data.n
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_11Int64Vector_7to_array(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_11Int64Vector_7to_array(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("to_array (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_11Int64Vector_6to_array(((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_11Int64Vector_6to_array(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  size_t __pyx_t_6;
  __Pyx_RefNannySetupContext("to_array", 0);

  /* "pandas/src/hashtable_class_helper.pxi":117
 * 
 *     def to_array(self):
 *         self.ao.resize(self.data.n)             # <<<<<<<<<<<<<<
 *         self.data.m = self.data.n
 *         return self.ao
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->ao), __pyx_n_s_resize); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 117, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyInt_FromSize_t(__pyx_v_self->data->n); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 117, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  if (!__pyx_t_4) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 117, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 117, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_4); __pyx_t_4 = NULL;
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_3);
    __pyx_t_3 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 117, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":118
 *     def to_array(self):
 *         self.ao.resize(self.data.n)
 *         self.data.m = self.data.n             # <<<<<<<<<<<<<<
 *         return self.ao
 * 
 */
  __pyx_t_6 = __pyx_v_self->data->n;
  __pyx_v_self->data->m = __pyx_t_6;

  /* "pandas/src/hashtable_class_helper.pxi":119
 *         self.ao.resize(self.data.n)
 *         self.data.m = self.data.n
 *         return self.ao             # <<<<<<<<<<<<<<
 * 
 *     cdef inline void append(self, int64_t x):
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->ao));
  __pyx_r = ((PyObject *)__pyx_v_self->ao);
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":116
 *         return self.data.n
 * 
 *     def to_array(self):             # <<<<<<<<<<<<<<
 *         self.ao.resize(self.data.n)
 *         self.data.m = self.data.n
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("pandas.hashtable.Int64Vector.to_array", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":121
 *         return self.ao
 * 
 *     cdef inline void append(self, int64_t x):             # <<<<<<<<<<<<<<
 * 
 *         if needs_resize(self.data):
 */

static CYTHON_INLINE void __pyx_f_6pandas_9hashtable_11Int64Vector_append(struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_x) {
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("append", 0);

  /* "pandas/src/hashtable_class_helper.pxi":123
 *     cdef inline void append(self, int64_t x):
 * 
 *         if needs_resize(self.data):             # <<<<<<<<<<<<<<
 *             self.resize()
 * 
 */
  __pyx_t_1 = (__pyx_fuse_0__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_self->data) != 0);
  if (__pyx_t_1) {

    /* "pandas/src/hashtable_class_helper.pxi":124
 * 
 *         if needs_resize(self.data):
 *             self.resize()             # <<<<<<<<<<<<<<
 * 
 *         append_data_int64(self.data, x)
 */
    __pyx_t_2 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Int64Vector *)__pyx_v_self->__pyx_vtab)->resize(__pyx_v_self); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 124, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":123
 *     cdef inline void append(self, int64_t x):
 * 
 *         if needs_resize(self.data):             # <<<<<<<<<<<<<<
 *             self.resize()
 * 
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":126
 *             self.resize()
 * 
 *         append_data_int64(self.data, x)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_f_6pandas_9hashtable_append_data_int64(__pyx_v_self->data, __pyx_v_x);

  /* "pandas/src/hashtable_class_helper.pxi":121
 *         return self.ao
 * 
 *     cdef inline void append(self, int64_t x):             # <<<<<<<<<<<<<<
 * 
 *         if needs_resize(self.data):
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_WriteUnraisable("pandas.hashtable.Int64Vector.append", __pyx_clineno, __pyx_lineno, __pyx_filename, 0, 0);
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
}

/* "pandas/src/hashtable_class_helper.pxi":136
 *         ndarray ao
 * 
 *     def __cinit__(self):             # <<<<<<<<<<<<<<
 *         self.n = 0
 *         self.m = _INIT_VEC_CAP
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_12ObjectVector_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_pw_6pandas_9hashtable_12ObjectVector_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__cinit__ (wrapper)", 0);
  if (unlikely(PyTuple_GET_SIZE(__pyx_args) > 0)) {
    __Pyx_RaiseArgtupleInvalid("__cinit__", 1, 0, 0, PyTuple_GET_SIZE(__pyx_args)); return -1;}
  if (unlikely(__pyx_kwds) && unlikely(PyDict_Size(__pyx_kwds) > 0) && unlikely(!__Pyx_CheckKeywordStrings(__pyx_kwds, "__cinit__", 0))) return -1;
  __pyx_r = __pyx_pf_6pandas_9hashtable_12ObjectVector___cinit__(((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_12ObjectVector___cinit__(struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  __Pyx_RefNannySetupContext("__cinit__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":137
 * 
 *     def __cinit__(self):
 *         self.n = 0             # <<<<<<<<<<<<<<
 *         self.m = _INIT_VEC_CAP
 *         self.ao = np.empty(_INIT_VEC_CAP, dtype=object)
 */
  __pyx_v_self->n = 0;

  /* "pandas/src/hashtable_class_helper.pxi":138
 *     def __cinit__(self):
 *         self.n = 0
 *         self.m = _INIT_VEC_CAP             # <<<<<<<<<<<<<<
 *         self.ao = np.empty(_INIT_VEC_CAP, dtype=object)
 *         self.data = <PyObject**> self.ao.data
 */
  __pyx_v_self->m = __pyx_v_6pandas_9hashtable__INIT_VEC_CAP;

  /* "pandas/src/hashtable_class_helper.pxi":139
 *         self.n = 0
 *         self.m = _INIT_VEC_CAP
 *         self.ao = np.empty(_INIT_VEC_CAP, dtype=object)             # <<<<<<<<<<<<<<
 *         self.data = <PyObject**> self.ao.data
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 139, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 139, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyInt_FromSize_t(__pyx_v_6pandas_9hashtable__INIT_VEC_CAP); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 139, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 139, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 139, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_builtin_object) < 0) __PYX_ERR(0, 139, __pyx_L1_error)
  __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 139, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!(likely(((__pyx_t_4) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_4, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 139, __pyx_L1_error)
  __Pyx_GIVEREF(__pyx_t_4);
  __Pyx_GOTREF(__pyx_v_self->ao);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->ao));
  __pyx_v_self->ao = ((PyArrayObject *)__pyx_t_4);
  __pyx_t_4 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":140
 *         self.m = _INIT_VEC_CAP
 *         self.ao = np.empty(_INIT_VEC_CAP, dtype=object)
 *         self.data = <PyObject**> self.ao.data             # <<<<<<<<<<<<<<
 * 
 *     def __len__(self):
 */
  __pyx_v_self->data = ((PyObject **)__pyx_v_self->ao->data);

  /* "pandas/src/hashtable_class_helper.pxi":136
 *         ndarray ao
 * 
 *     def __cinit__(self):             # <<<<<<<<<<<<<<
 *         self.n = 0
 *         self.m = _INIT_VEC_CAP
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("pandas.hashtable.ObjectVector.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":142
 *         self.data = <PyObject**> self.ao.data
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.n
 * 
 */

/* Python wrapper */
static Py_ssize_t __pyx_pw_6pandas_9hashtable_12ObjectVector_3__len__(PyObject *__pyx_v_self); /*proto*/
static Py_ssize_t __pyx_pw_6pandas_9hashtable_12ObjectVector_3__len__(PyObject *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_12ObjectVector_2__len__(((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static Py_ssize_t __pyx_pf_6pandas_9hashtable_12ObjectVector_2__len__(struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":143
 * 
 *     def __len__(self):
 *         return self.n             # <<<<<<<<<<<<<<
 * 
 *     cdef inline append(self, object o):
 */
  __pyx_r = __pyx_v_self->n;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":142
 *         self.data = <PyObject**> self.ao.data
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.n
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":145
 *         return self.n
 * 
 *     cdef inline append(self, object o):             # <<<<<<<<<<<<<<
 *         if self.n == self.m:
 *             self.m = max(self.m * 2, _INIT_VEC_CAP)
 */

static CYTHON_INLINE PyObject *__pyx_f_6pandas_9hashtable_12ObjectVector_append(struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_self, PyObject *__pyx_v_o) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  size_t __pyx_t_2;
  size_t __pyx_t_3;
  size_t __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  __Pyx_RefNannySetupContext("append", 0);

  /* "pandas/src/hashtable_class_helper.pxi":146
 * 
 *     cdef inline append(self, object o):
 *         if self.n == self.m:             # <<<<<<<<<<<<<<
 *             self.m = max(self.m * 2, _INIT_VEC_CAP)
 *             self.ao.resize(self.m)
 */
  __pyx_t_1 = ((__pyx_v_self->n == __pyx_v_self->m) != 0);
  if (__pyx_t_1) {

    /* "pandas/src/hashtable_class_helper.pxi":147
 *     cdef inline append(self, object o):
 *         if self.n == self.m:
 *             self.m = max(self.m * 2, _INIT_VEC_CAP)             # <<<<<<<<<<<<<<
 *             self.ao.resize(self.m)
 *             self.data = <PyObject**> self.ao.data
 */
    __pyx_t_2 = __pyx_v_6pandas_9hashtable__INIT_VEC_CAP;
    __pyx_t_3 = (__pyx_v_self->m * 2);
    if (((__pyx_t_2 > __pyx_t_3) != 0)) {
      __pyx_t_4 = __pyx_t_2;
    } else {
      __pyx_t_4 = __pyx_t_3;
    }
    __pyx_v_self->m = __pyx_t_4;

    /* "pandas/src/hashtable_class_helper.pxi":148
 *         if self.n == self.m:
 *             self.m = max(self.m * 2, _INIT_VEC_CAP)
 *             self.ao.resize(self.m)             # <<<<<<<<<<<<<<
 *             self.data = <PyObject**> self.ao.data
 * 
 */
    __pyx_t_6 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->ao), __pyx_n_s_resize); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 148, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __pyx_t_7 = __Pyx_PyInt_FromSize_t(__pyx_v_self->m); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 148, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __pyx_t_8 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_6))) {
      __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_6);
      if (likely(__pyx_t_8)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
        __Pyx_INCREF(__pyx_t_8);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_6, function);
      }
    }
    if (!__pyx_t_8) {
      __pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_7); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 148, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_GOTREF(__pyx_t_5);
    } else {
      __pyx_t_9 = PyTuple_New(1+1); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 148, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_GIVEREF(__pyx_t_8); PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_8); __pyx_t_8 = NULL;
      __Pyx_GIVEREF(__pyx_t_7);
      PyTuple_SET_ITEM(__pyx_t_9, 0+1, __pyx_t_7);
      __pyx_t_7 = 0;
      __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_9, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 148, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    }
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":149
 *             self.m = max(self.m * 2, _INIT_VEC_CAP)
 *             self.ao.resize(self.m)
 *             self.data = <PyObject**> self.ao.data             # <<<<<<<<<<<<<<
 * 
 *         Py_INCREF(o)
 */
    __pyx_v_self->data = ((PyObject **)__pyx_v_self->ao->data);

    /* "pandas/src/hashtable_class_helper.pxi":146
 * 
 *     cdef inline append(self, object o):
 *         if self.n == self.m:             # <<<<<<<<<<<<<<
 *             self.m = max(self.m * 2, _INIT_VEC_CAP)
 *             self.ao.resize(self.m)
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":151
 *             self.data = <PyObject**> self.ao.data
 * 
 *         Py_INCREF(o)             # <<<<<<<<<<<<<<
 *         self.data[self.n] = <PyObject*> o
 *         self.n += 1
 */
  Py_INCREF(__pyx_v_o);

  /* "pandas/src/hashtable_class_helper.pxi":152
 * 
 *         Py_INCREF(o)
 *         self.data[self.n] = <PyObject*> o             # <<<<<<<<<<<<<<
 *         self.n += 1
 * 
 */
  (__pyx_v_self->data[__pyx_v_self->n]) = ((PyObject *)__pyx_v_o);

  /* "pandas/src/hashtable_class_helper.pxi":153
 *         Py_INCREF(o)
 *         self.data[self.n] = <PyObject*> o
 *         self.n += 1             # <<<<<<<<<<<<<<
 * 
 *     def to_array(self):
 */
  __pyx_v_self->n = (__pyx_v_self->n + 1);

  /* "pandas/src/hashtable_class_helper.pxi":145
 *         return self.n
 * 
 *     cdef inline append(self, object o):             # <<<<<<<<<<<<<<
 *         if self.n == self.m:
 *             self.m = max(self.m * 2, _INIT_VEC_CAP)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_AddTraceback("pandas.hashtable.ObjectVector.append", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":155
 *         self.n += 1
 * 
 *     def to_array(self):             # <<<<<<<<<<<<<<
 *         self.ao.resize(self.n)
 *         self.m = self.n
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_12ObjectVector_5to_array(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_12ObjectVector_5to_array(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("to_array (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_12ObjectVector_4to_array(((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_12ObjectVector_4to_array(struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  size_t __pyx_t_6;
  __Pyx_RefNannySetupContext("to_array", 0);

  /* "pandas/src/hashtable_class_helper.pxi":156
 * 
 *     def to_array(self):
 *         self.ao.resize(self.n)             # <<<<<<<<<<<<<<
 *         self.m = self.n
 *         return self.ao
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->ao), __pyx_n_s_resize); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 156, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyInt_FromSize_t(__pyx_v_self->n); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 156, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  if (!__pyx_t_4) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 156, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 156, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_4); __pyx_t_4 = NULL;
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_3);
    __pyx_t_3 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 156, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":157
 *     def to_array(self):
 *         self.ao.resize(self.n)
 *         self.m = self.n             # <<<<<<<<<<<<<<
 *         return self.ao
 * 
 */
  __pyx_t_6 = __pyx_v_self->n;
  __pyx_v_self->m = __pyx_t_6;

  /* "pandas/src/hashtable_class_helper.pxi":158
 *         self.ao.resize(self.n)
 *         self.m = self.n
 *         return self.ao             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->ao));
  __pyx_r = ((PyObject *)__pyx_v_self->ao);
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":155
 *         self.n += 1
 * 
 *     def to_array(self):             # <<<<<<<<<<<<<<
 *         self.ao.resize(self.n)
 *         self.m = self.n
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("pandas.hashtable.ObjectVector.to_array", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":171
 * cdef class Float64HashTable(HashTable):
 * 
 *     def __cinit__(self, size_hint=1):             # <<<<<<<<<<<<<<
 *         self.table = kh_init_float64()
 *         if size_hint is not None:
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_16Float64HashTable_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_pw_6pandas_9hashtable_16Float64HashTable_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_size_hint = 0;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__cinit__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_size_hint,0};
    PyObject* values[1] = {0};
    values[0] = ((PyObject *)__pyx_int_1);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_size_hint);
          if (value) { values[0] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__cinit__") < 0)) __PYX_ERR(0, 171, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_size_hint = values[0];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__cinit__", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 171, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable___cinit__(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), __pyx_v_size_hint);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_16Float64HashTable___cinit__(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, PyObject *__pyx_v_size_hint) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  khint_t __pyx_t_3;
  __Pyx_RefNannySetupContext("__cinit__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":172
 * 
 *     def __cinit__(self, size_hint=1):
 *         self.table = kh_init_float64()             # <<<<<<<<<<<<<<
 *         if size_hint is not None:
 *             kh_resize_float64(self.table, size_hint)
 */
  __pyx_v_self->table = kh_init_float64();

  /* "pandas/src/hashtable_class_helper.pxi":173
 *     def __cinit__(self, size_hint=1):
 *         self.table = kh_init_float64()
 *         if size_hint is not None:             # <<<<<<<<<<<<<<
 *             kh_resize_float64(self.table, size_hint)
 * 
 */
  __pyx_t_1 = (__pyx_v_size_hint != Py_None);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "pandas/src/hashtable_class_helper.pxi":174
 *         self.table = kh_init_float64()
 *         if size_hint is not None:
 *             kh_resize_float64(self.table, size_hint)             # <<<<<<<<<<<<<<
 * 
 *     def __len__(self):
 */
    __pyx_t_3 = __Pyx_PyInt_As_npy_uint32(__pyx_v_size_hint); if (unlikely((__pyx_t_3 == (khint_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 174, __pyx_L1_error)
    kh_resize_float64(__pyx_v_self->table, __pyx_t_3);

    /* "pandas/src/hashtable_class_helper.pxi":173
 *     def __cinit__(self, size_hint=1):
 *         self.table = kh_init_float64()
 *         if size_hint is not None:             # <<<<<<<<<<<<<<
 *             kh_resize_float64(self.table, size_hint)
 * 
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":171
 * cdef class Float64HashTable(HashTable):
 * 
 *     def __cinit__(self, size_hint=1):             # <<<<<<<<<<<<<<
 *         self.table = kh_init_float64()
 *         if size_hint is not None:
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":176
 *             kh_resize_float64(self.table, size_hint)
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.table.size
 * 
 */

/* Python wrapper */
static Py_ssize_t __pyx_pw_6pandas_9hashtable_16Float64HashTable_3__len__(PyObject *__pyx_v_self); /*proto*/
static Py_ssize_t __pyx_pw_6pandas_9hashtable_16Float64HashTable_3__len__(PyObject *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_2__len__(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static Py_ssize_t __pyx_pf_6pandas_9hashtable_16Float64HashTable_2__len__(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":177
 * 
 *     def __len__(self):
 *         return self.table.size             # <<<<<<<<<<<<<<
 * 
 *     def __dealloc__(self):
 */
  __pyx_r = __pyx_v_self->table->size;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":176
 *             kh_resize_float64(self.table, size_hint)
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.table.size
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":179
 *         return self.table.size
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         kh_destroy_float64(self.table)
 * 
 */

/* Python wrapper */
static void __pyx_pw_6pandas_9hashtable_16Float64HashTable_5__dealloc__(PyObject *__pyx_v_self); /*proto*/
static void __pyx_pw_6pandas_9hashtable_16Float64HashTable_5__dealloc__(PyObject *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__ (wrapper)", 0);
  __pyx_pf_6pandas_9hashtable_16Float64HashTable_4__dealloc__(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_pf_6pandas_9hashtable_16Float64HashTable_4__dealloc__(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":180
 * 
 *     def __dealloc__(self):
 *         kh_destroy_float64(self.table)             # <<<<<<<<<<<<<<
 * 
 *     def __contains__(self, object key):
 */
  kh_destroy_float64(__pyx_v_self->table);

  /* "pandas/src/hashtable_class_helper.pxi":179
 *         return self.table.size
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         kh_destroy_float64(self.table)
 * 
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "pandas/src/hashtable_class_helper.pxi":182
 *         kh_destroy_float64(self.table)
 * 
 *     def __contains__(self, object key):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_float64(self.table, key)
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_16Float64HashTable_7__contains__(PyObject *__pyx_v_self, PyObject *__pyx_v_key); /*proto*/
static int __pyx_pw_6pandas_9hashtable_16Float64HashTable_7__contains__(PyObject *__pyx_v_self, PyObject *__pyx_v_key) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__contains__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_6__contains__(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), ((PyObject *)__pyx_v_key));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_16Float64HashTable_6__contains__(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, PyObject *__pyx_v_key) {
  khiter_t __pyx_v_k;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __pyx_t_5numpy_float64_t __pyx_t_1;
  __Pyx_RefNannySetupContext("__contains__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":184
 *     def __contains__(self, object key):
 *         cdef khiter_t k
 *         k = kh_get_float64(self.table, key)             # <<<<<<<<<<<<<<
 *         return k != self.table.n_buckets
 * 
 */
  __pyx_t_1 = __pyx_PyFloat_AsDouble(__pyx_v_key); if (unlikely((__pyx_t_1 == (npy_float64)-1) && PyErr_Occurred())) __PYX_ERR(0, 184, __pyx_L1_error)
  __pyx_v_k = kh_get_float64(__pyx_v_self->table, __pyx_t_1);

  /* "pandas/src/hashtable_class_helper.pxi":185
 *         cdef khiter_t k
 *         k = kh_get_float64(self.table, key)
 *         return k != self.table.n_buckets             # <<<<<<<<<<<<<<
 * 
 *     cpdef get_item(self, float64_t val):
 */
  __pyx_r = (__pyx_v_k != __pyx_v_self->table->n_buckets);
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":182
 *         kh_destroy_float64(self.table)
 * 
 *     def __contains__(self, object key):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_float64(self.table, key)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.__contains__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":187
 *         return k != self.table.n_buckets
 * 
 *     cpdef get_item(self, float64_t val):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_float64(self.table, val)
 */

static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_9get_item(PyObject *__pyx_v_self, PyObject *__pyx_arg_val); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_16Float64HashTable_get_item(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_val, int __pyx_skip_dispatch) {
  khiter_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  __Pyx_RefNannySetupContext("get_item", 0);
  /* Check if called by wrapper */
  if (unlikely(__pyx_skip_dispatch)) ;
  /* Check if overridden in Python */
  else if (unlikely(Py_TYPE(((PyObject *)__pyx_v_self))->tp_dictoffset != 0)) {
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_get_item); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 187, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (!PyCFunction_Check(__pyx_t_1) || (PyCFunction_GET_FUNCTION(__pyx_t_1) != (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_9get_item)) {
      __Pyx_XDECREF(__pyx_r);
      __pyx_t_3 = PyFloat_FromDouble(__pyx_v_val); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 187, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_1);
      __pyx_t_4 = __pyx_t_1; __pyx_t_5 = NULL;
      if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
        __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_4);
        if (likely(__pyx_t_5)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
          __Pyx_INCREF(__pyx_t_5);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_4, function);
        }
      }
      if (!__pyx_t_5) {
        __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 187, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_GOTREF(__pyx_t_2);
      } else {
        __pyx_t_6 = PyTuple_New(1+1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 187, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);
        __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_5); __pyx_t_5 = NULL;
        __Pyx_GIVEREF(__pyx_t_3);
        PyTuple_SET_ITEM(__pyx_t_6, 0+1, __pyx_t_3);
        __pyx_t_3 = 0;
        __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_6, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 187, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      }
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_r = __pyx_t_2;
      __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      goto __pyx_L0;
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }

  /* "pandas/src/hashtable_class_helper.pxi":189
 *     cpdef get_item(self, float64_t val):
 *         cdef khiter_t k
 *         k = kh_get_float64(self.table, val)             # <<<<<<<<<<<<<<
 *         if k != self.table.n_buckets:
 *             return self.table.vals[k]
 */
  __pyx_v_k = kh_get_float64(__pyx_v_self->table, __pyx_v_val);

  /* "pandas/src/hashtable_class_helper.pxi":190
 *         cdef khiter_t k
 *         k = kh_get_float64(self.table, val)
 *         if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *             return self.table.vals[k]
 *         else:
 */
  __pyx_t_7 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
  if (__pyx_t_7) {

    /* "pandas/src/hashtable_class_helper.pxi":191
 *         k = kh_get_float64(self.table, val)
 *         if k != self.table.n_buckets:
 *             return self.table.vals[k]             # <<<<<<<<<<<<<<
 *         else:
 *             raise KeyError(val)
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = __Pyx_PyInt_FromSize_t((__pyx_v_self->table->vals[__pyx_v_k])); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 191, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;

    /* "pandas/src/hashtable_class_helper.pxi":190
 *         cdef khiter_t k
 *         k = kh_get_float64(self.table, val)
 *         if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *             return self.table.vals[k]
 *         else:
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":193
 *             return self.table.vals[k]
 *         else:
 *             raise KeyError(val)             # <<<<<<<<<<<<<<
 * 
 *     def get_iter_test(self, float64_t key, Py_ssize_t iterations):
 */
  /*else*/ {
    __pyx_t_1 = PyFloat_FromDouble(__pyx_v_val); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 193, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 193, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_KeyError, __pyx_t_2, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 193, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(0, 193, __pyx_L1_error)
  }

  /* "pandas/src/hashtable_class_helper.pxi":187
 *         return k != self.table.n_buckets
 * 
 *     cpdef get_item(self, float64_t val):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_float64(self.table, val)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_9get_item(PyObject *__pyx_v_self, PyObject *__pyx_arg_val); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_9get_item(PyObject *__pyx_v_self, PyObject *__pyx_arg_val) {
  __pyx_t_5numpy_float64_t __pyx_v_val;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_item (wrapper)", 0);
  assert(__pyx_arg_val); {
    __pyx_v_val = __pyx_PyFloat_AsDouble(__pyx_arg_val); if (unlikely((__pyx_v_val == (npy_float64)-1) && PyErr_Occurred())) __PYX_ERR(0, 187, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_8get_item(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), ((__pyx_t_5numpy_float64_t)__pyx_v_val));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_8get_item(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_val) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("get_item", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_16Float64HashTable_get_item(__pyx_v_self, __pyx_v_val, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 187, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":195
 *             raise KeyError(val)
 * 
 *     def get_iter_test(self, float64_t key, Py_ssize_t iterations):             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t i, val=0
 *         for i in range(iterations):
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_11get_iter_test(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_11get_iter_test(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  CYTHON_UNUSED __pyx_t_5numpy_float64_t __pyx_v_key;
  Py_ssize_t __pyx_v_iterations;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_iter_test (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_key,&__pyx_n_s_iterations,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_key)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_iterations)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_iter_test", 1, 2, 2, 1); __PYX_ERR(0, 195, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "get_iter_test") < 0)) __PYX_ERR(0, 195, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_key = __pyx_PyFloat_AsDouble(values[0]); if (unlikely((__pyx_v_key == (npy_float64)-1) && PyErr_Occurred())) __PYX_ERR(0, 195, __pyx_L3_error)
    __pyx_v_iterations = __Pyx_PyIndex_AsSsize_t(values[1]); if (unlikely((__pyx_v_iterations == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 195, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("get_iter_test", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 195, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.get_iter_test", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_10get_iter_test(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), __pyx_v_key, __pyx_v_iterations);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_10get_iter_test(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, CYTHON_UNUSED __pyx_t_5numpy_float64_t __pyx_v_key, Py_ssize_t __pyx_v_iterations) {
  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_val;
  khint_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  int __pyx_t_3;
  __Pyx_RefNannySetupContext("get_iter_test", 0);

  /* "pandas/src/hashtable_class_helper.pxi":196
 * 
 *     def get_iter_test(self, float64_t key, Py_ssize_t iterations):
 *         cdef Py_ssize_t i, val=0             # <<<<<<<<<<<<<<
 *         for i in range(iterations):
 *             k = kh_get_float64(self.table, val)
 */
  __pyx_v_val = 0;

  /* "pandas/src/hashtable_class_helper.pxi":197
 *     def get_iter_test(self, float64_t key, Py_ssize_t iterations):
 *         cdef Py_ssize_t i, val=0
 *         for i in range(iterations):             # <<<<<<<<<<<<<<
 *             k = kh_get_float64(self.table, val)
 *             if k != self.table.n_buckets:
 */
  __pyx_t_1 = __pyx_v_iterations;
  for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_1; __pyx_t_2+=1) {
    __pyx_v_i = __pyx_t_2;

    /* "pandas/src/hashtable_class_helper.pxi":198
 *         cdef Py_ssize_t i, val=0
 *         for i in range(iterations):
 *             k = kh_get_float64(self.table, val)             # <<<<<<<<<<<<<<
 *             if k != self.table.n_buckets:
 *                 val = self.table.vals[k]
 */
    __pyx_v_k = kh_get_float64(__pyx_v_self->table, __pyx_v_val);

    /* "pandas/src/hashtable_class_helper.pxi":199
 *         for i in range(iterations):
 *             k = kh_get_float64(self.table, val)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 val = self.table.vals[k]
 * 
 */
    __pyx_t_3 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
    if (__pyx_t_3) {

      /* "pandas/src/hashtable_class_helper.pxi":200
 *             k = kh_get_float64(self.table, val)
 *             if k != self.table.n_buckets:
 *                 val = self.table.vals[k]             # <<<<<<<<<<<<<<
 * 
 *     cpdef set_item(self, float64_t key, Py_ssize_t val):
 */
      __pyx_v_val = (__pyx_v_self->table->vals[__pyx_v_k]);

      /* "pandas/src/hashtable_class_helper.pxi":199
 *         for i in range(iterations):
 *             k = kh_get_float64(self.table, val)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 val = self.table.vals[k]
 * 
 */
    }
  }

  /* "pandas/src/hashtable_class_helper.pxi":195
 *             raise KeyError(val)
 * 
 *     def get_iter_test(self, float64_t key, Py_ssize_t iterations):             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t i, val=0
 *         for i in range(iterations):
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":202
 *                 val = self.table.vals[k]
 * 
 *     cpdef set_item(self, float64_t key, Py_ssize_t val):             # <<<<<<<<<<<<<<
 *         cdef:
 *             khiter_t k
 */

static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_13set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_16Float64HashTable_set_item(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_key, Py_ssize_t __pyx_v_val, int __pyx_skip_dispatch) {
  khiter_t __pyx_v_k;
  int __pyx_v_ret;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  Py_ssize_t __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  int __pyx_t_9;
  __Pyx_RefNannySetupContext("set_item", 0);
  /* Check if called by wrapper */
  if (unlikely(__pyx_skip_dispatch)) ;
  /* Check if overridden in Python */
  else if (unlikely(Py_TYPE(((PyObject *)__pyx_v_self))->tp_dictoffset != 0)) {
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_set_item); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 202, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (!PyCFunction_Check(__pyx_t_1) || (PyCFunction_GET_FUNCTION(__pyx_t_1) != (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_13set_item)) {
      __Pyx_XDECREF(__pyx_r);
      __pyx_t_3 = PyFloat_FromDouble(__pyx_v_key); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 202, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyInt_FromSsize_t(__pyx_v_val); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 202, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_1);
      __pyx_t_5 = __pyx_t_1; __pyx_t_6 = NULL;
      __pyx_t_7 = 0;
      if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_5))) {
        __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_5);
        if (likely(__pyx_t_6)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
          __Pyx_INCREF(__pyx_t_6);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_5, function);
          __pyx_t_7 = 1;
        }
      }
      __pyx_t_8 = PyTuple_New(2+__pyx_t_7); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 202, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      if (__pyx_t_6) {
        __Pyx_GIVEREF(__pyx_t_6); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_6); __pyx_t_6 = NULL;
      }
      __Pyx_GIVEREF(__pyx_t_3);
      PyTuple_SET_ITEM(__pyx_t_8, 0+__pyx_t_7, __pyx_t_3);
      __Pyx_GIVEREF(__pyx_t_4);
      PyTuple_SET_ITEM(__pyx_t_8, 1+__pyx_t_7, __pyx_t_4);
      __pyx_t_3 = 0;
      __pyx_t_4 = 0;
      __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_8, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 202, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_r = __pyx_t_2;
      __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      goto __pyx_L0;
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }

  /* "pandas/src/hashtable_class_helper.pxi":205
 *         cdef:
 *             khiter_t k
 *             int ret = 0             # <<<<<<<<<<<<<<
 * 
 *         k = kh_put_float64(self.table, key, &ret)
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":207
 *             int ret = 0
 * 
 *         k = kh_put_float64(self.table, key, &ret)             # <<<<<<<<<<<<<<
 *         self.table.keys[k] = key
 *         if kh_exist_float64(self.table, k):
 */
  __pyx_v_k = kh_put_float64(__pyx_v_self->table, __pyx_v_key, (&__pyx_v_ret));

  /* "pandas/src/hashtable_class_helper.pxi":208
 * 
 *         k = kh_put_float64(self.table, key, &ret)
 *         self.table.keys[k] = key             # <<<<<<<<<<<<<<
 *         if kh_exist_float64(self.table, k):
 *             self.table.vals[k] = val
 */
  (__pyx_v_self->table->keys[__pyx_v_k]) = __pyx_v_key;

  /* "pandas/src/hashtable_class_helper.pxi":209
 *         k = kh_put_float64(self.table, key, &ret)
 *         self.table.keys[k] = key
 *         if kh_exist_float64(self.table, k):             # <<<<<<<<<<<<<<
 *             self.table.vals[k] = val
 *         else:
 */
  __pyx_t_9 = (kh_exist_float64(__pyx_v_self->table, __pyx_v_k) != 0);
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_class_helper.pxi":210
 *         self.table.keys[k] = key
 *         if kh_exist_float64(self.table, k):
 *             self.table.vals[k] = val             # <<<<<<<<<<<<<<
 *         else:
 *             raise KeyError(key)
 */
    (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_val;

    /* "pandas/src/hashtable_class_helper.pxi":209
 *         k = kh_put_float64(self.table, key, &ret)
 *         self.table.keys[k] = key
 *         if kh_exist_float64(self.table, k):             # <<<<<<<<<<<<<<
 *             self.table.vals[k] = val
 *         else:
 */
    goto __pyx_L3;
  }

  /* "pandas/src/hashtable_class_helper.pxi":212
 *             self.table.vals[k] = val
 *         else:
 *             raise KeyError(key)             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
  /*else*/ {
    __pyx_t_1 = PyFloat_FromDouble(__pyx_v_key); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 212, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 212, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_KeyError, __pyx_t_2, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 212, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(0, 212, __pyx_L1_error)
  }
  __pyx_L3:;

  /* "pandas/src/hashtable_class_helper.pxi":202
 *                 val = self.table.vals[k]
 * 
 *     cpdef set_item(self, float64_t key, Py_ssize_t val):             # <<<<<<<<<<<<<<
 *         cdef:
 *             khiter_t k
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_13set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_13set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __pyx_t_5numpy_float64_t __pyx_v_key;
  Py_ssize_t __pyx_v_val;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("set_item (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_key,&__pyx_n_s_val,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_key)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_val)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("set_item", 1, 2, 2, 1); __PYX_ERR(0, 202, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "set_item") < 0)) __PYX_ERR(0, 202, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_key = __pyx_PyFloat_AsDouble(values[0]); if (unlikely((__pyx_v_key == (npy_float64)-1) && PyErr_Occurred())) __PYX_ERR(0, 202, __pyx_L3_error)
    __pyx_v_val = __Pyx_PyIndex_AsSsize_t(values[1]); if (unlikely((__pyx_v_val == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 202, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("set_item", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 202, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_12set_item(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), __pyx_v_key, __pyx_v_val);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_12set_item(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_key, Py_ssize_t __pyx_v_val) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("set_item", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_16Float64HashTable_set_item(__pyx_v_self, __pyx_v_key, __pyx_v_val, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 202, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":215
 * 
 *     @cython.boundscheck(False)
 *     def map(self, float64_t[:] keys, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_15map(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_15map(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __Pyx_memviewslice __pyx_v_keys = { 0, 0, { 0 }, { 0 }, { 0 } };
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("map (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_keys,&__pyx_n_s_values,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_keys)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("map", 1, 2, 2, 1); __PYX_ERR(0, 215, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "map") < 0)) __PYX_ERR(0, 215, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_keys = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(values[0]); if (unlikely(!__pyx_v_keys.memview)) __PYX_ERR(0, 215, __pyx_L3_error)
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(values[1]); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 215, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("map", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 215, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.map", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_14map(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), __pyx_v_keys, __pyx_v_values);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_14map(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_keys, __Pyx_memviewslice __pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  __pyx_t_5numpy_float64_t __pyx_v_key;
  khiter_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  Py_ssize_t __pyx_t_5;
  __Pyx_RefNannySetupContext("map", 0);

  /* "pandas/src/hashtable_class_helper.pxi":217
 *     def map(self, float64_t[:] keys, int64_t[:] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             float64_t key
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 217, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 217, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":218
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             float64_t key
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":222
 *             khiter_t k
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 key = keys[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":223
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 key = keys[i]
 *                 k = kh_put_float64(self.table, key, &ret)
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
          __pyx_v_i = __pyx_t_3;

          /* "pandas/src/hashtable_class_helper.pxi":224
 *         with nogil:
 *             for i in range(n):
 *                 key = keys[i]             # <<<<<<<<<<<<<<
 *                 k = kh_put_float64(self.table, key, &ret)
 *                 self.table.vals[k] = <Py_ssize_t> values[i]
 */
          __pyx_t_4 = __pyx_v_i;
          if (__pyx_t_4 < 0) __pyx_t_4 += __pyx_v_keys.shape[0];
          __pyx_v_key = (*((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_keys.data + __pyx_t_4 * __pyx_v_keys.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":225
 *             for i in range(n):
 *                 key = keys[i]
 *                 k = kh_put_float64(self.table, key, &ret)             # <<<<<<<<<<<<<<
 *                 self.table.vals[k] = <Py_ssize_t> values[i]
 * 
 */
          __pyx_v_k = kh_put_float64(__pyx_v_self->table, __pyx_v_key, (&__pyx_v_ret));

          /* "pandas/src/hashtable_class_helper.pxi":226
 *                 key = keys[i]
 *                 k = kh_put_float64(self.table, key, &ret)
 *                 self.table.vals[k] = <Py_ssize_t> values[i]             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
          __pyx_t_5 = __pyx_v_i;
          if (__pyx_t_5 < 0) __pyx_t_5 += __pyx_v_values.shape[0];
          (__pyx_v_self->table->vals[__pyx_v_k]) = ((Py_ssize_t)(*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_5 * __pyx_v_values.strides[0]) ))));
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":222
 *             khiter_t k
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 key = keys[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":215
 * 
 *     @cython.boundscheck(False)
 *     def map(self, float64_t[:] keys, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.map", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_keys, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":229
 * 
 *     @cython.boundscheck(False)
 *     def map_locations(self, ndarray[float64_t, ndim=1] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_17map_locations(PyObject *__pyx_v_self, PyObject *__pyx_v_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_17map_locations(PyObject *__pyx_v_self, PyObject *__pyx_v_values) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("map_locations (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(0, 229, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_16map_locations(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), ((PyArrayObject *)__pyx_v_values));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_16map_locations(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  __pyx_t_5numpy_float64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  __Pyx_RefNannySetupContext("map_locations", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(0, 229, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/src/hashtable_class_helper.pxi":231
 *     def map_locations(self, ndarray[float64_t, ndim=1] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             float64_t val
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 231, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/src/hashtable_class_helper.pxi":232
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             float64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":236
 *             khiter_t k
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":237
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 *                 k = kh_put_float64(self.table, val, &ret)
 */
        __pyx_t_1 = __pyx_v_n;
        for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_1; __pyx_t_2+=1) {
          __pyx_v_i = __pyx_t_2;

          /* "pandas/src/hashtable_class_helper.pxi":238
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 *                 k = kh_put_float64(self.table, val, &ret)
 *                 self.table.vals[k] = i
 */
          __pyx_t_3 = __pyx_v_i;
          if (__pyx_t_3 < 0) __pyx_t_3 += __pyx_pybuffernd_values.diminfo[0].shape;
          __pyx_v_val = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_float64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_3, __pyx_pybuffernd_values.diminfo[0].strides));

          /* "pandas/src/hashtable_class_helper.pxi":239
 *             for i in range(n):
 *                 val = values[i]
 *                 k = kh_put_float64(self.table, val, &ret)             # <<<<<<<<<<<<<<
 *                 self.table.vals[k] = i
 * 
 */
          __pyx_v_k = kh_put_float64(__pyx_v_self->table, __pyx_v_val, (&__pyx_v_ret));

          /* "pandas/src/hashtable_class_helper.pxi":240
 *                 val = values[i]
 *                 k = kh_put_float64(self.table, val, &ret)
 *                 self.table.vals[k] = i             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
          (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_i;
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":236
 *             khiter_t k
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":229
 * 
 *     @cython.boundscheck(False)
 *     def map_locations(self, ndarray[float64_t, ndim=1] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.map_locations", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":243
 * 
 *     @cython.boundscheck(False)
 *     def lookup(self, float64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_19lookup(PyObject *__pyx_v_self, PyObject *__pyx_arg_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_19lookup(PyObject *__pyx_v_self, PyObject *__pyx_arg_values) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("lookup (wrapper)", 0);
  assert(__pyx_arg_values); {
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(__pyx_arg_values); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 243, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.lookup", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_18lookup(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), __pyx_v_values);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_18lookup(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  CYTHON_UNUSED int __pyx_v_ret;
  __pyx_t_5numpy_float64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  __Pyx_memviewslice __pyx_v_locs = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_memviewslice __pyx_t_7 = { 0, 0, { 0 }, { 0 }, { 0 } };
  Py_ssize_t __pyx_t_8;
  Py_ssize_t __pyx_t_9;
  int __pyx_t_10;
  Py_ssize_t __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  __Pyx_RefNannySetupContext("lookup", 0);

  /* "pandas/src/hashtable_class_helper.pxi":245
 *     def lookup(self, float64_t[:] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             float64_t val
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_float64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_float64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 245, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 245, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":246
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             float64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":249
 *             float64_t val
 *             khiter_t k
 *             int64_t[:] locs = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 * 
 *         with nogil:
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_7 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_6);
  if (unlikely(!__pyx_t_7.memview)) __PYX_ERR(0, 249, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_locs = __pyx_t_7;
  __pyx_t_7.memview = NULL;
  __pyx_t_7.data = NULL;

  /* "pandas/src/hashtable_class_helper.pxi":251
 *             int64_t[:] locs = np.empty(n, dtype=np.int64)
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":252
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 *                 k = kh_get_float64(self.table, val)
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_2; __pyx_t_8+=1) {
          __pyx_v_i = __pyx_t_8;

          /* "pandas/src/hashtable_class_helper.pxi":253
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 *                 k = kh_get_float64(self.table, val)
 *                 if k != self.table.n_buckets:
 */
          __pyx_t_9 = __pyx_v_i;
          if (__pyx_t_9 < 0) __pyx_t_9 += __pyx_v_values.shape[0];
          __pyx_v_val = (*((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_9 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":254
 *             for i in range(n):
 *                 val = values[i]
 *                 k = kh_get_float64(self.table, val)             # <<<<<<<<<<<<<<
 *                 if k != self.table.n_buckets:
 *                     locs[i] = self.table.vals[k]
 */
          __pyx_v_k = kh_get_float64(__pyx_v_self->table, __pyx_v_val);

          /* "pandas/src/hashtable_class_helper.pxi":255
 *                 val = values[i]
 *                 k = kh_get_float64(self.table, val)
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     locs[i] = self.table.vals[k]
 *                 else:
 */
          __pyx_t_10 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
          if (__pyx_t_10) {

            /* "pandas/src/hashtable_class_helper.pxi":256
 *                 k = kh_get_float64(self.table, val)
 *                 if k != self.table.n_buckets:
 *                     locs[i] = self.table.vals[k]             # <<<<<<<<<<<<<<
 *                 else:
 *                     locs[i] = -1
 */
            __pyx_t_11 = __pyx_v_i;
            if (__pyx_t_11 < 0) __pyx_t_11 += __pyx_v_locs.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_locs.data + __pyx_t_11 * __pyx_v_locs.strides[0]) )) = (__pyx_v_self->table->vals[__pyx_v_k]);

            /* "pandas/src/hashtable_class_helper.pxi":255
 *                 val = values[i]
 *                 k = kh_get_float64(self.table, val)
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     locs[i] = self.table.vals[k]
 *                 else:
 */
            goto __pyx_L8;
          }

          /* "pandas/src/hashtable_class_helper.pxi":258
 *                     locs[i] = self.table.vals[k]
 *                 else:
 *                     locs[i] = -1             # <<<<<<<<<<<<<<
 * 
 *         return np.asarray(locs)
 */
          /*else*/ {
            __pyx_t_12 = __pyx_v_i;
            if (__pyx_t_12 < 0) __pyx_t_12 += __pyx_v_locs.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_locs.data + __pyx_t_12 * __pyx_v_locs.strides[0]) )) = -1LL;
          }
          __pyx_L8:;
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":251
 *             int64_t[:] locs = np.empty(n, dtype=np.int64)
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":260
 *                     locs[i] = -1
 * 
 *         return np.asarray(locs)             # <<<<<<<<<<<<<<
 * 
 *     def factorize(self, float64_t values):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 260, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_asarray); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 260, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_locs, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 260, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  if (!__pyx_t_3) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 260, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_GOTREF(__pyx_t_6);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 260, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_5, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 260, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":243
 * 
 *     @cython.boundscheck(False)
 *     def lookup(self, float64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __PYX_XDEC_MEMVIEW(&__pyx_t_7, 1);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.lookup", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_locs, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":262
 *         return np.asarray(locs)
 * 
 *     def factorize(self, float64_t values):             # <<<<<<<<<<<<<<
 *         uniques = Float64Vector()
 *         labels = self.get_labels(values, uniques, 0, 0)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_21factorize(PyObject *__pyx_v_self, PyObject *__pyx_arg_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_21factorize(PyObject *__pyx_v_self, PyObject *__pyx_arg_values) {
  __pyx_t_5numpy_float64_t __pyx_v_values;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("factorize (wrapper)", 0);
  assert(__pyx_arg_values); {
    __pyx_v_values = __pyx_PyFloat_AsDouble(__pyx_arg_values); if (unlikely((__pyx_v_values == (npy_float64)-1) && PyErr_Occurred())) __PYX_ERR(0, 262, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.factorize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_20factorize(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), ((__pyx_t_5numpy_float64_t)__pyx_v_values));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_20factorize(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __pyx_t_5numpy_float64_t __pyx_v_values) {
  struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_uniques = NULL;
  PyObject *__pyx_v_labels = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  Py_ssize_t __pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("factorize", 0);

  /* "pandas/src/hashtable_class_helper.pxi":263
 * 
 *     def factorize(self, float64_t values):
 *         uniques = Float64Vector()             # <<<<<<<<<<<<<<
 *         labels = self.get_labels(values, uniques, 0, 0)
 *         return uniques.to_array(), labels
 */
  __pyx_t_1 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_Float64Vector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 263, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_Float64Vector *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":264
 *     def factorize(self, float64_t values):
 *         uniques = Float64Vector()
 *         labels = self.get_labels(values, uniques, 0, 0)             # <<<<<<<<<<<<<<
 *         return uniques.to_array(), labels
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_get_labels); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 264, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = PyFloat_FromDouble(__pyx_v_values); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 264, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = NULL;
  __pyx_t_5 = 0;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
      __pyx_t_5 = 1;
    }
  }
  __pyx_t_6 = PyTuple_New(4+__pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 264, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  if (__pyx_t_4) {
    __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4); __pyx_t_4 = NULL;
  }
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_5, __pyx_t_3);
  __Pyx_INCREF(((PyObject *)__pyx_v_uniques));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_uniques));
  PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_5, ((PyObject *)__pyx_v_uniques));
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_6, 2+__pyx_t_5, __pyx_int_0);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_6, 3+__pyx_t_5, __pyx_int_0);
  __pyx_t_3 = 0;
  __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 264, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_labels = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":265
 *         uniques = Float64Vector()
 *         labels = self.get_labels(values, uniques, 0, 0)
 *         return uniques.to_array(), labels             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 265, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_6 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_6)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  if (__pyx_t_6) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 265, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  } else {
    __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 265, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 265, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
  __Pyx_INCREF(__pyx_v_labels);
  __Pyx_GIVEREF(__pyx_v_labels);
  PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_v_labels);
  __pyx_t_1 = 0;
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":262
 *         return np.asarray(locs)
 * 
 *     def factorize(self, float64_t values):             # <<<<<<<<<<<<<<
 *         uniques = Float64Vector()
 *         labels = self.get_labels(values, uniques, 0, 0)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.factorize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_uniques);
  __Pyx_XDECREF(__pyx_v_labels);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":268
 * 
 *     @cython.boundscheck(False)
 *     def get_labels(self, float64_t[:] values, Float64Vector uniques,             # <<<<<<<<<<<<<<
 *                    Py_ssize_t count_prior, Py_ssize_t na_sentinel,
 *                    bint check_null=True):
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_23get_labels(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_23get_labels(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_uniques = 0;
  Py_ssize_t __pyx_v_count_prior;
  Py_ssize_t __pyx_v_na_sentinel;
  int __pyx_v_check_null;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_labels (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_uniques,&__pyx_n_s_count_prior,&__pyx_n_s_na_sentinel,&__pyx_n_s_check_null,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_uniques)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, 1); __PYX_ERR(0, 268, __pyx_L3_error)
        }
        case  2:
        if (likely((values[2] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_count_prior)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, 2); __PYX_ERR(0, 268, __pyx_L3_error)
        }
        case  3:
        if (likely((values[3] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_na_sentinel)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, 3); __PYX_ERR(0, 268, __pyx_L3_error)
        }
        case  4:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_check_null);
          if (value) { values[4] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "get_labels") < 0)) __PYX_ERR(0, 268, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(values[0]); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 268, __pyx_L3_error)
    __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_Float64Vector *)values[1]);
    __pyx_v_count_prior = __Pyx_PyIndex_AsSsize_t(values[2]); if (unlikely((__pyx_v_count_prior == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 269, __pyx_L3_error)
    __pyx_v_na_sentinel = __Pyx_PyIndex_AsSsize_t(values[3]); if (unlikely((__pyx_v_na_sentinel == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 269, __pyx_L3_error)
    if (values[4]) {
      __pyx_v_check_null = __Pyx_PyObject_IsTrue(values[4]); if (unlikely((__pyx_v_check_null == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 270, __pyx_L3_error)
    } else {

      /* "pandas/src/hashtable_class_helper.pxi":270
 *     def get_labels(self, float64_t[:] values, Float64Vector uniques,
 *                    Py_ssize_t count_prior, Py_ssize_t na_sentinel,
 *                    bint check_null=True):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */
      __pyx_v_check_null = ((int)1);
    }
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 268, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.get_labels", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_uniques), __pyx_ptype_6pandas_9hashtable_Float64Vector, 1, "uniques", 0))) __PYX_ERR(0, 268, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_22get_labels(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), __pyx_v_values, __pyx_v_uniques, __pyx_v_count_prior, __pyx_v_na_sentinel, __pyx_v_check_null);

  /* "pandas/src/hashtable_class_helper.pxi":268
 * 
 *     @cython.boundscheck(False)
 *     def get_labels(self, float64_t[:] values, Float64Vector uniques,             # <<<<<<<<<<<<<<
 *                    Py_ssize_t count_prior, Py_ssize_t na_sentinel,
 *                    bint check_null=True):
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_22get_labels(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values, struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_uniques, Py_ssize_t __pyx_v_count_prior, Py_ssize_t __pyx_v_na_sentinel, int __pyx_v_check_null) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  __Pyx_memviewslice __pyx_v_labels = { 0, 0, { 0 }, { 0 }, { 0 } };
  Py_ssize_t __pyx_v_idx;
  Py_ssize_t __pyx_v_count;
  int __pyx_v_ret;
  __pyx_t_5numpy_float64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  __pyx_t_6pandas_9hashtable_Float64VectorData *__pyx_v_ud;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_memviewslice __pyx_t_7 = { 0, 0, { 0 }, { 0 }, { 0 } };
  __pyx_t_6pandas_9hashtable_Float64VectorData *__pyx_t_8;
  Py_ssize_t __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  int __pyx_t_11;
  int __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  Py_ssize_t __pyx_t_14;
  Py_ssize_t __pyx_t_15;
  __Pyx_RefNannySetupContext("get_labels", 0);

  /* "pandas/src/hashtable_class_helper.pxi":272
 *                    bint check_null=True):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = count_prior
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_float64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_float64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 272, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 272, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":274
 *             Py_ssize_t i, n = len(values)
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = count_prior             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             float64_t val
 */
  __pyx_v_count = __pyx_v_count_prior;

  /* "pandas/src/hashtable_class_helper.pxi":275
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = count_prior
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             float64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":280
 *             Float64VectorData *ud
 * 
 *         labels = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 *         ud = uniques.data
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_7 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_6);
  if (unlikely(!__pyx_t_7.memview)) __PYX_ERR(0, 280, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_labels = __pyx_t_7;
  __pyx_t_7.memview = NULL;
  __pyx_t_7.data = NULL;

  /* "pandas/src/hashtable_class_helper.pxi":281
 * 
 *         labels = np.empty(n, dtype=np.int64)
 *         ud = uniques.data             # <<<<<<<<<<<<<<
 * 
 *         with nogil:
 */
  __pyx_t_8 = __pyx_v_uniques->data;
  __pyx_v_ud = __pyx_t_8;

  /* "pandas/src/hashtable_class_helper.pxi":283
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":284
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 * 
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_2; __pyx_t_9+=1) {
          __pyx_v_i = __pyx_t_9;

          /* "pandas/src/hashtable_class_helper.pxi":285
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 * 
 *                 if check_null and val != val:
 */
          __pyx_t_10 = __pyx_v_i;
          if (__pyx_t_10 < 0) __pyx_t_10 += __pyx_v_values.shape[0];
          __pyx_v_val = (*((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_10 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":287
 *                 val = values[i]
 * 
 *                 if check_null and val != val:             # <<<<<<<<<<<<<<
 *                     labels[i] = na_sentinel
 *                     continue
 */
          __pyx_t_12 = (__pyx_v_check_null != 0);
          if (__pyx_t_12) {
          } else {
            __pyx_t_11 = __pyx_t_12;
            goto __pyx_L9_bool_binop_done;
          }
          __pyx_t_12 = ((__pyx_v_val != __pyx_v_val) != 0);
          __pyx_t_11 = __pyx_t_12;
          __pyx_L9_bool_binop_done:;
          if (__pyx_t_11) {

            /* "pandas/src/hashtable_class_helper.pxi":288
 * 
 *                 if check_null and val != val:
 *                     labels[i] = na_sentinel             # <<<<<<<<<<<<<<
 *                     continue
 * 
 */
            __pyx_t_13 = __pyx_v_i;
            if (__pyx_t_13 < 0) __pyx_t_13 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_13 * __pyx_v_labels.strides[0]) )) = __pyx_v_na_sentinel;

            /* "pandas/src/hashtable_class_helper.pxi":289
 *                 if check_null and val != val:
 *                     labels[i] = na_sentinel
 *                     continue             # <<<<<<<<<<<<<<
 * 
 *                 k = kh_get_float64(self.table, val)
 */
            goto __pyx_L6_continue;

            /* "pandas/src/hashtable_class_helper.pxi":287
 *                 val = values[i]
 * 
 *                 if check_null and val != val:             # <<<<<<<<<<<<<<
 *                     labels[i] = na_sentinel
 *                     continue
 */
          }

          /* "pandas/src/hashtable_class_helper.pxi":291
 *                     continue
 * 
 *                 k = kh_get_float64(self.table, val)             # <<<<<<<<<<<<<<
 * 
 *                 if k != self.table.n_buckets:
 */
          __pyx_v_k = kh_get_float64(__pyx_v_self->table, __pyx_v_val);

          /* "pandas/src/hashtable_class_helper.pxi":293
 *                 k = kh_get_float64(self.table, val)
 * 
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx
 */
          __pyx_t_11 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
          if (__pyx_t_11) {

            /* "pandas/src/hashtable_class_helper.pxi":294
 * 
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]             # <<<<<<<<<<<<<<
 *                     labels[i] = idx
 *                 else:
 */
            __pyx_v_idx = (__pyx_v_self->table->vals[__pyx_v_k]);

            /* "pandas/src/hashtable_class_helper.pxi":295
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx             # <<<<<<<<<<<<<<
 *                 else:
 *                     k = kh_put_float64(self.table, val, &ret)
 */
            __pyx_t_14 = __pyx_v_i;
            if (__pyx_t_14 < 0) __pyx_t_14 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_14 * __pyx_v_labels.strides[0]) )) = __pyx_v_idx;

            /* "pandas/src/hashtable_class_helper.pxi":293
 *                 k = kh_get_float64(self.table, val)
 * 
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx
 */
            goto __pyx_L11;
          }

          /* "pandas/src/hashtable_class_helper.pxi":297
 *                     labels[i] = idx
 *                 else:
 *                     k = kh_put_float64(self.table, val, &ret)             # <<<<<<<<<<<<<<
 *                     self.table.vals[k] = count
 * 
 */
          /*else*/ {
            __pyx_v_k = kh_put_float64(__pyx_v_self->table, __pyx_v_val, (&__pyx_v_ret));

            /* "pandas/src/hashtable_class_helper.pxi":298
 *                 else:
 *                     k = kh_put_float64(self.table, val, &ret)
 *                     self.table.vals[k] = count             # <<<<<<<<<<<<<<
 * 
 *                     if needs_resize(ud):
 */
            (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_count;

            /* "pandas/src/hashtable_class_helper.pxi":300
 *                     self.table.vals[k] = count
 * 
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            __pyx_t_11 = (__pyx_fuse_1__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_ud) != 0);
            if (__pyx_t_11) {

              /* "pandas/src/hashtable_class_helper.pxi":301
 * 
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_float64(ud, val)
 */
              {
                  #ifdef WITH_THREAD
                  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
                  #endif
                  /*try:*/ {

                    /* "pandas/src/hashtable_class_helper.pxi":302
 *                     if needs_resize(ud):
 *                         with gil:
 *                             uniques.resize()             # <<<<<<<<<<<<<<
 *                     append_data_float64(ud, val)
 *                     labels[i] = count
 */
                    __pyx_t_6 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Float64Vector *)__pyx_v_uniques->__pyx_vtab)->resize(__pyx_v_uniques); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 302, __pyx_L16_error)
                    __Pyx_GOTREF(__pyx_t_6);
                    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
                  }

                  /* "pandas/src/hashtable_class_helper.pxi":301
 * 
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_float64(ud, val)
 */
                  /*finally:*/ {
                    /*normal exit:*/{
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L17;
                    }
                    __pyx_L16_error: {
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L4_error;
                    }
                    __pyx_L17:;
                  }
              }

              /* "pandas/src/hashtable_class_helper.pxi":300
 *                     self.table.vals[k] = count
 * 
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            }

            /* "pandas/src/hashtable_class_helper.pxi":303
 *                         with gil:
 *                             uniques.resize()
 *                     append_data_float64(ud, val)             # <<<<<<<<<<<<<<
 *                     labels[i] = count
 *                     count += 1
 */
            __pyx_f_6pandas_9hashtable_append_data_float64(__pyx_v_ud, __pyx_v_val);

            /* "pandas/src/hashtable_class_helper.pxi":304
 *                             uniques.resize()
 *                     append_data_float64(ud, val)
 *                     labels[i] = count             # <<<<<<<<<<<<<<
 *                     count += 1
 * 
 */
            __pyx_t_15 = __pyx_v_i;
            if (__pyx_t_15 < 0) __pyx_t_15 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_15 * __pyx_v_labels.strides[0]) )) = __pyx_v_count;

            /* "pandas/src/hashtable_class_helper.pxi":305
 *                     append_data_float64(ud, val)
 *                     labels[i] = count
 *                     count += 1             # <<<<<<<<<<<<<<
 * 
 *         return np.asarray(labels)
 */
            __pyx_v_count = (__pyx_v_count + 1);
          }
          __pyx_L11:;
          __pyx_L6_continue:;
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":283
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L4_error: {
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L1_error;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":307
 *                     count += 1
 * 
 *         return np.asarray(labels)             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 307, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_asarray); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 307, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_labels, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 307, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  if (!__pyx_t_3) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 307, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_GOTREF(__pyx_t_6);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 307, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_5, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 307, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":268
 * 
 *     @cython.boundscheck(False)
 *     def get_labels(self, float64_t[:] values, Float64Vector uniques,             # <<<<<<<<<<<<<<
 *                    Py_ssize_t count_prior, Py_ssize_t na_sentinel,
 *                    bint check_null=True):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __PYX_XDEC_MEMVIEW(&__pyx_t_7, 1);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.get_labels", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_labels, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":310
 * 
 *     @cython.boundscheck(False)
 *     def get_labels_groupby(self, float64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_25get_labels_groupby(PyObject *__pyx_v_self, PyObject *__pyx_arg_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_25get_labels_groupby(PyObject *__pyx_v_self, PyObject *__pyx_arg_values) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_labels_groupby (wrapper)", 0);
  assert(__pyx_arg_values); {
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(__pyx_arg_values); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 310, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.get_labels_groupby", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_24get_labels_groupby(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), __pyx_v_values);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_24get_labels_groupby(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  __Pyx_memviewslice __pyx_v_labels = { 0, 0, { 0 }, { 0 }, { 0 } };
  Py_ssize_t __pyx_v_idx;
  Py_ssize_t __pyx_v_count;
  int __pyx_v_ret;
  __pyx_t_5numpy_float64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_uniques = 0;
  __pyx_t_6pandas_9hashtable_Float64VectorData *__pyx_v_ud;
  PyObject *__pyx_v_arr_uniques = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_memviewslice __pyx_t_7 = { 0, 0, { 0 }, { 0 }, { 0 } };
  __pyx_t_6pandas_9hashtable_Float64VectorData *__pyx_t_8;
  Py_ssize_t __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  int __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  Py_ssize_t __pyx_t_14;
  __Pyx_RefNannySetupContext("get_labels_groupby", 0);

  /* "pandas/src/hashtable_class_helper.pxi":312
 *     def get_labels_groupby(self, float64_t[:] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = 0
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_float64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_float64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 312, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 312, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":314
 *             Py_ssize_t i, n = len(values)
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = 0             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             float64_t val
 */
  __pyx_v_count = 0;

  /* "pandas/src/hashtable_class_helper.pxi":315
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = 0
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             float64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":318
 *             float64_t val
 *             khiter_t k
 *             Float64Vector uniques = Float64Vector()             # <<<<<<<<<<<<<<
 *             Float64VectorData *ud
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_Float64Vector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 318, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_Float64Vector *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":321
 *             Float64VectorData *ud
 * 
 *         labels = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 *         ud = uniques.data
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_7 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_6);
  if (unlikely(!__pyx_t_7.memview)) __PYX_ERR(0, 321, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_labels = __pyx_t_7;
  __pyx_t_7.memview = NULL;
  __pyx_t_7.data = NULL;

  /* "pandas/src/hashtable_class_helper.pxi":322
 * 
 *         labels = np.empty(n, dtype=np.int64)
 *         ud = uniques.data             # <<<<<<<<<<<<<<
 * 
 *         with nogil:
 */
  __pyx_t_8 = __pyx_v_uniques->data;
  __pyx_v_ud = __pyx_t_8;

  /* "pandas/src/hashtable_class_helper.pxi":324
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":325
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 * 
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_2; __pyx_t_9+=1) {
          __pyx_v_i = __pyx_t_9;

          /* "pandas/src/hashtable_class_helper.pxi":326
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 * 
 *                 # specific for groupby
 */
          __pyx_t_10 = __pyx_v_i;
          if (__pyx_t_10 < 0) __pyx_t_10 += __pyx_v_values.shape[0];
          __pyx_v_val = (*((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_10 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":329
 * 
 *                 # specific for groupby
 *                 if val < 0:             # <<<<<<<<<<<<<<
 *                     labels[i] = -1
 *                     continue
 */
          __pyx_t_11 = ((__pyx_v_val < 0.0) != 0);
          if (__pyx_t_11) {

            /* "pandas/src/hashtable_class_helper.pxi":330
 *                 # specific for groupby
 *                 if val < 0:
 *                     labels[i] = -1             # <<<<<<<<<<<<<<
 *                     continue
 * 
 */
            __pyx_t_12 = __pyx_v_i;
            if (__pyx_t_12 < 0) __pyx_t_12 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_12 * __pyx_v_labels.strides[0]) )) = -1LL;

            /* "pandas/src/hashtable_class_helper.pxi":331
 *                 if val < 0:
 *                     labels[i] = -1
 *                     continue             # <<<<<<<<<<<<<<
 * 
 *                 k = kh_get_float64(self.table, val)
 */
            goto __pyx_L6_continue;

            /* "pandas/src/hashtable_class_helper.pxi":329
 * 
 *                 # specific for groupby
 *                 if val < 0:             # <<<<<<<<<<<<<<
 *                     labels[i] = -1
 *                     continue
 */
          }

          /* "pandas/src/hashtable_class_helper.pxi":333
 *                     continue
 * 
 *                 k = kh_get_float64(self.table, val)             # <<<<<<<<<<<<<<
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]
 */
          __pyx_v_k = kh_get_float64(__pyx_v_self->table, __pyx_v_val);

          /* "pandas/src/hashtable_class_helper.pxi":334
 * 
 *                 k = kh_get_float64(self.table, val)
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx
 */
          __pyx_t_11 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
          if (__pyx_t_11) {

            /* "pandas/src/hashtable_class_helper.pxi":335
 *                 k = kh_get_float64(self.table, val)
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]             # <<<<<<<<<<<<<<
 *                     labels[i] = idx
 *                 else:
 */
            __pyx_v_idx = (__pyx_v_self->table->vals[__pyx_v_k]);

            /* "pandas/src/hashtable_class_helper.pxi":336
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx             # <<<<<<<<<<<<<<
 *                 else:
 *                     k = kh_put_float64(self.table, val, &ret)
 */
            __pyx_t_13 = __pyx_v_i;
            if (__pyx_t_13 < 0) __pyx_t_13 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_13 * __pyx_v_labels.strides[0]) )) = __pyx_v_idx;

            /* "pandas/src/hashtable_class_helper.pxi":334
 * 
 *                 k = kh_get_float64(self.table, val)
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx
 */
            goto __pyx_L9;
          }

          /* "pandas/src/hashtable_class_helper.pxi":338
 *                     labels[i] = idx
 *                 else:
 *                     k = kh_put_float64(self.table, val, &ret)             # <<<<<<<<<<<<<<
 *                     self.table.vals[k] = count
 * 
 */
          /*else*/ {
            __pyx_v_k = kh_put_float64(__pyx_v_self->table, __pyx_v_val, (&__pyx_v_ret));

            /* "pandas/src/hashtable_class_helper.pxi":339
 *                 else:
 *                     k = kh_put_float64(self.table, val, &ret)
 *                     self.table.vals[k] = count             # <<<<<<<<<<<<<<
 * 
 *                     if needs_resize(ud):
 */
            (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_count;

            /* "pandas/src/hashtable_class_helper.pxi":341
 *                     self.table.vals[k] = count
 * 
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            __pyx_t_11 = (__pyx_fuse_1__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_ud) != 0);
            if (__pyx_t_11) {

              /* "pandas/src/hashtable_class_helper.pxi":342
 * 
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_float64(ud, val)
 */
              {
                  #ifdef WITH_THREAD
                  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
                  #endif
                  /*try:*/ {

                    /* "pandas/src/hashtable_class_helper.pxi":343
 *                     if needs_resize(ud):
 *                         with gil:
 *                             uniques.resize()             # <<<<<<<<<<<<<<
 *                     append_data_float64(ud, val)
 *                     labels[i] = count
 */
                    __pyx_t_6 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Float64Vector *)__pyx_v_uniques->__pyx_vtab)->resize(__pyx_v_uniques); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 343, __pyx_L14_error)
                    __Pyx_GOTREF(__pyx_t_6);
                    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
                  }

                  /* "pandas/src/hashtable_class_helper.pxi":342
 * 
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_float64(ud, val)
 */
                  /*finally:*/ {
                    /*normal exit:*/{
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L15;
                    }
                    __pyx_L14_error: {
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L4_error;
                    }
                    __pyx_L15:;
                  }
              }

              /* "pandas/src/hashtable_class_helper.pxi":341
 *                     self.table.vals[k] = count
 * 
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            }

            /* "pandas/src/hashtable_class_helper.pxi":344
 *                         with gil:
 *                             uniques.resize()
 *                     append_data_float64(ud, val)             # <<<<<<<<<<<<<<
 *                     labels[i] = count
 *                     count += 1
 */
            __pyx_f_6pandas_9hashtable_append_data_float64(__pyx_v_ud, __pyx_v_val);

            /* "pandas/src/hashtable_class_helper.pxi":345
 *                             uniques.resize()
 *                     append_data_float64(ud, val)
 *                     labels[i] = count             # <<<<<<<<<<<<<<
 *                     count += 1
 * 
 */
            __pyx_t_14 = __pyx_v_i;
            if (__pyx_t_14 < 0) __pyx_t_14 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_14 * __pyx_v_labels.strides[0]) )) = __pyx_v_count;

            /* "pandas/src/hashtable_class_helper.pxi":346
 *                     append_data_float64(ud, val)
 *                     labels[i] = count
 *                     count += 1             # <<<<<<<<<<<<<<
 * 
 *         arr_uniques = uniques.to_array()
 */
            __pyx_v_count = (__pyx_v_count + 1);
          }
          __pyx_L9:;
          __pyx_L6_continue:;
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":324
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L4_error: {
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L1_error;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":348
 *                     count += 1
 * 
 *         arr_uniques = uniques.to_array()             # <<<<<<<<<<<<<<
 * 
 *         return np.asarray(labels), arr_uniques
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 348, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
    }
  }
  if (__pyx_t_4) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_4); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 348, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  } else {
    __pyx_t_6 = __Pyx_PyObject_CallNoArg(__pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 348, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_arr_uniques = __pyx_t_6;
  __pyx_t_6 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":350
 *         arr_uniques = uniques.to_array()
 * 
 *         return np.asarray(labels), arr_uniques             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 350, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_asarray); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 350, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_labels, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 350, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  if (!__pyx_t_3) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 350, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_GOTREF(__pyx_t_6);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 350, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_5, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 350, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 350, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_6);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_6);
  __Pyx_INCREF(__pyx_v_arr_uniques);
  __Pyx_GIVEREF(__pyx_v_arr_uniques);
  PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_v_arr_uniques);
  __pyx_t_6 = 0;
  __pyx_r = __pyx_t_4;
  __pyx_t_4 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":310
 * 
 *     @cython.boundscheck(False)
 *     def get_labels_groupby(self, float64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __PYX_XDEC_MEMVIEW(&__pyx_t_7, 1);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.get_labels_groupby", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_labels, 1);
  __Pyx_XDECREF((PyObject *)__pyx_v_uniques);
  __Pyx_XDECREF(__pyx_v_arr_uniques);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":353
 * 
 *     @cython.boundscheck(False)
 *     def unique(self, float64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_27unique(PyObject *__pyx_v_self, PyObject *__pyx_arg_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_16Float64HashTable_27unique(PyObject *__pyx_v_self, PyObject *__pyx_arg_values) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("unique (wrapper)", 0);
  assert(__pyx_arg_values); {
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(__pyx_arg_values); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 353, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.unique", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_16Float64HashTable_26unique(((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)__pyx_v_self), __pyx_v_values);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16Float64HashTable_26unique(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  __pyx_t_5numpy_float64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  int __pyx_v_seen_na;
  struct __pyx_obj_6pandas_9hashtable_Float64Vector *__pyx_v_uniques = 0;
  __pyx_t_6pandas_9hashtable_Float64VectorData *__pyx_v_ud;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  __pyx_t_6pandas_9hashtable_Float64VectorData *__pyx_t_3;
  Py_ssize_t __pyx_t_4;
  Py_ssize_t __pyx_t_5;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  __Pyx_RefNannySetupContext("unique", 0);

  /* "pandas/src/hashtable_class_helper.pxi":355
 *     def unique(self, float64_t[:] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             float64_t val
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_float64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_float64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 355, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 355, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":356
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             float64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":359
 *             float64_t val
 *             khiter_t k
 *             bint seen_na = 0             # <<<<<<<<<<<<<<
 *             Float64Vector uniques = Float64Vector()
 *             Float64VectorData *ud
 */
  __pyx_v_seen_na = 0;

  /* "pandas/src/hashtable_class_helper.pxi":360
 *             khiter_t k
 *             bint seen_na = 0
 *             Float64Vector uniques = Float64Vector()             # <<<<<<<<<<<<<<
 *             Float64VectorData *ud
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_Float64Vector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 360, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_Float64Vector *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":363
 *             Float64VectorData *ud
 * 
 *         ud = uniques.data             # <<<<<<<<<<<<<<
 * 
 *         with nogil:
 */
  __pyx_t_3 = __pyx_v_uniques->data;
  __pyx_v_ud = __pyx_t_3;

  /* "pandas/src/hashtable_class_helper.pxi":365
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":366
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 * 
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_2; __pyx_t_4+=1) {
          __pyx_v_i = __pyx_t_4;

          /* "pandas/src/hashtable_class_helper.pxi":367
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 * 
 *                 if val == val:
 */
          __pyx_t_5 = __pyx_v_i;
          if (__pyx_t_5 < 0) __pyx_t_5 += __pyx_v_values.shape[0];
          __pyx_v_val = (*((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_5 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":369
 *                 val = values[i]
 * 
 *                 if val == val:             # <<<<<<<<<<<<<<
 *                     k = kh_get_float64(self.table, val)
 *                     if k == self.table.n_buckets:
 */
          __pyx_t_6 = ((__pyx_v_val == __pyx_v_val) != 0);
          if (__pyx_t_6) {

            /* "pandas/src/hashtable_class_helper.pxi":370
 * 
 *                 if val == val:
 *                     k = kh_get_float64(self.table, val)             # <<<<<<<<<<<<<<
 *                     if k == self.table.n_buckets:
 *                         kh_put_float64(self.table, val, &ret)
 */
            __pyx_v_k = kh_get_float64(__pyx_v_self->table, __pyx_v_val);

            /* "pandas/src/hashtable_class_helper.pxi":371
 *                 if val == val:
 *                     k = kh_get_float64(self.table, val)
 *                     if k == self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                         kh_put_float64(self.table, val, &ret)
 *                         if needs_resize(ud):
 */
            __pyx_t_6 = ((__pyx_v_k == __pyx_v_self->table->n_buckets) != 0);
            if (__pyx_t_6) {

              /* "pandas/src/hashtable_class_helper.pxi":372
 *                     k = kh_get_float64(self.table, val)
 *                     if k == self.table.n_buckets:
 *                         kh_put_float64(self.table, val, &ret)             # <<<<<<<<<<<<<<
 *                         if needs_resize(ud):
 *                             with gil:
 */
              kh_put_float64(__pyx_v_self->table, __pyx_v_val, (&__pyx_v_ret));

              /* "pandas/src/hashtable_class_helper.pxi":373
 *                     if k == self.table.n_buckets:
 *                         kh_put_float64(self.table, val, &ret)
 *                         if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                             with gil:
 *                                 uniques.resize()
 */
              __pyx_t_6 = (__pyx_fuse_1__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_ud) != 0);
              if (__pyx_t_6) {

                /* "pandas/src/hashtable_class_helper.pxi":374
 *                         kh_put_float64(self.table, val, &ret)
 *                         if needs_resize(ud):
 *                             with gil:             # <<<<<<<<<<<<<<
 *                                 uniques.resize()
 *                         append_data_float64(ud, val)
 */
                {
                    #ifdef WITH_THREAD
                    PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
                    #endif
                    /*try:*/ {

                      /* "pandas/src/hashtable_class_helper.pxi":375
 *                         if needs_resize(ud):
 *                             with gil:
 *                                 uniques.resize()             # <<<<<<<<<<<<<<
 *                         append_data_float64(ud, val)
 *                 elif not seen_na:
 */
                      __pyx_t_1 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Float64Vector *)__pyx_v_uniques->__pyx_vtab)->resize(__pyx_v_uniques); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 375, __pyx_L14_error)
                      __Pyx_GOTREF(__pyx_t_1);
                      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
                    }

                    /* "pandas/src/hashtable_class_helper.pxi":374
 *                         kh_put_float64(self.table, val, &ret)
 *                         if needs_resize(ud):
 *                             with gil:             # <<<<<<<<<<<<<<
 *                                 uniques.resize()
 *                         append_data_float64(ud, val)
 */
                    /*finally:*/ {
                      /*normal exit:*/{
                        #ifdef WITH_THREAD
                        PyGILState_Release(__pyx_gilstate_save);
                        #endif
                        goto __pyx_L15;
                      }
                      __pyx_L14_error: {
                        #ifdef WITH_THREAD
                        PyGILState_Release(__pyx_gilstate_save);
                        #endif
                        goto __pyx_L4_error;
                      }
                      __pyx_L15:;
                    }
                }

                /* "pandas/src/hashtable_class_helper.pxi":373
 *                     if k == self.table.n_buckets:
 *                         kh_put_float64(self.table, val, &ret)
 *                         if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                             with gil:
 *                                 uniques.resize()
 */
              }

              /* "pandas/src/hashtable_class_helper.pxi":376
 *                             with gil:
 *                                 uniques.resize()
 *                         append_data_float64(ud, val)             # <<<<<<<<<<<<<<
 *                 elif not seen_na:
 *                     seen_na = 1
 */
              __pyx_f_6pandas_9hashtable_append_data_float64(__pyx_v_ud, __pyx_v_val);

              /* "pandas/src/hashtable_class_helper.pxi":371
 *                 if val == val:
 *                     k = kh_get_float64(self.table, val)
 *                     if k == self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                         kh_put_float64(self.table, val, &ret)
 *                         if needs_resize(ud):
 */
            }

            /* "pandas/src/hashtable_class_helper.pxi":369
 *                 val = values[i]
 * 
 *                 if val == val:             # <<<<<<<<<<<<<<
 *                     k = kh_get_float64(self.table, val)
 *                     if k == self.table.n_buckets:
 */
            goto __pyx_L8;
          }

          /* "pandas/src/hashtable_class_helper.pxi":377
 *                                 uniques.resize()
 *                         append_data_float64(ud, val)
 *                 elif not seen_na:             # <<<<<<<<<<<<<<
 *                     seen_na = 1
 *                     if needs_resize(ud):
 */
          __pyx_t_6 = ((!(__pyx_v_seen_na != 0)) != 0);
          if (__pyx_t_6) {

            /* "pandas/src/hashtable_class_helper.pxi":378
 *                         append_data_float64(ud, val)
 *                 elif not seen_na:
 *                     seen_na = 1             # <<<<<<<<<<<<<<
 *                     if needs_resize(ud):
 *                         with gil:
 */
            __pyx_v_seen_na = 1;

            /* "pandas/src/hashtable_class_helper.pxi":379
 *                 elif not seen_na:
 *                     seen_na = 1
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            __pyx_t_6 = (__pyx_fuse_1__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_ud) != 0);
            if (__pyx_t_6) {

              /* "pandas/src/hashtable_class_helper.pxi":380
 *                     seen_na = 1
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_float64(ud, NAN)
 */
              {
                  #ifdef WITH_THREAD
                  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
                  #endif
                  /*try:*/ {

                    /* "pandas/src/hashtable_class_helper.pxi":381
 *                     if needs_resize(ud):
 *                         with gil:
 *                             uniques.resize()             # <<<<<<<<<<<<<<
 *                     append_data_float64(ud, NAN)
 * 
 */
                    __pyx_t_1 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Float64Vector *)__pyx_v_uniques->__pyx_vtab)->resize(__pyx_v_uniques); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 381, __pyx_L20_error)
                    __Pyx_GOTREF(__pyx_t_1);
                    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
                  }

                  /* "pandas/src/hashtable_class_helper.pxi":380
 *                     seen_na = 1
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_float64(ud, NAN)
 */
                  /*finally:*/ {
                    /*normal exit:*/{
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L21;
                    }
                    __pyx_L20_error: {
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L4_error;
                    }
                    __pyx_L21:;
                  }
              }

              /* "pandas/src/hashtable_class_helper.pxi":379
 *                 elif not seen_na:
 *                     seen_na = 1
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            }

            /* "pandas/src/hashtable_class_helper.pxi":382
 *                         with gil:
 *                             uniques.resize()
 *                     append_data_float64(ud, NAN)             # <<<<<<<<<<<<<<
 * 
 *         return uniques.to_array()
 */
            __pyx_f_6pandas_9hashtable_append_data_float64(__pyx_v_ud, NPY_NAN);

            /* "pandas/src/hashtable_class_helper.pxi":377
 *                                 uniques.resize()
 *                         append_data_float64(ud, val)
 *                 elif not seen_na:             # <<<<<<<<<<<<<<
 *                     seen_na = 1
 *                     if needs_resize(ud):
 */
          }
          __pyx_L8:;
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":365
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L4_error: {
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L1_error;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":384
 *                     append_data_float64(ud, NAN)
 * 
 *         return uniques.to_array()             # <<<<<<<<<<<<<<
 * 
 * cdef class Int64HashTable(HashTable):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_7 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 384, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_8 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_7))) {
    __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_7);
    if (likely(__pyx_t_8)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
      __Pyx_INCREF(__pyx_t_8);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_7, function);
    }
  }
  if (__pyx_t_8) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_t_8); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 384, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  } else {
    __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 384, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":353
 * 
 *     @cython.boundscheck(False)
 *     def unique(self, float64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("pandas.hashtable.Float64HashTable.unique", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XDECREF((PyObject *)__pyx_v_uniques);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":388
 * cdef class Int64HashTable(HashTable):
 * 
 *     def __cinit__(self, size_hint=1):             # <<<<<<<<<<<<<<
 *         self.table = kh_init_int64()
 *         if size_hint is not None:
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_14Int64HashTable_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_pw_6pandas_9hashtable_14Int64HashTable_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_size_hint = 0;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__cinit__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_size_hint,0};
    PyObject* values[1] = {0};
    values[0] = ((PyObject *)__pyx_int_1);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_size_hint);
          if (value) { values[0] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__cinit__") < 0)) __PYX_ERR(0, 388, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_size_hint = values[0];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__cinit__", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 388, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable___cinit__(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), __pyx_v_size_hint);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_14Int64HashTable___cinit__(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, PyObject *__pyx_v_size_hint) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  khint_t __pyx_t_3;
  __Pyx_RefNannySetupContext("__cinit__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":389
 * 
 *     def __cinit__(self, size_hint=1):
 *         self.table = kh_init_int64()             # <<<<<<<<<<<<<<
 *         if size_hint is not None:
 *             kh_resize_int64(self.table, size_hint)
 */
  __pyx_v_self->table = kh_init_int64();

  /* "pandas/src/hashtable_class_helper.pxi":390
 *     def __cinit__(self, size_hint=1):
 *         self.table = kh_init_int64()
 *         if size_hint is not None:             # <<<<<<<<<<<<<<
 *             kh_resize_int64(self.table, size_hint)
 * 
 */
  __pyx_t_1 = (__pyx_v_size_hint != Py_None);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "pandas/src/hashtable_class_helper.pxi":391
 *         self.table = kh_init_int64()
 *         if size_hint is not None:
 *             kh_resize_int64(self.table, size_hint)             # <<<<<<<<<<<<<<
 * 
 *     def __len__(self):
 */
    __pyx_t_3 = __Pyx_PyInt_As_npy_uint32(__pyx_v_size_hint); if (unlikely((__pyx_t_3 == (khint_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 391, __pyx_L1_error)
    kh_resize_int64(__pyx_v_self->table, __pyx_t_3);

    /* "pandas/src/hashtable_class_helper.pxi":390
 *     def __cinit__(self, size_hint=1):
 *         self.table = kh_init_int64()
 *         if size_hint is not None:             # <<<<<<<<<<<<<<
 *             kh_resize_int64(self.table, size_hint)
 * 
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":388
 * cdef class Int64HashTable(HashTable):
 * 
 *     def __cinit__(self, size_hint=1):             # <<<<<<<<<<<<<<
 *         self.table = kh_init_int64()
 *         if size_hint is not None:
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":393
 *             kh_resize_int64(self.table, size_hint)
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.table.size
 * 
 */

/* Python wrapper */
static Py_ssize_t __pyx_pw_6pandas_9hashtable_14Int64HashTable_3__len__(PyObject *__pyx_v_self); /*proto*/
static Py_ssize_t __pyx_pw_6pandas_9hashtable_14Int64HashTable_3__len__(PyObject *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_2__len__(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static Py_ssize_t __pyx_pf_6pandas_9hashtable_14Int64HashTable_2__len__(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":394
 * 
 *     def __len__(self):
 *         return self.table.size             # <<<<<<<<<<<<<<
 * 
 *     def __dealloc__(self):
 */
  __pyx_r = __pyx_v_self->table->size;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":393
 *             kh_resize_int64(self.table, size_hint)
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.table.size
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":396
 *         return self.table.size
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         kh_destroy_int64(self.table)
 * 
 */

/* Python wrapper */
static void __pyx_pw_6pandas_9hashtable_14Int64HashTable_5__dealloc__(PyObject *__pyx_v_self); /*proto*/
static void __pyx_pw_6pandas_9hashtable_14Int64HashTable_5__dealloc__(PyObject *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__ (wrapper)", 0);
  __pyx_pf_6pandas_9hashtable_14Int64HashTable_4__dealloc__(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_pf_6pandas_9hashtable_14Int64HashTable_4__dealloc__(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":397
 * 
 *     def __dealloc__(self):
 *         kh_destroy_int64(self.table)             # <<<<<<<<<<<<<<
 * 
 *     def __contains__(self, object key):
 */
  kh_destroy_int64(__pyx_v_self->table);

  /* "pandas/src/hashtable_class_helper.pxi":396
 *         return self.table.size
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         kh_destroy_int64(self.table)
 * 
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "pandas/src/hashtable_class_helper.pxi":399
 *         kh_destroy_int64(self.table)
 * 
 *     def __contains__(self, object key):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_int64(self.table, key)
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_14Int64HashTable_7__contains__(PyObject *__pyx_v_self, PyObject *__pyx_v_key); /*proto*/
static int __pyx_pw_6pandas_9hashtable_14Int64HashTable_7__contains__(PyObject *__pyx_v_self, PyObject *__pyx_v_key) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__contains__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_6__contains__(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), ((PyObject *)__pyx_v_key));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_14Int64HashTable_6__contains__(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, PyObject *__pyx_v_key) {
  khiter_t __pyx_v_k;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __pyx_t_5numpy_int64_t __pyx_t_1;
  __Pyx_RefNannySetupContext("__contains__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":401
 *     def __contains__(self, object key):
 *         cdef khiter_t k
 *         k = kh_get_int64(self.table, key)             # <<<<<<<<<<<<<<
 *         return k != self.table.n_buckets
 * 
 */
  __pyx_t_1 = __Pyx_PyInt_As_npy_int64(__pyx_v_key); if (unlikely((__pyx_t_1 == (npy_int64)-1) && PyErr_Occurred())) __PYX_ERR(0, 401, __pyx_L1_error)
  __pyx_v_k = kh_get_int64(__pyx_v_self->table, __pyx_t_1);

  /* "pandas/src/hashtable_class_helper.pxi":402
 *         cdef khiter_t k
 *         k = kh_get_int64(self.table, key)
 *         return k != self.table.n_buckets             # <<<<<<<<<<<<<<
 * 
 *     cpdef get_item(self, int64_t val):
 */
  __pyx_r = (__pyx_v_k != __pyx_v_self->table->n_buckets);
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":399
 *         kh_destroy_int64(self.table)
 * 
 *     def __contains__(self, object key):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_int64(self.table, key)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.__contains__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":404
 *         return k != self.table.n_buckets
 * 
 *     cpdef get_item(self, int64_t val):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_int64(self.table, val)
 */

static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_9get_item(PyObject *__pyx_v_self, PyObject *__pyx_arg_val); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_14Int64HashTable_get_item(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_val, int __pyx_skip_dispatch) {
  khiter_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  __Pyx_RefNannySetupContext("get_item", 0);
  /* Check if called by wrapper */
  if (unlikely(__pyx_skip_dispatch)) ;
  /* Check if overridden in Python */
  else if (unlikely(Py_TYPE(((PyObject *)__pyx_v_self))->tp_dictoffset != 0)) {
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_get_item); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 404, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (!PyCFunction_Check(__pyx_t_1) || (PyCFunction_GET_FUNCTION(__pyx_t_1) != (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_9get_item)) {
      __Pyx_XDECREF(__pyx_r);
      __pyx_t_3 = __Pyx_PyInt_From_npy_int64(__pyx_v_val); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 404, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_1);
      __pyx_t_4 = __pyx_t_1; __pyx_t_5 = NULL;
      if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
        __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_4);
        if (likely(__pyx_t_5)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
          __Pyx_INCREF(__pyx_t_5);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_4, function);
        }
      }
      if (!__pyx_t_5) {
        __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 404, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_GOTREF(__pyx_t_2);
      } else {
        __pyx_t_6 = PyTuple_New(1+1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 404, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);
        __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_5); __pyx_t_5 = NULL;
        __Pyx_GIVEREF(__pyx_t_3);
        PyTuple_SET_ITEM(__pyx_t_6, 0+1, __pyx_t_3);
        __pyx_t_3 = 0;
        __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_6, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 404, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      }
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_r = __pyx_t_2;
      __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      goto __pyx_L0;
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }

  /* "pandas/src/hashtable_class_helper.pxi":406
 *     cpdef get_item(self, int64_t val):
 *         cdef khiter_t k
 *         k = kh_get_int64(self.table, val)             # <<<<<<<<<<<<<<
 *         if k != self.table.n_buckets:
 *             return self.table.vals[k]
 */
  __pyx_v_k = kh_get_int64(__pyx_v_self->table, __pyx_v_val);

  /* "pandas/src/hashtable_class_helper.pxi":407
 *         cdef khiter_t k
 *         k = kh_get_int64(self.table, val)
 *         if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *             return self.table.vals[k]
 *         else:
 */
  __pyx_t_7 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
  if (__pyx_t_7) {

    /* "pandas/src/hashtable_class_helper.pxi":408
 *         k = kh_get_int64(self.table, val)
 *         if k != self.table.n_buckets:
 *             return self.table.vals[k]             # <<<<<<<<<<<<<<
 *         else:
 *             raise KeyError(val)
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = __Pyx_PyInt_FromSize_t((__pyx_v_self->table->vals[__pyx_v_k])); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 408, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;

    /* "pandas/src/hashtable_class_helper.pxi":407
 *         cdef khiter_t k
 *         k = kh_get_int64(self.table, val)
 *         if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *             return self.table.vals[k]
 *         else:
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":410
 *             return self.table.vals[k]
 *         else:
 *             raise KeyError(val)             # <<<<<<<<<<<<<<
 * 
 *     def get_iter_test(self, int64_t key, Py_ssize_t iterations):
 */
  /*else*/ {
    __pyx_t_1 = __Pyx_PyInt_From_npy_int64(__pyx_v_val); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 410, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 410, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_KeyError, __pyx_t_2, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 410, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(0, 410, __pyx_L1_error)
  }

  /* "pandas/src/hashtable_class_helper.pxi":404
 *         return k != self.table.n_buckets
 * 
 *     cpdef get_item(self, int64_t val):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_int64(self.table, val)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_9get_item(PyObject *__pyx_v_self, PyObject *__pyx_arg_val); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_9get_item(PyObject *__pyx_v_self, PyObject *__pyx_arg_val) {
  __pyx_t_5numpy_int64_t __pyx_v_val;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_item (wrapper)", 0);
  assert(__pyx_arg_val); {
    __pyx_v_val = __Pyx_PyInt_As_npy_int64(__pyx_arg_val); if (unlikely((__pyx_v_val == (npy_int64)-1) && PyErr_Occurred())) __PYX_ERR(0, 404, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_8get_item(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), ((__pyx_t_5numpy_int64_t)__pyx_v_val));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_8get_item(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_val) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("get_item", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_14Int64HashTable_get_item(__pyx_v_self, __pyx_v_val, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 404, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":412
 *             raise KeyError(val)
 * 
 *     def get_iter_test(self, int64_t key, Py_ssize_t iterations):             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t i, val=0
 *         for i in range(iterations):
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_11get_iter_test(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_11get_iter_test(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  CYTHON_UNUSED __pyx_t_5numpy_int64_t __pyx_v_key;
  Py_ssize_t __pyx_v_iterations;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_iter_test (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_key,&__pyx_n_s_iterations,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_key)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_iterations)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_iter_test", 1, 2, 2, 1); __PYX_ERR(0, 412, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "get_iter_test") < 0)) __PYX_ERR(0, 412, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_key = __Pyx_PyInt_As_npy_int64(values[0]); if (unlikely((__pyx_v_key == (npy_int64)-1) && PyErr_Occurred())) __PYX_ERR(0, 412, __pyx_L3_error)
    __pyx_v_iterations = __Pyx_PyIndex_AsSsize_t(values[1]); if (unlikely((__pyx_v_iterations == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 412, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("get_iter_test", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 412, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.get_iter_test", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_10get_iter_test(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), __pyx_v_key, __pyx_v_iterations);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_10get_iter_test(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, CYTHON_UNUSED __pyx_t_5numpy_int64_t __pyx_v_key, Py_ssize_t __pyx_v_iterations) {
  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_val;
  khint_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  int __pyx_t_3;
  __Pyx_RefNannySetupContext("get_iter_test", 0);

  /* "pandas/src/hashtable_class_helper.pxi":413
 * 
 *     def get_iter_test(self, int64_t key, Py_ssize_t iterations):
 *         cdef Py_ssize_t i, val=0             # <<<<<<<<<<<<<<
 *         for i in range(iterations):
 *             k = kh_get_int64(self.table, val)
 */
  __pyx_v_val = 0;

  /* "pandas/src/hashtable_class_helper.pxi":414
 *     def get_iter_test(self, int64_t key, Py_ssize_t iterations):
 *         cdef Py_ssize_t i, val=0
 *         for i in range(iterations):             # <<<<<<<<<<<<<<
 *             k = kh_get_int64(self.table, val)
 *             if k != self.table.n_buckets:
 */
  __pyx_t_1 = __pyx_v_iterations;
  for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_1; __pyx_t_2+=1) {
    __pyx_v_i = __pyx_t_2;

    /* "pandas/src/hashtable_class_helper.pxi":415
 *         cdef Py_ssize_t i, val=0
 *         for i in range(iterations):
 *             k = kh_get_int64(self.table, val)             # <<<<<<<<<<<<<<
 *             if k != self.table.n_buckets:
 *                 val = self.table.vals[k]
 */
    __pyx_v_k = kh_get_int64(__pyx_v_self->table, __pyx_v_val);

    /* "pandas/src/hashtable_class_helper.pxi":416
 *         for i in range(iterations):
 *             k = kh_get_int64(self.table, val)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 val = self.table.vals[k]
 * 
 */
    __pyx_t_3 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
    if (__pyx_t_3) {

      /* "pandas/src/hashtable_class_helper.pxi":417
 *             k = kh_get_int64(self.table, val)
 *             if k != self.table.n_buckets:
 *                 val = self.table.vals[k]             # <<<<<<<<<<<<<<
 * 
 *     cpdef set_item(self, int64_t key, Py_ssize_t val):
 */
      __pyx_v_val = (__pyx_v_self->table->vals[__pyx_v_k]);

      /* "pandas/src/hashtable_class_helper.pxi":416
 *         for i in range(iterations):
 *             k = kh_get_int64(self.table, val)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 val = self.table.vals[k]
 * 
 */
    }
  }

  /* "pandas/src/hashtable_class_helper.pxi":412
 *             raise KeyError(val)
 * 
 *     def get_iter_test(self, int64_t key, Py_ssize_t iterations):             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t i, val=0
 *         for i in range(iterations):
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":419
 *                 val = self.table.vals[k]
 * 
 *     cpdef set_item(self, int64_t key, Py_ssize_t val):             # <<<<<<<<<<<<<<
 *         cdef:
 *             khiter_t k
 */

static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_13set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_14Int64HashTable_set_item(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_key, Py_ssize_t __pyx_v_val, int __pyx_skip_dispatch) {
  khiter_t __pyx_v_k;
  int __pyx_v_ret;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  Py_ssize_t __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  int __pyx_t_9;
  __Pyx_RefNannySetupContext("set_item", 0);
  /* Check if called by wrapper */
  if (unlikely(__pyx_skip_dispatch)) ;
  /* Check if overridden in Python */
  else if (unlikely(Py_TYPE(((PyObject *)__pyx_v_self))->tp_dictoffset != 0)) {
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_set_item); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 419, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (!PyCFunction_Check(__pyx_t_1) || (PyCFunction_GET_FUNCTION(__pyx_t_1) != (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_13set_item)) {
      __Pyx_XDECREF(__pyx_r);
      __pyx_t_3 = __Pyx_PyInt_From_npy_int64(__pyx_v_key); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 419, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PyInt_FromSsize_t(__pyx_v_val); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 419, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_1);
      __pyx_t_5 = __pyx_t_1; __pyx_t_6 = NULL;
      __pyx_t_7 = 0;
      if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_5))) {
        __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_5);
        if (likely(__pyx_t_6)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
          __Pyx_INCREF(__pyx_t_6);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_5, function);
          __pyx_t_7 = 1;
        }
      }
      __pyx_t_8 = PyTuple_New(2+__pyx_t_7); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 419, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      if (__pyx_t_6) {
        __Pyx_GIVEREF(__pyx_t_6); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_6); __pyx_t_6 = NULL;
      }
      __Pyx_GIVEREF(__pyx_t_3);
      PyTuple_SET_ITEM(__pyx_t_8, 0+__pyx_t_7, __pyx_t_3);
      __Pyx_GIVEREF(__pyx_t_4);
      PyTuple_SET_ITEM(__pyx_t_8, 1+__pyx_t_7, __pyx_t_4);
      __pyx_t_3 = 0;
      __pyx_t_4 = 0;
      __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_8, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 419, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_r = __pyx_t_2;
      __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      goto __pyx_L0;
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }

  /* "pandas/src/hashtable_class_helper.pxi":422
 *         cdef:
 *             khiter_t k
 *             int ret = 0             # <<<<<<<<<<<<<<
 * 
 *         k = kh_put_int64(self.table, key, &ret)
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":424
 *             int ret = 0
 * 
 *         k = kh_put_int64(self.table, key, &ret)             # <<<<<<<<<<<<<<
 *         self.table.keys[k] = key
 *         if kh_exist_int64(self.table, k):
 */
  __pyx_v_k = kh_put_int64(__pyx_v_self->table, __pyx_v_key, (&__pyx_v_ret));

  /* "pandas/src/hashtable_class_helper.pxi":425
 * 
 *         k = kh_put_int64(self.table, key, &ret)
 *         self.table.keys[k] = key             # <<<<<<<<<<<<<<
 *         if kh_exist_int64(self.table, k):
 *             self.table.vals[k] = val
 */
  (__pyx_v_self->table->keys[__pyx_v_k]) = __pyx_v_key;

  /* "pandas/src/hashtable_class_helper.pxi":426
 *         k = kh_put_int64(self.table, key, &ret)
 *         self.table.keys[k] = key
 *         if kh_exist_int64(self.table, k):             # <<<<<<<<<<<<<<
 *             self.table.vals[k] = val
 *         else:
 */
  __pyx_t_9 = (kh_exist_int64(__pyx_v_self->table, __pyx_v_k) != 0);
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_class_helper.pxi":427
 *         self.table.keys[k] = key
 *         if kh_exist_int64(self.table, k):
 *             self.table.vals[k] = val             # <<<<<<<<<<<<<<
 *         else:
 *             raise KeyError(key)
 */
    (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_val;

    /* "pandas/src/hashtable_class_helper.pxi":426
 *         k = kh_put_int64(self.table, key, &ret)
 *         self.table.keys[k] = key
 *         if kh_exist_int64(self.table, k):             # <<<<<<<<<<<<<<
 *             self.table.vals[k] = val
 *         else:
 */
    goto __pyx_L3;
  }

  /* "pandas/src/hashtable_class_helper.pxi":429
 *             self.table.vals[k] = val
 *         else:
 *             raise KeyError(key)             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
  /*else*/ {
    __pyx_t_1 = __Pyx_PyInt_From_npy_int64(__pyx_v_key); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 429, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 429, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_KeyError, __pyx_t_2, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 429, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(0, 429, __pyx_L1_error)
  }
  __pyx_L3:;

  /* "pandas/src/hashtable_class_helper.pxi":419
 *                 val = self.table.vals[k]
 * 
 *     cpdef set_item(self, int64_t key, Py_ssize_t val):             # <<<<<<<<<<<<<<
 *         cdef:
 *             khiter_t k
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_13set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_13set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __pyx_t_5numpy_int64_t __pyx_v_key;
  Py_ssize_t __pyx_v_val;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("set_item (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_key,&__pyx_n_s_val,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_key)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_val)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("set_item", 1, 2, 2, 1); __PYX_ERR(0, 419, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "set_item") < 0)) __PYX_ERR(0, 419, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_key = __Pyx_PyInt_As_npy_int64(values[0]); if (unlikely((__pyx_v_key == (npy_int64)-1) && PyErr_Occurred())) __PYX_ERR(0, 419, __pyx_L3_error)
    __pyx_v_val = __Pyx_PyIndex_AsSsize_t(values[1]); if (unlikely((__pyx_v_val == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 419, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("set_item", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 419, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_12set_item(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), __pyx_v_key, __pyx_v_val);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_12set_item(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_key, Py_ssize_t __pyx_v_val) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("set_item", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_14Int64HashTable_set_item(__pyx_v_self, __pyx_v_key, __pyx_v_val, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 419, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":432
 * 
 *     @cython.boundscheck(False)
 *     def map(self, int64_t[:] keys, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_15map(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_15map(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __Pyx_memviewslice __pyx_v_keys = { 0, 0, { 0 }, { 0 }, { 0 } };
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("map (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_keys,&__pyx_n_s_values,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_keys)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("map", 1, 2, 2, 1); __PYX_ERR(0, 432, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "map") < 0)) __PYX_ERR(0, 432, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_keys = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(values[0]); if (unlikely(!__pyx_v_keys.memview)) __PYX_ERR(0, 432, __pyx_L3_error)
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(values[1]); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 432, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("map", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 432, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.map", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_14map(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), __pyx_v_keys, __pyx_v_values);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_14map(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_keys, __Pyx_memviewslice __pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  __pyx_t_5numpy_int64_t __pyx_v_key;
  khiter_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  Py_ssize_t __pyx_t_5;
  __Pyx_RefNannySetupContext("map", 0);

  /* "pandas/src/hashtable_class_helper.pxi":434
 *     def map(self, int64_t[:] keys, int64_t[:] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             int64_t key
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 434, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 434, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":435
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             int64_t key
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":439
 *             khiter_t k
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 key = keys[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":440
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 key = keys[i]
 *                 k = kh_put_int64(self.table, key, &ret)
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
          __pyx_v_i = __pyx_t_3;

          /* "pandas/src/hashtable_class_helper.pxi":441
 *         with nogil:
 *             for i in range(n):
 *                 key = keys[i]             # <<<<<<<<<<<<<<
 *                 k = kh_put_int64(self.table, key, &ret)
 *                 self.table.vals[k] = <Py_ssize_t> values[i]
 */
          __pyx_t_4 = __pyx_v_i;
          if (__pyx_t_4 < 0) __pyx_t_4 += __pyx_v_keys.shape[0];
          __pyx_v_key = (*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_keys.data + __pyx_t_4 * __pyx_v_keys.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":442
 *             for i in range(n):
 *                 key = keys[i]
 *                 k = kh_put_int64(self.table, key, &ret)             # <<<<<<<<<<<<<<
 *                 self.table.vals[k] = <Py_ssize_t> values[i]
 * 
 */
          __pyx_v_k = kh_put_int64(__pyx_v_self->table, __pyx_v_key, (&__pyx_v_ret));

          /* "pandas/src/hashtable_class_helper.pxi":443
 *                 key = keys[i]
 *                 k = kh_put_int64(self.table, key, &ret)
 *                 self.table.vals[k] = <Py_ssize_t> values[i]             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
          __pyx_t_5 = __pyx_v_i;
          if (__pyx_t_5 < 0) __pyx_t_5 += __pyx_v_values.shape[0];
          (__pyx_v_self->table->vals[__pyx_v_k]) = ((Py_ssize_t)(*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_5 * __pyx_v_values.strides[0]) ))));
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":439
 *             khiter_t k
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 key = keys[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":432
 * 
 *     @cython.boundscheck(False)
 *     def map(self, int64_t[:] keys, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.map", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_keys, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":446
 * 
 *     @cython.boundscheck(False)
 *     def map_locations(self, ndarray[int64_t, ndim=1] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_17map_locations(PyObject *__pyx_v_self, PyObject *__pyx_v_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_17map_locations(PyObject *__pyx_v_self, PyObject *__pyx_v_values) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("map_locations (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(0, 446, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_16map_locations(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), ((PyArrayObject *)__pyx_v_values));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_16map_locations(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, PyArrayObject *__pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  __pyx_t_5numpy_int64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  __Pyx_RefNannySetupContext("map_locations", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(0, 446, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/src/hashtable_class_helper.pxi":448
 *     def map_locations(self, ndarray[int64_t, ndim=1] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             int64_t val
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 448, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/src/hashtable_class_helper.pxi":449
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             int64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":453
 *             khiter_t k
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":454
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 *                 k = kh_put_int64(self.table, val, &ret)
 */
        __pyx_t_1 = __pyx_v_n;
        for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_1; __pyx_t_2+=1) {
          __pyx_v_i = __pyx_t_2;

          /* "pandas/src/hashtable_class_helper.pxi":455
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 *                 k = kh_put_int64(self.table, val, &ret)
 *                 self.table.vals[k] = i
 */
          __pyx_t_3 = __pyx_v_i;
          if (__pyx_t_3 < 0) __pyx_t_3 += __pyx_pybuffernd_values.diminfo[0].shape;
          __pyx_v_val = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_3, __pyx_pybuffernd_values.diminfo[0].strides));

          /* "pandas/src/hashtable_class_helper.pxi":456
 *             for i in range(n):
 *                 val = values[i]
 *                 k = kh_put_int64(self.table, val, &ret)             # <<<<<<<<<<<<<<
 *                 self.table.vals[k] = i
 * 
 */
          __pyx_v_k = kh_put_int64(__pyx_v_self->table, __pyx_v_val, (&__pyx_v_ret));

          /* "pandas/src/hashtable_class_helper.pxi":457
 *                 val = values[i]
 *                 k = kh_put_int64(self.table, val, &ret)
 *                 self.table.vals[k] = i             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
          (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_i;
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":453
 *             khiter_t k
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":446
 * 
 *     @cython.boundscheck(False)
 *     def map_locations(self, ndarray[int64_t, ndim=1] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.map_locations", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":460
 * 
 *     @cython.boundscheck(False)
 *     def lookup(self, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_19lookup(PyObject *__pyx_v_self, PyObject *__pyx_arg_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_19lookup(PyObject *__pyx_v_self, PyObject *__pyx_arg_values) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("lookup (wrapper)", 0);
  assert(__pyx_arg_values); {
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_arg_values); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 460, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.lookup", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_18lookup(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), __pyx_v_values);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_18lookup(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  CYTHON_UNUSED int __pyx_v_ret;
  __pyx_t_5numpy_int64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  __Pyx_memviewslice __pyx_v_locs = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_memviewslice __pyx_t_7 = { 0, 0, { 0 }, { 0 }, { 0 } };
  Py_ssize_t __pyx_t_8;
  Py_ssize_t __pyx_t_9;
  int __pyx_t_10;
  Py_ssize_t __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  __Pyx_RefNannySetupContext("lookup", 0);

  /* "pandas/src/hashtable_class_helper.pxi":462
 *     def lookup(self, int64_t[:] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             int64_t val
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 462, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 462, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":463
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             int64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":466
 *             int64_t val
 *             khiter_t k
 *             int64_t[:] locs = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 * 
 *         with nogil:
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_7 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_6);
  if (unlikely(!__pyx_t_7.memview)) __PYX_ERR(0, 466, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_locs = __pyx_t_7;
  __pyx_t_7.memview = NULL;
  __pyx_t_7.data = NULL;

  /* "pandas/src/hashtable_class_helper.pxi":468
 *             int64_t[:] locs = np.empty(n, dtype=np.int64)
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":469
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 *                 k = kh_get_int64(self.table, val)
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_2; __pyx_t_8+=1) {
          __pyx_v_i = __pyx_t_8;

          /* "pandas/src/hashtable_class_helper.pxi":470
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 *                 k = kh_get_int64(self.table, val)
 *                 if k != self.table.n_buckets:
 */
          __pyx_t_9 = __pyx_v_i;
          if (__pyx_t_9 < 0) __pyx_t_9 += __pyx_v_values.shape[0];
          __pyx_v_val = (*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_9 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":471
 *             for i in range(n):
 *                 val = values[i]
 *                 k = kh_get_int64(self.table, val)             # <<<<<<<<<<<<<<
 *                 if k != self.table.n_buckets:
 *                     locs[i] = self.table.vals[k]
 */
          __pyx_v_k = kh_get_int64(__pyx_v_self->table, __pyx_v_val);

          /* "pandas/src/hashtable_class_helper.pxi":472
 *                 val = values[i]
 *                 k = kh_get_int64(self.table, val)
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     locs[i] = self.table.vals[k]
 *                 else:
 */
          __pyx_t_10 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
          if (__pyx_t_10) {

            /* "pandas/src/hashtable_class_helper.pxi":473
 *                 k = kh_get_int64(self.table, val)
 *                 if k != self.table.n_buckets:
 *                     locs[i] = self.table.vals[k]             # <<<<<<<<<<<<<<
 *                 else:
 *                     locs[i] = -1
 */
            __pyx_t_11 = __pyx_v_i;
            if (__pyx_t_11 < 0) __pyx_t_11 += __pyx_v_locs.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_locs.data + __pyx_t_11 * __pyx_v_locs.strides[0]) )) = (__pyx_v_self->table->vals[__pyx_v_k]);

            /* "pandas/src/hashtable_class_helper.pxi":472
 *                 val = values[i]
 *                 k = kh_get_int64(self.table, val)
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     locs[i] = self.table.vals[k]
 *                 else:
 */
            goto __pyx_L8;
          }

          /* "pandas/src/hashtable_class_helper.pxi":475
 *                     locs[i] = self.table.vals[k]
 *                 else:
 *                     locs[i] = -1             # <<<<<<<<<<<<<<
 * 
 *         return np.asarray(locs)
 */
          /*else*/ {
            __pyx_t_12 = __pyx_v_i;
            if (__pyx_t_12 < 0) __pyx_t_12 += __pyx_v_locs.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_locs.data + __pyx_t_12 * __pyx_v_locs.strides[0]) )) = -1LL;
          }
          __pyx_L8:;
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":468
 *             int64_t[:] locs = np.empty(n, dtype=np.int64)
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":477
 *                     locs[i] = -1
 * 
 *         return np.asarray(locs)             # <<<<<<<<<<<<<<
 * 
 *     def factorize(self, int64_t values):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 477, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_asarray); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 477, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_locs, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 477, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  if (!__pyx_t_3) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 477, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_GOTREF(__pyx_t_6);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 477, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_5, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 477, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":460
 * 
 *     @cython.boundscheck(False)
 *     def lookup(self, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __PYX_XDEC_MEMVIEW(&__pyx_t_7, 1);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.lookup", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_locs, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":479
 *         return np.asarray(locs)
 * 
 *     def factorize(self, int64_t values):             # <<<<<<<<<<<<<<
 *         uniques = Int64Vector()
 *         labels = self.get_labels(values, uniques, 0, 0)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_21factorize(PyObject *__pyx_v_self, PyObject *__pyx_arg_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_21factorize(PyObject *__pyx_v_self, PyObject *__pyx_arg_values) {
  __pyx_t_5numpy_int64_t __pyx_v_values;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("factorize (wrapper)", 0);
  assert(__pyx_arg_values); {
    __pyx_v_values = __Pyx_PyInt_As_npy_int64(__pyx_arg_values); if (unlikely((__pyx_v_values == (npy_int64)-1) && PyErr_Occurred())) __PYX_ERR(0, 479, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.factorize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_20factorize(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), ((__pyx_t_5numpy_int64_t)__pyx_v_values));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_20factorize(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __pyx_t_5numpy_int64_t __pyx_v_values) {
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_uniques = NULL;
  PyObject *__pyx_v_labels = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  Py_ssize_t __pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("factorize", 0);

  /* "pandas/src/hashtable_class_helper.pxi":480
 * 
 *     def factorize(self, int64_t values):
 *         uniques = Int64Vector()             # <<<<<<<<<<<<<<
 *         labels = self.get_labels(values, uniques, 0, 0)
 *         return uniques.to_array(), labels
 */
  __pyx_t_1 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_Int64Vector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 480, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":481
 *     def factorize(self, int64_t values):
 *         uniques = Int64Vector()
 *         labels = self.get_labels(values, uniques, 0, 0)             # <<<<<<<<<<<<<<
 *         return uniques.to_array(), labels
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_get_labels); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 481, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyInt_From_npy_int64(__pyx_v_values); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 481, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = NULL;
  __pyx_t_5 = 0;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
      __pyx_t_5 = 1;
    }
  }
  __pyx_t_6 = PyTuple_New(4+__pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 481, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  if (__pyx_t_4) {
    __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4); __pyx_t_4 = NULL;
  }
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_5, __pyx_t_3);
  __Pyx_INCREF(((PyObject *)__pyx_v_uniques));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_uniques));
  PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_5, ((PyObject *)__pyx_v_uniques));
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_6, 2+__pyx_t_5, __pyx_int_0);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_6, 3+__pyx_t_5, __pyx_int_0);
  __pyx_t_3 = 0;
  __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 481, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_labels = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":482
 *         uniques = Int64Vector()
 *         labels = self.get_labels(values, uniques, 0, 0)
 *         return uniques.to_array(), labels             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 482, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_6 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_6)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  if (__pyx_t_6) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 482, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  } else {
    __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 482, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 482, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
  __Pyx_INCREF(__pyx_v_labels);
  __Pyx_GIVEREF(__pyx_v_labels);
  PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_v_labels);
  __pyx_t_1 = 0;
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":479
 *         return np.asarray(locs)
 * 
 *     def factorize(self, int64_t values):             # <<<<<<<<<<<<<<
 *         uniques = Int64Vector()
 *         labels = self.get_labels(values, uniques, 0, 0)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.factorize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_uniques);
  __Pyx_XDECREF(__pyx_v_labels);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":485
 * 
 *     @cython.boundscheck(False)
 *     def get_labels(self, int64_t[:] values, Int64Vector uniques,             # <<<<<<<<<<<<<<
 *                    Py_ssize_t count_prior, Py_ssize_t na_sentinel,
 *                    bint check_null=True):
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_23get_labels(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_23get_labels(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_uniques = 0;
  Py_ssize_t __pyx_v_count_prior;
  Py_ssize_t __pyx_v_na_sentinel;
  int __pyx_v_check_null;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_labels (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_uniques,&__pyx_n_s_count_prior,&__pyx_n_s_na_sentinel,&__pyx_n_s_check_null,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_uniques)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, 1); __PYX_ERR(0, 485, __pyx_L3_error)
        }
        case  2:
        if (likely((values[2] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_count_prior)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, 2); __PYX_ERR(0, 485, __pyx_L3_error)
        }
        case  3:
        if (likely((values[3] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_na_sentinel)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, 3); __PYX_ERR(0, 485, __pyx_L3_error)
        }
        case  4:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_check_null);
          if (value) { values[4] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "get_labels") < 0)) __PYX_ERR(0, 485, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(values[0]); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 485, __pyx_L3_error)
    __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)values[1]);
    __pyx_v_count_prior = __Pyx_PyIndex_AsSsize_t(values[2]); if (unlikely((__pyx_v_count_prior == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 486, __pyx_L3_error)
    __pyx_v_na_sentinel = __Pyx_PyIndex_AsSsize_t(values[3]); if (unlikely((__pyx_v_na_sentinel == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 486, __pyx_L3_error)
    if (values[4]) {
      __pyx_v_check_null = __Pyx_PyObject_IsTrue(values[4]); if (unlikely((__pyx_v_check_null == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 487, __pyx_L3_error)
    } else {

      /* "pandas/src/hashtable_class_helper.pxi":487
 *     def get_labels(self, int64_t[:] values, Int64Vector uniques,
 *                    Py_ssize_t count_prior, Py_ssize_t na_sentinel,
 *                    bint check_null=True):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */
      __pyx_v_check_null = ((int)1);
    }
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 485, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.get_labels", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_uniques), __pyx_ptype_6pandas_9hashtable_Int64Vector, 1, "uniques", 0))) __PYX_ERR(0, 485, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_22get_labels(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), __pyx_v_values, __pyx_v_uniques, __pyx_v_count_prior, __pyx_v_na_sentinel, __pyx_v_check_null);

  /* "pandas/src/hashtable_class_helper.pxi":485
 * 
 *     @cython.boundscheck(False)
 *     def get_labels(self, int64_t[:] values, Int64Vector uniques,             # <<<<<<<<<<<<<<
 *                    Py_ssize_t count_prior, Py_ssize_t na_sentinel,
 *                    bint check_null=True):
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_22get_labels(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values, struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_uniques, Py_ssize_t __pyx_v_count_prior, Py_ssize_t __pyx_v_na_sentinel, int __pyx_v_check_null) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  __Pyx_memviewslice __pyx_v_labels = { 0, 0, { 0 }, { 0 }, { 0 } };
  Py_ssize_t __pyx_v_idx;
  Py_ssize_t __pyx_v_count;
  int __pyx_v_ret;
  __pyx_t_5numpy_int64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  __pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_v_ud;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_memviewslice __pyx_t_7 = { 0, 0, { 0 }, { 0 }, { 0 } };
  __pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_t_8;
  Py_ssize_t __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  int __pyx_t_11;
  int __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  Py_ssize_t __pyx_t_14;
  Py_ssize_t __pyx_t_15;
  __Pyx_RefNannySetupContext("get_labels", 0);

  /* "pandas/src/hashtable_class_helper.pxi":489
 *                    bint check_null=True):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = count_prior
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 489, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 489, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":491
 *             Py_ssize_t i, n = len(values)
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = count_prior             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             int64_t val
 */
  __pyx_v_count = __pyx_v_count_prior;

  /* "pandas/src/hashtable_class_helper.pxi":492
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = count_prior
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             int64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":497
 *             Int64VectorData *ud
 * 
 *         labels = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 *         ud = uniques.data
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_7 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_6);
  if (unlikely(!__pyx_t_7.memview)) __PYX_ERR(0, 497, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_labels = __pyx_t_7;
  __pyx_t_7.memview = NULL;
  __pyx_t_7.data = NULL;

  /* "pandas/src/hashtable_class_helper.pxi":498
 * 
 *         labels = np.empty(n, dtype=np.int64)
 *         ud = uniques.data             # <<<<<<<<<<<<<<
 * 
 *         with nogil:
 */
  __pyx_t_8 = __pyx_v_uniques->data;
  __pyx_v_ud = __pyx_t_8;

  /* "pandas/src/hashtable_class_helper.pxi":500
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":501
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 * 
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_2; __pyx_t_9+=1) {
          __pyx_v_i = __pyx_t_9;

          /* "pandas/src/hashtable_class_helper.pxi":502
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 * 
 *                 if check_null and val == iNaT:
 */
          __pyx_t_10 = __pyx_v_i;
          if (__pyx_t_10 < 0) __pyx_t_10 += __pyx_v_values.shape[0];
          __pyx_v_val = (*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_10 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":504
 *                 val = values[i]
 * 
 *                 if check_null and val == iNaT:             # <<<<<<<<<<<<<<
 *                     labels[i] = na_sentinel
 *                     continue
 */
          __pyx_t_12 = (__pyx_v_check_null != 0);
          if (__pyx_t_12) {
          } else {
            __pyx_t_11 = __pyx_t_12;
            goto __pyx_L9_bool_binop_done;
          }
          __pyx_t_12 = ((__pyx_v_val == __pyx_v_6pandas_9hashtable_iNaT) != 0);
          __pyx_t_11 = __pyx_t_12;
          __pyx_L9_bool_binop_done:;
          if (__pyx_t_11) {

            /* "pandas/src/hashtable_class_helper.pxi":505
 * 
 *                 if check_null and val == iNaT:
 *                     labels[i] = na_sentinel             # <<<<<<<<<<<<<<
 *                     continue
 * 
 */
            __pyx_t_13 = __pyx_v_i;
            if (__pyx_t_13 < 0) __pyx_t_13 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_13 * __pyx_v_labels.strides[0]) )) = __pyx_v_na_sentinel;

            /* "pandas/src/hashtable_class_helper.pxi":506
 *                 if check_null and val == iNaT:
 *                     labels[i] = na_sentinel
 *                     continue             # <<<<<<<<<<<<<<
 * 
 *                 k = kh_get_int64(self.table, val)
 */
            goto __pyx_L6_continue;

            /* "pandas/src/hashtable_class_helper.pxi":504
 *                 val = values[i]
 * 
 *                 if check_null and val == iNaT:             # <<<<<<<<<<<<<<
 *                     labels[i] = na_sentinel
 *                     continue
 */
          }

          /* "pandas/src/hashtable_class_helper.pxi":508
 *                     continue
 * 
 *                 k = kh_get_int64(self.table, val)             # <<<<<<<<<<<<<<
 * 
 *                 if k != self.table.n_buckets:
 */
          __pyx_v_k = kh_get_int64(__pyx_v_self->table, __pyx_v_val);

          /* "pandas/src/hashtable_class_helper.pxi":510
 *                 k = kh_get_int64(self.table, val)
 * 
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx
 */
          __pyx_t_11 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
          if (__pyx_t_11) {

            /* "pandas/src/hashtable_class_helper.pxi":511
 * 
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]             # <<<<<<<<<<<<<<
 *                     labels[i] = idx
 *                 else:
 */
            __pyx_v_idx = (__pyx_v_self->table->vals[__pyx_v_k]);

            /* "pandas/src/hashtable_class_helper.pxi":512
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx             # <<<<<<<<<<<<<<
 *                 else:
 *                     k = kh_put_int64(self.table, val, &ret)
 */
            __pyx_t_14 = __pyx_v_i;
            if (__pyx_t_14 < 0) __pyx_t_14 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_14 * __pyx_v_labels.strides[0]) )) = __pyx_v_idx;

            /* "pandas/src/hashtable_class_helper.pxi":510
 *                 k = kh_get_int64(self.table, val)
 * 
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx
 */
            goto __pyx_L11;
          }

          /* "pandas/src/hashtable_class_helper.pxi":514
 *                     labels[i] = idx
 *                 else:
 *                     k = kh_put_int64(self.table, val, &ret)             # <<<<<<<<<<<<<<
 *                     self.table.vals[k] = count
 * 
 */
          /*else*/ {
            __pyx_v_k = kh_put_int64(__pyx_v_self->table, __pyx_v_val, (&__pyx_v_ret));

            /* "pandas/src/hashtable_class_helper.pxi":515
 *                 else:
 *                     k = kh_put_int64(self.table, val, &ret)
 *                     self.table.vals[k] = count             # <<<<<<<<<<<<<<
 * 
 *                     if needs_resize(ud):
 */
            (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_count;

            /* "pandas/src/hashtable_class_helper.pxi":517
 *                     self.table.vals[k] = count
 * 
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            __pyx_t_11 = (__pyx_fuse_0__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_ud) != 0);
            if (__pyx_t_11) {

              /* "pandas/src/hashtable_class_helper.pxi":518
 * 
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_int64(ud, val)
 */
              {
                  #ifdef WITH_THREAD
                  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
                  #endif
                  /*try:*/ {

                    /* "pandas/src/hashtable_class_helper.pxi":519
 *                     if needs_resize(ud):
 *                         with gil:
 *                             uniques.resize()             # <<<<<<<<<<<<<<
 *                     append_data_int64(ud, val)
 *                     labels[i] = count
 */
                    __pyx_t_6 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Int64Vector *)__pyx_v_uniques->__pyx_vtab)->resize(__pyx_v_uniques); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 519, __pyx_L16_error)
                    __Pyx_GOTREF(__pyx_t_6);
                    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
                  }

                  /* "pandas/src/hashtable_class_helper.pxi":518
 * 
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_int64(ud, val)
 */
                  /*finally:*/ {
                    /*normal exit:*/{
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L17;
                    }
                    __pyx_L16_error: {
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L4_error;
                    }
                    __pyx_L17:;
                  }
              }

              /* "pandas/src/hashtable_class_helper.pxi":517
 *                     self.table.vals[k] = count
 * 
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            }

            /* "pandas/src/hashtable_class_helper.pxi":520
 *                         with gil:
 *                             uniques.resize()
 *                     append_data_int64(ud, val)             # <<<<<<<<<<<<<<
 *                     labels[i] = count
 *                     count += 1
 */
            __pyx_f_6pandas_9hashtable_append_data_int64(__pyx_v_ud, __pyx_v_val);

            /* "pandas/src/hashtable_class_helper.pxi":521
 *                             uniques.resize()
 *                     append_data_int64(ud, val)
 *                     labels[i] = count             # <<<<<<<<<<<<<<
 *                     count += 1
 * 
 */
            __pyx_t_15 = __pyx_v_i;
            if (__pyx_t_15 < 0) __pyx_t_15 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_15 * __pyx_v_labels.strides[0]) )) = __pyx_v_count;

            /* "pandas/src/hashtable_class_helper.pxi":522
 *                     append_data_int64(ud, val)
 *                     labels[i] = count
 *                     count += 1             # <<<<<<<<<<<<<<
 * 
 *         return np.asarray(labels)
 */
            __pyx_v_count = (__pyx_v_count + 1);
          }
          __pyx_L11:;
          __pyx_L6_continue:;
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":500
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L4_error: {
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L1_error;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":524
 *                     count += 1
 * 
 *         return np.asarray(labels)             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 524, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_asarray); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 524, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_labels, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 524, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  if (!__pyx_t_3) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 524, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_GOTREF(__pyx_t_6);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 524, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_5, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 524, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":485
 * 
 *     @cython.boundscheck(False)
 *     def get_labels(self, int64_t[:] values, Int64Vector uniques,             # <<<<<<<<<<<<<<
 *                    Py_ssize_t count_prior, Py_ssize_t na_sentinel,
 *                    bint check_null=True):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __PYX_XDEC_MEMVIEW(&__pyx_t_7, 1);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.get_labels", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_labels, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":527
 * 
 *     @cython.boundscheck(False)
 *     def get_labels_groupby(self, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_25get_labels_groupby(PyObject *__pyx_v_self, PyObject *__pyx_arg_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_25get_labels_groupby(PyObject *__pyx_v_self, PyObject *__pyx_arg_values) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_labels_groupby (wrapper)", 0);
  assert(__pyx_arg_values); {
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_arg_values); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 527, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.get_labels_groupby", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_24get_labels_groupby(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), __pyx_v_values);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_24get_labels_groupby(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  __Pyx_memviewslice __pyx_v_labels = { 0, 0, { 0 }, { 0 }, { 0 } };
  Py_ssize_t __pyx_v_idx;
  Py_ssize_t __pyx_v_count;
  int __pyx_v_ret;
  __pyx_t_5numpy_int64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_uniques = 0;
  __pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_v_ud;
  PyObject *__pyx_v_arr_uniques = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_memviewslice __pyx_t_7 = { 0, 0, { 0 }, { 0 }, { 0 } };
  __pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_t_8;
  Py_ssize_t __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  int __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  Py_ssize_t __pyx_t_14;
  __Pyx_RefNannySetupContext("get_labels_groupby", 0);

  /* "pandas/src/hashtable_class_helper.pxi":529
 *     def get_labels_groupby(self, int64_t[:] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = 0
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 529, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 529, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":531
 *             Py_ssize_t i, n = len(values)
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = 0             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             int64_t val
 */
  __pyx_v_count = 0;

  /* "pandas/src/hashtable_class_helper.pxi":532
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = 0
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             int64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":535
 *             int64_t val
 *             khiter_t k
 *             Int64Vector uniques = Int64Vector()             # <<<<<<<<<<<<<<
 *             Int64VectorData *ud
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_Int64Vector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 535, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":538
 *             Int64VectorData *ud
 * 
 *         labels = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 *         ud = uniques.data
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_7 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_6);
  if (unlikely(!__pyx_t_7.memview)) __PYX_ERR(0, 538, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_labels = __pyx_t_7;
  __pyx_t_7.memview = NULL;
  __pyx_t_7.data = NULL;

  /* "pandas/src/hashtable_class_helper.pxi":539
 * 
 *         labels = np.empty(n, dtype=np.int64)
 *         ud = uniques.data             # <<<<<<<<<<<<<<
 * 
 *         with nogil:
 */
  __pyx_t_8 = __pyx_v_uniques->data;
  __pyx_v_ud = __pyx_t_8;

  /* "pandas/src/hashtable_class_helper.pxi":541
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":542
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 * 
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_2; __pyx_t_9+=1) {
          __pyx_v_i = __pyx_t_9;

          /* "pandas/src/hashtable_class_helper.pxi":543
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 * 
 *                 # specific for groupby
 */
          __pyx_t_10 = __pyx_v_i;
          if (__pyx_t_10 < 0) __pyx_t_10 += __pyx_v_values.shape[0];
          __pyx_v_val = (*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_10 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":546
 * 
 *                 # specific for groupby
 *                 if val < 0:             # <<<<<<<<<<<<<<
 *                     labels[i] = -1
 *                     continue
 */
          __pyx_t_11 = ((__pyx_v_val < 0) != 0);
          if (__pyx_t_11) {

            /* "pandas/src/hashtable_class_helper.pxi":547
 *                 # specific for groupby
 *                 if val < 0:
 *                     labels[i] = -1             # <<<<<<<<<<<<<<
 *                     continue
 * 
 */
            __pyx_t_12 = __pyx_v_i;
            if (__pyx_t_12 < 0) __pyx_t_12 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_12 * __pyx_v_labels.strides[0]) )) = -1LL;

            /* "pandas/src/hashtable_class_helper.pxi":548
 *                 if val < 0:
 *                     labels[i] = -1
 *                     continue             # <<<<<<<<<<<<<<
 * 
 *                 k = kh_get_int64(self.table, val)
 */
            goto __pyx_L6_continue;

            /* "pandas/src/hashtable_class_helper.pxi":546
 * 
 *                 # specific for groupby
 *                 if val < 0:             # <<<<<<<<<<<<<<
 *                     labels[i] = -1
 *                     continue
 */
          }

          /* "pandas/src/hashtable_class_helper.pxi":550
 *                     continue
 * 
 *                 k = kh_get_int64(self.table, val)             # <<<<<<<<<<<<<<
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]
 */
          __pyx_v_k = kh_get_int64(__pyx_v_self->table, __pyx_v_val);

          /* "pandas/src/hashtable_class_helper.pxi":551
 * 
 *                 k = kh_get_int64(self.table, val)
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx
 */
          __pyx_t_11 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
          if (__pyx_t_11) {

            /* "pandas/src/hashtable_class_helper.pxi":552
 *                 k = kh_get_int64(self.table, val)
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]             # <<<<<<<<<<<<<<
 *                     labels[i] = idx
 *                 else:
 */
            __pyx_v_idx = (__pyx_v_self->table->vals[__pyx_v_k]);

            /* "pandas/src/hashtable_class_helper.pxi":553
 *                 if k != self.table.n_buckets:
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx             # <<<<<<<<<<<<<<
 *                 else:
 *                     k = kh_put_int64(self.table, val, &ret)
 */
            __pyx_t_13 = __pyx_v_i;
            if (__pyx_t_13 < 0) __pyx_t_13 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_13 * __pyx_v_labels.strides[0]) )) = __pyx_v_idx;

            /* "pandas/src/hashtable_class_helper.pxi":551
 * 
 *                 k = kh_get_int64(self.table, val)
 *                 if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     idx = self.table.vals[k]
 *                     labels[i] = idx
 */
            goto __pyx_L9;
          }

          /* "pandas/src/hashtable_class_helper.pxi":555
 *                     labels[i] = idx
 *                 else:
 *                     k = kh_put_int64(self.table, val, &ret)             # <<<<<<<<<<<<<<
 *                     self.table.vals[k] = count
 * 
 */
          /*else*/ {
            __pyx_v_k = kh_put_int64(__pyx_v_self->table, __pyx_v_val, (&__pyx_v_ret));

            /* "pandas/src/hashtable_class_helper.pxi":556
 *                 else:
 *                     k = kh_put_int64(self.table, val, &ret)
 *                     self.table.vals[k] = count             # <<<<<<<<<<<<<<
 * 
 *                     if needs_resize(ud):
 */
            (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_count;

            /* "pandas/src/hashtable_class_helper.pxi":558
 *                     self.table.vals[k] = count
 * 
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            __pyx_t_11 = (__pyx_fuse_0__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_ud) != 0);
            if (__pyx_t_11) {

              /* "pandas/src/hashtable_class_helper.pxi":559
 * 
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_int64(ud, val)
 */
              {
                  #ifdef WITH_THREAD
                  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
                  #endif
                  /*try:*/ {

                    /* "pandas/src/hashtable_class_helper.pxi":560
 *                     if needs_resize(ud):
 *                         with gil:
 *                             uniques.resize()             # <<<<<<<<<<<<<<
 *                     append_data_int64(ud, val)
 *                     labels[i] = count
 */
                    __pyx_t_6 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Int64Vector *)__pyx_v_uniques->__pyx_vtab)->resize(__pyx_v_uniques); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 560, __pyx_L14_error)
                    __Pyx_GOTREF(__pyx_t_6);
                    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
                  }

                  /* "pandas/src/hashtable_class_helper.pxi":559
 * 
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_int64(ud, val)
 */
                  /*finally:*/ {
                    /*normal exit:*/{
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L15;
                    }
                    __pyx_L14_error: {
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L4_error;
                    }
                    __pyx_L15:;
                  }
              }

              /* "pandas/src/hashtable_class_helper.pxi":558
 *                     self.table.vals[k] = count
 * 
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            }

            /* "pandas/src/hashtable_class_helper.pxi":561
 *                         with gil:
 *                             uniques.resize()
 *                     append_data_int64(ud, val)             # <<<<<<<<<<<<<<
 *                     labels[i] = count
 *                     count += 1
 */
            __pyx_f_6pandas_9hashtable_append_data_int64(__pyx_v_ud, __pyx_v_val);

            /* "pandas/src/hashtable_class_helper.pxi":562
 *                             uniques.resize()
 *                     append_data_int64(ud, val)
 *                     labels[i] = count             # <<<<<<<<<<<<<<
 *                     count += 1
 * 
 */
            __pyx_t_14 = __pyx_v_i;
            if (__pyx_t_14 < 0) __pyx_t_14 += __pyx_v_labels.shape[0];
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_14 * __pyx_v_labels.strides[0]) )) = __pyx_v_count;

            /* "pandas/src/hashtable_class_helper.pxi":563
 *                     append_data_int64(ud, val)
 *                     labels[i] = count
 *                     count += 1             # <<<<<<<<<<<<<<
 * 
 *         arr_uniques = uniques.to_array()
 */
            __pyx_v_count = (__pyx_v_count + 1);
          }
          __pyx_L9:;
          __pyx_L6_continue:;
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":541
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L4_error: {
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L1_error;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":565
 *                     count += 1
 * 
 *         arr_uniques = uniques.to_array()             # <<<<<<<<<<<<<<
 * 
 *         return np.asarray(labels), arr_uniques
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 565, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
    }
  }
  if (__pyx_t_4) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_4); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 565, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  } else {
    __pyx_t_6 = __Pyx_PyObject_CallNoArg(__pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 565, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_arr_uniques = __pyx_t_6;
  __pyx_t_6 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":567
 *         arr_uniques = uniques.to_array()
 * 
 *         return np.asarray(labels), arr_uniques             # <<<<<<<<<<<<<<
 * 
 *     @cython.boundscheck(False)
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 567, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_asarray); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 567, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_labels, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 567, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  if (!__pyx_t_3) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_GOTREF(__pyx_t_6);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_1);
    __pyx_t_1 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_5, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 567, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = PyTuple_New(2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 567, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_6);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_6);
  __Pyx_INCREF(__pyx_v_arr_uniques);
  __Pyx_GIVEREF(__pyx_v_arr_uniques);
  PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_v_arr_uniques);
  __pyx_t_6 = 0;
  __pyx_r = __pyx_t_4;
  __pyx_t_4 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":527
 * 
 *     @cython.boundscheck(False)
 *     def get_labels_groupby(self, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __PYX_XDEC_MEMVIEW(&__pyx_t_7, 1);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.get_labels_groupby", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_labels, 1);
  __Pyx_XDECREF((PyObject *)__pyx_v_uniques);
  __Pyx_XDECREF(__pyx_v_arr_uniques);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":570
 * 
 *     @cython.boundscheck(False)
 *     def unique(self, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_27unique(PyObject *__pyx_v_self, PyObject *__pyx_arg_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_14Int64HashTable_27unique(PyObject *__pyx_v_self, PyObject *__pyx_arg_values) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("unique (wrapper)", 0);
  assert(__pyx_arg_values); {
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_arg_values); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(0, 570, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.unique", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_14Int64HashTable_26unique(((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_v_self), __pyx_v_values);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14Int64HashTable_26unique(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *__pyx_v_self, __Pyx_memviewslice __pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  __pyx_t_5numpy_int64_t __pyx_v_val;
  khiter_t __pyx_v_k;
  CYTHON_UNUSED int __pyx_v_seen_na;
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_uniques = 0;
  __pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_v_ud;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  __pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_t_3;
  Py_ssize_t __pyx_t_4;
  Py_ssize_t __pyx_t_5;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  __Pyx_RefNannySetupContext("unique", 0);

  /* "pandas/src/hashtable_class_helper.pxi":572
 *     def unique(self, int64_t[:] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             int64_t val
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 572, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(0, 572, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_class_helper.pxi":573
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             int64_t val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":576
 *             int64_t val
 *             khiter_t k
 *             bint seen_na = 0             # <<<<<<<<<<<<<<
 *             Int64Vector uniques = Int64Vector()
 *             Int64VectorData *ud
 */
  __pyx_v_seen_na = 0;

  /* "pandas/src/hashtable_class_helper.pxi":577
 *             khiter_t k
 *             bint seen_na = 0
 *             Int64Vector uniques = Int64Vector()             # <<<<<<<<<<<<<<
 *             Int64VectorData *ud
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_Int64Vector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 577, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":580
 *             Int64VectorData *ud
 * 
 *         ud = uniques.data             # <<<<<<<<<<<<<<
 * 
 *         with nogil:
 */
  __pyx_t_3 = __pyx_v_uniques->data;
  __pyx_v_ud = __pyx_t_3;

  /* "pandas/src/hashtable_class_helper.pxi":582
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_class_helper.pxi":583
 * 
 *         with nogil:
 *             for i in range(n):             # <<<<<<<<<<<<<<
 *                 val = values[i]
 * 
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_2; __pyx_t_4+=1) {
          __pyx_v_i = __pyx_t_4;

          /* "pandas/src/hashtable_class_helper.pxi":584
 *         with nogil:
 *             for i in range(n):
 *                 val = values[i]             # <<<<<<<<<<<<<<
 * 
 *                 k = kh_get_int64(self.table, val)
 */
          __pyx_t_5 = __pyx_v_i;
          if (__pyx_t_5 < 0) __pyx_t_5 += __pyx_v_values.shape[0];
          __pyx_v_val = (*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_5 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_class_helper.pxi":586
 *                 val = values[i]
 * 
 *                 k = kh_get_int64(self.table, val)             # <<<<<<<<<<<<<<
 *                 if k == self.table.n_buckets:
 *                     kh_put_int64(self.table, val, &ret)
 */
          __pyx_v_k = kh_get_int64(__pyx_v_self->table, __pyx_v_val);

          /* "pandas/src/hashtable_class_helper.pxi":587
 * 
 *                 k = kh_get_int64(self.table, val)
 *                 if k == self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     kh_put_int64(self.table, val, &ret)
 *                     if needs_resize(ud):
 */
          __pyx_t_6 = ((__pyx_v_k == __pyx_v_self->table->n_buckets) != 0);
          if (__pyx_t_6) {

            /* "pandas/src/hashtable_class_helper.pxi":588
 *                 k = kh_get_int64(self.table, val)
 *                 if k == self.table.n_buckets:
 *                     kh_put_int64(self.table, val, &ret)             # <<<<<<<<<<<<<<
 *                     if needs_resize(ud):
 *                         with gil:
 */
            kh_put_int64(__pyx_v_self->table, __pyx_v_val, (&__pyx_v_ret));

            /* "pandas/src/hashtable_class_helper.pxi":589
 *                 if k == self.table.n_buckets:
 *                     kh_put_int64(self.table, val, &ret)
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            __pyx_t_6 = (__pyx_fuse_0__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_ud) != 0);
            if (__pyx_t_6) {

              /* "pandas/src/hashtable_class_helper.pxi":590
 *                     kh_put_int64(self.table, val, &ret)
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_int64(ud, val)
 */
              {
                  #ifdef WITH_THREAD
                  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
                  #endif
                  /*try:*/ {

                    /* "pandas/src/hashtable_class_helper.pxi":591
 *                     if needs_resize(ud):
 *                         with gil:
 *                             uniques.resize()             # <<<<<<<<<<<<<<
 *                     append_data_int64(ud, val)
 * 
 */
                    __pyx_t_1 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Int64Vector *)__pyx_v_uniques->__pyx_vtab)->resize(__pyx_v_uniques); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 591, __pyx_L13_error)
                    __Pyx_GOTREF(__pyx_t_1);
                    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
                  }

                  /* "pandas/src/hashtable_class_helper.pxi":590
 *                     kh_put_int64(self.table, val, &ret)
 *                     if needs_resize(ud):
 *                         with gil:             # <<<<<<<<<<<<<<
 *                             uniques.resize()
 *                     append_data_int64(ud, val)
 */
                  /*finally:*/ {
                    /*normal exit:*/{
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L14;
                    }
                    __pyx_L13_error: {
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L4_error;
                    }
                    __pyx_L14:;
                  }
              }

              /* "pandas/src/hashtable_class_helper.pxi":589
 *                 if k == self.table.n_buckets:
 *                     kh_put_int64(self.table, val, &ret)
 *                     if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                         with gil:
 *                             uniques.resize()
 */
            }

            /* "pandas/src/hashtable_class_helper.pxi":592
 *                         with gil:
 *                             uniques.resize()
 *                     append_data_int64(ud, val)             # <<<<<<<<<<<<<<
 * 
 *         return uniques.to_array()
 */
            __pyx_f_6pandas_9hashtable_append_data_int64(__pyx_v_ud, __pyx_v_val);

            /* "pandas/src/hashtable_class_helper.pxi":587
 * 
 *                 k = kh_get_int64(self.table, val)
 *                 if k == self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     kh_put_int64(self.table, val, &ret)
 *                     if needs_resize(ud):
 */
          }
        }
      }

      /* "pandas/src/hashtable_class_helper.pxi":582
 *         ud = uniques.data
 * 
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i in range(n):
 *                 val = values[i]
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L4_error: {
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L1_error;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_class_helper.pxi":594
 *                     append_data_int64(ud, val)
 * 
 *         return uniques.to_array()             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_7 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 594, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_8 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_7))) {
    __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_7);
    if (likely(__pyx_t_8)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
      __Pyx_INCREF(__pyx_t_8);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_7, function);
    }
  }
  if (__pyx_t_8) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_t_8); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 594, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  } else {
    __pyx_t_1 = __Pyx_PyObject_CallNoArg(__pyx_t_7); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 594, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":570
 * 
 *     @cython.boundscheck(False)
 *     def unique(self, int64_t[:] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("pandas.hashtable.Int64HashTable.unique", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XDECREF((PyObject *)__pyx_v_uniques);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":600
 *     cdef kh_str_t *table
 * 
 *     def __cinit__(self, int size_hint=1):             # <<<<<<<<<<<<<<
 *         self.table = kh_init_str()
 *         if size_hint is not None:
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_15StringHashTable_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_pw_6pandas_9hashtable_15StringHashTable_1__cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  int __pyx_v_size_hint;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__cinit__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_size_hint,0};
    PyObject* values[1] = {0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_size_hint);
          if (value) { values[0] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__cinit__") < 0)) __PYX_ERR(0, 600, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    if (values[0]) {
      __pyx_v_size_hint = __Pyx_PyInt_As_int(values[0]); if (unlikely((__pyx_v_size_hint == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 600, __pyx_L3_error)
    } else {
      __pyx_v_size_hint = ((int)1);
    }
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__cinit__", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 600, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_15StringHashTable___cinit__(((struct __pyx_obj_6pandas_9hashtable_StringHashTable *)__pyx_v_self), __pyx_v_size_hint);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_15StringHashTable___cinit__(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, int __pyx_v_size_hint) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  int __pyx_t_3;
  __Pyx_RefNannySetupContext("__cinit__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":601
 * 
 *     def __cinit__(self, int size_hint=1):
 *         self.table = kh_init_str()             # <<<<<<<<<<<<<<
 *         if size_hint is not None:
 *             kh_resize_str(self.table, size_hint)
 */
  __pyx_v_self->table = kh_init_str();

  /* "pandas/src/hashtable_class_helper.pxi":602
 *     def __cinit__(self, int size_hint=1):
 *         self.table = kh_init_str()
 *         if size_hint is not None:             # <<<<<<<<<<<<<<
 *             kh_resize_str(self.table, size_hint)
 * 
 */
  __pyx_t_1 = __Pyx_PyInt_From_int(__pyx_v_size_hint); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 602, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = (__pyx_t_1 != Py_None);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = (__pyx_t_2 != 0);
  if (__pyx_t_3) {

    /* "pandas/src/hashtable_class_helper.pxi":603
 *         self.table = kh_init_str()
 *         if size_hint is not None:
 *             kh_resize_str(self.table, size_hint)             # <<<<<<<<<<<<<<
 * 
 *     def __dealloc__(self):
 */
    kh_resize_str(__pyx_v_self->table, __pyx_v_size_hint);

    /* "pandas/src/hashtable_class_helper.pxi":602
 *     def __cinit__(self, int size_hint=1):
 *         self.table = kh_init_str()
 *         if size_hint is not None:             # <<<<<<<<<<<<<<
 *             kh_resize_str(self.table, size_hint)
 * 
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":600
 *     cdef kh_str_t *table
 * 
 *     def __cinit__(self, int size_hint=1):             # <<<<<<<<<<<<<<
 *         self.table = kh_init_str()
 *         if size_hint is not None:
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":605
 *             kh_resize_str(self.table, size_hint)
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         kh_destroy_str(self.table)
 * 
 */

/* Python wrapper */
static void __pyx_pw_6pandas_9hashtable_15StringHashTable_3__dealloc__(PyObject *__pyx_v_self); /*proto*/
static void __pyx_pw_6pandas_9hashtable_15StringHashTable_3__dealloc__(PyObject *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__ (wrapper)", 0);
  __pyx_pf_6pandas_9hashtable_15StringHashTable_2__dealloc__(((struct __pyx_obj_6pandas_9hashtable_StringHashTable *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_pf_6pandas_9hashtable_15StringHashTable_2__dealloc__(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":606
 * 
 *     def __dealloc__(self):
 *         kh_destroy_str(self.table)             # <<<<<<<<<<<<<<
 * 
 *     cpdef get_item(self, object val):
 */
  kh_destroy_str(__pyx_v_self->table);

  /* "pandas/src/hashtable_class_helper.pxi":605
 *             kh_resize_str(self.table, size_hint)
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         kh_destroy_str(self.table)
 * 
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "pandas/src/hashtable_class_helper.pxi":608
 *         kh_destroy_str(self.table)
 * 
 *     cpdef get_item(self, object val):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_str(self.table, util.get_c_string(val))
 */

static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_5get_item(PyObject *__pyx_v_self, PyObject *__pyx_v_val); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_15StringHashTable_get_item(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_val, int __pyx_skip_dispatch) {
  khiter_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  __Pyx_RefNannySetupContext("get_item", 0);
  /* Check if called by wrapper */
  if (unlikely(__pyx_skip_dispatch)) ;
  /* Check if overridden in Python */
  else if (unlikely(Py_TYPE(((PyObject *)__pyx_v_self))->tp_dictoffset != 0)) {
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_get_item); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 608, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (!PyCFunction_Check(__pyx_t_1) || (PyCFunction_GET_FUNCTION(__pyx_t_1) != (PyCFunction)__pyx_pw_6pandas_9hashtable_15StringHashTable_5get_item)) {
      __Pyx_XDECREF(__pyx_r);
      __Pyx_INCREF(__pyx_t_1);
      __pyx_t_3 = __pyx_t_1; __pyx_t_4 = NULL;
      if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_3))) {
        __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
        if (likely(__pyx_t_4)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
          __Pyx_INCREF(__pyx_t_4);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_3, function);
        }
      }
      if (!__pyx_t_4) {
        __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_v_val); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 608, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
      } else {
        __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 608, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_4); __pyx_t_4 = NULL;
        __Pyx_INCREF(__pyx_v_val);
        __Pyx_GIVEREF(__pyx_v_val);
        PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_v_val);
        __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_5, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 608, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      }
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_r = __pyx_t_2;
      __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      goto __pyx_L0;
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }

  /* "pandas/src/hashtable_class_helper.pxi":610
 *     cpdef get_item(self, object val):
 *         cdef khiter_t k
 *         k = kh_get_str(self.table, util.get_c_string(val))             # <<<<<<<<<<<<<<
 *         if k != self.table.n_buckets:
 *             return self.table.vals[k]
 */
  __pyx_v_k = kh_get_str(__pyx_v_self->table, get_c_string(__pyx_v_val));

  /* "pandas/src/hashtable_class_helper.pxi":611
 *         cdef khiter_t k
 *         k = kh_get_str(self.table, util.get_c_string(val))
 *         if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *             return self.table.vals[k]
 *         else:
 */
  __pyx_t_6 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
  if (__pyx_t_6) {

    /* "pandas/src/hashtable_class_helper.pxi":612
 *         k = kh_get_str(self.table, util.get_c_string(val))
 *         if k != self.table.n_buckets:
 *             return self.table.vals[k]             # <<<<<<<<<<<<<<
 *         else:
 *             raise KeyError(val)
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = __Pyx_PyInt_FromSize_t((__pyx_v_self->table->vals[__pyx_v_k])); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 612, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;

    /* "pandas/src/hashtable_class_helper.pxi":611
 *         cdef khiter_t k
 *         k = kh_get_str(self.table, util.get_c_string(val))
 *         if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *             return self.table.vals[k]
 *         else:
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":614
 *             return self.table.vals[k]
 *         else:
 *             raise KeyError(val)             # <<<<<<<<<<<<<<
 * 
 *     def get_iter_test(self, object key, Py_ssize_t iterations):
 */
  /*else*/ {
    __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 614, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_INCREF(__pyx_v_val);
    __Pyx_GIVEREF(__pyx_v_val);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_val);
    __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_KeyError, __pyx_t_1, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 614, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(0, 614, __pyx_L1_error)
  }

  /* "pandas/src/hashtable_class_helper.pxi":608
 *         kh_destroy_str(self.table)
 * 
 *     cpdef get_item(self, object val):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         k = kh_get_str(self.table, util.get_c_string(val))
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_5get_item(PyObject *__pyx_v_self, PyObject *__pyx_v_val); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_5get_item(PyObject *__pyx_v_self, PyObject *__pyx_v_val) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_item (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15StringHashTable_4get_item(((struct __pyx_obj_6pandas_9hashtable_StringHashTable *)__pyx_v_self), ((PyObject *)__pyx_v_val));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_4get_item(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_val) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("get_item", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_15StringHashTable_get_item(__pyx_v_self, __pyx_v_val, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 608, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":616
 *             raise KeyError(val)
 * 
 *     def get_iter_test(self, object key, Py_ssize_t iterations):             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t i, val
 *         for i in range(iterations):
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_7get_iter_test(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_7get_iter_test(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_key = 0;
  Py_ssize_t __pyx_v_iterations;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_iter_test (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_key,&__pyx_n_s_iterations,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_key)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_iterations)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_iter_test", 1, 2, 2, 1); __PYX_ERR(0, 616, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "get_iter_test") < 0)) __PYX_ERR(0, 616, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_key = values[0];
    __pyx_v_iterations = __Pyx_PyIndex_AsSsize_t(values[1]); if (unlikely((__pyx_v_iterations == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 616, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("get_iter_test", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 616, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.get_iter_test", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_15StringHashTable_6get_iter_test(((struct __pyx_obj_6pandas_9hashtable_StringHashTable *)__pyx_v_self), __pyx_v_key, __pyx_v_iterations);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_6get_iter_test(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_iterations) {
  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
  CYTHON_UNUSED Py_ssize_t __pyx_v_val;
  khint_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  int __pyx_t_3;
  __Pyx_RefNannySetupContext("get_iter_test", 0);

  /* "pandas/src/hashtable_class_helper.pxi":618
 *     def get_iter_test(self, object key, Py_ssize_t iterations):
 *         cdef Py_ssize_t i, val
 *         for i in range(iterations):             # <<<<<<<<<<<<<<
 *             k = kh_get_str(self.table, util.get_c_string(key))
 *             if k != self.table.n_buckets:
 */
  __pyx_t_1 = __pyx_v_iterations;
  for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_1; __pyx_t_2+=1) {
    __pyx_v_i = __pyx_t_2;

    /* "pandas/src/hashtable_class_helper.pxi":619
 *         cdef Py_ssize_t i, val
 *         for i in range(iterations):
 *             k = kh_get_str(self.table, util.get_c_string(key))             # <<<<<<<<<<<<<<
 *             if k != self.table.n_buckets:
 *                 val = self.table.vals[k]
 */
    __pyx_v_k = kh_get_str(__pyx_v_self->table, get_c_string(__pyx_v_key));

    /* "pandas/src/hashtable_class_helper.pxi":620
 *         for i in range(iterations):
 *             k = kh_get_str(self.table, util.get_c_string(key))
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 val = self.table.vals[k]
 * 
 */
    __pyx_t_3 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
    if (__pyx_t_3) {

      /* "pandas/src/hashtable_class_helper.pxi":621
 *             k = kh_get_str(self.table, util.get_c_string(key))
 *             if k != self.table.n_buckets:
 *                 val = self.table.vals[k]             # <<<<<<<<<<<<<<
 * 
 *     cpdef set_item(self, object key, Py_ssize_t val):
 */
      __pyx_v_val = (__pyx_v_self->table->vals[__pyx_v_k]);

      /* "pandas/src/hashtable_class_helper.pxi":620
 *         for i in range(iterations):
 *             k = kh_get_str(self.table, util.get_c_string(key))
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 val = self.table.vals[k]
 * 
 */
    }
  }

  /* "pandas/src/hashtable_class_helper.pxi":616
 *             raise KeyError(val)
 * 
 *     def get_iter_test(self, object key, Py_ssize_t iterations):             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t i, val
 *         for i in range(iterations):
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":623
 *                 val = self.table.vals[k]
 * 
 *     cpdef set_item(self, object key, Py_ssize_t val):             # <<<<<<<<<<<<<<
 *         cdef:
 *             khiter_t k
 */

static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_9set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_15StringHashTable_set_item(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val, int __pyx_skip_dispatch) {
  khiter_t __pyx_v_k;
  int __pyx_v_ret;
  char *__pyx_v_buf;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  Py_ssize_t __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  kh_cstr_t __pyx_t_8;
  int __pyx_t_9;
  __Pyx_RefNannySetupContext("set_item", 0);
  /* Check if called by wrapper */
  if (unlikely(__pyx_skip_dispatch)) ;
  /* Check if overridden in Python */
  else if (unlikely(Py_TYPE(((PyObject *)__pyx_v_self))->tp_dictoffset != 0)) {
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_set_item); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 623, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (!PyCFunction_Check(__pyx_t_1) || (PyCFunction_GET_FUNCTION(__pyx_t_1) != (PyCFunction)__pyx_pw_6pandas_9hashtable_15StringHashTable_9set_item)) {
      __Pyx_XDECREF(__pyx_r);
      __pyx_t_3 = PyInt_FromSsize_t(__pyx_v_val); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 623, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_1);
      __pyx_t_4 = __pyx_t_1; __pyx_t_5 = NULL;
      __pyx_t_6 = 0;
      if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
        __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_4);
        if (likely(__pyx_t_5)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
          __Pyx_INCREF(__pyx_t_5);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_4, function);
          __pyx_t_6 = 1;
        }
      }
      __pyx_t_7 = PyTuple_New(2+__pyx_t_6); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 623, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      if (__pyx_t_5) {
        __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_5); __pyx_t_5 = NULL;
      }
      __Pyx_INCREF(__pyx_v_key);
      __Pyx_GIVEREF(__pyx_v_key);
      PyTuple_SET_ITEM(__pyx_t_7, 0+__pyx_t_6, __pyx_v_key);
      __Pyx_GIVEREF(__pyx_t_3);
      PyTuple_SET_ITEM(__pyx_t_7, 1+__pyx_t_6, __pyx_t_3);
      __pyx_t_3 = 0;
      __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_7, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 623, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_r = __pyx_t_2;
      __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      goto __pyx_L0;
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }

  /* "pandas/src/hashtable_class_helper.pxi":626
 *         cdef:
 *             khiter_t k
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             char* buf
 * 
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":629
 *             char* buf
 * 
 *         buf = util.get_c_string(key)             # <<<<<<<<<<<<<<
 * 
 *         k = kh_put_str(self.table, buf, &ret)
 */
  __pyx_v_buf = get_c_string(__pyx_v_key);

  /* "pandas/src/hashtable_class_helper.pxi":631
 *         buf = util.get_c_string(key)
 * 
 *         k = kh_put_str(self.table, buf, &ret)             # <<<<<<<<<<<<<<
 *         self.table.keys[k] = key
 *         if kh_exist_str(self.table, k):
 */
  __pyx_v_k = kh_put_str(__pyx_v_self->table, __pyx_v_buf, (&__pyx_v_ret));

  /* "pandas/src/hashtable_class_helper.pxi":632
 * 
 *         k = kh_put_str(self.table, buf, &ret)
 *         self.table.keys[k] = key             # <<<<<<<<<<<<<<
 *         if kh_exist_str(self.table, k):
 *             self.table.vals[k] = val
 */
  __pyx_t_8 = __Pyx_PyObject_AsString(__pyx_v_key); if (unlikely((__pyx_t_8 == (kh_cstr_t)NULL) && PyErr_Occurred())) __PYX_ERR(0, 632, __pyx_L1_error)
  (__pyx_v_self->table->keys[__pyx_v_k]) = __pyx_t_8;

  /* "pandas/src/hashtable_class_helper.pxi":633
 *         k = kh_put_str(self.table, buf, &ret)
 *         self.table.keys[k] = key
 *         if kh_exist_str(self.table, k):             # <<<<<<<<<<<<<<
 *             self.table.vals[k] = val
 *         else:
 */
  __pyx_t_9 = (kh_exist_str(__pyx_v_self->table, __pyx_v_k) != 0);
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_class_helper.pxi":634
 *         self.table.keys[k] = key
 *         if kh_exist_str(self.table, k):
 *             self.table.vals[k] = val             # <<<<<<<<<<<<<<
 *         else:
 *             raise KeyError(key)
 */
    (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_val;

    /* "pandas/src/hashtable_class_helper.pxi":633
 *         k = kh_put_str(self.table, buf, &ret)
 *         self.table.keys[k] = key
 *         if kh_exist_str(self.table, k):             # <<<<<<<<<<<<<<
 *             self.table.vals[k] = val
 *         else:
 */
    goto __pyx_L3;
  }

  /* "pandas/src/hashtable_class_helper.pxi":636
 *             self.table.vals[k] = val
 *         else:
 *             raise KeyError(key)             # <<<<<<<<<<<<<<
 * 
 *     def get_indexer(self, ndarray[object] values):
 */
  /*else*/ {
    __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 636, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_INCREF(__pyx_v_key);
    __Pyx_GIVEREF(__pyx_v_key);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_key);
    __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_KeyError, __pyx_t_1, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 636, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(0, 636, __pyx_L1_error)
  }
  __pyx_L3:;

  /* "pandas/src/hashtable_class_helper.pxi":623
 *                 val = self.table.vals[k]
 * 
 *     cpdef set_item(self, object key, Py_ssize_t val):             # <<<<<<<<<<<<<<
 *         cdef:
 *             khiter_t k
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_9set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_9set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_key = 0;
  Py_ssize_t __pyx_v_val;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("set_item (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_key,&__pyx_n_s_val,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_key)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_val)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("set_item", 1, 2, 2, 1); __PYX_ERR(0, 623, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "set_item") < 0)) __PYX_ERR(0, 623, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_key = values[0];
    __pyx_v_val = __Pyx_PyIndex_AsSsize_t(values[1]); if (unlikely((__pyx_v_val == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 623, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("set_item", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 623, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_15StringHashTable_8set_item(((struct __pyx_obj_6pandas_9hashtable_StringHashTable *)__pyx_v_self), __pyx_v_key, __pyx_v_val);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_8set_item(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("set_item", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_15StringHashTable_set_item(__pyx_v_self, __pyx_v_key, __pyx_v_val, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 623, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":638
 *             raise KeyError(key)
 * 
 *     def get_indexer(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_11get_indexer(PyObject *__pyx_v_self, PyObject *__pyx_v_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_11get_indexer(PyObject *__pyx_v_self, PyObject *__pyx_v_values) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_indexer (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(0, 638, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_15StringHashTable_10get_indexer(((struct __pyx_obj_6pandas_9hashtable_StringHashTable *)__pyx_v_self), ((PyArrayObject *)__pyx_v_values));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_10get_indexer(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  PyArrayObject *__pyx_v_labels = 0;
  char *__pyx_v_buf;
  __pyx_t_5numpy_int64_t *__pyx_v_resbuf;
  khiter_t __pyx_v_k;
  kh_str_t *__pyx_v_table;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_labels;
  __Pyx_Buffer __pyx_pybuffer_labels;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyArrayObject *__pyx_t_7 = NULL;
  kh_str_t *__pyx_t_8;
  Py_ssize_t __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  int __pyx_t_11;
  int __pyx_t_12;
  __Pyx_RefNannySetupContext("get_indexer", 0);
  __pyx_pybuffer_labels.pybuffer.buf = NULL;
  __pyx_pybuffer_labels.refcount = 0;
  __pyx_pybuffernd_labels.data = NULL;
  __pyx_pybuffernd_labels.rcbuffer = &__pyx_pybuffer_labels;
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(0, 638, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/src/hashtable_class_helper.pxi":640
 *     def get_indexer(self, ndarray[object] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             ndarray[int64_t] labels = np.empty(n, dtype=np.int64)
 *             char *buf
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 640, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/src/hashtable_class_helper.pxi":641
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             ndarray[int64_t] labels = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 *             char *buf
 *             int64_t *resbuf = <int64_t*> labels.data
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 641, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 641, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 641, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 641, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2);
  __pyx_t_2 = 0;
  __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 641, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 641, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 641, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 641, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 641, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (!(likely(((__pyx_t_6) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_6, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 641, __pyx_L1_error)
  __pyx_t_7 = ((PyArrayObject *)__pyx_t_6);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_labels.rcbuffer->pybuffer, (PyObject*)__pyx_t_7, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_labels = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_labels.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 641, __pyx_L1_error)
    } else {__pyx_pybuffernd_labels.diminfo[0].strides = __pyx_pybuffernd_labels.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_labels.diminfo[0].shape = __pyx_pybuffernd_labels.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_7 = 0;
  __pyx_v_labels = ((PyArrayObject *)__pyx_t_6);
  __pyx_t_6 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":643
 *             ndarray[int64_t] labels = np.empty(n, dtype=np.int64)
 *             char *buf
 *             int64_t *resbuf = <int64_t*> labels.data             # <<<<<<<<<<<<<<
 *             khiter_t k
 *             kh_str_t *table = self.table
 */
  __pyx_v_resbuf = ((__pyx_t_5numpy_int64_t *)__pyx_v_labels->data);

  /* "pandas/src/hashtable_class_helper.pxi":645
 *             int64_t *resbuf = <int64_t*> labels.data
 *             khiter_t k
 *             kh_str_t *table = self.table             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n):
 */
  __pyx_t_8 = __pyx_v_self->table;
  __pyx_v_table = __pyx_t_8;

  /* "pandas/src/hashtable_class_helper.pxi":647
 *             kh_str_t *table = self.table
 * 
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             buf = util.get_c_string(values[i])
 *             k = kh_get_str(table, buf)
 */
  __pyx_t_1 = __pyx_v_n;
  for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_1; __pyx_t_9+=1) {
    __pyx_v_i = __pyx_t_9;

    /* "pandas/src/hashtable_class_helper.pxi":648
 * 
 *         for i in range(n):
 *             buf = util.get_c_string(values[i])             # <<<<<<<<<<<<<<
 *             k = kh_get_str(table, buf)
 *             if k != table.n_buckets:
 */
    __pyx_t_10 = __pyx_v_i;
    __pyx_t_11 = -1;
    if (__pyx_t_10 < 0) {
      __pyx_t_10 += __pyx_pybuffernd_values.diminfo[0].shape;
      if (unlikely(__pyx_t_10 < 0)) __pyx_t_11 = 0;
    } else if (unlikely(__pyx_t_10 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_11 = 0;
    if (unlikely(__pyx_t_11 != -1)) {
      __Pyx_RaiseBufferIndexError(__pyx_t_11);
      __PYX_ERR(0, 648, __pyx_L1_error)
    }
    __pyx_t_6 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_10, __pyx_pybuffernd_values.diminfo[0].strides);
    __Pyx_INCREF((PyObject*)__pyx_t_6);
    __pyx_v_buf = get_c_string(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":649
 *         for i in range(n):
 *             buf = util.get_c_string(values[i])
 *             k = kh_get_str(table, buf)             # <<<<<<<<<<<<<<
 *             if k != table.n_buckets:
 *                 resbuf[i] = table.vals[k]
 */
    __pyx_v_k = kh_get_str(__pyx_v_table, __pyx_v_buf);

    /* "pandas/src/hashtable_class_helper.pxi":650
 *             buf = util.get_c_string(values[i])
 *             k = kh_get_str(table, buf)
 *             if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                 resbuf[i] = table.vals[k]
 *             else:
 */
    __pyx_t_12 = ((__pyx_v_k != __pyx_v_table->n_buckets) != 0);
    if (__pyx_t_12) {

      /* "pandas/src/hashtable_class_helper.pxi":651
 *             k = kh_get_str(table, buf)
 *             if k != table.n_buckets:
 *                 resbuf[i] = table.vals[k]             # <<<<<<<<<<<<<<
 *             else:
 *                 resbuf[i] = -1
 */
      (__pyx_v_resbuf[__pyx_v_i]) = (__pyx_v_table->vals[__pyx_v_k]);

      /* "pandas/src/hashtable_class_helper.pxi":650
 *             buf = util.get_c_string(values[i])
 *             k = kh_get_str(table, buf)
 *             if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                 resbuf[i] = table.vals[k]
 *             else:
 */
      goto __pyx_L5;
    }

    /* "pandas/src/hashtable_class_helper.pxi":653
 *                 resbuf[i] = table.vals[k]
 *             else:
 *                 resbuf[i] = -1             # <<<<<<<<<<<<<<
 *         return labels
 * 
 */
    /*else*/ {
      (__pyx_v_resbuf[__pyx_v_i]) = -1LL;
    }
    __pyx_L5:;
  }

  /* "pandas/src/hashtable_class_helper.pxi":654
 *             else:
 *                 resbuf[i] = -1
 *         return labels             # <<<<<<<<<<<<<<
 * 
 *     def unique(self, ndarray[object] values):
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_labels));
  __pyx_r = ((PyObject *)__pyx_v_labels);
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":638
 *             raise KeyError(key)
 * 
 *     def get_indexer(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_labels.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.get_indexer", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_labels.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_labels);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":656
 *         return labels
 * 
 *     def unique(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_13unique(PyObject *__pyx_v_self, PyObject *__pyx_v_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_13unique(PyObject *__pyx_v_self, PyObject *__pyx_v_values) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("unique (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(0, 656, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_15StringHashTable_12unique(((struct __pyx_obj_6pandas_9hashtable_StringHashTable *)__pyx_v_self), ((PyArrayObject *)__pyx_v_values));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_12unique(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  PyObject *__pyx_v_val = 0;
  char *__pyx_v_buf;
  khiter_t __pyx_v_k;
  struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_uniques = 0;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  int __pyx_t_5;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  __Pyx_RefNannySetupContext("unique", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(0, 656, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/src/hashtable_class_helper.pxi":658
 *     def unique(self, ndarray[object] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             object val
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 658, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/src/hashtable_class_helper.pxi":659
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             object val
 *             char *buf
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":663
 *             char *buf
 *             khiter_t k
 *             ObjectVector uniques = ObjectVector()             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n):
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_ObjectVector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 663, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":665
 *             ObjectVector uniques = ObjectVector()
 * 
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             val = values[i]
 *             buf = util.get_c_string(val)
 */
  __pyx_t_1 = __pyx_v_n;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_1; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "pandas/src/hashtable_class_helper.pxi":666
 * 
 *         for i in range(n):
 *             val = values[i]             # <<<<<<<<<<<<<<
 *             buf = util.get_c_string(val)
 *             k = kh_get_str(self.table, buf)
 */
    __pyx_t_4 = __pyx_v_i;
    __pyx_t_5 = -1;
    if (__pyx_t_4 < 0) {
      __pyx_t_4 += __pyx_pybuffernd_values.diminfo[0].shape;
      if (unlikely(__pyx_t_4 < 0)) __pyx_t_5 = 0;
    } else if (unlikely(__pyx_t_4 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_5 = 0;
    if (unlikely(__pyx_t_5 != -1)) {
      __Pyx_RaiseBufferIndexError(__pyx_t_5);
      __PYX_ERR(0, 666, __pyx_L1_error)
    }
    __pyx_t_2 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_4, __pyx_pybuffernd_values.diminfo[0].strides);
    __Pyx_INCREF((PyObject*)__pyx_t_2);
    __Pyx_XDECREF_SET(__pyx_v_val, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":667
 *         for i in range(n):
 *             val = values[i]
 *             buf = util.get_c_string(val)             # <<<<<<<<<<<<<<
 *             k = kh_get_str(self.table, buf)
 *             if k == self.table.n_buckets:
 */
    __pyx_v_buf = get_c_string(__pyx_v_val);

    /* "pandas/src/hashtable_class_helper.pxi":668
 *             val = values[i]
 *             buf = util.get_c_string(val)
 *             k = kh_get_str(self.table, buf)             # <<<<<<<<<<<<<<
 *             if k == self.table.n_buckets:
 *                 kh_put_str(self.table, buf, &ret)
 */
    __pyx_v_k = kh_get_str(__pyx_v_self->table, __pyx_v_buf);

    /* "pandas/src/hashtable_class_helper.pxi":669
 *             buf = util.get_c_string(val)
 *             k = kh_get_str(self.table, buf)
 *             if k == self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 kh_put_str(self.table, buf, &ret)
 *                 uniques.append(val)
 */
    __pyx_t_6 = ((__pyx_v_k == __pyx_v_self->table->n_buckets) != 0);
    if (__pyx_t_6) {

      /* "pandas/src/hashtable_class_helper.pxi":670
 *             k = kh_get_str(self.table, buf)
 *             if k == self.table.n_buckets:
 *                 kh_put_str(self.table, buf, &ret)             # <<<<<<<<<<<<<<
 *                 uniques.append(val)
 * 
 */
      kh_put_str(__pyx_v_self->table, __pyx_v_buf, (&__pyx_v_ret));

      /* "pandas/src/hashtable_class_helper.pxi":671
 *             if k == self.table.n_buckets:
 *                 kh_put_str(self.table, buf, &ret)
 *                 uniques.append(val)             # <<<<<<<<<<<<<<
 * 
 *         return uniques.to_array()
 */
      __pyx_t_2 = __pyx_f_6pandas_9hashtable_12ObjectVector_append(__pyx_v_uniques, __pyx_v_val); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 671, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

      /* "pandas/src/hashtable_class_helper.pxi":669
 *             buf = util.get_c_string(val)
 *             k = kh_get_str(self.table, buf)
 *             if k == self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 kh_put_str(self.table, buf, &ret)
 *                 uniques.append(val)
 */
    }
  }

  /* "pandas/src/hashtable_class_helper.pxi":673
 *                 uniques.append(val)
 * 
 *         return uniques.to_array()             # <<<<<<<<<<<<<<
 * 
 *     def factorize(self, ndarray[object] values):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_7 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 673, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __pyx_t_8 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_7))) {
    __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_7);
    if (likely(__pyx_t_8)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
      __Pyx_INCREF(__pyx_t_8);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_7, function);
    }
  }
  if (__pyx_t_8) {
    __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_t_8); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 673, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
  } else {
    __pyx_t_2 = __Pyx_PyObject_CallNoArg(__pyx_t_7); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 673, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":656
 *         return labels
 * 
 *     def unique(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.unique", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF(__pyx_v_val);
  __Pyx_XDECREF((PyObject *)__pyx_v_uniques);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":675
 *         return uniques.to_array()
 * 
 *     def factorize(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_15factorize(PyObject *__pyx_v_self, PyObject *__pyx_v_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15StringHashTable_15factorize(PyObject *__pyx_v_self, PyObject *__pyx_v_values) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("factorize (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(0, 675, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_15StringHashTable_14factorize(((struct __pyx_obj_6pandas_9hashtable_StringHashTable *)__pyx_v_self), ((PyArrayObject *)__pyx_v_values));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15StringHashTable_14factorize(struct __pyx_obj_6pandas_9hashtable_StringHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  PyArrayObject *__pyx_v_labels = 0;
  PyObject *__pyx_v_reverse = 0;
  Py_ssize_t __pyx_v_idx;
  Py_ssize_t __pyx_v_count;
  int __pyx_v_ret;
  PyObject *__pyx_v_val = 0;
  char *__pyx_v_buf;
  khiter_t __pyx_v_k;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_labels;
  __Pyx_Buffer __pyx_pybuffer_labels;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyArrayObject *__pyx_t_7 = NULL;
  Py_ssize_t __pyx_t_8;
  Py_ssize_t __pyx_t_9;
  int __pyx_t_10;
  int __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  __Pyx_RefNannySetupContext("factorize", 0);
  __pyx_pybuffer_labels.pybuffer.buf = NULL;
  __pyx_pybuffer_labels.refcount = 0;
  __pyx_pybuffernd_labels.data = NULL;
  __pyx_pybuffernd_labels.rcbuffer = &__pyx_pybuffer_labels;
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(0, 675, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/src/hashtable_class_helper.pxi":677
 *     def factorize(self, ndarray[object] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             ndarray[int64_t] labels = np.empty(n, dtype=np.int64)
 *             dict reverse = {}
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 677, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/src/hashtable_class_helper.pxi":678
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             ndarray[int64_t] labels = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 *             dict reverse = {}
 *             Py_ssize_t idx, count = 0
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 678, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 678, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 678, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 678, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2);
  __pyx_t_2 = 0;
  __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 678, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 678, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 678, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 678, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 678, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (!(likely(((__pyx_t_6) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_6, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(0, 678, __pyx_L1_error)
  __pyx_t_7 = ((PyArrayObject *)__pyx_t_6);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_labels.rcbuffer->pybuffer, (PyObject*)__pyx_t_7, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_labels = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_labels.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(0, 678, __pyx_L1_error)
    } else {__pyx_pybuffernd_labels.diminfo[0].strides = __pyx_pybuffernd_labels.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_labels.diminfo[0].shape = __pyx_pybuffernd_labels.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_7 = 0;
  __pyx_v_labels = ((PyArrayObject *)__pyx_t_6);
  __pyx_t_6 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":679
 *             Py_ssize_t i, n = len(values)
 *             ndarray[int64_t] labels = np.empty(n, dtype=np.int64)
 *             dict reverse = {}             # <<<<<<<<<<<<<<
 *             Py_ssize_t idx, count = 0
 *             int ret = 0
 */
  __pyx_t_6 = PyDict_New(); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 679, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __pyx_v_reverse = ((PyObject*)__pyx_t_6);
  __pyx_t_6 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":680
 *             ndarray[int64_t] labels = np.empty(n, dtype=np.int64)
 *             dict reverse = {}
 *             Py_ssize_t idx, count = 0             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             object val
 */
  __pyx_v_count = 0;

  /* "pandas/src/hashtable_class_helper.pxi":681
 *             dict reverse = {}
 *             Py_ssize_t idx, count = 0
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             object val
 *             char *buf
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":686
 *             khiter_t k
 * 
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             val = values[i]
 *             buf = util.get_c_string(val)
 */
  __pyx_t_1 = __pyx_v_n;
  for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_1; __pyx_t_8+=1) {
    __pyx_v_i = __pyx_t_8;

    /* "pandas/src/hashtable_class_helper.pxi":687
 * 
 *         for i in range(n):
 *             val = values[i]             # <<<<<<<<<<<<<<
 *             buf = util.get_c_string(val)
 *             k = kh_get_str(self.table, buf)
 */
    __pyx_t_9 = __pyx_v_i;
    __pyx_t_10 = -1;
    if (__pyx_t_9 < 0) {
      __pyx_t_9 += __pyx_pybuffernd_values.diminfo[0].shape;
      if (unlikely(__pyx_t_9 < 0)) __pyx_t_10 = 0;
    } else if (unlikely(__pyx_t_9 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_10 = 0;
    if (unlikely(__pyx_t_10 != -1)) {
      __Pyx_RaiseBufferIndexError(__pyx_t_10);
      __PYX_ERR(0, 687, __pyx_L1_error)
    }
    __pyx_t_6 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_9, __pyx_pybuffernd_values.diminfo[0].strides);
    __Pyx_INCREF((PyObject*)__pyx_t_6);
    __Pyx_XDECREF_SET(__pyx_v_val, __pyx_t_6);
    __pyx_t_6 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":688
 *         for i in range(n):
 *             val = values[i]
 *             buf = util.get_c_string(val)             # <<<<<<<<<<<<<<
 *             k = kh_get_str(self.table, buf)
 *             if k != self.table.n_buckets:
 */
    __pyx_v_buf = get_c_string(__pyx_v_val);

    /* "pandas/src/hashtable_class_helper.pxi":689
 *             val = values[i]
 *             buf = util.get_c_string(val)
 *             k = kh_get_str(self.table, buf)             # <<<<<<<<<<<<<<
 *             if k != self.table.n_buckets:
 *                 idx = self.table.vals[k]
 */
    __pyx_v_k = kh_get_str(__pyx_v_self->table, __pyx_v_buf);

    /* "pandas/src/hashtable_class_helper.pxi":690
 *             buf = util.get_c_string(val)
 *             k = kh_get_str(self.table, buf)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 idx = self.table.vals[k]
 *                 labels[i] = idx
 */
    __pyx_t_11 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
    if (__pyx_t_11) {

      /* "pandas/src/hashtable_class_helper.pxi":691
 *             k = kh_get_str(self.table, buf)
 *             if k != self.table.n_buckets:
 *                 idx = self.table.vals[k]             # <<<<<<<<<<<<<<
 *                 labels[i] = idx
 *             else:
 */
      __pyx_v_idx = (__pyx_v_self->table->vals[__pyx_v_k]);

      /* "pandas/src/hashtable_class_helper.pxi":692
 *             if k != self.table.n_buckets:
 *                 idx = self.table.vals[k]
 *                 labels[i] = idx             # <<<<<<<<<<<<<<
 *             else:
 *                 k = kh_put_str(self.table, buf, &ret)
 */
      __pyx_t_12 = __pyx_v_i;
      __pyx_t_10 = -1;
      if (__pyx_t_12 < 0) {
        __pyx_t_12 += __pyx_pybuffernd_labels.diminfo[0].shape;
        if (unlikely(__pyx_t_12 < 0)) __pyx_t_10 = 0;
      } else if (unlikely(__pyx_t_12 >= __pyx_pybuffernd_labels.diminfo[0].shape)) __pyx_t_10 = 0;
      if (unlikely(__pyx_t_10 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_10);
        __PYX_ERR(0, 692, __pyx_L1_error)
      }
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_labels.rcbuffer->pybuffer.buf, __pyx_t_12, __pyx_pybuffernd_labels.diminfo[0].strides) = __pyx_v_idx;

      /* "pandas/src/hashtable_class_helper.pxi":690
 *             buf = util.get_c_string(val)
 *             k = kh_get_str(self.table, buf)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 idx = self.table.vals[k]
 *                 labels[i] = idx
 */
      goto __pyx_L5;
    }

    /* "pandas/src/hashtable_class_helper.pxi":694
 *                 labels[i] = idx
 *             else:
 *                 k = kh_put_str(self.table, buf, &ret)             # <<<<<<<<<<<<<<
 *                 # print 'putting %s, %s' % (val, count)
 * 
 */
    /*else*/ {
      __pyx_v_k = kh_put_str(__pyx_v_self->table, __pyx_v_buf, (&__pyx_v_ret));

      /* "pandas/src/hashtable_class_helper.pxi":697
 *                 # print 'putting %s, %s' % (val, count)
 * 
 *                 self.table.vals[k] = count             # <<<<<<<<<<<<<<
 *                 reverse[count] = val
 *                 labels[i] = count
 */
      (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_count;

      /* "pandas/src/hashtable_class_helper.pxi":698
 * 
 *                 self.table.vals[k] = count
 *                 reverse[count] = val             # <<<<<<<<<<<<<<
 *                 labels[i] = count
 *                 count += 1
 */
      __pyx_t_6 = PyInt_FromSsize_t(__pyx_v_count); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 698, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      if (unlikely(PyDict_SetItem(__pyx_v_reverse, __pyx_t_6, __pyx_v_val) < 0)) __PYX_ERR(0, 698, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;

      /* "pandas/src/hashtable_class_helper.pxi":699
 *                 self.table.vals[k] = count
 *                 reverse[count] = val
 *                 labels[i] = count             # <<<<<<<<<<<<<<
 *                 count += 1
 * 
 */
      __pyx_t_13 = __pyx_v_i;
      __pyx_t_10 = -1;
      if (__pyx_t_13 < 0) {
        __pyx_t_13 += __pyx_pybuffernd_labels.diminfo[0].shape;
        if (unlikely(__pyx_t_13 < 0)) __pyx_t_10 = 0;
      } else if (unlikely(__pyx_t_13 >= __pyx_pybuffernd_labels.diminfo[0].shape)) __pyx_t_10 = 0;
      if (unlikely(__pyx_t_10 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_10);
        __PYX_ERR(0, 699, __pyx_L1_error)
      }
      *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_labels.rcbuffer->pybuffer.buf, __pyx_t_13, __pyx_pybuffernd_labels.diminfo[0].strides) = __pyx_v_count;

      /* "pandas/src/hashtable_class_helper.pxi":700
 *                 reverse[count] = val
 *                 labels[i] = count
 *                 count += 1             # <<<<<<<<<<<<<<
 * 
 *         return reverse, labels
 */
      __pyx_v_count = (__pyx_v_count + 1);
    }
    __pyx_L5:;
  }

  /* "pandas/src/hashtable_class_helper.pxi":702
 *                 count += 1
 * 
 *         return reverse, labels             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_6 = PyTuple_New(2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 702, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_INCREF(__pyx_v_reverse);
  __Pyx_GIVEREF(__pyx_v_reverse);
  PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_v_reverse);
  __Pyx_INCREF(((PyObject *)__pyx_v_labels));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_labels));
  PyTuple_SET_ITEM(__pyx_t_6, 1, ((PyObject *)__pyx_v_labels));
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":675
 *         return uniques.to_array()
 * 
 *     def factorize(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_labels.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.StringHashTable.factorize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_labels.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_labels);
  __Pyx_XDECREF(__pyx_v_reverse);
  __Pyx_XDECREF(__pyx_v_val);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":709
 * cdef class PyObjectHashTable(HashTable):
 * 
 *     def __init__(self, size_hint=1):             # <<<<<<<<<<<<<<
 *         self.table = kh_init_pymap()
 *         kh_resize_pymap(self.table, size_hint)
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_size_hint = 0;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_size_hint,0};
    PyObject* values[1] = {0};
    values[0] = ((PyObject *)__pyx_int_1);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_size_hint);
          if (value) { values[0] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(0, 709, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_size_hint = values[0];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__init__", 0, 0, 1, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 709, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable___init__(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self), __pyx_v_size_hint);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_17PyObjectHashTable___init__(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_size_hint) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  khint_t __pyx_t_1;
  __Pyx_RefNannySetupContext("__init__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":710
 * 
 *     def __init__(self, size_hint=1):
 *         self.table = kh_init_pymap()             # <<<<<<<<<<<<<<
 *         kh_resize_pymap(self.table, size_hint)
 * 
 */
  __pyx_v_self->table = kh_init_pymap();

  /* "pandas/src/hashtable_class_helper.pxi":711
 *     def __init__(self, size_hint=1):
 *         self.table = kh_init_pymap()
 *         kh_resize_pymap(self.table, size_hint)             # <<<<<<<<<<<<<<
 * 
 *     def __dealloc__(self):
 */
  __pyx_t_1 = __Pyx_PyInt_As_npy_uint32(__pyx_v_size_hint); if (unlikely((__pyx_t_1 == (khint_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 711, __pyx_L1_error)
  kh_resize_pymap(__pyx_v_self->table, __pyx_t_1);

  /* "pandas/src/hashtable_class_helper.pxi":709
 * cdef class PyObjectHashTable(HashTable):
 * 
 *     def __init__(self, size_hint=1):             # <<<<<<<<<<<<<<
 *         self.table = kh_init_pymap()
 *         kh_resize_pymap(self.table, size_hint)
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":713
 *         kh_resize_pymap(self.table, size_hint)
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         if self.table is not NULL:
 *             self.destroy()
 */

/* Python wrapper */
static void __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_3__dealloc__(PyObject *__pyx_v_self); /*proto*/
static void __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_3__dealloc__(PyObject *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__ (wrapper)", 0);
  __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_2__dealloc__(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_2__dealloc__(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  __Pyx_RefNannySetupContext("__dealloc__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":714
 * 
 *     def __dealloc__(self):
 *         if self.table is not NULL:             # <<<<<<<<<<<<<<
 *             self.destroy()
 * 
 */
  __pyx_t_1 = ((__pyx_v_self->table != NULL) != 0);
  if (__pyx_t_1) {

    /* "pandas/src/hashtable_class_helper.pxi":715
 *     def __dealloc__(self):
 *         if self.table is not NULL:
 *             self.destroy()             # <<<<<<<<<<<<<<
 * 
 *     def __len__(self):
 */
    __pyx_t_3 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_destroy); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 715, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_4)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
      }
    }
    if (__pyx_t_4) {
      __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 715, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    } else {
      __pyx_t_2 = __Pyx_PyObject_CallNoArg(__pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 715, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":714
 * 
 *     def __dealloc__(self):
 *         if self.table is not NULL:             # <<<<<<<<<<<<<<
 *             self.destroy()
 * 
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":713
 *         kh_resize_pymap(self.table, size_hint)
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         if self.table is not NULL:
 *             self.destroy()
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_WriteUnraisable("pandas.hashtable.PyObjectHashTable.__dealloc__", __pyx_clineno, __pyx_lineno, __pyx_filename, 0, 0);
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
}

/* "pandas/src/hashtable_class_helper.pxi":717
 *             self.destroy()
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.table.size
 * 
 */

/* Python wrapper */
static Py_ssize_t __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_5__len__(PyObject *__pyx_v_self); /*proto*/
static Py_ssize_t __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_5__len__(PyObject *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_4__len__(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static Py_ssize_t __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_4__len__(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__", 0);

  /* "pandas/src/hashtable_class_helper.pxi":718
 * 
 *     def __len__(self):
 *         return self.table.size             # <<<<<<<<<<<<<<
 * 
 *     def __contains__(self, object key):
 */
  __pyx_r = __pyx_v_self->table->size;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":717
 *             self.destroy()
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         return self.table.size
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":720
 *         return self.table.size
 * 
 *     def __contains__(self, object key):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         hash(key)
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_7__contains__(PyObject *__pyx_v_self, PyObject *__pyx_v_key); /*proto*/
static int __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_7__contains__(PyObject *__pyx_v_self, PyObject *__pyx_v_key) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__contains__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_6__contains__(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self), ((PyObject *)__pyx_v_key));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_6__contains__(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key) {
  khiter_t __pyx_v_k;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  Py_hash_t __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  int __pyx_t_5;
  __Pyx_RefNannySetupContext("__contains__", 0);
  __Pyx_INCREF(__pyx_v_key);

  /* "pandas/src/hashtable_class_helper.pxi":722
 *     def __contains__(self, object key):
 *         cdef khiter_t k
 *         hash(key)             # <<<<<<<<<<<<<<
 *         if key != key or key is None:
 *             key = na_sentinel
 */
  __pyx_t_1 = PyObject_Hash(__pyx_v_key); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 722, __pyx_L1_error)

  /* "pandas/src/hashtable_class_helper.pxi":723
 *         cdef khiter_t k
 *         hash(key)
 *         if key != key or key is None:             # <<<<<<<<<<<<<<
 *             key = na_sentinel
 *         k = kh_get_pymap(self.table, <PyObject*>key)
 */
  __pyx_t_3 = PyObject_RichCompare(__pyx_v_key, __pyx_v_key, Py_NE); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 723, __pyx_L1_error)
  __pyx_t_4 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_4 < 0)) __PYX_ERR(0, 723, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (!__pyx_t_4) {
  } else {
    __pyx_t_2 = __pyx_t_4;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_4 = (__pyx_v_key == Py_None);
  __pyx_t_5 = (__pyx_t_4 != 0);
  __pyx_t_2 = __pyx_t_5;
  __pyx_L4_bool_binop_done:;
  if (__pyx_t_2) {

    /* "pandas/src/hashtable_class_helper.pxi":724
 *         hash(key)
 *         if key != key or key is None:
 *             key = na_sentinel             # <<<<<<<<<<<<<<
 *         k = kh_get_pymap(self.table, <PyObject*>key)
 *         return k != self.table.n_buckets
 */
    __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_na_sentinel); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 724, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF_SET(__pyx_v_key, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":723
 *         cdef khiter_t k
 *         hash(key)
 *         if key != key or key is None:             # <<<<<<<<<<<<<<
 *             key = na_sentinel
 *         k = kh_get_pymap(self.table, <PyObject*>key)
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":725
 *         if key != key or key is None:
 *             key = na_sentinel
 *         k = kh_get_pymap(self.table, <PyObject*>key)             # <<<<<<<<<<<<<<
 *         return k != self.table.n_buckets
 * 
 */
  __pyx_v_k = kh_get_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_key));

  /* "pandas/src/hashtable_class_helper.pxi":726
 *             key = na_sentinel
 *         k = kh_get_pymap(self.table, <PyObject*>key)
 *         return k != self.table.n_buckets             # <<<<<<<<<<<<<<
 * 
 *     def destroy(self):
 */
  __pyx_r = (__pyx_v_k != __pyx_v_self->table->n_buckets);
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":720
 *         return self.table.size
 * 
 *     def __contains__(self, object key):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         hash(key)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.__contains__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_key);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":728
 *         return k != self.table.n_buckets
 * 
 *     def destroy(self):             # <<<<<<<<<<<<<<
 *         kh_destroy_pymap(self.table)
 *         self.table = NULL
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_9destroy(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_9destroy(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("destroy (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_8destroy(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_8destroy(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("destroy", 0);

  /* "pandas/src/hashtable_class_helper.pxi":729
 * 
 *     def destroy(self):
 *         kh_destroy_pymap(self.table)             # <<<<<<<<<<<<<<
 *         self.table = NULL
 * 
 */
  kh_destroy_pymap(__pyx_v_self->table);

  /* "pandas/src/hashtable_class_helper.pxi":730
 *     def destroy(self):
 *         kh_destroy_pymap(self.table)
 *         self.table = NULL             # <<<<<<<<<<<<<<
 * 
 *     cpdef get_item(self, object val):
 */
  __pyx_v_self->table = NULL;

  /* "pandas/src/hashtable_class_helper.pxi":728
 *         return k != self.table.n_buckets
 * 
 *     def destroy(self):             # <<<<<<<<<<<<<<
 *         kh_destroy_pymap(self.table)
 *         self.table = NULL
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":732
 *         self.table = NULL
 * 
 *     cpdef get_item(self, object val):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         if val != val or val is None:
 */

static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_11get_item(PyObject *__pyx_v_self, PyObject *__pyx_v_val); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_17PyObjectHashTable_get_item(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_val, int __pyx_skip_dispatch) {
  khiter_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  int __pyx_t_7;
  int __pyx_t_8;
  __Pyx_RefNannySetupContext("get_item", 0);
  __Pyx_INCREF(__pyx_v_val);
  /* Check if called by wrapper */
  if (unlikely(__pyx_skip_dispatch)) ;
  /* Check if overridden in Python */
  else if (unlikely(Py_TYPE(((PyObject *)__pyx_v_self))->tp_dictoffset != 0)) {
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_get_item); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 732, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (!PyCFunction_Check(__pyx_t_1) || (PyCFunction_GET_FUNCTION(__pyx_t_1) != (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_11get_item)) {
      __Pyx_XDECREF(__pyx_r);
      __Pyx_INCREF(__pyx_t_1);
      __pyx_t_3 = __pyx_t_1; __pyx_t_4 = NULL;
      if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_3))) {
        __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
        if (likely(__pyx_t_4)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
          __Pyx_INCREF(__pyx_t_4);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_3, function);
        }
      }
      if (!__pyx_t_4) {
        __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_v_val); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 732, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
      } else {
        __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 732, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_4); __pyx_t_4 = NULL;
        __Pyx_INCREF(__pyx_v_val);
        __Pyx_GIVEREF(__pyx_v_val);
        PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_v_val);
        __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_5, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 732, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      }
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_r = __pyx_t_2;
      __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      goto __pyx_L0;
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }

  /* "pandas/src/hashtable_class_helper.pxi":734
 *     cpdef get_item(self, object val):
 *         cdef khiter_t k
 *         if val != val or val is None:             # <<<<<<<<<<<<<<
 *             val = na_sentinel
 *         k = kh_get_pymap(self.table, <PyObject*>val)
 */
  __pyx_t_1 = PyObject_RichCompare(__pyx_v_val, __pyx_v_val, Py_NE); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 734, __pyx_L1_error)
  __pyx_t_7 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(0, 734, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!__pyx_t_7) {
  } else {
    __pyx_t_6 = __pyx_t_7;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_7 = (__pyx_v_val == Py_None);
  __pyx_t_8 = (__pyx_t_7 != 0);
  __pyx_t_6 = __pyx_t_8;
  __pyx_L4_bool_binop_done:;
  if (__pyx_t_6) {

    /* "pandas/src/hashtable_class_helper.pxi":735
 *         cdef khiter_t k
 *         if val != val or val is None:
 *             val = na_sentinel             # <<<<<<<<<<<<<<
 *         k = kh_get_pymap(self.table, <PyObject*>val)
 *         if k != self.table.n_buckets:
 */
    __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_na_sentinel); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 735, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF_SET(__pyx_v_val, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":734
 *     cpdef get_item(self, object val):
 *         cdef khiter_t k
 *         if val != val or val is None:             # <<<<<<<<<<<<<<
 *             val = na_sentinel
 *         k = kh_get_pymap(self.table, <PyObject*>val)
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":736
 *         if val != val or val is None:
 *             val = na_sentinel
 *         k = kh_get_pymap(self.table, <PyObject*>val)             # <<<<<<<<<<<<<<
 *         if k != self.table.n_buckets:
 *             return self.table.vals[k]
 */
  __pyx_v_k = kh_get_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_val));

  /* "pandas/src/hashtable_class_helper.pxi":737
 *             val = na_sentinel
 *         k = kh_get_pymap(self.table, <PyObject*>val)
 *         if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *             return self.table.vals[k]
 *         else:
 */
  __pyx_t_6 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
  if (__pyx_t_6) {

    /* "pandas/src/hashtable_class_helper.pxi":738
 *         k = kh_get_pymap(self.table, <PyObject*>val)
 *         if k != self.table.n_buckets:
 *             return self.table.vals[k]             # <<<<<<<<<<<<<<
 *         else:
 *             raise KeyError(val)
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_1 = __Pyx_PyInt_FromSize_t((__pyx_v_self->table->vals[__pyx_v_k])); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 738, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_r = __pyx_t_1;
    __pyx_t_1 = 0;
    goto __pyx_L0;

    /* "pandas/src/hashtable_class_helper.pxi":737
 *             val = na_sentinel
 *         k = kh_get_pymap(self.table, <PyObject*>val)
 *         if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *             return self.table.vals[k]
 *         else:
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":740
 *             return self.table.vals[k]
 *         else:
 *             raise KeyError(val)             # <<<<<<<<<<<<<<
 * 
 *     def get_iter_test(self, object key, Py_ssize_t iterations):
 */
  /*else*/ {
    __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 740, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_INCREF(__pyx_v_val);
    __Pyx_GIVEREF(__pyx_v_val);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_val);
    __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_KeyError, __pyx_t_1, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 740, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(0, 740, __pyx_L1_error)
  }

  /* "pandas/src/hashtable_class_helper.pxi":732
 *         self.table = NULL
 * 
 *     cpdef get_item(self, object val):             # <<<<<<<<<<<<<<
 *         cdef khiter_t k
 *         if val != val or val is None:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_val);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_11get_item(PyObject *__pyx_v_self, PyObject *__pyx_v_val); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_11get_item(PyObject *__pyx_v_self, PyObject *__pyx_v_val) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_item (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_10get_item(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self), ((PyObject *)__pyx_v_val));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_10get_item(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_val) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("get_item", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_17PyObjectHashTable_get_item(__pyx_v_self, __pyx_v_val, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 732, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.get_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":742
 *             raise KeyError(val)
 * 
 *     def get_iter_test(self, object key, Py_ssize_t iterations):             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t i, val
 *         if key != key or key is None:
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_13get_iter_test(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_13get_iter_test(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_key = 0;
  Py_ssize_t __pyx_v_iterations;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_iter_test (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_key,&__pyx_n_s_iterations,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_key)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_iterations)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_iter_test", 1, 2, 2, 1); __PYX_ERR(0, 742, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "get_iter_test") < 0)) __PYX_ERR(0, 742, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_key = values[0];
    __pyx_v_iterations = __Pyx_PyIndex_AsSsize_t(values[1]); if (unlikely((__pyx_v_iterations == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 742, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("get_iter_test", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 742, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.get_iter_test", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_12get_iter_test(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self), __pyx_v_key, __pyx_v_iterations);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_12get_iter_test(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_iterations) {
  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
  CYTHON_UNUSED Py_ssize_t __pyx_v_val;
  khint_t __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  int __pyx_t_3;
  int __pyx_t_4;
  Py_ssize_t __pyx_t_5;
  Py_ssize_t __pyx_t_6;
  __Pyx_RefNannySetupContext("get_iter_test", 0);
  __Pyx_INCREF(__pyx_v_key);

  /* "pandas/src/hashtable_class_helper.pxi":744
 *     def get_iter_test(self, object key, Py_ssize_t iterations):
 *         cdef Py_ssize_t i, val
 *         if key != key or key is None:             # <<<<<<<<<<<<<<
 *             key = na_sentinel
 *         for i in range(iterations):
 */
  __pyx_t_2 = PyObject_RichCompare(__pyx_v_key, __pyx_v_key, Py_NE); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 744, __pyx_L1_error)
  __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_3 < 0)) __PYX_ERR(0, 744, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (!__pyx_t_3) {
  } else {
    __pyx_t_1 = __pyx_t_3;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_3 = (__pyx_v_key == Py_None);
  __pyx_t_4 = (__pyx_t_3 != 0);
  __pyx_t_1 = __pyx_t_4;
  __pyx_L4_bool_binop_done:;
  if (__pyx_t_1) {

    /* "pandas/src/hashtable_class_helper.pxi":745
 *         cdef Py_ssize_t i, val
 *         if key != key or key is None:
 *             key = na_sentinel             # <<<<<<<<<<<<<<
 *         for i in range(iterations):
 *             k = kh_get_pymap(self.table, <PyObject*>key)
 */
    __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_na_sentinel); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 745, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF_SET(__pyx_v_key, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":744
 *     def get_iter_test(self, object key, Py_ssize_t iterations):
 *         cdef Py_ssize_t i, val
 *         if key != key or key is None:             # <<<<<<<<<<<<<<
 *             key = na_sentinel
 *         for i in range(iterations):
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":746
 *         if key != key or key is None:
 *             key = na_sentinel
 *         for i in range(iterations):             # <<<<<<<<<<<<<<
 *             k = kh_get_pymap(self.table, <PyObject*>key)
 *             if k != self.table.n_buckets:
 */
  __pyx_t_5 = __pyx_v_iterations;
  for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
    __pyx_v_i = __pyx_t_6;

    /* "pandas/src/hashtable_class_helper.pxi":747
 *             key = na_sentinel
 *         for i in range(iterations):
 *             k = kh_get_pymap(self.table, <PyObject*>key)             # <<<<<<<<<<<<<<
 *             if k != self.table.n_buckets:
 *                 val = self.table.vals[k]
 */
    __pyx_v_k = kh_get_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_key));

    /* "pandas/src/hashtable_class_helper.pxi":748
 *         for i in range(iterations):
 *             k = kh_get_pymap(self.table, <PyObject*>key)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 val = self.table.vals[k]
 * 
 */
    __pyx_t_1 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
    if (__pyx_t_1) {

      /* "pandas/src/hashtable_class_helper.pxi":749
 *             k = kh_get_pymap(self.table, <PyObject*>key)
 *             if k != self.table.n_buckets:
 *                 val = self.table.vals[k]             # <<<<<<<<<<<<<<
 * 
 *     cpdef set_item(self, object key, Py_ssize_t val):
 */
      __pyx_v_val = (__pyx_v_self->table->vals[__pyx_v_k]);

      /* "pandas/src/hashtable_class_helper.pxi":748
 *         for i in range(iterations):
 *             k = kh_get_pymap(self.table, <PyObject*>key)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 val = self.table.vals[k]
 * 
 */
    }
  }

  /* "pandas/src/hashtable_class_helper.pxi":742
 *             raise KeyError(val)
 * 
 *     def get_iter_test(self, object key, Py_ssize_t iterations):             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t i, val
 *         if key != key or key is None:
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.get_iter_test", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_key);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":751
 *                 val = self.table.vals[k]
 * 
 *     cpdef set_item(self, object key, Py_ssize_t val):             # <<<<<<<<<<<<<<
 *         cdef:
 *             khiter_t k
 */

static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_15set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_17PyObjectHashTable_set_item(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val, int __pyx_skip_dispatch) {
  khiter_t __pyx_v_k;
  int __pyx_v_ret;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  Py_ssize_t __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  Py_hash_t __pyx_t_8;
  int __pyx_t_9;
  int __pyx_t_10;
  int __pyx_t_11;
  __Pyx_RefNannySetupContext("set_item", 0);
  __Pyx_INCREF(__pyx_v_key);
  /* Check if called by wrapper */
  if (unlikely(__pyx_skip_dispatch)) ;
  /* Check if overridden in Python */
  else if (unlikely(Py_TYPE(((PyObject *)__pyx_v_self))->tp_dictoffset != 0)) {
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_set_item); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 751, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    if (!PyCFunction_Check(__pyx_t_1) || (PyCFunction_GET_FUNCTION(__pyx_t_1) != (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_15set_item)) {
      __Pyx_XDECREF(__pyx_r);
      __pyx_t_3 = PyInt_FromSsize_t(__pyx_v_val); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 751, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_1);
      __pyx_t_4 = __pyx_t_1; __pyx_t_5 = NULL;
      __pyx_t_6 = 0;
      if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
        __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_4);
        if (likely(__pyx_t_5)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
          __Pyx_INCREF(__pyx_t_5);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_4, function);
          __pyx_t_6 = 1;
        }
      }
      __pyx_t_7 = PyTuple_New(2+__pyx_t_6); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 751, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      if (__pyx_t_5) {
        __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_5); __pyx_t_5 = NULL;
      }
      __Pyx_INCREF(__pyx_v_key);
      __Pyx_GIVEREF(__pyx_v_key);
      PyTuple_SET_ITEM(__pyx_t_7, 0+__pyx_t_6, __pyx_v_key);
      __Pyx_GIVEREF(__pyx_t_3);
      PyTuple_SET_ITEM(__pyx_t_7, 1+__pyx_t_6, __pyx_t_3);
      __pyx_t_3 = 0;
      __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_7, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 751, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __pyx_r = __pyx_t_2;
      __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      goto __pyx_L0;
    }
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }

  /* "pandas/src/hashtable_class_helper.pxi":754
 *         cdef:
 *             khiter_t k
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             char* buf
 * 
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":757
 *             char* buf
 * 
 *         hash(key)             # <<<<<<<<<<<<<<
 *         if key != key or key is None:
 *             key = na_sentinel
 */
  __pyx_t_8 = PyObject_Hash(__pyx_v_key); if (unlikely(__pyx_t_8 == -1)) __PYX_ERR(0, 757, __pyx_L1_error)

  /* "pandas/src/hashtable_class_helper.pxi":758
 * 
 *         hash(key)
 *         if key != key or key is None:             # <<<<<<<<<<<<<<
 *             key = na_sentinel
 *         k = kh_put_pymap(self.table, <PyObject*>key, &ret)
 */
  __pyx_t_1 = PyObject_RichCompare(__pyx_v_key, __pyx_v_key, Py_NE); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 758, __pyx_L1_error)
  __pyx_t_10 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_10 < 0)) __PYX_ERR(0, 758, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!__pyx_t_10) {
  } else {
    __pyx_t_9 = __pyx_t_10;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_10 = (__pyx_v_key == Py_None);
  __pyx_t_11 = (__pyx_t_10 != 0);
  __pyx_t_9 = __pyx_t_11;
  __pyx_L4_bool_binop_done:;
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_class_helper.pxi":759
 *         hash(key)
 *         if key != key or key is None:
 *             key = na_sentinel             # <<<<<<<<<<<<<<
 *         k = kh_put_pymap(self.table, <PyObject*>key, &ret)
 *         # self.table.keys[k] = key
 */
    __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_na_sentinel); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 759, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF_SET(__pyx_v_key, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":758
 * 
 *         hash(key)
 *         if key != key or key is None:             # <<<<<<<<<<<<<<
 *             key = na_sentinel
 *         k = kh_put_pymap(self.table, <PyObject*>key, &ret)
 */
  }

  /* "pandas/src/hashtable_class_helper.pxi":760
 *         if key != key or key is None:
 *             key = na_sentinel
 *         k = kh_put_pymap(self.table, <PyObject*>key, &ret)             # <<<<<<<<<<<<<<
 *         # self.table.keys[k] = key
 *         if kh_exist_pymap(self.table, k):
 */
  __pyx_v_k = kh_put_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_key), (&__pyx_v_ret));

  /* "pandas/src/hashtable_class_helper.pxi":762
 *         k = kh_put_pymap(self.table, <PyObject*>key, &ret)
 *         # self.table.keys[k] = key
 *         if kh_exist_pymap(self.table, k):             # <<<<<<<<<<<<<<
 *             self.table.vals[k] = val
 *         else:
 */
  __pyx_t_9 = (kh_exist_pymap(__pyx_v_self->table, __pyx_v_k) != 0);
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_class_helper.pxi":763
 *         # self.table.keys[k] = key
 *         if kh_exist_pymap(self.table, k):
 *             self.table.vals[k] = val             # <<<<<<<<<<<<<<
 *         else:
 *             raise KeyError(key)
 */
    (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_val;

    /* "pandas/src/hashtable_class_helper.pxi":762
 *         k = kh_put_pymap(self.table, <PyObject*>key, &ret)
 *         # self.table.keys[k] = key
 *         if kh_exist_pymap(self.table, k):             # <<<<<<<<<<<<<<
 *             self.table.vals[k] = val
 *         else:
 */
    goto __pyx_L6;
  }

  /* "pandas/src/hashtable_class_helper.pxi":765
 *             self.table.vals[k] = val
 *         else:
 *             raise KeyError(key)             # <<<<<<<<<<<<<<
 * 
 *     def map_locations(self, ndarray[object] values):
 */
  /*else*/ {
    __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 765, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_INCREF(__pyx_v_key);
    __Pyx_GIVEREF(__pyx_v_key);
    PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_key);
    __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_KeyError, __pyx_t_1, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 765, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(0, 765, __pyx_L1_error)
  }
  __pyx_L6:;

  /* "pandas/src/hashtable_class_helper.pxi":751
 *                 val = self.table.vals[k]
 * 
 *     cpdef set_item(self, object key, Py_ssize_t val):             # <<<<<<<<<<<<<<
 *         cdef:
 *             khiter_t k
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_key);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_15set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_15set_item(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_key = 0;
  Py_ssize_t __pyx_v_val;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("set_item (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_key,&__pyx_n_s_val,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_key)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_val)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("set_item", 1, 2, 2, 1); __PYX_ERR(0, 751, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "set_item") < 0)) __PYX_ERR(0, 751, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_key = values[0];
    __pyx_v_val = __Pyx_PyIndex_AsSsize_t(values[1]); if (unlikely((__pyx_v_val == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 751, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("set_item", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 751, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_14set_item(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self), __pyx_v_key, __pyx_v_val);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_14set_item(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyObject *__pyx_v_key, Py_ssize_t __pyx_v_val) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("set_item", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_17PyObjectHashTable_set_item(__pyx_v_self, __pyx_v_key, __pyx_v_val, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 751, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.set_item", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":767
 *             raise KeyError(key)
 * 
 *     def map_locations(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_17map_locations(PyObject *__pyx_v_self, PyObject *__pyx_v_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_17map_locations(PyObject *__pyx_v_self, PyObject *__pyx_v_values) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("map_locations (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(0, 767, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_16map_locations(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self), ((PyArrayObject *)__pyx_v_values));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_16map_locations(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  PyObject *__pyx_v_val = 0;
  khiter_t __pyx_v_k;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  Py_ssize_t __pyx_t_4;
  int __pyx_t_5;
  Py_hash_t __pyx_t_6;
  int __pyx_t_7;
  int __pyx_t_8;
  int __pyx_t_9;
  __Pyx_RefNannySetupContext("map_locations", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(0, 767, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/src/hashtable_class_helper.pxi":769
 *     def map_locations(self, ndarray[object] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             object val
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 769, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/src/hashtable_class_helper.pxi":770
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             object val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":774
 *             khiter_t k
 * 
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             val = values[i]
 *             hash(val)
 */
  __pyx_t_1 = __pyx_v_n;
  for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_1; __pyx_t_2+=1) {
    __pyx_v_i = __pyx_t_2;

    /* "pandas/src/hashtable_class_helper.pxi":775
 * 
 *         for i in range(n):
 *             val = values[i]             # <<<<<<<<<<<<<<
 *             hash(val)
 *             if val != val or val is None:
 */
    __pyx_t_4 = __pyx_v_i;
    __pyx_t_5 = -1;
    if (__pyx_t_4 < 0) {
      __pyx_t_4 += __pyx_pybuffernd_values.diminfo[0].shape;
      if (unlikely(__pyx_t_4 < 0)) __pyx_t_5 = 0;
    } else if (unlikely(__pyx_t_4 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_5 = 0;
    if (unlikely(__pyx_t_5 != -1)) {
      __Pyx_RaiseBufferIndexError(__pyx_t_5);
      __PYX_ERR(0, 775, __pyx_L1_error)
    }
    __pyx_t_3 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_4, __pyx_pybuffernd_values.diminfo[0].strides);
    __Pyx_INCREF((PyObject*)__pyx_t_3);
    __Pyx_XDECREF_SET(__pyx_v_val, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":776
 *         for i in range(n):
 *             val = values[i]
 *             hash(val)             # <<<<<<<<<<<<<<
 *             if val != val or val is None:
 *                 val = na_sentinel
 */
    __pyx_t_6 = PyObject_Hash(__pyx_v_val); if (unlikely(__pyx_t_6 == -1)) __PYX_ERR(0, 776, __pyx_L1_error)

    /* "pandas/src/hashtable_class_helper.pxi":777
 *             val = values[i]
 *             hash(val)
 *             if val != val or val is None:             # <<<<<<<<<<<<<<
 *                 val = na_sentinel
 * 
 */
    __pyx_t_3 = PyObject_RichCompare(__pyx_v_val, __pyx_v_val, Py_NE); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 777, __pyx_L1_error)
    __pyx_t_8 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(0, 777, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (!__pyx_t_8) {
    } else {
      __pyx_t_7 = __pyx_t_8;
      goto __pyx_L6_bool_binop_done;
    }
    __pyx_t_8 = (__pyx_v_val == Py_None);
    __pyx_t_9 = (__pyx_t_8 != 0);
    __pyx_t_7 = __pyx_t_9;
    __pyx_L6_bool_binop_done:;
    if (__pyx_t_7) {

      /* "pandas/src/hashtable_class_helper.pxi":778
 *             hash(val)
 *             if val != val or val is None:
 *                 val = na_sentinel             # <<<<<<<<<<<<<<
 * 
 *             k = kh_put_pymap(self.table, <PyObject*>val, &ret)
 */
      __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_na_sentinel); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 778, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF_SET(__pyx_v_val, __pyx_t_3);
      __pyx_t_3 = 0;

      /* "pandas/src/hashtable_class_helper.pxi":777
 *             val = values[i]
 *             hash(val)
 *             if val != val or val is None:             # <<<<<<<<<<<<<<
 *                 val = na_sentinel
 * 
 */
    }

    /* "pandas/src/hashtable_class_helper.pxi":780
 *                 val = na_sentinel
 * 
 *             k = kh_put_pymap(self.table, <PyObject*>val, &ret)             # <<<<<<<<<<<<<<
 *             self.table.vals[k] = i
 * 
 */
    __pyx_v_k = kh_put_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_val), (&__pyx_v_ret));

    /* "pandas/src/hashtable_class_helper.pxi":781
 * 
 *             k = kh_put_pymap(self.table, <PyObject*>val, &ret)
 *             self.table.vals[k] = i             # <<<<<<<<<<<<<<
 * 
 *     def lookup(self, ndarray[object] values):
 */
    (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_i;
  }

  /* "pandas/src/hashtable_class_helper.pxi":767
 *             raise KeyError(key)
 * 
 *     def map_locations(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.map_locations", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF(__pyx_v_val);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":783
 *             self.table.vals[k] = i
 * 
 *     def lookup(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_19lookup(PyObject *__pyx_v_self, PyObject *__pyx_v_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_19lookup(PyObject *__pyx_v_self, PyObject *__pyx_v_values) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("lookup (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(0, 783, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_18lookup(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self), ((PyArrayObject *)__pyx_v_values));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_18lookup(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  CYTHON_UNUSED int __pyx_v_ret;
  PyObject *__pyx_v_val = 0;
  khiter_t __pyx_v_k;
  __Pyx_memviewslice __pyx_v_locs = { 0, 0, { 0 }, { 0 }, { 0 } };
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_memviewslice __pyx_t_7 = { 0, 0, { 0 }, { 0 }, { 0 } };
  Py_ssize_t __pyx_t_8;
  Py_ssize_t __pyx_t_9;
  int __pyx_t_10;
  Py_hash_t __pyx_t_11;
  int __pyx_t_12;
  int __pyx_t_13;
  int __pyx_t_14;
  Py_ssize_t __pyx_t_15;
  Py_ssize_t __pyx_t_16;
  __Pyx_RefNannySetupContext("lookup", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(0, 783, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/src/hashtable_class_helper.pxi":785
 *     def lookup(self, ndarray[object] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             object val
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 785, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/src/hashtable_class_helper.pxi":786
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             object val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":789
 *             object val
 *             khiter_t k
 *             int64_t[:] locs = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n):
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2);
  __pyx_t_2 = 0;
  __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_7 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_6);
  if (unlikely(!__pyx_t_7.memview)) __PYX_ERR(0, 789, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_locs = __pyx_t_7;
  __pyx_t_7.memview = NULL;
  __pyx_t_7.data = NULL;

  /* "pandas/src/hashtable_class_helper.pxi":791
 *             int64_t[:] locs = np.empty(n, dtype=np.int64)
 * 
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             val = values[i]
 *             hash(val)
 */
  __pyx_t_1 = __pyx_v_n;
  for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_1; __pyx_t_8+=1) {
    __pyx_v_i = __pyx_t_8;

    /* "pandas/src/hashtable_class_helper.pxi":792
 * 
 *         for i in range(n):
 *             val = values[i]             # <<<<<<<<<<<<<<
 *             hash(val)
 *             if val != val or val is None:
 */
    __pyx_t_9 = __pyx_v_i;
    __pyx_t_10 = -1;
    if (__pyx_t_9 < 0) {
      __pyx_t_9 += __pyx_pybuffernd_values.diminfo[0].shape;
      if (unlikely(__pyx_t_9 < 0)) __pyx_t_10 = 0;
    } else if (unlikely(__pyx_t_9 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_10 = 0;
    if (unlikely(__pyx_t_10 != -1)) {
      __Pyx_RaiseBufferIndexError(__pyx_t_10);
      __PYX_ERR(0, 792, __pyx_L1_error)
    }
    __pyx_t_6 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_9, __pyx_pybuffernd_values.diminfo[0].strides);
    __Pyx_INCREF((PyObject*)__pyx_t_6);
    __Pyx_XDECREF_SET(__pyx_v_val, __pyx_t_6);
    __pyx_t_6 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":793
 *         for i in range(n):
 *             val = values[i]
 *             hash(val)             # <<<<<<<<<<<<<<
 *             if val != val or val is None:
 *                 val = na_sentinel
 */
    __pyx_t_11 = PyObject_Hash(__pyx_v_val); if (unlikely(__pyx_t_11 == -1)) __PYX_ERR(0, 793, __pyx_L1_error)

    /* "pandas/src/hashtable_class_helper.pxi":794
 *             val = values[i]
 *             hash(val)
 *             if val != val or val is None:             # <<<<<<<<<<<<<<
 *                 val = na_sentinel
 * 
 */
    __pyx_t_6 = PyObject_RichCompare(__pyx_v_val, __pyx_v_val, Py_NE); __Pyx_XGOTREF(__pyx_t_6); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 794, __pyx_L1_error)
    __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_6); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 794, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (!__pyx_t_13) {
    } else {
      __pyx_t_12 = __pyx_t_13;
      goto __pyx_L6_bool_binop_done;
    }
    __pyx_t_13 = (__pyx_v_val == Py_None);
    __pyx_t_14 = (__pyx_t_13 != 0);
    __pyx_t_12 = __pyx_t_14;
    __pyx_L6_bool_binop_done:;
    if (__pyx_t_12) {

      /* "pandas/src/hashtable_class_helper.pxi":795
 *             hash(val)
 *             if val != val or val is None:
 *                 val = na_sentinel             # <<<<<<<<<<<<<<
 * 
 *             k = kh_get_pymap(self.table, <PyObject*>val)
 */
      __pyx_t_6 = __Pyx_GetModuleGlobalName(__pyx_n_s_na_sentinel); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 795, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_DECREF_SET(__pyx_v_val, __pyx_t_6);
      __pyx_t_6 = 0;

      /* "pandas/src/hashtable_class_helper.pxi":794
 *             val = values[i]
 *             hash(val)
 *             if val != val or val is None:             # <<<<<<<<<<<<<<
 *                 val = na_sentinel
 * 
 */
    }

    /* "pandas/src/hashtable_class_helper.pxi":797
 *                 val = na_sentinel
 * 
 *             k = kh_get_pymap(self.table, <PyObject*>val)             # <<<<<<<<<<<<<<
 *             if k != self.table.n_buckets:
 *                 locs[i] = self.table.vals[k]
 */
    __pyx_v_k = kh_get_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_val));

    /* "pandas/src/hashtable_class_helper.pxi":798
 * 
 *             k = kh_get_pymap(self.table, <PyObject*>val)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 locs[i] = self.table.vals[k]
 *             else:
 */
    __pyx_t_12 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
    if (__pyx_t_12) {

      /* "pandas/src/hashtable_class_helper.pxi":799
 *             k = kh_get_pymap(self.table, <PyObject*>val)
 *             if k != self.table.n_buckets:
 *                 locs[i] = self.table.vals[k]             # <<<<<<<<<<<<<<
 *             else:
 *                 locs[i] = -1
 */
      __pyx_t_15 = __pyx_v_i;
      __pyx_t_10 = -1;
      if (__pyx_t_15 < 0) {
        __pyx_t_15 += __pyx_v_locs.shape[0];
        if (unlikely(__pyx_t_15 < 0)) __pyx_t_10 = 0;
      } else if (unlikely(__pyx_t_15 >= __pyx_v_locs.shape[0])) __pyx_t_10 = 0;
      if (unlikely(__pyx_t_10 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_10);
        __PYX_ERR(0, 799, __pyx_L1_error)
      }
      *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_locs.data + __pyx_t_15 * __pyx_v_locs.strides[0]) )) = (__pyx_v_self->table->vals[__pyx_v_k]);

      /* "pandas/src/hashtable_class_helper.pxi":798
 * 
 *             k = kh_get_pymap(self.table, <PyObject*>val)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 locs[i] = self.table.vals[k]
 *             else:
 */
      goto __pyx_L8;
    }

    /* "pandas/src/hashtable_class_helper.pxi":801
 *                 locs[i] = self.table.vals[k]
 *             else:
 *                 locs[i] = -1             # <<<<<<<<<<<<<<
 * 
 *         return np.asarray(locs)
 */
    /*else*/ {
      __pyx_t_16 = __pyx_v_i;
      __pyx_t_10 = -1;
      if (__pyx_t_16 < 0) {
        __pyx_t_16 += __pyx_v_locs.shape[0];
        if (unlikely(__pyx_t_16 < 0)) __pyx_t_10 = 0;
      } else if (unlikely(__pyx_t_16 >= __pyx_v_locs.shape[0])) __pyx_t_10 = 0;
      if (unlikely(__pyx_t_10 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_10);
        __PYX_ERR(0, 801, __pyx_L1_error)
      }
      *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_locs.data + __pyx_t_16 * __pyx_v_locs.strides[0]) )) = -1LL;
    }
    __pyx_L8:;
  }

  /* "pandas/src/hashtable_class_helper.pxi":803
 *                 locs[i] = -1
 * 
 *         return np.asarray(locs)             # <<<<<<<<<<<<<<
 * 
 *     def unique(self, ndarray[object] values):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 803, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_asarray); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 803, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __pyx_memoryview_fromslice(__pyx_v_locs, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 803, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  if (!__pyx_t_3) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 803, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_6);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 803, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    __Pyx_GIVEREF(__pyx_t_2);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_2);
    __pyx_t_2 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_5, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 803, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":783
 *             self.table.vals[k] = i
 * 
 *     def lookup(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __PYX_XDEC_MEMVIEW(&__pyx_t_7, 1);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.lookup", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF(__pyx_v_val);
  __PYX_XDEC_MEMVIEW(&__pyx_v_locs, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":805
 *         return np.asarray(locs)
 * 
 *     def unique(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_21unique(PyObject *__pyx_v_self, PyObject *__pyx_v_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_21unique(PyObject *__pyx_v_self, PyObject *__pyx_v_values) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("unique (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(0, 805, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_20unique(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self), ((PyArrayObject *)__pyx_v_values));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_20unique(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  PyObject *__pyx_v_val = 0;
  khiter_t __pyx_v_k;
  struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_uniques = 0;
  int __pyx_v_seen_na;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  int __pyx_t_5;
  Py_hash_t __pyx_t_6;
  int __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  __Pyx_RefNannySetupContext("unique", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(0, 805, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/src/hashtable_class_helper.pxi":807
 *     def unique(self, ndarray[object] values):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             object val
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 807, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/src/hashtable_class_helper.pxi":808
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             object val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":811
 *             object val
 *             khiter_t k
 *             ObjectVector uniques = ObjectVector()             # <<<<<<<<<<<<<<
 *             bint seen_na = 0
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_ObjectVector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 811, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pandas/src/hashtable_class_helper.pxi":812
 *             khiter_t k
 *             ObjectVector uniques = ObjectVector()
 *             bint seen_na = 0             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n):
 */
  __pyx_v_seen_na = 0;

  /* "pandas/src/hashtable_class_helper.pxi":814
 *             bint seen_na = 0
 * 
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             val = values[i]
 *             hash(val)
 */
  __pyx_t_1 = __pyx_v_n;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_1; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "pandas/src/hashtable_class_helper.pxi":815
 * 
 *         for i in range(n):
 *             val = values[i]             # <<<<<<<<<<<<<<
 *             hash(val)
 *             if not _checknan(val):
 */
    __pyx_t_4 = __pyx_v_i;
    __pyx_t_5 = -1;
    if (__pyx_t_4 < 0) {
      __pyx_t_4 += __pyx_pybuffernd_values.diminfo[0].shape;
      if (unlikely(__pyx_t_4 < 0)) __pyx_t_5 = 0;
    } else if (unlikely(__pyx_t_4 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_5 = 0;
    if (unlikely(__pyx_t_5 != -1)) {
      __Pyx_RaiseBufferIndexError(__pyx_t_5);
      __PYX_ERR(0, 815, __pyx_L1_error)
    }
    __pyx_t_2 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_4, __pyx_pybuffernd_values.diminfo[0].strides);
    __Pyx_INCREF((PyObject*)__pyx_t_2);
    __Pyx_XDECREF_SET(__pyx_v_val, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":816
 *         for i in range(n):
 *             val = values[i]
 *             hash(val)             # <<<<<<<<<<<<<<
 *             if not _checknan(val):
 *                 k = kh_get_pymap(self.table, <PyObject*>val)
 */
    __pyx_t_6 = PyObject_Hash(__pyx_v_val); if (unlikely(__pyx_t_6 == -1)) __PYX_ERR(0, 816, __pyx_L1_error)

    /* "pandas/src/hashtable_class_helper.pxi":817
 *             val = values[i]
 *             hash(val)
 *             if not _checknan(val):             # <<<<<<<<<<<<<<
 *                 k = kh_get_pymap(self.table, <PyObject*>val)
 *                 if k == self.table.n_buckets:
 */
    __pyx_t_7 = ((!(__pyx_f_4util__checknan(__pyx_v_val) != 0)) != 0);
    if (__pyx_t_7) {

      /* "pandas/src/hashtable_class_helper.pxi":818
 *             hash(val)
 *             if not _checknan(val):
 *                 k = kh_get_pymap(self.table, <PyObject*>val)             # <<<<<<<<<<<<<<
 *                 if k == self.table.n_buckets:
 *                     kh_put_pymap(self.table, <PyObject*>val, &ret)
 */
      __pyx_v_k = kh_get_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_val));

      /* "pandas/src/hashtable_class_helper.pxi":819
 *             if not _checknan(val):
 *                 k = kh_get_pymap(self.table, <PyObject*>val)
 *                 if k == self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     kh_put_pymap(self.table, <PyObject*>val, &ret)
 *                     uniques.append(val)
 */
      __pyx_t_7 = ((__pyx_v_k == __pyx_v_self->table->n_buckets) != 0);
      if (__pyx_t_7) {

        /* "pandas/src/hashtable_class_helper.pxi":820
 *                 k = kh_get_pymap(self.table, <PyObject*>val)
 *                 if k == self.table.n_buckets:
 *                     kh_put_pymap(self.table, <PyObject*>val, &ret)             # <<<<<<<<<<<<<<
 *                     uniques.append(val)
 *             elif not seen_na:
 */
        kh_put_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_val), (&__pyx_v_ret));

        /* "pandas/src/hashtable_class_helper.pxi":821
 *                 if k == self.table.n_buckets:
 *                     kh_put_pymap(self.table, <PyObject*>val, &ret)
 *                     uniques.append(val)             # <<<<<<<<<<<<<<
 *             elif not seen_na:
 *                 seen_na = 1
 */
        __pyx_t_2 = __pyx_f_6pandas_9hashtable_12ObjectVector_append(__pyx_v_uniques, __pyx_v_val); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 821, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

        /* "pandas/src/hashtable_class_helper.pxi":819
 *             if not _checknan(val):
 *                 k = kh_get_pymap(self.table, <PyObject*>val)
 *                 if k == self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                     kh_put_pymap(self.table, <PyObject*>val, &ret)
 *                     uniques.append(val)
 */
      }

      /* "pandas/src/hashtable_class_helper.pxi":817
 *             val = values[i]
 *             hash(val)
 *             if not _checknan(val):             # <<<<<<<<<<<<<<
 *                 k = kh_get_pymap(self.table, <PyObject*>val)
 *                 if k == self.table.n_buckets:
 */
      goto __pyx_L5;
    }

    /* "pandas/src/hashtable_class_helper.pxi":822
 *                     kh_put_pymap(self.table, <PyObject*>val, &ret)
 *                     uniques.append(val)
 *             elif not seen_na:             # <<<<<<<<<<<<<<
 *                 seen_na = 1
 *                 uniques.append(nan)
 */
    __pyx_t_7 = ((!(__pyx_v_seen_na != 0)) != 0);
    if (__pyx_t_7) {

      /* "pandas/src/hashtable_class_helper.pxi":823
 *                     uniques.append(val)
 *             elif not seen_na:
 *                 seen_na = 1             # <<<<<<<<<<<<<<
 *                 uniques.append(nan)
 * 
 */
      __pyx_v_seen_na = 1;

      /* "pandas/src/hashtable_class_helper.pxi":824
 *             elif not seen_na:
 *                 seen_na = 1
 *                 uniques.append(nan)             # <<<<<<<<<<<<<<
 * 
 *         return uniques.to_array()
 */
      __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_nan); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 824, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __pyx_t_8 = __pyx_f_6pandas_9hashtable_12ObjectVector_append(__pyx_v_uniques, __pyx_t_2); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 824, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_8);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
      __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;

      /* "pandas/src/hashtable_class_helper.pxi":822
 *                     kh_put_pymap(self.table, <PyObject*>val, &ret)
 *                     uniques.append(val)
 *             elif not seen_na:             # <<<<<<<<<<<<<<
 *                 seen_na = 1
 *                 uniques.append(nan)
 */
    }
    __pyx_L5:;
  }

  /* "pandas/src/hashtable_class_helper.pxi":826
 *                 uniques.append(nan)
 * 
 *         return uniques.to_array()             # <<<<<<<<<<<<<<
 * 
 *     def get_labels(self, ndarray[object] values, ObjectVector uniques,
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 826, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_9 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_9)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_9);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  if (__pyx_t_9) {
    __pyx_t_8 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_9); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 826, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
  } else {
    __pyx_t_8 = __Pyx_PyObject_CallNoArg(__pyx_t_2); if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 826, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_8);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_r = __pyx_t_8;
  __pyx_t_8 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":805
 *         return np.asarray(locs)
 * 
 *     def unique(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.unique", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF(__pyx_v_val);
  __Pyx_XDECREF((PyObject *)__pyx_v_uniques);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_class_helper.pxi":828
 *         return uniques.to_array()
 * 
 *     def get_labels(self, ndarray[object] values, ObjectVector uniques,             # <<<<<<<<<<<<<<
 *                    Py_ssize_t count_prior, int64_t na_sentinel,
 *                    bint check_null=True):
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_23get_labels(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_23get_labels(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyArrayObject *__pyx_v_values = 0;
  struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_uniques = 0;
  Py_ssize_t __pyx_v_count_prior;
  __pyx_t_5numpy_int64_t __pyx_v_na_sentinel;
  int __pyx_v_check_null;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_labels (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_uniques,&__pyx_n_s_count_prior,&__pyx_n_s_na_sentinel,&__pyx_n_s_check_null,0};
    PyObject* values[5] = {0,0,0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_uniques)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, 1); __PYX_ERR(0, 828, __pyx_L3_error)
        }
        case  2:
        if (likely((values[2] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_count_prior)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, 2); __PYX_ERR(0, 828, __pyx_L3_error)
        }
        case  3:
        if (likely((values[3] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_na_sentinel)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, 3); __PYX_ERR(0, 828, __pyx_L3_error)
        }
        case  4:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_check_null);
          if (value) { values[4] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "get_labels") < 0)) __PYX_ERR(0, 828, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_values = ((PyArrayObject *)values[0]);
    __pyx_v_uniques = ((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)values[1]);
    __pyx_v_count_prior = __Pyx_PyIndex_AsSsize_t(values[2]); if (unlikely((__pyx_v_count_prior == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(0, 829, __pyx_L3_error)
    __pyx_v_na_sentinel = __Pyx_PyInt_As_npy_int64(values[3]); if (unlikely((__pyx_v_na_sentinel == (npy_int64)-1) && PyErr_Occurred())) __PYX_ERR(0, 829, __pyx_L3_error)
    if (values[4]) {
      __pyx_v_check_null = __Pyx_PyObject_IsTrue(values[4]); if (unlikely((__pyx_v_check_null == (int)-1) && PyErr_Occurred())) __PYX_ERR(0, 830, __pyx_L3_error)
    } else {

      /* "pandas/src/hashtable_class_helper.pxi":830
 *     def get_labels(self, ndarray[object] values, ObjectVector uniques,
 *                    Py_ssize_t count_prior, int64_t na_sentinel,
 *                    bint check_null=True):             # <<<<<<<<<<<<<<
 *         cdef:
 *             Py_ssize_t i, n = len(values)
 */
      __pyx_v_check_null = ((int)1);
    }
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("get_labels", 0, 4, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 828, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.get_labels", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(0, 828, __pyx_L1_error)
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_uniques), __pyx_ptype_6pandas_9hashtable_ObjectVector, 1, "uniques", 0))) __PYX_ERR(0, 828, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_17PyObjectHashTable_22get_labels(((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_v_self), __pyx_v_values, __pyx_v_uniques, __pyx_v_count_prior, __pyx_v_na_sentinel, __pyx_v_check_null);

  /* "pandas/src/hashtable_class_helper.pxi":828
 *         return uniques.to_array()
 * 
 *     def get_labels(self, ndarray[object] values, ObjectVector uniques,             # <<<<<<<<<<<<<<
 *                    Py_ssize_t count_prior, int64_t na_sentinel,
 *                    bint check_null=True):
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_17PyObjectHashTable_22get_labels(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *__pyx_v_self, PyArrayObject *__pyx_v_values, struct __pyx_obj_6pandas_9hashtable_ObjectVector *__pyx_v_uniques, Py_ssize_t __pyx_v_count_prior, __pyx_t_5numpy_int64_t __pyx_v_na_sentinel, int __pyx_v_check_null) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  __Pyx_memviewslice __pyx_v_labels = { 0, 0, { 0 }, { 0 }, { 0 } };
  Py_ssize_t __pyx_v_idx;
  Py_ssize_t __pyx_v_count;
  int __pyx_v_ret;
  PyObject *__pyx_v_val = 0;
  khiter_t __pyx_v_k;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_memviewslice __pyx_t_7 = { 0, 0, { 0 }, { 0 }, { 0 } };
  Py_ssize_t __pyx_t_8;
  Py_ssize_t __pyx_t_9;
  int __pyx_t_10;
  Py_hash_t __pyx_t_11;
  int __pyx_t_12;
  int __pyx_t_13;
  int __pyx_t_14;
  Py_ssize_t __pyx_t_15;
  Py_ssize_t __pyx_t_16;
  Py_ssize_t __pyx_t_17;
  __Pyx_RefNannySetupContext("get_labels", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(0, 828, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/src/hashtable_class_helper.pxi":832
 *                    bint check_null=True):
 *         cdef:
 *             Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = count_prior
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(0, 832, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/src/hashtable_class_helper.pxi":834
 *             Py_ssize_t i, n = len(values)
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = count_prior             # <<<<<<<<<<<<<<
 *             int ret = 0
 *             object val
 */
  __pyx_v_count = __pyx_v_count_prior;

  /* "pandas/src/hashtable_class_helper.pxi":835
 *             int64_t[:] labels
 *             Py_ssize_t idx, count = count_prior
 *             int ret = 0             # <<<<<<<<<<<<<<
 *             object val
 *             khiter_t k
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_class_helper.pxi":839
 *             khiter_t k
 * 
 *         labels = np.empty(n, dtype=np.int64)             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n):
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2);
  __pyx_t_2 = 0;
  __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_int64); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_7 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_6);
  if (unlikely(!__pyx_t_7.memview)) __PYX_ERR(0, 839, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_labels = __pyx_t_7;
  __pyx_t_7.memview = NULL;
  __pyx_t_7.data = NULL;

  /* "pandas/src/hashtable_class_helper.pxi":841
 *         labels = np.empty(n, dtype=np.int64)
 * 
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             val = values[i]
 *             hash(val)
 */
  __pyx_t_1 = __pyx_v_n;
  for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_1; __pyx_t_8+=1) {
    __pyx_v_i = __pyx_t_8;

    /* "pandas/src/hashtable_class_helper.pxi":842
 * 
 *         for i in range(n):
 *             val = values[i]             # <<<<<<<<<<<<<<
 *             hash(val)
 * 
 */
    __pyx_t_9 = __pyx_v_i;
    __pyx_t_10 = -1;
    if (__pyx_t_9 < 0) {
      __pyx_t_9 += __pyx_pybuffernd_values.diminfo[0].shape;
      if (unlikely(__pyx_t_9 < 0)) __pyx_t_10 = 0;
    } else if (unlikely(__pyx_t_9 >= __pyx_pybuffernd_values.diminfo[0].shape)) __pyx_t_10 = 0;
    if (unlikely(__pyx_t_10 != -1)) {
      __Pyx_RaiseBufferIndexError(__pyx_t_10);
      __PYX_ERR(0, 842, __pyx_L1_error)
    }
    __pyx_t_6 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_9, __pyx_pybuffernd_values.diminfo[0].strides);
    __Pyx_INCREF((PyObject*)__pyx_t_6);
    __Pyx_XDECREF_SET(__pyx_v_val, __pyx_t_6);
    __pyx_t_6 = 0;

    /* "pandas/src/hashtable_class_helper.pxi":843
 *         for i in range(n):
 *             val = values[i]
 *             hash(val)             # <<<<<<<<<<<<<<
 * 
 *             if check_null and val != val or val is None:
 */
    __pyx_t_11 = PyObject_Hash(__pyx_v_val); if (unlikely(__pyx_t_11 == -1)) __PYX_ERR(0, 843, __pyx_L1_error)

    /* "pandas/src/hashtable_class_helper.pxi":845
 *             hash(val)
 * 
 *             if check_null and val != val or val is None:             # <<<<<<<<<<<<<<
 *                 labels[i] = na_sentinel
 *                 continue
 */
    __pyx_t_13 = (__pyx_v_check_null != 0);
    if (!__pyx_t_13) {
      goto __pyx_L7_next_or;
    } else {
    }
    __pyx_t_6 = PyObject_RichCompare(__pyx_v_val, __pyx_v_val, Py_NE); __Pyx_XGOTREF(__pyx_t_6); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 845, __pyx_L1_error)
    __pyx_t_13 = __Pyx_PyObject_IsTrue(__pyx_t_6); if (unlikely(__pyx_t_13 < 0)) __PYX_ERR(0, 845, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (!__pyx_t_13) {
    } else {
      __pyx_t_12 = __pyx_t_13;
      goto __pyx_L6_bool_binop_done;
    }
    __pyx_L7_next_or:;
    __pyx_t_13 = (__pyx_v_val == Py_None);
    __pyx_t_14 = (__pyx_t_13 != 0);
    __pyx_t_12 = __pyx_t_14;
    __pyx_L6_bool_binop_done:;
    if (__pyx_t_12) {

      /* "pandas/src/hashtable_class_helper.pxi":846
 * 
 *             if check_null and val != val or val is None:
 *                 labels[i] = na_sentinel             # <<<<<<<<<<<<<<
 *                 continue
 * 
 */
      __pyx_t_15 = __pyx_v_i;
      __pyx_t_10 = -1;
      if (__pyx_t_15 < 0) {
        __pyx_t_15 += __pyx_v_labels.shape[0];
        if (unlikely(__pyx_t_15 < 0)) __pyx_t_10 = 0;
      } else if (unlikely(__pyx_t_15 >= __pyx_v_labels.shape[0])) __pyx_t_10 = 0;
      if (unlikely(__pyx_t_10 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_10);
        __PYX_ERR(0, 846, __pyx_L1_error)
      }
      *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_15 * __pyx_v_labels.strides[0]) )) = __pyx_v_na_sentinel;

      /* "pandas/src/hashtable_class_helper.pxi":847
 *             if check_null and val != val or val is None:
 *                 labels[i] = na_sentinel
 *                 continue             # <<<<<<<<<<<<<<
 * 
 *             k = kh_get_pymap(self.table, <PyObject*>val)
 */
      goto __pyx_L3_continue;

      /* "pandas/src/hashtable_class_helper.pxi":845
 *             hash(val)
 * 
 *             if check_null and val != val or val is None:             # <<<<<<<<<<<<<<
 *                 labels[i] = na_sentinel
 *                 continue
 */
    }

    /* "pandas/src/hashtable_class_helper.pxi":849
 *                 continue
 * 
 *             k = kh_get_pymap(self.table, <PyObject*>val)             # <<<<<<<<<<<<<<
 *             if k != self.table.n_buckets:
 *                 idx = self.table.vals[k]
 */
    __pyx_v_k = kh_get_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_val));

    /* "pandas/src/hashtable_class_helper.pxi":850
 * 
 *             k = kh_get_pymap(self.table, <PyObject*>val)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 idx = self.table.vals[k]
 *                 labels[i] = idx
 */
    __pyx_t_12 = ((__pyx_v_k != __pyx_v_self->table->n_buckets) != 0);
    if (__pyx_t_12) {

      /* "pandas/src/hashtable_class_helper.pxi":851
 *             k = kh_get_pymap(self.table, <PyObject*>val)
 *             if k != self.table.n_buckets:
 *                 idx = self.table.vals[k]             # <<<<<<<<<<<<<<
 *                 labels[i] = idx
 *             else:
 */
      __pyx_v_idx = (__pyx_v_self->table->vals[__pyx_v_k]);

      /* "pandas/src/hashtable_class_helper.pxi":852
 *             if k != self.table.n_buckets:
 *                 idx = self.table.vals[k]
 *                 labels[i] = idx             # <<<<<<<<<<<<<<
 *             else:
 *                 k = kh_put_pymap(self.table, <PyObject*>val, &ret)
 */
      __pyx_t_16 = __pyx_v_i;
      __pyx_t_10 = -1;
      if (__pyx_t_16 < 0) {
        __pyx_t_16 += __pyx_v_labels.shape[0];
        if (unlikely(__pyx_t_16 < 0)) __pyx_t_10 = 0;
      } else if (unlikely(__pyx_t_16 >= __pyx_v_labels.shape[0])) __pyx_t_10 = 0;
      if (unlikely(__pyx_t_10 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_10);
        __PYX_ERR(0, 852, __pyx_L1_error)
      }
      *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_16 * __pyx_v_labels.strides[0]) )) = __pyx_v_idx;

      /* "pandas/src/hashtable_class_helper.pxi":850
 * 
 *             k = kh_get_pymap(self.table, <PyObject*>val)
 *             if k != self.table.n_buckets:             # <<<<<<<<<<<<<<
 *                 idx = self.table.vals[k]
 *                 labels[i] = idx
 */
      goto __pyx_L9;
    }

    /* "pandas/src/hashtable_class_helper.pxi":854
 *                 labels[i] = idx
 *             else:
 *                 k = kh_put_pymap(self.table, <PyObject*>val, &ret)             # <<<<<<<<<<<<<<
 *                 self.table.vals[k] = count
 *                 uniques.append(val)
 */
    /*else*/ {
      __pyx_v_k = kh_put_pymap(__pyx_v_self->table, ((PyObject *)__pyx_v_val), (&__pyx_v_ret));

      /* "pandas/src/hashtable_class_helper.pxi":855
 *             else:
 *                 k = kh_put_pymap(self.table, <PyObject*>val, &ret)
 *                 self.table.vals[k] = count             # <<<<<<<<<<<<<<
 *                 uniques.append(val)
 *                 labels[i] = count
 */
      (__pyx_v_self->table->vals[__pyx_v_k]) = __pyx_v_count;

      /* "pandas/src/hashtable_class_helper.pxi":856
 *                 k = kh_put_pymap(self.table, <PyObject*>val, &ret)
 *                 self.table.vals[k] = count
 *                 uniques.append(val)             # <<<<<<<<<<<<<<
 *                 labels[i] = count
 *                 count += 1
 */
      __pyx_t_6 = __pyx_f_6pandas_9hashtable_12ObjectVector_append(__pyx_v_uniques, __pyx_v_val); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 856, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;

      /* "pandas/src/hashtable_class_helper.pxi":857
 *                 self.table.vals[k] = count
 *                 uniques.append(val)
 *                 labels[i] = count             # <<<<<<<<<<<<<<
 *                 count += 1
 * 
 */
      __pyx_t_17 = __pyx_v_i;
      __pyx_t_10 = -1;
      if (__pyx_t_17 < 0) {
        __pyx_t_17 += __pyx_v_labels.shape[0];
        if (unlikely(__pyx_t_17 < 0)) __pyx_t_10 = 0;
      } else if (unlikely(__pyx_t_17 >= __pyx_v_labels.shape[0])) __pyx_t_10 = 0;
      if (unlikely(__pyx_t_10 != -1)) {
        __Pyx_RaiseBufferIndexError(__pyx_t_10);
        __PYX_ERR(0, 857, __pyx_L1_error)
      }
      *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_labels.data + __pyx_t_17 * __pyx_v_labels.strides[0]) )) = __pyx_v_count;

      /* "pandas/src/hashtable_class_helper.pxi":858
 *                 uniques.append(val)
 *                 labels[i] = count
 *                 count += 1             # <<<<<<<<<<<<<<
 * 
 *         return np.asarray(labels)
 */
      __pyx_v_count = (__pyx_v_count + 1);
    }
    __pyx_L9:;
    __pyx_L3_continue:;
  }

  /* "pandas/src/hashtable_class_helper.pxi":860
 *                 count += 1
 * 
 *         return np.asarray(labels)             # <<<<<<<<<<<<<<
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 860, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_asarray); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 860, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __pyx_memoryview_fromslice(__pyx_v_labels, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 860, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_4, function);
    }
  }
  if (!__pyx_t_3) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 860, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_6);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 860, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
    __Pyx_GIVEREF(__pyx_t_2);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_2);
    __pyx_t_2 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_5, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 860, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_class_helper.pxi":828
 *         return uniques.to_array()
 * 
 *     def get_labels(self, ndarray[object] values, ObjectVector uniques,             # <<<<<<<<<<<<<<
 *                    Py_ssize_t count_prior, int64_t na_sentinel,
 *                    bint check_null=True):
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __PYX_XDEC_MEMVIEW(&__pyx_t_7, 1);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.PyObjectHashTable.get_labels", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_labels, 1);
  __Pyx_XDECREF(__pyx_v_val);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_func_helper.pxi":14
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef build_count_table_float64(float64_t[:] values,             # <<<<<<<<<<<<<<
 *                                  kh_float64_t *table, bint dropna):
 *     cdef:
 */

static PyObject *__pyx_f_6pandas_9hashtable_build_count_table_float64(__Pyx_memviewslice __pyx_v_values, kh_float64_t *__pyx_v_table, int __pyx_v_dropna) {
  khiter_t __pyx_v_k;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  __pyx_t_5numpy_float64_t __pyx_v_val;
  int __pyx_v_ret;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  int __pyx_t_5;
  int __pyx_t_6;
  khiter_t __pyx_t_7;
  __Pyx_RefNannySetupContext("build_count_table_float64", 0);

  /* "pandas/src/hashtable_func_helper.pxi":18
 *     cdef:
 *         khiter_t k
 *         Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *         float64_t val
 *         int ret = 0
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_float64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_float64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 18, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(1, 18, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_func_helper.pxi":20
 *         Py_ssize_t i, n = len(values)
 *         float64_t val
 *         int ret = 0             # <<<<<<<<<<<<<<
 * 
 *     with nogil:
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_func_helper.pxi":22
 *         int ret = 0
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         kh_resize_float64(table, n)
 * 
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_func_helper.pxi":23
 * 
 *     with nogil:
 *         kh_resize_float64(table, n)             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n):
 */
        kh_resize_float64(__pyx_v_table, __pyx_v_n);

        /* "pandas/src/hashtable_func_helper.pxi":25
 *         kh_resize_float64(table, n)
 * 
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             val = values[i]
 *             if val == val or not dropna:
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
          __pyx_v_i = __pyx_t_3;

          /* "pandas/src/hashtable_func_helper.pxi":26
 * 
 *         for i in range(n):
 *             val = values[i]             # <<<<<<<<<<<<<<
 *             if val == val or not dropna:
 *                 k = kh_get_float64(table, val)
 */
          __pyx_t_4 = __pyx_v_i;
          __pyx_v_val = (*((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_4 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_func_helper.pxi":27
 *         for i in range(n):
 *             val = values[i]
 *             if val == val or not dropna:             # <<<<<<<<<<<<<<
 *                 k = kh_get_float64(table, val)
 *                 if k != table.n_buckets:
 */
          __pyx_t_6 = ((__pyx_v_val == __pyx_v_val) != 0);
          if (!__pyx_t_6) {
          } else {
            __pyx_t_5 = __pyx_t_6;
            goto __pyx_L9_bool_binop_done;
          }
          __pyx_t_6 = ((!(__pyx_v_dropna != 0)) != 0);
          __pyx_t_5 = __pyx_t_6;
          __pyx_L9_bool_binop_done:;
          if (__pyx_t_5) {

            /* "pandas/src/hashtable_func_helper.pxi":28
 *             val = values[i]
 *             if val == val or not dropna:
 *                 k = kh_get_float64(table, val)             # <<<<<<<<<<<<<<
 *                 if k != table.n_buckets:
 *                     table.vals[k] += 1
 */
            __pyx_v_k = kh_get_float64(__pyx_v_table, __pyx_v_val);

            /* "pandas/src/hashtable_func_helper.pxi":29
 *             if val == val or not dropna:
 *                 k = kh_get_float64(table, val)
 *                 if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                     table.vals[k] += 1
 *                 else:
 */
            __pyx_t_5 = ((__pyx_v_k != __pyx_v_table->n_buckets) != 0);
            if (__pyx_t_5) {

              /* "pandas/src/hashtable_func_helper.pxi":30
 *                 k = kh_get_float64(table, val)
 *                 if k != table.n_buckets:
 *                     table.vals[k] += 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     k = kh_put_float64(table, val, &ret)
 */
              __pyx_t_7 = __pyx_v_k;
              (__pyx_v_table->vals[__pyx_t_7]) = ((__pyx_v_table->vals[__pyx_t_7]) + 1);

              /* "pandas/src/hashtable_func_helper.pxi":29
 *             if val == val or not dropna:
 *                 k = kh_get_float64(table, val)
 *                 if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                     table.vals[k] += 1
 *                 else:
 */
              goto __pyx_L11;
            }

            /* "pandas/src/hashtable_func_helper.pxi":32
 *                     table.vals[k] += 1
 *                 else:
 *                     k = kh_put_float64(table, val, &ret)             # <<<<<<<<<<<<<<
 *                     table.vals[k] = 1
 * 
 */
            /*else*/ {
              __pyx_v_k = kh_put_float64(__pyx_v_table, __pyx_v_val, (&__pyx_v_ret));

              /* "pandas/src/hashtable_func_helper.pxi":33
 *                 else:
 *                     k = kh_put_float64(table, val, &ret)
 *                     table.vals[k] = 1             # <<<<<<<<<<<<<<
 * 
 * 
 */
              (__pyx_v_table->vals[__pyx_v_k]) = 1;
            }
            __pyx_L11:;

            /* "pandas/src/hashtable_func_helper.pxi":27
 *         for i in range(n):
 *             val = values[i]
 *             if val == val or not dropna:             # <<<<<<<<<<<<<<
 *                 k = kh_get_float64(table, val)
 *                 if k != table.n_buckets:
 */
          }
        }
      }

      /* "pandas/src/hashtable_func_helper.pxi":22
 *         int ret = 0
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         kh_resize_float64(table, n)
 * 
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_func_helper.pxi":14
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef build_count_table_float64(float64_t[:] values,             # <<<<<<<<<<<<<<
 *                                  kh_float64_t *table, bint dropna):
 *     cdef:
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.build_count_table_float64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_func_helper.pxi":38
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cpdef value_count_float64(float64_t[:] values, bint dropna):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i=0
 */

static PyObject *__pyx_pw_6pandas_9hashtable_1value_count_float64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_value_count_float64(__Pyx_memviewslice __pyx_v_values, int __pyx_v_dropna, CYTHON_UNUSED int __pyx_skip_dispatch) {
  Py_ssize_t __pyx_v_i;
  kh_float64_t *__pyx_v_table;
  __Pyx_memviewslice __pyx_v_result_keys = { 0, 0, { 0 }, { 0 }, { 0 } };
  __Pyx_memviewslice __pyx_v_result_counts = { 0, 0, { 0 }, { 0 }, { 0 } };
  int __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_memviewslice __pyx_t_6 = { 0, 0, { 0 }, { 0 }, { 0 } };
  __Pyx_memviewslice __pyx_t_7 = { 0, 0, { 0 }, { 0 }, { 0 } };
  khint_t __pyx_t_8;
  int __pyx_t_9;
  int __pyx_t_10;
  Py_ssize_t __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  PyObject *__pyx_t_13 = NULL;
  __Pyx_RefNannySetupContext("value_count_float64", 0);

  /* "pandas/src/hashtable_func_helper.pxi":40
 * cpdef value_count_float64(float64_t[:] values, bint dropna):
 *     cdef:
 *         Py_ssize_t i=0             # <<<<<<<<<<<<<<
 *         kh_float64_t *table
 *         float64_t[:] result_keys
 */
  __pyx_v_i = 0;

  /* "pandas/src/hashtable_func_helper.pxi":46
 *         int k
 * 
 *     table = kh_init_float64()             # <<<<<<<<<<<<<<
 *     build_count_table_float64(values, table, dropna)
 * 
 */
  __pyx_v_table = kh_init_float64();

  /* "pandas/src/hashtable_func_helper.pxi":47
 * 
 *     table = kh_init_float64()
 *     build_count_table_float64(values, table, dropna)             # <<<<<<<<<<<<<<
 * 
 *     result_keys = np.empty(table.n_occupied, dtype=np.float64)
 */
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_build_count_table_float64(__pyx_v_values, __pyx_v_table, __pyx_v_dropna); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 47, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pandas/src/hashtable_func_helper.pxi":49
 *     build_count_table_float64(values, table, dropna)
 * 
 *     result_keys = np.empty(table.n_occupied, dtype=np.float64)             # <<<<<<<<<<<<<<
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyInt_From_npy_uint32(__pyx_v_table->n_occupied); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_float64); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_5) < 0) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_6 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(__pyx_t_5);
  if (unlikely(!__pyx_t_6.memview)) __PYX_ERR(1, 49, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_v_result_keys = __pyx_t_6;
  __pyx_t_6.memview = NULL;
  __pyx_t_6.data = NULL;

  /* "pandas/src/hashtable_func_helper.pxi":50
 * 
 *     result_keys = np.empty(table.n_occupied, dtype=np.float64)
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)             # <<<<<<<<<<<<<<
 * 
 *     with nogil:
 */
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_zeros); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_PyInt_From_npy_uint32(__pyx_v_table->n_occupied); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_5);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_5);
  __pyx_t_5 = 0;
  __pyx_t_5 = PyDict_New(); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_int64); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_dtype, __pyx_t_4) < 0) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_3, __pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_7 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_4);
  if (unlikely(!__pyx_t_7.memview)) __PYX_ERR(1, 50, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_v_result_counts = __pyx_t_7;
  __pyx_t_7.memview = NULL;
  __pyx_t_7.data = NULL;

  /* "pandas/src/hashtable_func_helper.pxi":52
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         for k in range(table.n_buckets):
 *             if kh_exist_float64(table, k):
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_func_helper.pxi":53
 * 
 *     with nogil:
 *         for k in range(table.n_buckets):             # <<<<<<<<<<<<<<
 *             if kh_exist_float64(table, k):
 *                 result_keys[i] = table.keys[k]
 */
        __pyx_t_8 = __pyx_v_table->n_buckets;
        for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_8; __pyx_t_9+=1) {
          __pyx_v_k = __pyx_t_9;

          /* "pandas/src/hashtable_func_helper.pxi":54
 *     with nogil:
 *         for k in range(table.n_buckets):
 *             if kh_exist_float64(table, k):             # <<<<<<<<<<<<<<
 *                 result_keys[i] = table.keys[k]
 *                 result_counts[i] = table.vals[k]
 */
          __pyx_t_10 = (kh_exist_float64(__pyx_v_table, __pyx_v_k) != 0);
          if (__pyx_t_10) {

            /* "pandas/src/hashtable_func_helper.pxi":55
 *         for k in range(table.n_buckets):
 *             if kh_exist_float64(table, k):
 *                 result_keys[i] = table.keys[k]             # <<<<<<<<<<<<<<
 *                 result_counts[i] = table.vals[k]
 *                 i += 1
 */
            __pyx_t_11 = __pyx_v_i;
            *((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_result_keys.data + __pyx_t_11 * __pyx_v_result_keys.strides[0]) )) = (__pyx_v_table->keys[__pyx_v_k]);

            /* "pandas/src/hashtable_func_helper.pxi":56
 *             if kh_exist_float64(table, k):
 *                 result_keys[i] = table.keys[k]
 *                 result_counts[i] = table.vals[k]             # <<<<<<<<<<<<<<
 *                 i += 1
 *     kh_destroy_float64(table)
 */
            __pyx_t_12 = __pyx_v_i;
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_result_counts.data + __pyx_t_12 * __pyx_v_result_counts.strides[0]) )) = (__pyx_v_table->vals[__pyx_v_k]);

            /* "pandas/src/hashtable_func_helper.pxi":57
 *                 result_keys[i] = table.keys[k]
 *                 result_counts[i] = table.vals[k]
 *                 i += 1             # <<<<<<<<<<<<<<
 *     kh_destroy_float64(table)
 * 
 */
            __pyx_v_i = (__pyx_v_i + 1);

            /* "pandas/src/hashtable_func_helper.pxi":54
 *     with nogil:
 *         for k in range(table.n_buckets):
 *             if kh_exist_float64(table, k):             # <<<<<<<<<<<<<<
 *                 result_keys[i] = table.keys[k]
 *                 result_counts[i] = table.vals[k]
 */
          }
        }
      }

      /* "pandas/src/hashtable_func_helper.pxi":52
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         for k in range(table.n_buckets):
 *             if kh_exist_float64(table, k):
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_func_helper.pxi":58
 *                 result_counts[i] = table.vals[k]
 *                 i += 1
 *     kh_destroy_float64(table)             # <<<<<<<<<<<<<<
 * 
 *     return np.asarray(result_keys), np.asarray(result_counts)
 */
  kh_destroy_float64(__pyx_v_table);

  /* "pandas/src/hashtable_func_helper.pxi":60
 *     kh_destroy_float64(table)
 * 
 *     return np.asarray(result_keys), np.asarray(result_counts)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 60, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_asarray); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 60, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __pyx_memoryview_fromslice(__pyx_v_result_keys, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_float64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_float64_t, 0);; if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 60, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_1 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_1 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_1)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_1);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
    }
  }
  if (!__pyx_t_1) {
    __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 60, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_GOTREF(__pyx_t_4);
  } else {
    __pyx_t_2 = PyTuple_New(1+1); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 60, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_1); PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1); __pyx_t_1 = NULL;
    __Pyx_GIVEREF(__pyx_t_5);
    PyTuple_SET_ITEM(__pyx_t_2, 0+1, __pyx_t_5);
    __pyx_t_5 = 0;
    __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_2, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 60, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 60, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_asarray); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 60, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __pyx_memoryview_fromslice(__pyx_v_result_counts, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 60, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_1 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_1 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_1)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_1);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
    }
  }
  if (!__pyx_t_1) {
    __pyx_t_3 = __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 60, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_3);
  } else {
    __pyx_t_13 = PyTuple_New(1+1); if (unlikely(!__pyx_t_13)) __PYX_ERR(1, 60, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_13);
    __Pyx_GIVEREF(__pyx_t_1); PyTuple_SET_ITEM(__pyx_t_13, 0, __pyx_t_1); __pyx_t_1 = NULL;
    __Pyx_GIVEREF(__pyx_t_2);
    PyTuple_SET_ITEM(__pyx_t_13, 0+1, __pyx_t_2);
    __pyx_t_2 = 0;
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_13, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 60, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
  }
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 60, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_4);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_3);
  __pyx_t_4 = 0;
  __pyx_t_3 = 0;
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_func_helper.pxi":38
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cpdef value_count_float64(float64_t[:] values, bint dropna):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i=0
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __PYX_XDEC_MEMVIEW(&__pyx_t_6, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_t_7, 1);
  __Pyx_XDECREF(__pyx_t_13);
  __Pyx_AddTraceback("pandas.hashtable.value_count_float64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_result_keys, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_result_counts, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_1value_count_float64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_1value_count_float64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  int __pyx_v_dropna;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("value_count_float64 (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_dropna,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_dropna)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("value_count_float64", 1, 2, 2, 1); __PYX_ERR(1, 38, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "value_count_float64") < 0)) __PYX_ERR(1, 38, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(values[0]); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(1, 38, __pyx_L3_error)
    __pyx_v_dropna = __Pyx_PyObject_IsTrue(values[1]); if (unlikely((__pyx_v_dropna == (int)-1) && PyErr_Occurred())) __PYX_ERR(1, 38, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("value_count_float64", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(1, 38, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.value_count_float64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_value_count_float64(__pyx_self, __pyx_v_values, __pyx_v_dropna);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_value_count_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, int __pyx_v_dropna) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("value_count_float64", 0);
  __Pyx_XDECREF(__pyx_r);
  if (unlikely(!__pyx_v_values.memview)) { __Pyx_RaiseUnboundLocalError("values"); __PYX_ERR(1, 38, __pyx_L1_error) }
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_value_count_float64(__pyx_v_values, __pyx_v_dropna, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 38, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.value_count_float64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_func_helper.pxi":65
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_float64(float64_t[:] values,             # <<<<<<<<<<<<<<
 *                          object keep='first'):
 *     cdef:
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_3duplicated_float64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_6pandas_9hashtable_3duplicated_float64 = {"duplicated_float64", (PyCFunction)__pyx_pw_6pandas_9hashtable_3duplicated_float64, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_6pandas_9hashtable_3duplicated_float64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_v_keep = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("duplicated_float64 (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_keep,0};
    PyObject* values[2] = {0,0};
    values[1] = ((PyObject *)__pyx_n_s_first);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_keep);
          if (value) { values[1] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "duplicated_float64") < 0)) __PYX_ERR(1, 65, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(values[0]); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(1, 65, __pyx_L3_error)
    __pyx_v_keep = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("duplicated_float64", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(1, 65, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.duplicated_float64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_2duplicated_float64(__pyx_self, __pyx_v_values, __pyx_v_keep);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_2duplicated_float64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyObject *__pyx_v_keep) {
  int __pyx_v_ret;
  int __pyx_v_k;
  __pyx_t_5numpy_float64_t __pyx_v_value;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  kh_float64_t *__pyx_v_table;
  PyArrayObject *__pyx_v_out = 0;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_out;
  __Pyx_Buffer __pyx_pybuffer_out;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyArrayObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  khint_t __pyx_t_8;
  int __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  Py_ssize_t __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  Py_ssize_t __pyx_t_14;
  size_t __pyx_t_15;
  Py_ssize_t __pyx_t_16;
  Py_ssize_t __pyx_t_17;
  __Pyx_RefNannySetupContext("duplicated_float64", 0);
  __pyx_pybuffer_out.pybuffer.buf = NULL;
  __pyx_pybuffer_out.refcount = 0;
  __pyx_pybuffernd_out.data = NULL;
  __pyx_pybuffernd_out.rcbuffer = &__pyx_pybuffer_out;

  /* "pandas/src/hashtable_func_helper.pxi":68
 *                          object keep='first'):
 *     cdef:
 *         int ret = 0, k             # <<<<<<<<<<<<<<
 *         float64_t value
 *         Py_ssize_t i, n = len(values)
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_func_helper.pxi":70
 *         int ret = 0, k
 *         float64_t value
 *         Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *         kh_float64_t * table = kh_init_float64()
 *         ndarray[uint8_t, ndim=1, cast=True] out = np.empty(n, dtype='bool')
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_float64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_float64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 70, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(1, 70, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_func_helper.pxi":71
 *         float64_t value
 *         Py_ssize_t i, n = len(values)
 *         kh_float64_t * table = kh_init_float64()             # <<<<<<<<<<<<<<
 *         ndarray[uint8_t, ndim=1, cast=True] out = np.empty(n, dtype='bool')
 * 
 */
  __pyx_v_table = kh_init_float64();

  /* "pandas/src/hashtable_func_helper.pxi":72
 *         Py_ssize_t i, n = len(values)
 *         kh_float64_t * table = kh_init_float64()
 *         ndarray[uint8_t, ndim=1, cast=True] out = np.empty(n, dtype='bool')             # <<<<<<<<<<<<<<
 * 
 *     kh_resize_float64(table, min(n, _SIZE_HINT_LIMIT))
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 72, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 72, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 72, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 72, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 72, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_n_s_bool) < 0) __PYX_ERR(1, 72, __pyx_L1_error)
  __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 72, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!(likely(((__pyx_t_5) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_5, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(1, 72, __pyx_L1_error)
  __pyx_t_6 = ((PyArrayObject *)__pyx_t_5);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_out.rcbuffer->pybuffer, (PyObject*)__pyx_t_6, &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 1, __pyx_stack) == -1)) {
      __pyx_v_out = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_out.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(1, 72, __pyx_L1_error)
    } else {__pyx_pybuffernd_out.diminfo[0].strides = __pyx_pybuffernd_out.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_out.diminfo[0].shape = __pyx_pybuffernd_out.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_6 = 0;
  __pyx_v_out = ((PyArrayObject *)__pyx_t_5);
  __pyx_t_5 = 0;

  /* "pandas/src/hashtable_func_helper.pxi":74
 *         ndarray[uint8_t, ndim=1, cast=True] out = np.empty(n, dtype='bool')
 * 
 *     kh_resize_float64(table, min(n, _SIZE_HINT_LIMIT))             # <<<<<<<<<<<<<<
 * 
 *     if keep not in ('last', 'first', False):
 */
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_SIZE_HINT_LIMIT); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 74, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_2 = __pyx_v_n;
  __pyx_t_4 = PyInt_FromSsize_t(__pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 74, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_3 = PyObject_RichCompare(__pyx_t_5, __pyx_t_4, Py_LT); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 74, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_7 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(1, 74, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (__pyx_t_7) {
    __Pyx_INCREF(__pyx_t_5);
    __pyx_t_1 = __pyx_t_5;
  } else {
    __pyx_t_3 = PyInt_FromSsize_t(__pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 74, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_1 = __pyx_t_3;
    __pyx_t_3 = 0;
  }
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_8 = __Pyx_PyInt_As_npy_uint32(__pyx_t_1); if (unlikely((__pyx_t_8 == (khint_t)-1) && PyErr_Occurred())) __PYX_ERR(1, 74, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  kh_resize_float64(__pyx_v_table, __pyx_t_8);

  /* "pandas/src/hashtable_func_helper.pxi":76
 *     kh_resize_float64(table, min(n, _SIZE_HINT_LIMIT))
 * 
 *     if keep not in ('last', 'first', False):             # <<<<<<<<<<<<<<
 *         raise ValueError('keep must be either "first", "last" or False')
 * 
 */
  __Pyx_INCREF(__pyx_v_keep);
  __pyx_t_1 = __pyx_v_keep;
  __pyx_t_9 = (__Pyx_PyString_Equals(__pyx_t_1, __pyx_n_s_last, Py_NE)); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 76, __pyx_L1_error)
  if (__pyx_t_9) {
  } else {
    __pyx_t_7 = __pyx_t_9;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_9 = (__Pyx_PyString_Equals(__pyx_t_1, __pyx_n_s_first, Py_NE)); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 76, __pyx_L1_error)
  if (__pyx_t_9) {
  } else {
    __pyx_t_7 = __pyx_t_9;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_5 = PyObject_RichCompare(__pyx_t_1, Py_False, Py_NE); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 76, __pyx_L1_error)
  __pyx_t_9 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 76, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_7 = __pyx_t_9;
  __pyx_L4_bool_binop_done:;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_9 = (__pyx_t_7 != 0);
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_func_helper.pxi":77
 * 
 *     if keep not in ('last', 'first', False):
 *         raise ValueError('keep must be either "first", "last" or False')             # <<<<<<<<<<<<<<
 * 
 *     if keep == 'last':
 */
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple_, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 77, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(1, 77, __pyx_L1_error)

    /* "pandas/src/hashtable_func_helper.pxi":76
 *     kh_resize_float64(table, min(n, _SIZE_HINT_LIMIT))
 * 
 *     if keep not in ('last', 'first', False):             # <<<<<<<<<<<<<<
 *         raise ValueError('keep must be either "first", "last" or False')
 * 
 */
  }

  /* "pandas/src/hashtable_func_helper.pxi":79
 *         raise ValueError('keep must be either "first", "last" or False')
 * 
 *     if keep == 'last':             # <<<<<<<<<<<<<<
 *         with nogil:
 *             for i from n > i >=0:
 */
  __pyx_t_9 = (__Pyx_PyString_Equals(__pyx_v_keep, __pyx_n_s_last, Py_EQ)); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 79, __pyx_L1_error)
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_func_helper.pxi":80
 * 
 *     if keep == 'last':
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from n > i >=0:
 *                 kh_put_float64(table, values[i], &ret)
 */
    {
        #ifdef WITH_THREAD
        PyThreadState *_save;
        Py_UNBLOCK_THREADS
        #endif
        /*try:*/ {

          /* "pandas/src/hashtable_func_helper.pxi":81
 *     if keep == 'last':
 *         with nogil:
 *             for i from n > i >=0:             # <<<<<<<<<<<<<<
 *                 kh_put_float64(table, values[i], &ret)
 *                 out[i] = ret == 0
 */
          for (__pyx_v_i = __pyx_v_n-1; __pyx_v_i >= 0; __pyx_v_i--) {

            /* "pandas/src/hashtable_func_helper.pxi":82
 *         with nogil:
 *             for i from n > i >=0:
 *                 kh_put_float64(table, values[i], &ret)             # <<<<<<<<<<<<<<
 *                 out[i] = ret == 0
 *     elif keep == 'first':
 */
            __pyx_t_10 = __pyx_v_i;
            kh_put_float64(__pyx_v_table, (*((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_10 * __pyx_v_values.strides[0]) ))), (&__pyx_v_ret));

            /* "pandas/src/hashtable_func_helper.pxi":83
 *             for i from n > i >=0:
 *                 kh_put_float64(table, values[i], &ret)
 *                 out[i] = ret == 0             # <<<<<<<<<<<<<<
 *     elif keep == 'first':
 *         with nogil:
 */
            __pyx_t_11 = __pyx_v_i;
            *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_11, __pyx_pybuffernd_out.diminfo[0].strides) = (__pyx_v_ret == 0);
          }
        }

        /* "pandas/src/hashtable_func_helper.pxi":80
 * 
 *     if keep == 'last':
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from n > i >=0:
 *                 kh_put_float64(table, values[i], &ret)
 */
        /*finally:*/ {
          /*normal exit:*/{
            #ifdef WITH_THREAD
            Py_BLOCK_THREADS
            #endif
            goto __pyx_L10;
          }
          __pyx_L10:;
        }
    }

    /* "pandas/src/hashtable_func_helper.pxi":79
 *         raise ValueError('keep must be either "first", "last" or False')
 * 
 *     if keep == 'last':             # <<<<<<<<<<<<<<
 *         with nogil:
 *             for i from n > i >=0:
 */
    goto __pyx_L7;
  }

  /* "pandas/src/hashtable_func_helper.pxi":84
 *                 kh_put_float64(table, values[i], &ret)
 *                 out[i] = ret == 0
 *     elif keep == 'first':             # <<<<<<<<<<<<<<
 *         with nogil:
 *             for i from 0 <= i < n:
 */
  __pyx_t_9 = (__Pyx_PyString_Equals(__pyx_v_keep, __pyx_n_s_first, Py_EQ)); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 84, __pyx_L1_error)
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_func_helper.pxi":85
 *                 out[i] = ret == 0
 *     elif keep == 'first':
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from 0 <= i < n:
 *                 kh_put_float64(table, values[i], &ret)
 */
    {
        #ifdef WITH_THREAD
        PyThreadState *_save;
        Py_UNBLOCK_THREADS
        #endif
        /*try:*/ {

          /* "pandas/src/hashtable_func_helper.pxi":86
 *     elif keep == 'first':
 *         with nogil:
 *             for i from 0 <= i < n:             # <<<<<<<<<<<<<<
 *                 kh_put_float64(table, values[i], &ret)
 *                 out[i] = ret == 0
 */
          __pyx_t_2 = __pyx_v_n;
          for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {

            /* "pandas/src/hashtable_func_helper.pxi":87
 *         with nogil:
 *             for i from 0 <= i < n:
 *                 kh_put_float64(table, values[i], &ret)             # <<<<<<<<<<<<<<
 *                 out[i] = ret == 0
 *     else:
 */
            __pyx_t_12 = __pyx_v_i;
            kh_put_float64(__pyx_v_table, (*((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_12 * __pyx_v_values.strides[0]) ))), (&__pyx_v_ret));

            /* "pandas/src/hashtable_func_helper.pxi":88
 *             for i from 0 <= i < n:
 *                 kh_put_float64(table, values[i], &ret)
 *                 out[i] = ret == 0             # <<<<<<<<<<<<<<
 *     else:
 *         with nogil:
 */
            __pyx_t_13 = __pyx_v_i;
            *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_13, __pyx_pybuffernd_out.diminfo[0].strides) = (__pyx_v_ret == 0);
          }
        }

        /* "pandas/src/hashtable_func_helper.pxi":85
 *                 out[i] = ret == 0
 *     elif keep == 'first':
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from 0 <= i < n:
 *                 kh_put_float64(table, values[i], &ret)
 */
        /*finally:*/ {
          /*normal exit:*/{
            #ifdef WITH_THREAD
            Py_BLOCK_THREADS
            #endif
            goto __pyx_L15;
          }
          __pyx_L15:;
        }
    }

    /* "pandas/src/hashtable_func_helper.pxi":84
 *                 kh_put_float64(table, values[i], &ret)
 *                 out[i] = ret == 0
 *     elif keep == 'first':             # <<<<<<<<<<<<<<
 *         with nogil:
 *             for i from 0 <= i < n:
 */
    goto __pyx_L7;
  }

  /* "pandas/src/hashtable_func_helper.pxi":90
 *                 out[i] = ret == 0
 *     else:
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from 0 <= i < n:
 *                 value = values[i]
 */
  /*else*/ {
    {
        #ifdef WITH_THREAD
        PyThreadState *_save;
        Py_UNBLOCK_THREADS
        #endif
        /*try:*/ {

          /* "pandas/src/hashtable_func_helper.pxi":91
 *     else:
 *         with nogil:
 *             for i from 0 <= i < n:             # <<<<<<<<<<<<<<
 *                 value = values[i]
 *                 k = kh_get_float64(table, value)
 */
          __pyx_t_2 = __pyx_v_n;
          for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {

            /* "pandas/src/hashtable_func_helper.pxi":92
 *         with nogil:
 *             for i from 0 <= i < n:
 *                 value = values[i]             # <<<<<<<<<<<<<<
 *                 k = kh_get_float64(table, value)
 *                 if k != table.n_buckets:
 */
            __pyx_t_14 = __pyx_v_i;
            __pyx_v_value = (*((__pyx_t_5numpy_float64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_14 * __pyx_v_values.strides[0]) )));

            /* "pandas/src/hashtable_func_helper.pxi":93
 *             for i from 0 <= i < n:
 *                 value = values[i]
 *                 k = kh_get_float64(table, value)             # <<<<<<<<<<<<<<
 *                 if k != table.n_buckets:
 *                     out[table.vals[k]] = 1
 */
            __pyx_v_k = kh_get_float64(__pyx_v_table, __pyx_v_value);

            /* "pandas/src/hashtable_func_helper.pxi":94
 *                 value = values[i]
 *                 k = kh_get_float64(table, value)
 *                 if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                     out[table.vals[k]] = 1
 *                     out[i] = 1
 */
            __pyx_t_9 = ((__pyx_v_k != __pyx_v_table->n_buckets) != 0);
            if (__pyx_t_9) {

              /* "pandas/src/hashtable_func_helper.pxi":95
 *                 k = kh_get_float64(table, value)
 *                 if k != table.n_buckets:
 *                     out[table.vals[k]] = 1             # <<<<<<<<<<<<<<
 *                     out[i] = 1
 *                 else:
 */
              __pyx_t_15 = (__pyx_v_table->vals[__pyx_v_k]);
              *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_15, __pyx_pybuffernd_out.diminfo[0].strides) = 1;

              /* "pandas/src/hashtable_func_helper.pxi":96
 *                 if k != table.n_buckets:
 *                     out[table.vals[k]] = 1
 *                     out[i] = 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     k = kh_put_float64(table, value, &ret)
 */
              __pyx_t_16 = __pyx_v_i;
              *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_16, __pyx_pybuffernd_out.diminfo[0].strides) = 1;

              /* "pandas/src/hashtable_func_helper.pxi":94
 *                 value = values[i]
 *                 k = kh_get_float64(table, value)
 *                 if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                     out[table.vals[k]] = 1
 *                     out[i] = 1
 */
              goto __pyx_L23;
            }

            /* "pandas/src/hashtable_func_helper.pxi":98
 *                     out[i] = 1
 *                 else:
 *                     k = kh_put_float64(table, value, &ret)             # <<<<<<<<<<<<<<
 *                     table.keys[k] = value
 *                     table.vals[k] = i
 */
            /*else*/ {
              __pyx_v_k = kh_put_float64(__pyx_v_table, __pyx_v_value, (&__pyx_v_ret));

              /* "pandas/src/hashtable_func_helper.pxi":99
 *                 else:
 *                     k = kh_put_float64(table, value, &ret)
 *                     table.keys[k] = value             # <<<<<<<<<<<<<<
 *                     table.vals[k] = i
 *                     out[i] = 0
 */
              (__pyx_v_table->keys[__pyx_v_k]) = __pyx_v_value;

              /* "pandas/src/hashtable_func_helper.pxi":100
 *                     k = kh_put_float64(table, value, &ret)
 *                     table.keys[k] = value
 *                     table.vals[k] = i             # <<<<<<<<<<<<<<
 *                     out[i] = 0
 *     kh_destroy_float64(table)
 */
              (__pyx_v_table->vals[__pyx_v_k]) = __pyx_v_i;

              /* "pandas/src/hashtable_func_helper.pxi":101
 *                     table.keys[k] = value
 *                     table.vals[k] = i
 *                     out[i] = 0             # <<<<<<<<<<<<<<
 *     kh_destroy_float64(table)
 *     return out
 */
              __pyx_t_17 = __pyx_v_i;
              *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_out.diminfo[0].strides) = 0;
            }
            __pyx_L23:;
          }
        }

        /* "pandas/src/hashtable_func_helper.pxi":90
 *                 out[i] = ret == 0
 *     else:
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from 0 <= i < n:
 *                 value = values[i]
 */
        /*finally:*/ {
          /*normal exit:*/{
            #ifdef WITH_THREAD
            Py_BLOCK_THREADS
            #endif
            goto __pyx_L20;
          }
          __pyx_L20:;
        }
    }
  }
  __pyx_L7:;

  /* "pandas/src/hashtable_func_helper.pxi":102
 *                     table.vals[k] = i
 *                     out[i] = 0
 *     kh_destroy_float64(table)             # <<<<<<<<<<<<<<
 *     return out
 * 
 */
  kh_destroy_float64(__pyx_v_table);

  /* "pandas/src/hashtable_func_helper.pxi":103
 *                     out[i] = 0
 *     kh_destroy_float64(table)
 *     return out             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_out));
  __pyx_r = ((PyObject *)__pyx_v_out);
  goto __pyx_L0;

  /* "pandas/src/hashtable_func_helper.pxi":65
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_float64(float64_t[:] values,             # <<<<<<<<<<<<<<
 *                          object keep='first'):
 *     cdef:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_out.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.duplicated_float64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_out.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_out);
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_func_helper.pxi":108
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef build_count_table_int64(int64_t[:] values,             # <<<<<<<<<<<<<<
 *                                  kh_int64_t *table, bint dropna):
 *     cdef:
 */

static PyObject *__pyx_f_6pandas_9hashtable_build_count_table_int64(__Pyx_memviewslice __pyx_v_values, kh_int64_t *__pyx_v_table, int __pyx_v_dropna) {
  khiter_t __pyx_v_k;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  __pyx_t_5numpy_int64_t __pyx_v_val;
  int __pyx_v_ret;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  int __pyx_t_5;
  int __pyx_t_6;
  khiter_t __pyx_t_7;
  __Pyx_RefNannySetupContext("build_count_table_int64", 0);

  /* "pandas/src/hashtable_func_helper.pxi":112
 *     cdef:
 *         khiter_t k
 *         Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *         int64_t val
 *         int ret = 0
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 112, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(1, 112, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_func_helper.pxi":114
 *         Py_ssize_t i, n = len(values)
 *         int64_t val
 *         int ret = 0             # <<<<<<<<<<<<<<
 * 
 *     with nogil:
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_func_helper.pxi":116
 *         int ret = 0
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         kh_resize_int64(table, n)
 * 
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_func_helper.pxi":117
 * 
 *     with nogil:
 *         kh_resize_int64(table, n)             # <<<<<<<<<<<<<<
 * 
 *         for i in range(n):
 */
        kh_resize_int64(__pyx_v_table, __pyx_v_n);

        /* "pandas/src/hashtable_func_helper.pxi":119
 *         kh_resize_int64(table, n)
 * 
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             val = values[i]
 *             if val == val or not dropna:
 */
        __pyx_t_2 = __pyx_v_n;
        for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
          __pyx_v_i = __pyx_t_3;

          /* "pandas/src/hashtable_func_helper.pxi":120
 * 
 *         for i in range(n):
 *             val = values[i]             # <<<<<<<<<<<<<<
 *             if val == val or not dropna:
 *                 k = kh_get_int64(table, val)
 */
          __pyx_t_4 = __pyx_v_i;
          __pyx_v_val = (*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_4 * __pyx_v_values.strides[0]) )));

          /* "pandas/src/hashtable_func_helper.pxi":121
 *         for i in range(n):
 *             val = values[i]
 *             if val == val or not dropna:             # <<<<<<<<<<<<<<
 *                 k = kh_get_int64(table, val)
 *                 if k != table.n_buckets:
 */
          __pyx_t_6 = ((__pyx_v_val == __pyx_v_val) != 0);
          if (!__pyx_t_6) {
          } else {
            __pyx_t_5 = __pyx_t_6;
            goto __pyx_L9_bool_binop_done;
          }
          __pyx_t_6 = ((!(__pyx_v_dropna != 0)) != 0);
          __pyx_t_5 = __pyx_t_6;
          __pyx_L9_bool_binop_done:;
          if (__pyx_t_5) {

            /* "pandas/src/hashtable_func_helper.pxi":122
 *             val = values[i]
 *             if val == val or not dropna:
 *                 k = kh_get_int64(table, val)             # <<<<<<<<<<<<<<
 *                 if k != table.n_buckets:
 *                     table.vals[k] += 1
 */
            __pyx_v_k = kh_get_int64(__pyx_v_table, __pyx_v_val);

            /* "pandas/src/hashtable_func_helper.pxi":123
 *             if val == val or not dropna:
 *                 k = kh_get_int64(table, val)
 *                 if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                     table.vals[k] += 1
 *                 else:
 */
            __pyx_t_5 = ((__pyx_v_k != __pyx_v_table->n_buckets) != 0);
            if (__pyx_t_5) {

              /* "pandas/src/hashtable_func_helper.pxi":124
 *                 k = kh_get_int64(table, val)
 *                 if k != table.n_buckets:
 *                     table.vals[k] += 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     k = kh_put_int64(table, val, &ret)
 */
              __pyx_t_7 = __pyx_v_k;
              (__pyx_v_table->vals[__pyx_t_7]) = ((__pyx_v_table->vals[__pyx_t_7]) + 1);

              /* "pandas/src/hashtable_func_helper.pxi":123
 *             if val == val or not dropna:
 *                 k = kh_get_int64(table, val)
 *                 if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                     table.vals[k] += 1
 *                 else:
 */
              goto __pyx_L11;
            }

            /* "pandas/src/hashtable_func_helper.pxi":126
 *                     table.vals[k] += 1
 *                 else:
 *                     k = kh_put_int64(table, val, &ret)             # <<<<<<<<<<<<<<
 *                     table.vals[k] = 1
 * 
 */
            /*else*/ {
              __pyx_v_k = kh_put_int64(__pyx_v_table, __pyx_v_val, (&__pyx_v_ret));

              /* "pandas/src/hashtable_func_helper.pxi":127
 *                 else:
 *                     k = kh_put_int64(table, val, &ret)
 *                     table.vals[k] = 1             # <<<<<<<<<<<<<<
 * 
 * 
 */
              (__pyx_v_table->vals[__pyx_v_k]) = 1;
            }
            __pyx_L11:;

            /* "pandas/src/hashtable_func_helper.pxi":121
 *         for i in range(n):
 *             val = values[i]
 *             if val == val or not dropna:             # <<<<<<<<<<<<<<
 *                 k = kh_get_int64(table, val)
 *                 if k != table.n_buckets:
 */
          }
        }
      }

      /* "pandas/src/hashtable_func_helper.pxi":116
 *         int ret = 0
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         kh_resize_int64(table, n)
 * 
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_func_helper.pxi":108
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef build_count_table_int64(int64_t[:] values,             # <<<<<<<<<<<<<<
 *                                  kh_int64_t *table, bint dropna):
 *     cdef:
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.build_count_table_int64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_func_helper.pxi":132
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cpdef value_count_int64(int64_t[:] values, bint dropna):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i=0
 */

static PyObject *__pyx_pw_6pandas_9hashtable_5value_count_int64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_value_count_int64(__Pyx_memviewslice __pyx_v_values, int __pyx_v_dropna, CYTHON_UNUSED int __pyx_skip_dispatch) {
  Py_ssize_t __pyx_v_i;
  kh_int64_t *__pyx_v_table;
  __Pyx_memviewslice __pyx_v_result_keys = { 0, 0, { 0 }, { 0 }, { 0 } };
  __Pyx_memviewslice __pyx_v_result_counts = { 0, 0, { 0 }, { 0 }, { 0 } };
  int __pyx_v_k;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_memviewslice __pyx_t_6 = { 0, 0, { 0 }, { 0 }, { 0 } };
  khint_t __pyx_t_7;
  int __pyx_t_8;
  int __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  Py_ssize_t __pyx_t_11;
  PyObject *__pyx_t_12 = NULL;
  __Pyx_RefNannySetupContext("value_count_int64", 0);

  /* "pandas/src/hashtable_func_helper.pxi":134
 * cpdef value_count_int64(int64_t[:] values, bint dropna):
 *     cdef:
 *         Py_ssize_t i=0             # <<<<<<<<<<<<<<
 *         kh_int64_t *table
 *         int64_t[:] result_keys
 */
  __pyx_v_i = 0;

  /* "pandas/src/hashtable_func_helper.pxi":140
 *         int k
 * 
 *     table = kh_init_int64()             # <<<<<<<<<<<<<<
 *     build_count_table_int64(values, table, dropna)
 * 
 */
  __pyx_v_table = kh_init_int64();

  /* "pandas/src/hashtable_func_helper.pxi":141
 * 
 *     table = kh_init_int64()
 *     build_count_table_int64(values, table, dropna)             # <<<<<<<<<<<<<<
 * 
 *     result_keys = np.empty(table.n_occupied, dtype=np.int64)
 */
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_build_count_table_int64(__pyx_v_values, __pyx_v_table, __pyx_v_dropna); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 141, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pandas/src/hashtable_func_helper.pxi":143
 *     build_count_table_int64(values, table, dropna)
 * 
 *     result_keys = np.empty(table.n_occupied, dtype=np.int64)             # <<<<<<<<<<<<<<
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 * 
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyInt_From_npy_uint32(__pyx_v_table->n_occupied); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_int64); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_5) < 0) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_6 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_5);
  if (unlikely(!__pyx_t_6.memview)) __PYX_ERR(1, 143, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_v_result_keys = __pyx_t_6;
  __pyx_t_6.memview = NULL;
  __pyx_t_6.data = NULL;

  /* "pandas/src/hashtable_func_helper.pxi":144
 * 
 *     result_keys = np.empty(table.n_occupied, dtype=np.int64)
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)             # <<<<<<<<<<<<<<
 * 
 *     with nogil:
 */
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_zeros); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_PyInt_From_npy_uint32(__pyx_v_table->n_occupied); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_5);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_5);
  __pyx_t_5 = 0;
  __pyx_t_5 = PyDict_New(); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_int64); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_dtype, __pyx_t_4) < 0) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_3, __pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_6 = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_t_4);
  if (unlikely(!__pyx_t_6.memview)) __PYX_ERR(1, 144, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_v_result_counts = __pyx_t_6;
  __pyx_t_6.memview = NULL;
  __pyx_t_6.data = NULL;

  /* "pandas/src/hashtable_func_helper.pxi":146
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/src/hashtable_func_helper.pxi":147
 * 
 *     with nogil:
 *         for k in range(table.n_buckets):             # <<<<<<<<<<<<<<
 *             if kh_exist_int64(table, k):
 *                 result_keys[i] = table.keys[k]
 */
        __pyx_t_7 = __pyx_v_table->n_buckets;
        for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_7; __pyx_t_8+=1) {
          __pyx_v_k = __pyx_t_8;

          /* "pandas/src/hashtable_func_helper.pxi":148
 *     with nogil:
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):             # <<<<<<<<<<<<<<
 *                 result_keys[i] = table.keys[k]
 *                 result_counts[i] = table.vals[k]
 */
          __pyx_t_9 = (kh_exist_int64(__pyx_v_table, __pyx_v_k) != 0);
          if (__pyx_t_9) {

            /* "pandas/src/hashtable_func_helper.pxi":149
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):
 *                 result_keys[i] = table.keys[k]             # <<<<<<<<<<<<<<
 *                 result_counts[i] = table.vals[k]
 *                 i += 1
 */
            __pyx_t_10 = __pyx_v_i;
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_result_keys.data + __pyx_t_10 * __pyx_v_result_keys.strides[0]) )) = (__pyx_v_table->keys[__pyx_v_k]);

            /* "pandas/src/hashtable_func_helper.pxi":150
 *             if kh_exist_int64(table, k):
 *                 result_keys[i] = table.keys[k]
 *                 result_counts[i] = table.vals[k]             # <<<<<<<<<<<<<<
 *                 i += 1
 *     kh_destroy_int64(table)
 */
            __pyx_t_11 = __pyx_v_i;
            *((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_result_counts.data + __pyx_t_11 * __pyx_v_result_counts.strides[0]) )) = (__pyx_v_table->vals[__pyx_v_k]);

            /* "pandas/src/hashtable_func_helper.pxi":151
 *                 result_keys[i] = table.keys[k]
 *                 result_counts[i] = table.vals[k]
 *                 i += 1             # <<<<<<<<<<<<<<
 *     kh_destroy_int64(table)
 * 
 */
            __pyx_v_i = (__pyx_v_i + 1);

            /* "pandas/src/hashtable_func_helper.pxi":148
 *     with nogil:
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):             # <<<<<<<<<<<<<<
 *                 result_keys[i] = table.keys[k]
 *                 result_counts[i] = table.vals[k]
 */
          }
        }
      }

      /* "pandas/src/hashtable_func_helper.pxi":146
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/src/hashtable_func_helper.pxi":152
 *                 result_counts[i] = table.vals[k]
 *                 i += 1
 *     kh_destroy_int64(table)             # <<<<<<<<<<<<<<
 * 
 *     return np.asarray(result_keys), np.asarray(result_counts)
 */
  kh_destroy_int64(__pyx_v_table);

  /* "pandas/src/hashtable_func_helper.pxi":154
 *     kh_destroy_int64(table)
 * 
 *     return np.asarray(result_keys), np.asarray(result_counts)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_asarray); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __pyx_memoryview_fromslice(__pyx_v_result_keys, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_1 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_1 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_1)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_1);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
    }
  }
  if (!__pyx_t_1) {
    __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 154, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_GOTREF(__pyx_t_4);
  } else {
    __pyx_t_2 = PyTuple_New(1+1); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 154, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_1); PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1); __pyx_t_1 = NULL;
    __Pyx_GIVEREF(__pyx_t_5);
    PyTuple_SET_ITEM(__pyx_t_2, 0+1, __pyx_t_5);
    __pyx_t_5 = 0;
    __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_2, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 154, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_asarray); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = __pyx_memoryview_fromslice(__pyx_v_result_counts, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_1 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_5))) {
    __pyx_t_1 = PyMethod_GET_SELF(__pyx_t_5);
    if (likely(__pyx_t_1)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
      __Pyx_INCREF(__pyx_t_1);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_5, function);
    }
  }
  if (!__pyx_t_1) {
    __pyx_t_3 = __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 154, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_GOTREF(__pyx_t_3);
  } else {
    __pyx_t_12 = PyTuple_New(1+1); if (unlikely(!__pyx_t_12)) __PYX_ERR(1, 154, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_12);
    __Pyx_GIVEREF(__pyx_t_1); PyTuple_SET_ITEM(__pyx_t_12, 0, __pyx_t_1); __pyx_t_1 = NULL;
    __Pyx_GIVEREF(__pyx_t_2);
    PyTuple_SET_ITEM(__pyx_t_12, 0+1, __pyx_t_2);
    __pyx_t_2 = 0;
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_12, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 154, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_12); __pyx_t_12 = 0;
  }
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_4);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_3);
  __pyx_t_4 = 0;
  __pyx_t_3 = 0;
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "pandas/src/hashtable_func_helper.pxi":132
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cpdef value_count_int64(int64_t[:] values, bint dropna):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i=0
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __PYX_XDEC_MEMVIEW(&__pyx_t_6, 1);
  __Pyx_XDECREF(__pyx_t_12);
  __Pyx_AddTraceback("pandas.hashtable.value_count_int64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_result_keys, 1);
  __PYX_XDEC_MEMVIEW(&__pyx_v_result_counts, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_5value_count_int64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_5value_count_int64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  int __pyx_v_dropna;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("value_count_int64 (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_dropna,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_dropna)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("value_count_int64", 1, 2, 2, 1); __PYX_ERR(1, 132, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "value_count_int64") < 0)) __PYX_ERR(1, 132, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(values[0]); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(1, 132, __pyx_L3_error)
    __pyx_v_dropna = __Pyx_PyObject_IsTrue(values[1]); if (unlikely((__pyx_v_dropna == (int)-1) && PyErr_Occurred())) __PYX_ERR(1, 132, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("value_count_int64", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(1, 132, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.value_count_int64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_4value_count_int64(__pyx_self, __pyx_v_values, __pyx_v_dropna);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_4value_count_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, int __pyx_v_dropna) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("value_count_int64", 0);
  __Pyx_XDECREF(__pyx_r);
  if (unlikely(!__pyx_v_values.memview)) { __Pyx_RaiseUnboundLocalError("values"); __PYX_ERR(1, 132, __pyx_L1_error) }
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_value_count_int64(__pyx_v_values, __pyx_v_dropna, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 132, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.value_count_int64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/src/hashtable_func_helper.pxi":159
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_int64(int64_t[:] values,             # <<<<<<<<<<<<<<
 *                          object keep='first'):
 *     cdef:
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_7duplicated_int64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_6pandas_9hashtable_7duplicated_int64 = {"duplicated_int64", (PyCFunction)__pyx_pw_6pandas_9hashtable_7duplicated_int64, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_6pandas_9hashtable_7duplicated_int64(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_v_keep = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("duplicated_int64 (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_keep,0};
    PyObject* values[2] = {0,0};
    values[1] = ((PyObject *)__pyx_n_s_first);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_keep);
          if (value) { values[1] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "duplicated_int64") < 0)) __PYX_ERR(1, 159, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(values[0]); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(1, 159, __pyx_L3_error)
    __pyx_v_keep = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("duplicated_int64", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(1, 159, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.duplicated_int64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_6duplicated_int64(__pyx_self, __pyx_v_values, __pyx_v_keep);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_6duplicated_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values, PyObject *__pyx_v_keep) {
  int __pyx_v_ret;
  int __pyx_v_k;
  __pyx_t_5numpy_int64_t __pyx_v_value;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  kh_int64_t *__pyx_v_table;
  PyArrayObject *__pyx_v_out = 0;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_out;
  __Pyx_Buffer __pyx_pybuffer_out;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyArrayObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  khint_t __pyx_t_8;
  int __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  Py_ssize_t __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  Py_ssize_t __pyx_t_14;
  size_t __pyx_t_15;
  Py_ssize_t __pyx_t_16;
  Py_ssize_t __pyx_t_17;
  __Pyx_RefNannySetupContext("duplicated_int64", 0);
  __pyx_pybuffer_out.pybuffer.buf = NULL;
  __pyx_pybuffer_out.refcount = 0;
  __pyx_pybuffernd_out.data = NULL;
  __pyx_pybuffernd_out.rcbuffer = &__pyx_pybuffer_out;

  /* "pandas/src/hashtable_func_helper.pxi":162
 *                          object keep='first'):
 *     cdef:
 *         int ret = 0, k             # <<<<<<<<<<<<<<
 *         int64_t value
 *         Py_ssize_t i, n = len(values)
 */
  __pyx_v_ret = 0;

  /* "pandas/src/hashtable_func_helper.pxi":164
 *         int ret = 0, k
 *         int64_t value
 *         Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *         kh_int64_t * table = kh_init_int64()
 *         ndarray[uint8_t, ndim=1, cast=True] out = np.empty(n, dtype='bool')
 */
  __pyx_t_1 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 164, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(1, 164, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_n = __pyx_t_2;

  /* "pandas/src/hashtable_func_helper.pxi":165
 *         int64_t value
 *         Py_ssize_t i, n = len(values)
 *         kh_int64_t * table = kh_init_int64()             # <<<<<<<<<<<<<<
 *         ndarray[uint8_t, ndim=1, cast=True] out = np.empty(n, dtype='bool')
 * 
 */
  __pyx_v_table = kh_init_int64();

  /* "pandas/src/hashtable_func_helper.pxi":166
 *         Py_ssize_t i, n = len(values)
 *         kh_int64_t * table = kh_init_int64()
 *         ndarray[uint8_t, ndim=1, cast=True] out = np.empty(n, dtype='bool')             # <<<<<<<<<<<<<<
 * 
 *     kh_resize_int64(table, min(n, _SIZE_HINT_LIMIT))
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 166, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 166, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 166, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 166, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 166, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_n_s_bool) < 0) __PYX_ERR(1, 166, __pyx_L1_error)
  __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 166, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!(likely(((__pyx_t_5) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_5, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(1, 166, __pyx_L1_error)
  __pyx_t_6 = ((PyArrayObject *)__pyx_t_5);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_out.rcbuffer->pybuffer, (PyObject*)__pyx_t_6, &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 1, __pyx_stack) == -1)) {
      __pyx_v_out = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_out.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(1, 166, __pyx_L1_error)
    } else {__pyx_pybuffernd_out.diminfo[0].strides = __pyx_pybuffernd_out.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_out.diminfo[0].shape = __pyx_pybuffernd_out.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_6 = 0;
  __pyx_v_out = ((PyArrayObject *)__pyx_t_5);
  __pyx_t_5 = 0;

  /* "pandas/src/hashtable_func_helper.pxi":168
 *         ndarray[uint8_t, ndim=1, cast=True] out = np.empty(n, dtype='bool')
 * 
 *     kh_resize_int64(table, min(n, _SIZE_HINT_LIMIT))             # <<<<<<<<<<<<<<
 * 
 *     if keep not in ('last', 'first', False):
 */
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_SIZE_HINT_LIMIT); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 168, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_2 = __pyx_v_n;
  __pyx_t_4 = PyInt_FromSsize_t(__pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(1, 168, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_3 = PyObject_RichCompare(__pyx_t_5, __pyx_t_4, Py_LT); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 168, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_7 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(1, 168, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  if (__pyx_t_7) {
    __Pyx_INCREF(__pyx_t_5);
    __pyx_t_1 = __pyx_t_5;
  } else {
    __pyx_t_3 = PyInt_FromSsize_t(__pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(1, 168, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_1 = __pyx_t_3;
    __pyx_t_3 = 0;
  }
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_8 = __Pyx_PyInt_As_npy_uint32(__pyx_t_1); if (unlikely((__pyx_t_8 == (khint_t)-1) && PyErr_Occurred())) __PYX_ERR(1, 168, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  kh_resize_int64(__pyx_v_table, __pyx_t_8);

  /* "pandas/src/hashtable_func_helper.pxi":170
 *     kh_resize_int64(table, min(n, _SIZE_HINT_LIMIT))
 * 
 *     if keep not in ('last', 'first', False):             # <<<<<<<<<<<<<<
 *         raise ValueError('keep must be either "first", "last" or False')
 * 
 */
  __Pyx_INCREF(__pyx_v_keep);
  __pyx_t_1 = __pyx_v_keep;
  __pyx_t_9 = (__Pyx_PyString_Equals(__pyx_t_1, __pyx_n_s_last, Py_NE)); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 170, __pyx_L1_error)
  if (__pyx_t_9) {
  } else {
    __pyx_t_7 = __pyx_t_9;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_9 = (__Pyx_PyString_Equals(__pyx_t_1, __pyx_n_s_first, Py_NE)); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 170, __pyx_L1_error)
  if (__pyx_t_9) {
  } else {
    __pyx_t_7 = __pyx_t_9;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_5 = PyObject_RichCompare(__pyx_t_1, Py_False, Py_NE); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(1, 170, __pyx_L1_error)
  __pyx_t_9 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 170, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_7 = __pyx_t_9;
  __pyx_L4_bool_binop_done:;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_9 = (__pyx_t_7 != 0);
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_func_helper.pxi":171
 * 
 *     if keep not in ('last', 'first', False):
 *         raise ValueError('keep must be either "first", "last" or False')             # <<<<<<<<<<<<<<
 * 
 *     if keep == 'last':
 */
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__2, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(1, 171, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_Raise(__pyx_t_1, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __PYX_ERR(1, 171, __pyx_L1_error)

    /* "pandas/src/hashtable_func_helper.pxi":170
 *     kh_resize_int64(table, min(n, _SIZE_HINT_LIMIT))
 * 
 *     if keep not in ('last', 'first', False):             # <<<<<<<<<<<<<<
 *         raise ValueError('keep must be either "first", "last" or False')
 * 
 */
  }

  /* "pandas/src/hashtable_func_helper.pxi":173
 *         raise ValueError('keep must be either "first", "last" or False')
 * 
 *     if keep == 'last':             # <<<<<<<<<<<<<<
 *         with nogil:
 *             for i from n > i >=0:
 */
  __pyx_t_9 = (__Pyx_PyString_Equals(__pyx_v_keep, __pyx_n_s_last, Py_EQ)); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 173, __pyx_L1_error)
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_func_helper.pxi":174
 * 
 *     if keep == 'last':
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from n > i >=0:
 *                 kh_put_int64(table, values[i], &ret)
 */
    {
        #ifdef WITH_THREAD
        PyThreadState *_save;
        Py_UNBLOCK_THREADS
        #endif
        /*try:*/ {

          /* "pandas/src/hashtable_func_helper.pxi":175
 *     if keep == 'last':
 *         with nogil:
 *             for i from n > i >=0:             # <<<<<<<<<<<<<<
 *                 kh_put_int64(table, values[i], &ret)
 *                 out[i] = ret == 0
 */
          for (__pyx_v_i = __pyx_v_n-1; __pyx_v_i >= 0; __pyx_v_i--) {

            /* "pandas/src/hashtable_func_helper.pxi":176
 *         with nogil:
 *             for i from n > i >=0:
 *                 kh_put_int64(table, values[i], &ret)             # <<<<<<<<<<<<<<
 *                 out[i] = ret == 0
 *     elif keep == 'first':
 */
            __pyx_t_10 = __pyx_v_i;
            kh_put_int64(__pyx_v_table, (*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_10 * __pyx_v_values.strides[0]) ))), (&__pyx_v_ret));

            /* "pandas/src/hashtable_func_helper.pxi":177
 *             for i from n > i >=0:
 *                 kh_put_int64(table, values[i], &ret)
 *                 out[i] = ret == 0             # <<<<<<<<<<<<<<
 *     elif keep == 'first':
 *         with nogil:
 */
            __pyx_t_11 = __pyx_v_i;
            *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_11, __pyx_pybuffernd_out.diminfo[0].strides) = (__pyx_v_ret == 0);
          }
        }

        /* "pandas/src/hashtable_func_helper.pxi":174
 * 
 *     if keep == 'last':
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from n > i >=0:
 *                 kh_put_int64(table, values[i], &ret)
 */
        /*finally:*/ {
          /*normal exit:*/{
            #ifdef WITH_THREAD
            Py_BLOCK_THREADS
            #endif
            goto __pyx_L10;
          }
          __pyx_L10:;
        }
    }

    /* "pandas/src/hashtable_func_helper.pxi":173
 *         raise ValueError('keep must be either "first", "last" or False')
 * 
 *     if keep == 'last':             # <<<<<<<<<<<<<<
 *         with nogil:
 *             for i from n > i >=0:
 */
    goto __pyx_L7;
  }

  /* "pandas/src/hashtable_func_helper.pxi":178
 *                 kh_put_int64(table, values[i], &ret)
 *                 out[i] = ret == 0
 *     elif keep == 'first':             # <<<<<<<<<<<<<<
 *         with nogil:
 *             for i from 0 <= i < n:
 */
  __pyx_t_9 = (__Pyx_PyString_Equals(__pyx_v_keep, __pyx_n_s_first, Py_EQ)); if (unlikely(__pyx_t_9 < 0)) __PYX_ERR(1, 178, __pyx_L1_error)
  if (__pyx_t_9) {

    /* "pandas/src/hashtable_func_helper.pxi":179
 *                 out[i] = ret == 0
 *     elif keep == 'first':
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from 0 <= i < n:
 *                 kh_put_int64(table, values[i], &ret)
 */
    {
        #ifdef WITH_THREAD
        PyThreadState *_save;
        Py_UNBLOCK_THREADS
        #endif
        /*try:*/ {

          /* "pandas/src/hashtable_func_helper.pxi":180
 *     elif keep == 'first':
 *         with nogil:
 *             for i from 0 <= i < n:             # <<<<<<<<<<<<<<
 *                 kh_put_int64(table, values[i], &ret)
 *                 out[i] = ret == 0
 */
          __pyx_t_2 = __pyx_v_n;
          for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {

            /* "pandas/src/hashtable_func_helper.pxi":181
 *         with nogil:
 *             for i from 0 <= i < n:
 *                 kh_put_int64(table, values[i], &ret)             # <<<<<<<<<<<<<<
 *                 out[i] = ret == 0
 *     else:
 */
            __pyx_t_12 = __pyx_v_i;
            kh_put_int64(__pyx_v_table, (*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_12 * __pyx_v_values.strides[0]) ))), (&__pyx_v_ret));

            /* "pandas/src/hashtable_func_helper.pxi":182
 *             for i from 0 <= i < n:
 *                 kh_put_int64(table, values[i], &ret)
 *                 out[i] = ret == 0             # <<<<<<<<<<<<<<
 *     else:
 *         with nogil:
 */
            __pyx_t_13 = __pyx_v_i;
            *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_13, __pyx_pybuffernd_out.diminfo[0].strides) = (__pyx_v_ret == 0);
          }
        }

        /* "pandas/src/hashtable_func_helper.pxi":179
 *                 out[i] = ret == 0
 *     elif keep == 'first':
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from 0 <= i < n:
 *                 kh_put_int64(table, values[i], &ret)
 */
        /*finally:*/ {
          /*normal exit:*/{
            #ifdef WITH_THREAD
            Py_BLOCK_THREADS
            #endif
            goto __pyx_L15;
          }
          __pyx_L15:;
        }
    }

    /* "pandas/src/hashtable_func_helper.pxi":178
 *                 kh_put_int64(table, values[i], &ret)
 *                 out[i] = ret == 0
 *     elif keep == 'first':             # <<<<<<<<<<<<<<
 *         with nogil:
 *             for i from 0 <= i < n:
 */
    goto __pyx_L7;
  }

  /* "pandas/src/hashtable_func_helper.pxi":184
 *                 out[i] = ret == 0
 *     else:
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from 0 <= i < n:
 *                 value = values[i]
 */
  /*else*/ {
    {
        #ifdef WITH_THREAD
        PyThreadState *_save;
        Py_UNBLOCK_THREADS
        #endif
        /*try:*/ {

          /* "pandas/src/hashtable_func_helper.pxi":185
 *     else:
 *         with nogil:
 *             for i from 0 <= i < n:             # <<<<<<<<<<<<<<
 *                 value = values[i]
 *                 k = kh_get_int64(table, value)
 */
          __pyx_t_2 = __pyx_v_n;
          for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {

            /* "pandas/src/hashtable_func_helper.pxi":186
 *         with nogil:
 *             for i from 0 <= i < n:
 *                 value = values[i]             # <<<<<<<<<<<<<<
 *                 k = kh_get_int64(table, value)
 *                 if k != table.n_buckets:
 */
            __pyx_t_14 = __pyx_v_i;
            __pyx_v_value = (*((__pyx_t_5numpy_int64_t *) ( /* dim=0 */ (__pyx_v_values.data + __pyx_t_14 * __pyx_v_values.strides[0]) )));

            /* "pandas/src/hashtable_func_helper.pxi":187
 *             for i from 0 <= i < n:
 *                 value = values[i]
 *                 k = kh_get_int64(table, value)             # <<<<<<<<<<<<<<
 *                 if k != table.n_buckets:
 *                     out[table.vals[k]] = 1
 */
            __pyx_v_k = kh_get_int64(__pyx_v_table, __pyx_v_value);

            /* "pandas/src/hashtable_func_helper.pxi":188
 *                 value = values[i]
 *                 k = kh_get_int64(table, value)
 *                 if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                     out[table.vals[k]] = 1
 *                     out[i] = 1
 */
            __pyx_t_9 = ((__pyx_v_k != __pyx_v_table->n_buckets) != 0);
            if (__pyx_t_9) {

              /* "pandas/src/hashtable_func_helper.pxi":189
 *                 k = kh_get_int64(table, value)
 *                 if k != table.n_buckets:
 *                     out[table.vals[k]] = 1             # <<<<<<<<<<<<<<
 *                     out[i] = 1
 *                 else:
 */
              __pyx_t_15 = (__pyx_v_table->vals[__pyx_v_k]);
              *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_15, __pyx_pybuffernd_out.diminfo[0].strides) = 1;

              /* "pandas/src/hashtable_func_helper.pxi":190
 *                 if k != table.n_buckets:
 *                     out[table.vals[k]] = 1
 *                     out[i] = 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     k = kh_put_int64(table, value, &ret)
 */
              __pyx_t_16 = __pyx_v_i;
              *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_16, __pyx_pybuffernd_out.diminfo[0].strides) = 1;

              /* "pandas/src/hashtable_func_helper.pxi":188
 *                 value = values[i]
 *                 k = kh_get_int64(table, value)
 *                 if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *                     out[table.vals[k]] = 1
 *                     out[i] = 1
 */
              goto __pyx_L23;
            }

            /* "pandas/src/hashtable_func_helper.pxi":192
 *                     out[i] = 1
 *                 else:
 *                     k = kh_put_int64(table, value, &ret)             # <<<<<<<<<<<<<<
 *                     table.keys[k] = value
 *                     table.vals[k] = i
 */
            /*else*/ {
              __pyx_v_k = kh_put_int64(__pyx_v_table, __pyx_v_value, (&__pyx_v_ret));

              /* "pandas/src/hashtable_func_helper.pxi":193
 *                 else:
 *                     k = kh_put_int64(table, value, &ret)
 *                     table.keys[k] = value             # <<<<<<<<<<<<<<
 *                     table.vals[k] = i
 *                     out[i] = 0
 */
              (__pyx_v_table->keys[__pyx_v_k]) = __pyx_v_value;

              /* "pandas/src/hashtable_func_helper.pxi":194
 *                     k = kh_put_int64(table, value, &ret)
 *                     table.keys[k] = value
 *                     table.vals[k] = i             # <<<<<<<<<<<<<<
 *                     out[i] = 0
 *     kh_destroy_int64(table)
 */
              (__pyx_v_table->vals[__pyx_v_k]) = __pyx_v_i;

              /* "pandas/src/hashtable_func_helper.pxi":195
 *                     table.keys[k] = value
 *                     table.vals[k] = i
 *                     out[i] = 0             # <<<<<<<<<<<<<<
 *     kh_destroy_int64(table)
 *     return out
 */
              __pyx_t_17 = __pyx_v_i;
              *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_out.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_out.diminfo[0].strides) = 0;
            }
            __pyx_L23:;
          }
        }

        /* "pandas/src/hashtable_func_helper.pxi":184
 *                 out[i] = ret == 0
 *     else:
 *         with nogil:             # <<<<<<<<<<<<<<
 *             for i from 0 <= i < n:
 *                 value = values[i]
 */
        /*finally:*/ {
          /*normal exit:*/{
            #ifdef WITH_THREAD
            Py_BLOCK_THREADS
            #endif
            goto __pyx_L20;
          }
          __pyx_L20:;
        }
    }
  }
  __pyx_L7:;

  /* "pandas/src/hashtable_func_helper.pxi":196
 *                     table.vals[k] = i
 *                     out[i] = 0
 *     kh_destroy_int64(table)             # <<<<<<<<<<<<<<
 *     return out
 */
  kh_destroy_int64(__pyx_v_table);

  /* "pandas/src/hashtable_func_helper.pxi":197
 *                     out[i] = 0
 *     kh_destroy_int64(table)
 *     return out             # <<<<<<<<<<<<<<
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_out));
  __pyx_r = ((PyObject *)__pyx_v_out);
  goto __pyx_L0;

  /* "pandas/src/hashtable_func_helper.pxi":159
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_int64(int64_t[:] values,             # <<<<<<<<<<<<<<
 *                          object keep='first'):
 *     cdef:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_out.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.duplicated_int64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_out.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_out);
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":47
 *     cdef public Py_ssize_t count
 * 
 *     def __init__(self, size_hint):             # <<<<<<<<<<<<<<
 *         self.table = PyObjectHashTable(size_hint)
 *         self.uniques = ObjectVector()
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_10Factorizer_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_pw_6pandas_9hashtable_10Factorizer_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_size_hint = 0;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_size_hint,0};
    PyObject* values[1] = {0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_size_hint)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(2, 47, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 1) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
    }
    __pyx_v_size_hint = values[0];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__init__", 1, 1, 1, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(2, 47, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer___init__(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self), __pyx_v_size_hint);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_10Factorizer___init__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyObject *__pyx_v_size_hint) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("__init__", 0);

  /* "pandas/hashtable.pyx":48
 * 
 *     def __init__(self, size_hint):
 *         self.table = PyObjectHashTable(size_hint)             # <<<<<<<<<<<<<<
 *         self.uniques = ObjectVector()
 *         self.count = 0
 */
  __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 48, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_v_size_hint);
  __Pyx_GIVEREF(__pyx_v_size_hint);
  PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_size_hint);
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_PyObjectHashTable), __pyx_t_1, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 48, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_GIVEREF(__pyx_t_2);
  __Pyx_GOTREF(__pyx_v_self->table);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->table));
  __pyx_v_self->table = ((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":49
 *     def __init__(self, size_hint):
 *         self.table = PyObjectHashTable(size_hint)
 *         self.uniques = ObjectVector()             # <<<<<<<<<<<<<<
 *         self.count = 0
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_ObjectVector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 49, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __Pyx_GOTREF(__pyx_v_self->uniques);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->uniques));
  __pyx_v_self->uniques = ((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":50
 *         self.table = PyObjectHashTable(size_hint)
 *         self.uniques = ObjectVector()
 *         self.count = 0             # <<<<<<<<<<<<<<
 * 
 *     def get_count(self):
 */
  __pyx_v_self->count = 0;

  /* "pandas/hashtable.pyx":47
 *     cdef public Py_ssize_t count
 * 
 *     def __init__(self, size_hint):             # <<<<<<<<<<<<<<
 *         self.table = PyObjectHashTable(size_hint)
 *         self.uniques = ObjectVector()
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":52
 *         self.count = 0
 * 
 *     def get_count(self):             # <<<<<<<<<<<<<<
 *         return self.count
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_3get_count(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_3get_count(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_count (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_2get_count(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_2get_count(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("get_count", 0);

  /* "pandas/hashtable.pyx":53
 * 
 *     def get_count(self):
 *         return self.count             # <<<<<<<<<<<<<<
 * 
 *     def factorize(self, ndarray[object] values, sort=False, na_sentinel=-1,
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_self->count); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 53, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":52
 *         self.count = 0
 * 
 *     def get_count(self):             # <<<<<<<<<<<<<<
 *         return self.count
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.get_count", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":55
 *         return self.count
 * 
 *     def factorize(self, ndarray[object] values, sort=False, na_sentinel=-1,             # <<<<<<<<<<<<<<
 *                   check_null=True):
 *         """
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_5factorize(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_6pandas_9hashtable_10Factorizer_4factorize[] = "\n        Factorize values with nans replaced by na_sentinel\n        >>> factorize(np.array([1,2,np.nan], dtype='O'), na_sentinel=20)\n        array([ 0,  1, 20])\n        ";
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_5factorize(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyArrayObject *__pyx_v_values = 0;
  PyObject *__pyx_v_sort = 0;
  PyObject *__pyx_v_na_sentinel = 0;
  PyObject *__pyx_v_check_null = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("factorize (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_sort,&__pyx_n_s_na_sentinel,&__pyx_n_s_check_null,0};
    PyObject* values[4] = {0,0,0,0};
    values[1] = ((PyObject *)Py_False);
    values[2] = ((PyObject *)__pyx_int_neg_1);

    /* "pandas/hashtable.pyx":56
 * 
 *     def factorize(self, ndarray[object] values, sort=False, na_sentinel=-1,
 *                   check_null=True):             # <<<<<<<<<<<<<<
 *         """
 *         Factorize values with nans replaced by na_sentinel
 */
    values[3] = ((PyObject *)Py_True);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_sort);
          if (value) { values[1] = value; kw_args--; }
        }
        case  2:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_na_sentinel);
          if (value) { values[2] = value; kw_args--; }
        }
        case  3:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_check_null);
          if (value) { values[3] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "factorize") < 0)) __PYX_ERR(2, 55, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_values = ((PyArrayObject *)values[0]);
    __pyx_v_sort = values[1];
    __pyx_v_na_sentinel = values[2];
    __pyx_v_check_null = values[3];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("factorize", 0, 1, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(2, 55, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.factorize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(2, 55, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_4factorize(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self), __pyx_v_values, __pyx_v_sort, __pyx_v_na_sentinel, __pyx_v_check_null);

  /* "pandas/hashtable.pyx":55
 *         return self.count
 * 
 *     def factorize(self, ndarray[object] values, sort=False, na_sentinel=-1,             # <<<<<<<<<<<<<<
 *                   check_null=True):
 *         """
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_4factorize(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_sort, PyObject *__pyx_v_na_sentinel, PyObject *__pyx_v_check_null) {
  PyObject *__pyx_v_labels = NULL;
  PyObject *__pyx_v_mask = NULL;
  PyObject *__pyx_v_sorter = NULL;
  PyObject *__pyx_v_reverse_indexer = NULL;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  Py_ssize_t __pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  __Pyx_RefNannySetupContext("factorize", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(2, 55, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/hashtable.pyx":62
 *         array([ 0,  1, 20])
 *         """
 *         labels = self.table.get_labels(values, self.uniques,             # <<<<<<<<<<<<<<
 *                                        self.count, na_sentinel, check_null)
 *         mask = (labels == na_sentinel)
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->table), __pyx_n_s_get_labels); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 62, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);

  /* "pandas/hashtable.pyx":63
 *         """
 *         labels = self.table.get_labels(values, self.uniques,
 *                                        self.count, na_sentinel, check_null)             # <<<<<<<<<<<<<<
 *         mask = (labels == na_sentinel)
 *         # sort on
 */
  __pyx_t_3 = PyInt_FromSsize_t(__pyx_v_self->count); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 63, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = NULL;
  __pyx_t_5 = 0;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
      __pyx_t_5 = 1;
    }
  }
  __pyx_t_6 = PyTuple_New(5+__pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 62, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  if (__pyx_t_4) {
    __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4); __pyx_t_4 = NULL;
  }
  __Pyx_INCREF(((PyObject *)__pyx_v_values));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_values));
  PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_5, ((PyObject *)__pyx_v_values));
  __Pyx_INCREF(((PyObject *)__pyx_v_self->uniques));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self->uniques));
  PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_5, ((PyObject *)__pyx_v_self->uniques));
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_6, 2+__pyx_t_5, __pyx_t_3);
  __Pyx_INCREF(__pyx_v_na_sentinel);
  __Pyx_GIVEREF(__pyx_v_na_sentinel);
  PyTuple_SET_ITEM(__pyx_t_6, 3+__pyx_t_5, __pyx_v_na_sentinel);
  __Pyx_INCREF(__pyx_v_check_null);
  __Pyx_GIVEREF(__pyx_v_check_null);
  PyTuple_SET_ITEM(__pyx_t_6, 4+__pyx_t_5, __pyx_v_check_null);
  __pyx_t_3 = 0;
  __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 62, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_labels = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "pandas/hashtable.pyx":64
 *         labels = self.table.get_labels(values, self.uniques,
 *                                        self.count, na_sentinel, check_null)
 *         mask = (labels == na_sentinel)             # <<<<<<<<<<<<<<
 *         # sort on
 *         if sort:
 */
  __pyx_t_1 = PyObject_RichCompare(__pyx_v_labels, __pyx_v_na_sentinel, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 64, __pyx_L1_error)
  __pyx_v_mask = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "pandas/hashtable.pyx":66
 *         mask = (labels == na_sentinel)
 *         # sort on
 *         if sort:             # <<<<<<<<<<<<<<
 *             if labels.dtype != np.intp:
 *                 labels = labels.astype(np.intp)
 */
  __pyx_t_7 = __Pyx_PyObject_IsTrue(__pyx_v_sort); if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(2, 66, __pyx_L1_error)
  if (__pyx_t_7) {

    /* "pandas/hashtable.pyx":67
 *         # sort on
 *         if sort:
 *             if labels.dtype != np.intp:             # <<<<<<<<<<<<<<
 *                 labels = labels.astype(np.intp)
 *             sorter = self.uniques.to_array().argsort()
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_labels, __pyx_n_s_dtype); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 67, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 67, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_intp); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 67, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_2 = PyObject_RichCompare(__pyx_t_1, __pyx_t_6, Py_NE); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 67, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __pyx_t_7 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(2, 67, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (__pyx_t_7) {

      /* "pandas/hashtable.pyx":68
 *         if sort:
 *             if labels.dtype != np.intp:
 *                 labels = labels.astype(np.intp)             # <<<<<<<<<<<<<<
 *             sorter = self.uniques.to_array().argsort()
 *             reverse_indexer = np.empty(len(sorter), dtype=np.intp)
 */
      __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_v_labels, __pyx_n_s_astype); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 68, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 68, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_intp); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 68, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_1 = NULL;
      if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_6))) {
        __pyx_t_1 = PyMethod_GET_SELF(__pyx_t_6);
        if (likely(__pyx_t_1)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
          __Pyx_INCREF(__pyx_t_1);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_6, function);
        }
      }
      if (!__pyx_t_1) {
        __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 68, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_GOTREF(__pyx_t_2);
      } else {
        __pyx_t_4 = PyTuple_New(1+1); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 68, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_4);
        __Pyx_GIVEREF(__pyx_t_1); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1); __pyx_t_1 = NULL;
        __Pyx_GIVEREF(__pyx_t_3);
        PyTuple_SET_ITEM(__pyx_t_4, 0+1, __pyx_t_3);
        __pyx_t_3 = 0;
        __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_4, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 68, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      }
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_DECREF_SET(__pyx_v_labels, __pyx_t_2);
      __pyx_t_2 = 0;

      /* "pandas/hashtable.pyx":67
 *         # sort on
 *         if sort:
 *             if labels.dtype != np.intp:             # <<<<<<<<<<<<<<
 *                 labels = labels.astype(np.intp)
 *             sorter = self.uniques.to_array().argsort()
 */
    }

    /* "pandas/hashtable.pyx":69
 *             if labels.dtype != np.intp:
 *                 labels = labels.astype(np.intp)
 *             sorter = self.uniques.to_array().argsort()             # <<<<<<<<<<<<<<
 *             reverse_indexer = np.empty(len(sorter), dtype=np.intp)
 *             reverse_indexer.put(sorter, np.arange(len(sorter)))
 */
    __pyx_t_4 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 69, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_3 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_4))) {
      __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
      if (likely(__pyx_t_3)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
        __Pyx_INCREF(__pyx_t_3);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_4, function);
      }
    }
    if (__pyx_t_3) {
      __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_3); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 69, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    } else {
      __pyx_t_6 = __Pyx_PyObject_CallNoArg(__pyx_t_4); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 69, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_argsort); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 69, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __pyx_t_6 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_4))) {
      __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_4);
      if (likely(__pyx_t_6)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
        __Pyx_INCREF(__pyx_t_6);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_4, function);
      }
    }
    if (__pyx_t_6) {
      __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_6); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 69, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    } else {
      __pyx_t_2 = __Pyx_PyObject_CallNoArg(__pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 69, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_v_sorter = __pyx_t_2;
    __pyx_t_2 = 0;

    /* "pandas/hashtable.pyx":70
 *                 labels = labels.astype(np.intp)
 *             sorter = self.uniques.to_array().argsort()
 *             reverse_indexer = np.empty(len(sorter), dtype=np.intp)             # <<<<<<<<<<<<<<
 *             reverse_indexer.put(sorter, np.arange(len(sorter)))
 *             labels = reverse_indexer.take(labels, mode='clip')
 */
    __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 70, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_empty); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 70, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_5 = PyObject_Length(__pyx_v_sorter); if (unlikely(__pyx_t_5 == -1)) __PYX_ERR(2, 70, __pyx_L1_error)
    __pyx_t_2 = PyInt_FromSsize_t(__pyx_t_5); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 70, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_6 = PyTuple_New(1); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 70, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_GIVEREF(__pyx_t_2);
    PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_2);
    __pyx_t_2 = 0;
    __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 70, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 70, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_intp); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 70, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_dtype, __pyx_t_1) < 0) __PYX_ERR(2, 70, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_6, __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 70, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_v_reverse_indexer = __pyx_t_1;
    __pyx_t_1 = 0;

    /* "pandas/hashtable.pyx":71
 *             sorter = self.uniques.to_array().argsort()
 *             reverse_indexer = np.empty(len(sorter), dtype=np.intp)
 *             reverse_indexer.put(sorter, np.arange(len(sorter)))             # <<<<<<<<<<<<<<
 *             labels = reverse_indexer.take(labels, mode='clip')
 *             labels[mask] = na_sentinel
 */
    __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_reverse_indexer, __pyx_n_s_put); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 71, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 71, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_arange); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 71, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_5 = PyObject_Length(__pyx_v_sorter); if (unlikely(__pyx_t_5 == -1)) __PYX_ERR(2, 71, __pyx_L1_error)
    __pyx_t_4 = PyInt_FromSsize_t(__pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 71, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_8 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_8 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_8)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_8);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
      }
    }
    if (!__pyx_t_8) {
      __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_4); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 71, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_GOTREF(__pyx_t_6);
    } else {
      __pyx_t_9 = PyTuple_New(1+1); if (unlikely(!__pyx_t_9)) __PYX_ERR(2, 71, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_GIVEREF(__pyx_t_8); PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_8); __pyx_t_8 = NULL;
      __Pyx_GIVEREF(__pyx_t_4);
      PyTuple_SET_ITEM(__pyx_t_9, 0+1, __pyx_t_4);
      __pyx_t_4 = 0;
      __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_9, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 71, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    }
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = NULL;
    __pyx_t_5 = 0;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
      __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
      if (likely(__pyx_t_3)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
        __Pyx_INCREF(__pyx_t_3);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_2, function);
        __pyx_t_5 = 1;
      }
    }
    __pyx_t_9 = PyTuple_New(2+__pyx_t_5); if (unlikely(!__pyx_t_9)) __PYX_ERR(2, 71, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    if (__pyx_t_3) {
      __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_3); __pyx_t_3 = NULL;
    }
    __Pyx_INCREF(__pyx_v_sorter);
    __Pyx_GIVEREF(__pyx_v_sorter);
    PyTuple_SET_ITEM(__pyx_t_9, 0+__pyx_t_5, __pyx_v_sorter);
    __Pyx_GIVEREF(__pyx_t_6);
    PyTuple_SET_ITEM(__pyx_t_9, 1+__pyx_t_5, __pyx_t_6);
    __pyx_t_6 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_9, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 71, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "pandas/hashtable.pyx":72
 *             reverse_indexer = np.empty(len(sorter), dtype=np.intp)
 *             reverse_indexer.put(sorter, np.arange(len(sorter)))
 *             labels = reverse_indexer.take(labels, mode='clip')             # <<<<<<<<<<<<<<
 *             labels[mask] = na_sentinel
 *         self.count = len(self.uniques)
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_reverse_indexer, __pyx_n_s_take); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 72, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 72, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_INCREF(__pyx_v_labels);
    __Pyx_GIVEREF(__pyx_v_labels);
    PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_labels);
    __pyx_t_9 = PyDict_New(); if (unlikely(!__pyx_t_9)) __PYX_ERR(2, 72, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    if (PyDict_SetItem(__pyx_t_9, __pyx_n_s_mode, __pyx_n_s_clip) < 0) __PYX_ERR(2, 72, __pyx_L1_error)
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_2, __pyx_t_9); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 72, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_DECREF_SET(__pyx_v_labels, __pyx_t_6);
    __pyx_t_6 = 0;

    /* "pandas/hashtable.pyx":73
 *             reverse_indexer.put(sorter, np.arange(len(sorter)))
 *             labels = reverse_indexer.take(labels, mode='clip')
 *             labels[mask] = na_sentinel             # <<<<<<<<<<<<<<
 *         self.count = len(self.uniques)
 *         return labels
 */
    if (unlikely(PyObject_SetItem(__pyx_v_labels, __pyx_v_mask, __pyx_v_na_sentinel) < 0)) __PYX_ERR(2, 73, __pyx_L1_error)

    /* "pandas/hashtable.pyx":66
 *         mask = (labels == na_sentinel)
 *         # sort on
 *         if sort:             # <<<<<<<<<<<<<<
 *             if labels.dtype != np.intp:
 *                 labels = labels.astype(np.intp)
 */
  }

  /* "pandas/hashtable.pyx":74
 *             labels = reverse_indexer.take(labels, mode='clip')
 *             labels[mask] = na_sentinel
 *         self.count = len(self.uniques)             # <<<<<<<<<<<<<<
 *         return labels
 * 
 */
  __pyx_t_6 = ((PyObject *)__pyx_v_self->uniques);
  __Pyx_INCREF(__pyx_t_6);
  __pyx_t_5 = PyObject_Length(__pyx_t_6); if (unlikely(__pyx_t_5 == -1)) __PYX_ERR(2, 74, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_v_self->count = __pyx_t_5;

  /* "pandas/hashtable.pyx":75
 *             labels[mask] = na_sentinel
 *         self.count = len(self.uniques)
 *         return labels             # <<<<<<<<<<<<<<
 * 
 *     def unique(self, ndarray[object] values):
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_labels);
  __pyx_r = __pyx_v_labels;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":55
 *         return self.count
 * 
 *     def factorize(self, ndarray[object] values, sort=False, na_sentinel=-1,             # <<<<<<<<<<<<<<
 *                   check_null=True):
 *         """
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.factorize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF(__pyx_v_labels);
  __Pyx_XDECREF(__pyx_v_mask);
  __Pyx_XDECREF(__pyx_v_sorter);
  __Pyx_XDECREF(__pyx_v_reverse_indexer);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":77
 *         return labels
 * 
 *     def unique(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         # just for fun
 *         return self.table.unique(values)
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_7unique(PyObject *__pyx_v_self, PyObject *__pyx_v_values); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_7unique(PyObject *__pyx_v_self, PyObject *__pyx_v_values) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("unique (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(2, 77, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_6unique(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self), ((PyArrayObject *)__pyx_v_values));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_6unique(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyArrayObject *__pyx_v_values) {
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  __Pyx_RefNannySetupContext("unique", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(2, 77, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/hashtable.pyx":79
 *     def unique(self, ndarray[object] values):
 *         # just for fun
 *         return self.table.unique(values)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->table), __pyx_n_s_unique); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 79, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_3)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  if (!__pyx_t_3) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, ((PyObject *)__pyx_v_values)); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 79, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
  } else {
    __pyx_t_4 = PyTuple_New(1+1); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 79, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_3); __pyx_t_3 = NULL;
    __Pyx_INCREF(((PyObject *)__pyx_v_values));
    __Pyx_GIVEREF(((PyObject *)__pyx_v_values));
    PyTuple_SET_ITEM(__pyx_t_4, 0+1, ((PyObject *)__pyx_v_values));
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_4, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 79, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":77
 *         return labels
 * 
 *     def unique(self, ndarray[object] values):             # <<<<<<<<<<<<<<
 *         # just for fun
 *         return self.table.unique(values)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.unique", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":43
 * 
 * cdef class Factorizer:
 *     cdef public PyObjectHashTable table             # <<<<<<<<<<<<<<
 *     cdef public ObjectVector uniques
 *     cdef public Py_ssize_t count
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_5table_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_5table_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_5table___get__(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_5table___get__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->table));
  __pyx_r = ((PyObject *)__pyx_v_self->table);
  goto __pyx_L0;

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_10Factorizer_5table_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pandas_9hashtable_10Factorizer_5table_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_5table_2__set__(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_10Factorizer_5table_2__set__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__set__", 0);
  if (!(likely(((__pyx_v_value) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_value, __pyx_ptype_6pandas_9hashtable_PyObjectHashTable))))) __PYX_ERR(2, 43, __pyx_L1_error)
  __pyx_t_1 = __pyx_v_value;
  __Pyx_INCREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v_self->table);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->table));
  __pyx_v_self->table = ((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.table.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_10Factorizer_5table_5__del__(PyObject *__pyx_v_self); /*proto*/
static int __pyx_pw_6pandas_9hashtable_10Factorizer_5table_5__del__(PyObject *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_5table_4__del__(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_10Factorizer_5table_4__del__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__", 0);
  __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(Py_None);
  __Pyx_GOTREF(__pyx_v_self->table);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->table));
  __pyx_v_self->table = ((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)Py_None);

  /* function exit code */
  __pyx_r = 0;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":44
 * cdef class Factorizer:
 *     cdef public PyObjectHashTable table
 *     cdef public ObjectVector uniques             # <<<<<<<<<<<<<<
 *     cdef public Py_ssize_t count
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_7uniques_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_7uniques_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_7uniques___get__(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_7uniques___get__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->uniques));
  __pyx_r = ((PyObject *)__pyx_v_self->uniques);
  goto __pyx_L0;

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_10Factorizer_7uniques_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pandas_9hashtable_10Factorizer_7uniques_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_7uniques_2__set__(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_10Factorizer_7uniques_2__set__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__set__", 0);
  if (!(likely(((__pyx_v_value) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_value, __pyx_ptype_6pandas_9hashtable_ObjectVector))))) __PYX_ERR(2, 44, __pyx_L1_error)
  __pyx_t_1 = __pyx_v_value;
  __Pyx_INCREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v_self->uniques);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->uniques));
  __pyx_v_self->uniques = ((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.uniques.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_10Factorizer_7uniques_5__del__(PyObject *__pyx_v_self); /*proto*/
static int __pyx_pw_6pandas_9hashtable_10Factorizer_7uniques_5__del__(PyObject *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_7uniques_4__del__(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_10Factorizer_7uniques_4__del__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__", 0);
  __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(Py_None);
  __Pyx_GOTREF(__pyx_v_self->uniques);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->uniques));
  __pyx_v_self->uniques = ((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)Py_None);

  /* function exit code */
  __pyx_r = 0;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":45
 *     cdef public PyObjectHashTable table
 *     cdef public ObjectVector uniques
 *     cdef public Py_ssize_t count             # <<<<<<<<<<<<<<
 * 
 *     def __init__(self, size_hint):
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_5count_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_10Factorizer_5count_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_5count___get__(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_10Factorizer_5count___get__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_self->count); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 45, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.count.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_10Factorizer_5count_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pandas_9hashtable_10Factorizer_5count_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_10Factorizer_5count_2__set__(((struct __pyx_obj_6pandas_9hashtable_Factorizer *)__pyx_v_self), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_10Factorizer_5count_2__set__(struct __pyx_obj_6pandas_9hashtable_Factorizer *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  __Pyx_RefNannySetupContext("__set__", 0);
  __pyx_t_1 = __Pyx_PyIndex_AsSsize_t(__pyx_v_value); if (unlikely((__pyx_t_1 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(2, 45, __pyx_L1_error)
  __pyx_v_self->count = __pyx_t_1;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_AddTraceback("pandas.hashtable.Factorizer.count.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":87
 *     cdef public Py_ssize_t count
 * 
 *     def __init__(self, size_hint):             # <<<<<<<<<<<<<<
 *         self.table = Int64HashTable(size_hint)
 *         self.uniques = Int64Vector()
 */

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_1__init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_size_hint = 0;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_size_hint,0};
    PyObject* values[1] = {0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_size_hint)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(2, 87, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 1) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
    }
    __pyx_v_size_hint = values[0];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__init__", 1, 1, 1, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(2, 87, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64Factorizer.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer___init__(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self), __pyx_v_size_hint);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer___init__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_size_hint) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("__init__", 0);

  /* "pandas/hashtable.pyx":88
 * 
 *     def __init__(self, size_hint):
 *         self.table = Int64HashTable(size_hint)             # <<<<<<<<<<<<<<
 *         self.uniques = Int64Vector()
 *         self.count = 0
 */
  __pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 88, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_INCREF(__pyx_v_size_hint);
  __Pyx_GIVEREF(__pyx_v_size_hint);
  PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_size_hint);
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_Int64HashTable), __pyx_t_1, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 88, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_GIVEREF(__pyx_t_2);
  __Pyx_GOTREF(__pyx_v_self->table);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->table));
  __pyx_v_self->table = ((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":89
 *     def __init__(self, size_hint):
 *         self.table = Int64HashTable(size_hint)
 *         self.uniques = Int64Vector()             # <<<<<<<<<<<<<<
 *         self.count = 0
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_Int64Vector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 89, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __Pyx_GOTREF(__pyx_v_self->uniques);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->uniques));
  __pyx_v_self->uniques = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":90
 *         self.table = Int64HashTable(size_hint)
 *         self.uniques = Int64Vector()
 *         self.count = 0             # <<<<<<<<<<<<<<
 * 
 *     def get_count(self):
 */
  __pyx_v_self->count = 0;

  /* "pandas/hashtable.pyx":87
 *     cdef public Py_ssize_t count
 * 
 *     def __init__(self, size_hint):             # <<<<<<<<<<<<<<
 *         self.table = Int64HashTable(size_hint)
 *         self.uniques = Int64Vector()
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("pandas.hashtable.Int64Factorizer.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":92
 *         self.count = 0
 * 
 *     def get_count(self):             # <<<<<<<<<<<<<<
 *         return self.count
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_3get_count(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_3get_count(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("get_count (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_2get_count(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_2get_count(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("get_count", 0);

  /* "pandas/hashtable.pyx":93
 * 
 *     def get_count(self):
 *         return self.count             # <<<<<<<<<<<<<<
 * 
 *     def factorize(self, int64_t[:] values, sort=False,
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_self->count); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 93, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":92
 *         self.count = 0
 * 
 *     def get_count(self):             # <<<<<<<<<<<<<<
 *         return self.count
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Int64Factorizer.get_count", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":95
 *         return self.count
 * 
 *     def factorize(self, int64_t[:] values, sort=False,             # <<<<<<<<<<<<<<
 *                   na_sentinel=-1, check_null=True):
 *         labels = self.table.get_labels(values, self.uniques,
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_5factorize(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_5factorize(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_v_sort = 0;
  PyObject *__pyx_v_na_sentinel = 0;
  PyObject *__pyx_v_check_null = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("factorize (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_sort,&__pyx_n_s_na_sentinel,&__pyx_n_s_check_null,0};
    PyObject* values[4] = {0,0,0,0};
    values[1] = ((PyObject *)Py_False);
    values[2] = ((PyObject *)__pyx_int_neg_1);

    /* "pandas/hashtable.pyx":96
 * 
 *     def factorize(self, int64_t[:] values, sort=False,
 *                   na_sentinel=-1, check_null=True):             # <<<<<<<<<<<<<<
 *         labels = self.table.get_labels(values, self.uniques,
 *                                        self.count, na_sentinel,
 */
    values[3] = ((PyObject *)Py_True);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_sort);
          if (value) { values[1] = value; kw_args--; }
        }
        case  2:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_na_sentinel);
          if (value) { values[2] = value; kw_args--; }
        }
        case  3:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_check_null);
          if (value) { values[3] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "factorize") < 0)) __PYX_ERR(2, 95, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(values[0]); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(2, 95, __pyx_L3_error)
    __pyx_v_sort = values[1];
    __pyx_v_na_sentinel = values[2];
    __pyx_v_check_null = values[3];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("factorize", 0, 1, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(2, 95, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64Factorizer.factorize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_4factorize(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self), __pyx_v_values, __pyx_v_sort, __pyx_v_na_sentinel, __pyx_v_check_null);

  /* "pandas/hashtable.pyx":95
 *         return self.count
 * 
 *     def factorize(self, int64_t[:] values, sort=False,             # <<<<<<<<<<<<<<
 *                   na_sentinel=-1, check_null=True):
 *         labels = self.table.get_labels(values, self.uniques,
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_4factorize(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, __Pyx_memviewslice __pyx_v_values, PyObject *__pyx_v_sort, PyObject *__pyx_v_na_sentinel, PyObject *__pyx_v_check_null) {
  PyObject *__pyx_v_labels = NULL;
  PyObject *__pyx_v_sorter = NULL;
  PyObject *__pyx_v_reverse_indexer = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  Py_ssize_t __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  int __pyx_t_8;
  PyObject *__pyx_t_9 = NULL;
  __Pyx_RefNannySetupContext("factorize", 0);

  /* "pandas/hashtable.pyx":97
 *     def factorize(self, int64_t[:] values, sort=False,
 *                   na_sentinel=-1, check_null=True):
 *         labels = self.table.get_labels(values, self.uniques,             # <<<<<<<<<<<<<<
 *                                        self.count, na_sentinel,
 *                                        check_null)
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->table), __pyx_n_s_get_labels); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 97, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __pyx_memoryview_fromslice(__pyx_v_values, 1, (PyObject *(*)(char *)) __pyx_memview_get_nn___pyx_t_5numpy_int64_t, (int (*)(char *, PyObject *)) __pyx_memview_set_nn___pyx_t_5numpy_int64_t, 0);; if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 97, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);

  /* "pandas/hashtable.pyx":98
 *                   na_sentinel=-1, check_null=True):
 *         labels = self.table.get_labels(values, self.uniques,
 *                                        self.count, na_sentinel,             # <<<<<<<<<<<<<<
 *                                        check_null)
 * 
 */
  __pyx_t_4 = PyInt_FromSsize_t(__pyx_v_self->count); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 98, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);

  /* "pandas/hashtable.pyx":99
 *         labels = self.table.get_labels(values, self.uniques,
 *                                        self.count, na_sentinel,
 *                                        check_null)             # <<<<<<<<<<<<<<
 * 
 *         # sort on
 */
  __pyx_t_5 = NULL;
  __pyx_t_6 = 0;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_5)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_5);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
      __pyx_t_6 = 1;
    }
  }
  __pyx_t_7 = PyTuple_New(5+__pyx_t_6); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 97, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  if (__pyx_t_5) {
    __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_5); __pyx_t_5 = NULL;
  }
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_7, 0+__pyx_t_6, __pyx_t_3);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->uniques));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self->uniques));
  PyTuple_SET_ITEM(__pyx_t_7, 1+__pyx_t_6, ((PyObject *)__pyx_v_self->uniques));
  __Pyx_GIVEREF(__pyx_t_4);
  PyTuple_SET_ITEM(__pyx_t_7, 2+__pyx_t_6, __pyx_t_4);
  __Pyx_INCREF(__pyx_v_na_sentinel);
  __Pyx_GIVEREF(__pyx_v_na_sentinel);
  PyTuple_SET_ITEM(__pyx_t_7, 3+__pyx_t_6, __pyx_v_na_sentinel);
  __Pyx_INCREF(__pyx_v_check_null);
  __Pyx_GIVEREF(__pyx_v_check_null);
  PyTuple_SET_ITEM(__pyx_t_7, 4+__pyx_t_6, __pyx_v_check_null);
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_7, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 97, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_v_labels = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "pandas/hashtable.pyx":102
 * 
 *         # sort on
 *         if sort:             # <<<<<<<<<<<<<<
 *             if labels.dtype != np.intp:
 *                 labels = labels.astype(np.intp)
 */
  __pyx_t_8 = __Pyx_PyObject_IsTrue(__pyx_v_sort); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(2, 102, __pyx_L1_error)
  if (__pyx_t_8) {

    /* "pandas/hashtable.pyx":103
 *         # sort on
 *         if sort:
 *             if labels.dtype != np.intp:             # <<<<<<<<<<<<<<
 *                 labels = labels.astype(np.intp)
 * 
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_labels, __pyx_n_s_dtype); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 103, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 103, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_7 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_intp); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 103, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_2 = PyObject_RichCompare(__pyx_t_1, __pyx_t_7, Py_NE); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 103, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_8 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(2, 103, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (__pyx_t_8) {

      /* "pandas/hashtable.pyx":104
 *         if sort:
 *             if labels.dtype != np.intp:
 *                 labels = labels.astype(np.intp)             # <<<<<<<<<<<<<<
 * 
 *             sorter = self.uniques.to_array().argsort()
 */
      __pyx_t_7 = __Pyx_PyObject_GetAttrStr(__pyx_v_labels, __pyx_n_s_astype); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 104, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 104, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_intp); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 104, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_1 = NULL;
      if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_7))) {
        __pyx_t_1 = PyMethod_GET_SELF(__pyx_t_7);
        if (likely(__pyx_t_1)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
          __Pyx_INCREF(__pyx_t_1);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_7, function);
        }
      }
      if (!__pyx_t_1) {
        __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 104, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
        __Pyx_GOTREF(__pyx_t_2);
      } else {
        __pyx_t_3 = PyTuple_New(1+1); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 104, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_GIVEREF(__pyx_t_1); PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1); __pyx_t_1 = NULL;
        __Pyx_GIVEREF(__pyx_t_4);
        PyTuple_SET_ITEM(__pyx_t_3, 0+1, __pyx_t_4);
        __pyx_t_4 = 0;
        __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_7, __pyx_t_3, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 104, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_2);
        __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      }
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_DECREF_SET(__pyx_v_labels, __pyx_t_2);
      __pyx_t_2 = 0;

      /* "pandas/hashtable.pyx":103
 *         # sort on
 *         if sort:
 *             if labels.dtype != np.intp:             # <<<<<<<<<<<<<<
 *                 labels = labels.astype(np.intp)
 * 
 */
    }

    /* "pandas/hashtable.pyx":106
 *                 labels = labels.astype(np.intp)
 * 
 *             sorter = self.uniques.to_array().argsort()             # <<<<<<<<<<<<<<
 *             reverse_indexer = np.empty(len(sorter), dtype=np.intp)
 *             reverse_indexer.put(sorter, np.arange(len(sorter)))
 */
    __pyx_t_3 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self->uniques), __pyx_n_s_to_array); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 106, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_4)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
      }
    }
    if (__pyx_t_4) {
      __pyx_t_7 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_4); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 106, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    } else {
      __pyx_t_7 = __Pyx_PyObject_CallNoArg(__pyx_t_3); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 106, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_7, __pyx_n_s_argsort); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 106, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __pyx_t_7 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_3))) {
      __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_3);
      if (likely(__pyx_t_7)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
        __Pyx_INCREF(__pyx_t_7);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_3, function);
      }
    }
    if (__pyx_t_7) {
      __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_7); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 106, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    } else {
      __pyx_t_2 = __Pyx_PyObject_CallNoArg(__pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 106, __pyx_L1_error)
    }
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_v_sorter = __pyx_t_2;
    __pyx_t_2 = 0;

    /* "pandas/hashtable.pyx":107
 * 
 *             sorter = self.uniques.to_array().argsort()
 *             reverse_indexer = np.empty(len(sorter), dtype=np.intp)             # <<<<<<<<<<<<<<
 *             reverse_indexer.put(sorter, np.arange(len(sorter)))
 * 
 */
    __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_empty); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_6 = PyObject_Length(__pyx_v_sorter); if (unlikely(__pyx_t_6 == -1)) __PYX_ERR(2, 107, __pyx_L1_error)
    __pyx_t_2 = PyInt_FromSsize_t(__pyx_t_6); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_7 = PyTuple_New(1); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_GIVEREF(__pyx_t_2);
    PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_2);
    __pyx_t_2 = 0;
    __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_intp); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_dtype, __pyx_t_1) < 0) __PYX_ERR(2, 107, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_7, __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 107, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_v_reverse_indexer = __pyx_t_1;
    __pyx_t_1 = 0;

    /* "pandas/hashtable.pyx":108
 *             sorter = self.uniques.to_array().argsort()
 *             reverse_indexer = np.empty(len(sorter), dtype=np.intp)
 *             reverse_indexer.put(sorter, np.arange(len(sorter)))             # <<<<<<<<<<<<<<
 * 
 *             labels = reverse_indexer.take(labels)
 */
    __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_reverse_indexer, __pyx_n_s_put); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 108, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 108, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_arange); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 108, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_6 = PyObject_Length(__pyx_v_sorter); if (unlikely(__pyx_t_6 == -1)) __PYX_ERR(2, 108, __pyx_L1_error)
    __pyx_t_3 = PyInt_FromSsize_t(__pyx_t_6); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 108, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_5 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
      __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_4);
      if (likely(__pyx_t_5)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
        __Pyx_INCREF(__pyx_t_5);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_4, function);
      }
    }
    if (!__pyx_t_5) {
      __pyx_t_7 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_3); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 108, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_GOTREF(__pyx_t_7);
    } else {
      __pyx_t_9 = PyTuple_New(1+1); if (unlikely(!__pyx_t_9)) __PYX_ERR(2, 108, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_5); __pyx_t_5 = NULL;
      __Pyx_GIVEREF(__pyx_t_3);
      PyTuple_SET_ITEM(__pyx_t_9, 0+1, __pyx_t_3);
      __pyx_t_3 = 0;
      __pyx_t_7 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_9, NULL); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 108, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    }
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = NULL;
    __pyx_t_6 = 0;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
      __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
      if (likely(__pyx_t_4)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
        __Pyx_INCREF(__pyx_t_4);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_2, function);
        __pyx_t_6 = 1;
      }
    }
    __pyx_t_9 = PyTuple_New(2+__pyx_t_6); if (unlikely(!__pyx_t_9)) __PYX_ERR(2, 108, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    if (__pyx_t_4) {
      __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_4); __pyx_t_4 = NULL;
    }
    __Pyx_INCREF(__pyx_v_sorter);
    __Pyx_GIVEREF(__pyx_v_sorter);
    PyTuple_SET_ITEM(__pyx_t_9, 0+__pyx_t_6, __pyx_v_sorter);
    __Pyx_GIVEREF(__pyx_t_7);
    PyTuple_SET_ITEM(__pyx_t_9, 1+__pyx_t_6, __pyx_t_7);
    __pyx_t_7 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_9, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 108, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "pandas/hashtable.pyx":110
 *             reverse_indexer.put(sorter, np.arange(len(sorter)))
 * 
 *             labels = reverse_indexer.take(labels)             # <<<<<<<<<<<<<<
 * 
 *         self.count = len(self.uniques)
 */
    __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_reverse_indexer, __pyx_n_s_take); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 110, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_9 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
      __pyx_t_9 = PyMethod_GET_SELF(__pyx_t_2);
      if (likely(__pyx_t_9)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
        __Pyx_INCREF(__pyx_t_9);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_2, function);
      }
    }
    if (!__pyx_t_9) {
      __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_v_labels); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 110, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
    } else {
      __pyx_t_7 = PyTuple_New(1+1); if (unlikely(!__pyx_t_7)) __PYX_ERR(2, 110, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_GIVEREF(__pyx_t_9); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_9); __pyx_t_9 = NULL;
      __Pyx_INCREF(__pyx_v_labels);
      __Pyx_GIVEREF(__pyx_v_labels);
      PyTuple_SET_ITEM(__pyx_t_7, 0+1, __pyx_v_labels);
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_7, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 110, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
    }
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF_SET(__pyx_v_labels, __pyx_t_1);
    __pyx_t_1 = 0;

    /* "pandas/hashtable.pyx":102
 * 
 *         # sort on
 *         if sort:             # <<<<<<<<<<<<<<
 *             if labels.dtype != np.intp:
 *                 labels = labels.astype(np.intp)
 */
  }

  /* "pandas/hashtable.pyx":112
 *             labels = reverse_indexer.take(labels)
 * 
 *         self.count = len(self.uniques)             # <<<<<<<<<<<<<<
 *         return labels
 * 
 */
  __pyx_t_1 = ((PyObject *)__pyx_v_self->uniques);
  __Pyx_INCREF(__pyx_t_1);
  __pyx_t_6 = PyObject_Length(__pyx_t_1); if (unlikely(__pyx_t_6 == -1)) __PYX_ERR(2, 112, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_self->count = __pyx_t_6;

  /* "pandas/hashtable.pyx":113
 * 
 *         self.count = len(self.uniques)
 *         return labels             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_labels);
  __pyx_r = __pyx_v_labels;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":95
 *         return self.count
 * 
 *     def factorize(self, int64_t[:] values, sort=False,             # <<<<<<<<<<<<<<
 *                   na_sentinel=-1, check_null=True):
 *         labels = self.table.get_labels(values, self.uniques,
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_AddTraceback("pandas.hashtable.Int64Factorizer.factorize", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_labels);
  __Pyx_XDECREF(__pyx_v_sorter);
  __Pyx_XDECREF(__pyx_v_reverse_indexer);
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":83
 * 
 * cdef class Int64Factorizer:
 *     cdef public Int64HashTable table             # <<<<<<<<<<<<<<
 *     cdef public Int64Vector uniques
 *     cdef public Py_ssize_t count
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_5table_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_5table_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5table___get__(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_5table___get__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->table));
  __pyx_r = ((PyObject *)__pyx_v_self->table);
  goto __pyx_L0;

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5table_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5table_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5table_2__set__(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5table_2__set__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__set__", 0);
  if (!(likely(((__pyx_v_value) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_value, __pyx_ptype_6pandas_9hashtable_Int64HashTable))))) __PYX_ERR(2, 83, __pyx_L1_error)
  __pyx_t_1 = __pyx_v_value;
  __Pyx_INCREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v_self->table);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->table));
  __pyx_v_self->table = ((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Int64Factorizer.table.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5table_5__del__(PyObject *__pyx_v_self); /*proto*/
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5table_5__del__(PyObject *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5table_4__del__(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5table_4__del__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__", 0);
  __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(Py_None);
  __Pyx_GOTREF(__pyx_v_self->table);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->table));
  __pyx_v_self->table = ((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)Py_None);

  /* function exit code */
  __pyx_r = 0;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":84
 * cdef class Int64Factorizer:
 *     cdef public Int64HashTable table
 *     cdef public Int64Vector uniques             # <<<<<<<<<<<<<<
 *     cdef public Py_ssize_t count
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_7uniques_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_7uniques_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_7uniques___get__(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_7uniques___get__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_self->uniques));
  __pyx_r = ((PyObject *)__pyx_v_self->uniques);
  goto __pyx_L0;

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_7uniques_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_7uniques_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_7uniques_2__set__(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_7uniques_2__set__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__set__", 0);
  if (!(likely(((__pyx_v_value) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_value, __pyx_ptype_6pandas_9hashtable_Int64Vector))))) __PYX_ERR(2, 84, __pyx_L1_error)
  __pyx_t_1 = __pyx_v_value;
  __Pyx_INCREF(__pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_1);
  __Pyx_GOTREF(__pyx_v_self->uniques);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->uniques));
  __pyx_v_self->uniques = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Int64Factorizer.uniques.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_7uniques_5__del__(PyObject *__pyx_v_self); /*proto*/
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_7uniques_5__del__(PyObject *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_7uniques_4__del__(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_7uniques_4__del__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__del__", 0);
  __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(Py_None);
  __Pyx_GOTREF(__pyx_v_self->uniques);
  __Pyx_DECREF(((PyObject *)__pyx_v_self->uniques));
  __pyx_v_self->uniques = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)Py_None);

  /* function exit code */
  __pyx_r = 0;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":85
 *     cdef public Int64HashTable table
 *     cdef public Int64Vector uniques
 *     cdef public Py_ssize_t count             # <<<<<<<<<<<<<<
 * 
 *     def __init__(self, size_hint):
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_5count_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_15Int64Factorizer_5count_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5count___get__(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_15Int64Factorizer_5count___get__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_self->count); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 85, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("pandas.hashtable.Int64Factorizer.count.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5count_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value); /*proto*/
static int __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5count_3__set__(PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__set__ (wrapper)", 0);
  __pyx_r = __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5count_2__set__(((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)__pyx_v_self), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_6pandas_9hashtable_15Int64Factorizer_5count_2__set__(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *__pyx_v_self, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  __Pyx_RefNannySetupContext("__set__", 0);
  __pyx_t_1 = __Pyx_PyIndex_AsSsize_t(__pyx_v_value); if (unlikely((__pyx_t_1 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(2, 85, __pyx_L1_error)
  __pyx_v_self->count = __pyx_t_1;

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_AddTraceback("pandas.hashtable.Int64Factorizer.count.__set__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":118
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef build_count_table_object(ndarray[object] values,             # <<<<<<<<<<<<<<
 *                               ndarray[uint8_t, cast=True] mask,
 *                               kh_pymap_t *table):
 */

static PyObject *__pyx_f_6pandas_9hashtable_build_count_table_object(PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, kh_pymap_t *__pyx_v_table) {
  khiter_t __pyx_v_k;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  int __pyx_v_ret;
  PyObject *__pyx_v_val = NULL;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_mask;
  __Pyx_Buffer __pyx_pybuffer_mask;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  Py_ssize_t __pyx_t_6;
  khiter_t __pyx_t_7;
  __Pyx_RefNannySetupContext("build_count_table_object", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  __pyx_pybuffer_mask.pybuffer.buf = NULL;
  __pyx_pybuffer_mask.refcount = 0;
  __pyx_pybuffernd_mask.data = NULL;
  __pyx_pybuffernd_mask.rcbuffer = &__pyx_pybuffer_mask;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(2, 118, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_mask.rcbuffer->pybuffer, (PyObject*)__pyx_v_mask, &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 1, __pyx_stack) == -1)) __PYX_ERR(2, 118, __pyx_L1_error)
  }
  __pyx_pybuffernd_mask.diminfo[0].strides = __pyx_pybuffernd_mask.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_mask.diminfo[0].shape = __pyx_pybuffernd_mask.rcbuffer->pybuffer.shape[0];

  /* "pandas/hashtable.pyx":123
 *     cdef:
 *         khiter_t k
 *         Py_ssize_t i, n = len(values)             # <<<<<<<<<<<<<<
 *         int ret = 0
 * 
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(2, 123, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/hashtable.pyx":124
 *         khiter_t k
 *         Py_ssize_t i, n = len(values)
 *         int ret = 0             # <<<<<<<<<<<<<<
 * 
 *     kh_resize_pymap(table, n // 10)
 */
  __pyx_v_ret = 0;

  /* "pandas/hashtable.pyx":126
 *         int ret = 0
 * 
 *     kh_resize_pymap(table, n // 10)             # <<<<<<<<<<<<<<
 * 
 *     for i in range(n):
 */
  kh_resize_pymap(__pyx_v_table, __Pyx_div_Py_ssize_t(__pyx_v_n, 10));

  /* "pandas/hashtable.pyx":128
 *     kh_resize_pymap(table, n // 10)
 * 
 *     for i in range(n):             # <<<<<<<<<<<<<<
 *         if mask[i]:
 *             continue
 */
  __pyx_t_1 = __pyx_v_n;
  for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_1; __pyx_t_2+=1) {
    __pyx_v_i = __pyx_t_2;

    /* "pandas/hashtable.pyx":129
 * 
 *     for i in range(n):
 *         if mask[i]:             # <<<<<<<<<<<<<<
 *             continue
 * 
 */
    __pyx_t_3 = __pyx_v_i;
    __pyx_t_4 = ((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_mask.rcbuffer->pybuffer.buf, __pyx_t_3, __pyx_pybuffernd_mask.diminfo[0].strides)) != 0);
    if (__pyx_t_4) {

      /* "pandas/hashtable.pyx":130
 *     for i in range(n):
 *         if mask[i]:
 *             continue             # <<<<<<<<<<<<<<
 * 
 *         val = values[i]
 */
      goto __pyx_L3_continue;

      /* "pandas/hashtable.pyx":129
 * 
 *     for i in range(n):
 *         if mask[i]:             # <<<<<<<<<<<<<<
 *             continue
 * 
 */
    }

    /* "pandas/hashtable.pyx":132
 *             continue
 * 
 *         val = values[i]             # <<<<<<<<<<<<<<
 *         k = kh_get_pymap(table, <PyObject*> val)
 *         if k != table.n_buckets:
 */
    __pyx_t_6 = __pyx_v_i;
    __pyx_t_5 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_6, __pyx_pybuffernd_values.diminfo[0].strides);
    __Pyx_INCREF((PyObject*)__pyx_t_5);
    __Pyx_XDECREF_SET(__pyx_v_val, __pyx_t_5);
    __pyx_t_5 = 0;

    /* "pandas/hashtable.pyx":133
 * 
 *         val = values[i]
 *         k = kh_get_pymap(table, <PyObject*> val)             # <<<<<<<<<<<<<<
 *         if k != table.n_buckets:
 *             table.vals[k] += 1
 */
    __pyx_v_k = kh_get_pymap(__pyx_v_table, ((PyObject *)__pyx_v_val));

    /* "pandas/hashtable.pyx":134
 *         val = values[i]
 *         k = kh_get_pymap(table, <PyObject*> val)
 *         if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *             table.vals[k] += 1
 *         else:
 */
    __pyx_t_4 = ((__pyx_v_k != __pyx_v_table->n_buckets) != 0);
    if (__pyx_t_4) {

      /* "pandas/hashtable.pyx":135
 *         k = kh_get_pymap(table, <PyObject*> val)
 *         if k != table.n_buckets:
 *             table.vals[k] += 1             # <<<<<<<<<<<<<<
 *         else:
 *             k = kh_put_pymap(table, <PyObject*> val, &ret)
 */
      __pyx_t_7 = __pyx_v_k;
      (__pyx_v_table->vals[__pyx_t_7]) = ((__pyx_v_table->vals[__pyx_t_7]) + 1);

      /* "pandas/hashtable.pyx":134
 *         val = values[i]
 *         k = kh_get_pymap(table, <PyObject*> val)
 *         if k != table.n_buckets:             # <<<<<<<<<<<<<<
 *             table.vals[k] += 1
 *         else:
 */
      goto __pyx_L6;
    }

    /* "pandas/hashtable.pyx":137
 *             table.vals[k] += 1
 *         else:
 *             k = kh_put_pymap(table, <PyObject*> val, &ret)             # <<<<<<<<<<<<<<
 *             table.vals[k] = 1
 * 
 */
    /*else*/ {
      __pyx_v_k = kh_put_pymap(__pyx_v_table, ((PyObject *)__pyx_v_val), (&__pyx_v_ret));

      /* "pandas/hashtable.pyx":138
 *         else:
 *             k = kh_put_pymap(table, <PyObject*> val, &ret)
 *             table.vals[k] = 1             # <<<<<<<<<<<<<<
 * 
 * 
 */
      (__pyx_v_table->vals[__pyx_v_k]) = 1;
    }
    __pyx_L6:;
    __pyx_L3_continue:;
  }

  /* "pandas/hashtable.pyx":118
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cdef build_count_table_object(ndarray[object] values,             # <<<<<<<<<<<<<<
 *                               ndarray[uint8_t, cast=True] mask,
 *                               kh_pymap_t *table):
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_5);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_mask.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.build_count_table_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_mask.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF(__pyx_v_val);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":143
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cpdef value_count_object(ndarray[object] values,             # <<<<<<<<<<<<<<
 *                          ndarray[uint8_t, cast=True] mask):
 *     cdef:
 */

static PyObject *__pyx_pw_6pandas_9hashtable_9value_count_object(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_f_6pandas_9hashtable_value_count_object(PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask, CYTHON_UNUSED int __pyx_skip_dispatch) {
  Py_ssize_t __pyx_v_i;
  kh_pymap_t *__pyx_v_table;
  int __pyx_v_k;
  PyObject *__pyx_v_result_keys = NULL;
  PyObject *__pyx_v_result_counts = NULL;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_mask;
  __Pyx_Buffer __pyx_pybuffer_mask;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  khint_t __pyx_t_6;
  int __pyx_t_7;
  int __pyx_t_8;
  __Pyx_RefNannySetupContext("value_count_object", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  __pyx_pybuffer_mask.pybuffer.buf = NULL;
  __pyx_pybuffer_mask.refcount = 0;
  __pyx_pybuffernd_mask.data = NULL;
  __pyx_pybuffernd_mask.rcbuffer = &__pyx_pybuffer_mask;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(2, 143, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_mask.rcbuffer->pybuffer, (PyObject*)__pyx_v_mask, &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 1, __pyx_stack) == -1)) __PYX_ERR(2, 143, __pyx_L1_error)
  }
  __pyx_pybuffernd_mask.diminfo[0].strides = __pyx_pybuffernd_mask.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_mask.diminfo[0].shape = __pyx_pybuffernd_mask.rcbuffer->pybuffer.shape[0];

  /* "pandas/hashtable.pyx":150
 *         int k
 * 
 *     table = kh_init_pymap()             # <<<<<<<<<<<<<<
 *     build_count_table_object(values, mask, table)
 * 
 */
  __pyx_v_table = kh_init_pymap();

  /* "pandas/hashtable.pyx":151
 * 
 *     table = kh_init_pymap()
 *     build_count_table_object(values, mask, table)             # <<<<<<<<<<<<<<
 * 
 *     i = 0
 */
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_build_count_table_object(((PyArrayObject *)__pyx_v_values), ((PyArrayObject *)__pyx_v_mask), __pyx_v_table); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 151, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pandas/hashtable.pyx":153
 *     build_count_table_object(values, mask, table)
 * 
 *     i = 0             # <<<<<<<<<<<<<<
 *     result_keys = np.empty(table.n_occupied, dtype=object)
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 */
  __pyx_v_i = 0;

  /* "pandas/hashtable.pyx":154
 * 
 *     i = 0
 *     result_keys = np.empty(table.n_occupied, dtype=object)             # <<<<<<<<<<<<<<
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 *     for k in range(table.n_buckets):
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyInt_From_npy_uint32(__pyx_v_table->n_occupied); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_builtin_object) < 0) __PYX_ERR(2, 154, __pyx_L1_error)
  __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 154, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_result_keys = __pyx_t_4;
  __pyx_t_4 = 0;

  /* "pandas/hashtable.pyx":155
 *     i = 0
 *     result_keys = np.empty(table.n_occupied, dtype=object)
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)             # <<<<<<<<<<<<<<
 *     for k in range(table.n_buckets):
 *         if kh_exist_pymap(table, k):
 */
  __pyx_t_4 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 155, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_zeros); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 155, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = __Pyx_PyInt_From_npy_uint32(__pyx_v_table->n_occupied); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 155, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 155, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_4);
  __pyx_t_4 = 0;
  __pyx_t_4 = PyDict_New(); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 155, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 155, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_int64); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 155, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (PyDict_SetItem(__pyx_t_4, __pyx_n_s_dtype, __pyx_t_5) < 0) __PYX_ERR(2, 155, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_3, __pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 155, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_v_result_counts = __pyx_t_5;
  __pyx_t_5 = 0;

  /* "pandas/hashtable.pyx":156
 *     result_keys = np.empty(table.n_occupied, dtype=object)
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 *     for k in range(table.n_buckets):             # <<<<<<<<<<<<<<
 *         if kh_exist_pymap(table, k):
 *             result_keys[i] = <object> table.keys[k]
 */
  __pyx_t_6 = __pyx_v_table->n_buckets;
  for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_6; __pyx_t_7+=1) {
    __pyx_v_k = __pyx_t_7;

    /* "pandas/hashtable.pyx":157
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 *     for k in range(table.n_buckets):
 *         if kh_exist_pymap(table, k):             # <<<<<<<<<<<<<<
 *             result_keys[i] = <object> table.keys[k]
 *             result_counts[i] = table.vals[k]
 */
    __pyx_t_8 = (kh_exist_pymap(__pyx_v_table, __pyx_v_k) != 0);
    if (__pyx_t_8) {

      /* "pandas/hashtable.pyx":158
 *     for k in range(table.n_buckets):
 *         if kh_exist_pymap(table, k):
 *             result_keys[i] = <object> table.keys[k]             # <<<<<<<<<<<<<<
 *             result_counts[i] = table.vals[k]
 *             i += 1
 */
      __pyx_t_5 = ((PyObject *)(__pyx_v_table->keys[__pyx_v_k]));
      __Pyx_INCREF(__pyx_t_5);
      if (unlikely(__Pyx_SetItemInt(__pyx_v_result_keys, __pyx_v_i, __pyx_t_5, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 0, 0) < 0)) __PYX_ERR(2, 158, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

      /* "pandas/hashtable.pyx":159
 *         if kh_exist_pymap(table, k):
 *             result_keys[i] = <object> table.keys[k]
 *             result_counts[i] = table.vals[k]             # <<<<<<<<<<<<<<
 *             i += 1
 *     kh_destroy_pymap(table)
 */
      __pyx_t_5 = __Pyx_PyInt_FromSize_t((__pyx_v_table->vals[__pyx_v_k])); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 159, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      if (unlikely(__Pyx_SetItemInt(__pyx_v_result_counts, __pyx_v_i, __pyx_t_5, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 0, 0) < 0)) __PYX_ERR(2, 159, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

      /* "pandas/hashtable.pyx":160
 *             result_keys[i] = <object> table.keys[k]
 *             result_counts[i] = table.vals[k]
 *             i += 1             # <<<<<<<<<<<<<<
 *     kh_destroy_pymap(table)
 * 
 */
      __pyx_v_i = (__pyx_v_i + 1);

      /* "pandas/hashtable.pyx":157
 *     result_counts = np.zeros(table.n_occupied, dtype=np.int64)
 *     for k in range(table.n_buckets):
 *         if kh_exist_pymap(table, k):             # <<<<<<<<<<<<<<
 *             result_keys[i] = <object> table.keys[k]
 *             result_counts[i] = table.vals[k]
 */
    }
  }

  /* "pandas/hashtable.pyx":161
 *             result_counts[i] = table.vals[k]
 *             i += 1
 *     kh_destroy_pymap(table)             # <<<<<<<<<<<<<<
 * 
 *     return result_keys, result_counts
 */
  kh_destroy_pymap(__pyx_v_table);

  /* "pandas/hashtable.pyx":163
 *     kh_destroy_pymap(table)
 * 
 *     return result_keys, result_counts             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_5 = PyTuple_New(2); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 163, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_INCREF(__pyx_v_result_keys);
  __Pyx_GIVEREF(__pyx_v_result_keys);
  PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_v_result_keys);
  __Pyx_INCREF(__pyx_v_result_counts);
  __Pyx_GIVEREF(__pyx_v_result_counts);
  PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_v_result_counts);
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":143
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * cpdef value_count_object(ndarray[object] values,             # <<<<<<<<<<<<<<
 *                          ndarray[uint8_t, cast=True] mask):
 *     cdef:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_mask.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.value_count_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_mask.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF(__pyx_v_result_keys);
  __Pyx_XDECREF(__pyx_v_result_counts);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_9value_count_object(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyObject *__pyx_pw_6pandas_9hashtable_9value_count_object(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyArrayObject *__pyx_v_values = 0;
  PyArrayObject *__pyx_v_mask = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("value_count_object (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_mask,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_mask)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("value_count_object", 1, 2, 2, 1); __PYX_ERR(2, 143, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "value_count_object") < 0)) __PYX_ERR(2, 143, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_values = ((PyArrayObject *)values[0]);
    __pyx_v_mask = ((PyArrayObject *)values[1]);
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("value_count_object", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(2, 143, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.value_count_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(2, 143, __pyx_L1_error)
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_mask), __pyx_ptype_5numpy_ndarray, 1, "mask", 0))) __PYX_ERR(2, 144, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_8value_count_object(__pyx_self, __pyx_v_values, __pyx_v_mask);

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_8value_count_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask) {
  __Pyx_LocalBuf_ND __pyx_pybuffernd_mask;
  __Pyx_Buffer __pyx_pybuffer_mask;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("value_count_object", 0);
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  __pyx_pybuffer_mask.pybuffer.buf = NULL;
  __pyx_pybuffer_mask.refcount = 0;
  __pyx_pybuffernd_mask.data = NULL;
  __pyx_pybuffernd_mask.rcbuffer = &__pyx_pybuffer_mask;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(2, 143, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_mask.rcbuffer->pybuffer, (PyObject*)__pyx_v_mask, &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 1, __pyx_stack) == -1)) __PYX_ERR(2, 143, __pyx_L1_error)
  }
  __pyx_pybuffernd_mask.diminfo[0].strides = __pyx_pybuffernd_mask.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_mask.diminfo[0].shape = __pyx_pybuffernd_mask.rcbuffer->pybuffer.shape[0];
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_value_count_object(__pyx_v_values, __pyx_v_mask, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 143, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_mask.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.value_count_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_mask.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":168
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def mode_object(ndarray[object] values, ndarray[uint8_t, cast=True] mask):             # <<<<<<<<<<<<<<
 *     cdef:
 *         int count, max_count = 2
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_11mode_object(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_6pandas_9hashtable_11mode_object = {"mode_object", (PyCFunction)__pyx_pw_6pandas_9hashtable_11mode_object, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_6pandas_9hashtable_11mode_object(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyArrayObject *__pyx_v_values = 0;
  PyArrayObject *__pyx_v_mask = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("mode_object (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_mask,0};
    PyObject* values[2] = {0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_mask)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("mode_object", 1, 2, 2, 1); __PYX_ERR(2, 168, __pyx_L3_error)
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "mode_object") < 0)) __PYX_ERR(2, 168, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
      values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
    }
    __pyx_v_values = ((PyArrayObject *)values[0]);
    __pyx_v_mask = ((PyArrayObject *)values[1]);
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("mode_object", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(2, 168, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.mode_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(2, 168, __pyx_L1_error)
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_mask), __pyx_ptype_5numpy_ndarray, 1, "mask", 0))) __PYX_ERR(2, 168, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_10mode_object(__pyx_self, __pyx_v_values, __pyx_v_mask);

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_10mode_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyArrayObject *__pyx_v_mask) {
  int __pyx_v_count;
  int __pyx_v_max_count;
  int __pyx_v_j;
  int __pyx_v_k;
  PyArrayObject *__pyx_v_modes = 0;
  kh_pymap_t *__pyx_v_table;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_mask;
  __Pyx_Buffer __pyx_pybuffer_mask;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_modes;
  __Pyx_Buffer __pyx_pybuffer_modes;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyArrayObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  khint_t __pyx_t_11;
  int __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  PyObject **__pyx_t_14;
  __Pyx_RefNannySetupContext("mode_object", 0);
  __pyx_pybuffer_modes.pybuffer.buf = NULL;
  __pyx_pybuffer_modes.refcount = 0;
  __pyx_pybuffernd_modes.data = NULL;
  __pyx_pybuffernd_modes.rcbuffer = &__pyx_pybuffer_modes;
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  __pyx_pybuffer_mask.pybuffer.buf = NULL;
  __pyx_pybuffer_mask.refcount = 0;
  __pyx_pybuffernd_mask.data = NULL;
  __pyx_pybuffernd_mask.rcbuffer = &__pyx_pybuffer_mask;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(2, 168, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_mask.rcbuffer->pybuffer, (PyObject*)__pyx_v_mask, &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 1, __pyx_stack) == -1)) __PYX_ERR(2, 168, __pyx_L1_error)
  }
  __pyx_pybuffernd_mask.diminfo[0].strides = __pyx_pybuffernd_mask.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_mask.diminfo[0].shape = __pyx_pybuffernd_mask.rcbuffer->pybuffer.shape[0];

  /* "pandas/hashtable.pyx":170
 * def mode_object(ndarray[object] values, ndarray[uint8_t, cast=True] mask):
 *     cdef:
 *         int count, max_count = 2             # <<<<<<<<<<<<<<
 *         int j = -1 # so you can do +=
 *         int k
 */
  __pyx_v_max_count = 2;

  /* "pandas/hashtable.pyx":171
 *     cdef:
 *         int count, max_count = 2
 *         int j = -1 # so you can do +=             # <<<<<<<<<<<<<<
 *         int k
 *         ndarray[object] modes
 */
  __pyx_v_j = -1;

  /* "pandas/hashtable.pyx":176
 *         kh_pymap_t *table
 * 
 *     table = kh_init_pymap()             # <<<<<<<<<<<<<<
 *     build_count_table_object(values, mask, table)
 * 
 */
  __pyx_v_table = kh_init_pymap();

  /* "pandas/hashtable.pyx":177
 * 
 *     table = kh_init_pymap()
 *     build_count_table_object(values, mask, table)             # <<<<<<<<<<<<<<
 * 
 *     modes = np.empty(table.n_buckets, dtype=np.object_)
 */
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_build_count_table_object(((PyArrayObject *)__pyx_v_values), ((PyArrayObject *)__pyx_v_mask), __pyx_v_table); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 177, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pandas/hashtable.pyx":179
 *     build_count_table_object(values, mask, table)
 * 
 *     modes = np.empty(table.n_buckets, dtype=np.object_)             # <<<<<<<<<<<<<<
 *     for k in range(table.n_buckets):
 *         if kh_exist_pymap(table, k):
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 179, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 179, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyInt_From_npy_uint32(__pyx_v_table->n_buckets); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 179, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 179, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 179, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 179, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_object_2); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 179, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_5) < 0) __PYX_ERR(2, 179, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 179, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!(likely(((__pyx_t_5) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_5, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(2, 179, __pyx_L1_error)
  __pyx_t_6 = ((PyArrayObject *)__pyx_t_5);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_modes.rcbuffer->pybuffer);
    __pyx_t_7 = __Pyx_GetBufferAndValidate(&__pyx_pybuffernd_modes.rcbuffer->pybuffer, (PyObject*)__pyx_t_6, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack);
    if (unlikely(__pyx_t_7 < 0)) {
      PyErr_Fetch(&__pyx_t_8, &__pyx_t_9, &__pyx_t_10);
      if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_modes.rcbuffer->pybuffer, (PyObject*)__pyx_v_modes, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
        Py_XDECREF(__pyx_t_8); Py_XDECREF(__pyx_t_9); Py_XDECREF(__pyx_t_10);
        __Pyx_RaiseBufferFallbackError();
      } else {
        PyErr_Restore(__pyx_t_8, __pyx_t_9, __pyx_t_10);
      }
    }
    __pyx_pybuffernd_modes.diminfo[0].strides = __pyx_pybuffernd_modes.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_modes.diminfo[0].shape = __pyx_pybuffernd_modes.rcbuffer->pybuffer.shape[0];
    if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(2, 179, __pyx_L1_error)
  }
  __pyx_t_6 = 0;
  __pyx_v_modes = ((PyArrayObject *)__pyx_t_5);
  __pyx_t_5 = 0;

  /* "pandas/hashtable.pyx":180
 * 
 *     modes = np.empty(table.n_buckets, dtype=np.object_)
 *     for k in range(table.n_buckets):             # <<<<<<<<<<<<<<
 *         if kh_exist_pymap(table, k):
 *             count = table.vals[k]
 */
  __pyx_t_11 = __pyx_v_table->n_buckets;
  for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_11; __pyx_t_7+=1) {
    __pyx_v_k = __pyx_t_7;

    /* "pandas/hashtable.pyx":181
 *     modes = np.empty(table.n_buckets, dtype=np.object_)
 *     for k in range(table.n_buckets):
 *         if kh_exist_pymap(table, k):             # <<<<<<<<<<<<<<
 *             count = table.vals[k]
 * 
 */
    __pyx_t_12 = (kh_exist_pymap(__pyx_v_table, __pyx_v_k) != 0);
    if (__pyx_t_12) {

      /* "pandas/hashtable.pyx":182
 *     for k in range(table.n_buckets):
 *         if kh_exist_pymap(table, k):
 *             count = table.vals[k]             # <<<<<<<<<<<<<<
 * 
 *             if count == max_count:
 */
      __pyx_v_count = (__pyx_v_table->vals[__pyx_v_k]);

      /* "pandas/hashtable.pyx":184
 *             count = table.vals[k]
 * 
 *             if count == max_count:             # <<<<<<<<<<<<<<
 *                 j += 1
 *             elif count > max_count:
 */
      __pyx_t_12 = ((__pyx_v_count == __pyx_v_max_count) != 0);
      if (__pyx_t_12) {

        /* "pandas/hashtable.pyx":185
 * 
 *             if count == max_count:
 *                 j += 1             # <<<<<<<<<<<<<<
 *             elif count > max_count:
 *                 max_count = count
 */
        __pyx_v_j = (__pyx_v_j + 1);

        /* "pandas/hashtable.pyx":184
 *             count = table.vals[k]
 * 
 *             if count == max_count:             # <<<<<<<<<<<<<<
 *                 j += 1
 *             elif count > max_count:
 */
        goto __pyx_L6;
      }

      /* "pandas/hashtable.pyx":186
 *             if count == max_count:
 *                 j += 1
 *             elif count > max_count:             # <<<<<<<<<<<<<<
 *                 max_count = count
 *                 j = 0
 */
      __pyx_t_12 = ((__pyx_v_count > __pyx_v_max_count) != 0);
      if (__pyx_t_12) {

        /* "pandas/hashtable.pyx":187
 *                 j += 1
 *             elif count > max_count:
 *                 max_count = count             # <<<<<<<<<<<<<<
 *                 j = 0
 *             else:
 */
        __pyx_v_max_count = __pyx_v_count;

        /* "pandas/hashtable.pyx":188
 *             elif count > max_count:
 *                 max_count = count
 *                 j = 0             # <<<<<<<<<<<<<<
 *             else:
 *                 continue
 */
        __pyx_v_j = 0;

        /* "pandas/hashtable.pyx":186
 *             if count == max_count:
 *                 j += 1
 *             elif count > max_count:             # <<<<<<<<<<<<<<
 *                 max_count = count
 *                 j = 0
 */
        goto __pyx_L6;
      }

      /* "pandas/hashtable.pyx":190
 *                 j = 0
 *             else:
 *                 continue             # <<<<<<<<<<<<<<
 *             modes[j] = <object> table.keys[k]
 * 
 */
      /*else*/ {
        goto __pyx_L3_continue;
      }
      __pyx_L6:;

      /* "pandas/hashtable.pyx":191
 *             else:
 *                 continue
 *             modes[j] = <object> table.keys[k]             # <<<<<<<<<<<<<<
 * 
 *     kh_destroy_pymap(table)
 */
      __pyx_t_5 = ((PyObject *)(__pyx_v_table->keys[__pyx_v_k]));
      __Pyx_INCREF(__pyx_t_5);
      __pyx_t_13 = __pyx_v_j;
      __pyx_t_14 = __Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_modes.rcbuffer->pybuffer.buf, __pyx_t_13, __pyx_pybuffernd_modes.diminfo[0].strides);
      __Pyx_GOTREF(*__pyx_t_14);
      __Pyx_INCREF(__pyx_t_5); __Pyx_DECREF(*__pyx_t_14);
      *__pyx_t_14 = __pyx_t_5;
      __Pyx_GIVEREF(*__pyx_t_14);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

      /* "pandas/hashtable.pyx":181
 *     modes = np.empty(table.n_buckets, dtype=np.object_)
 *     for k in range(table.n_buckets):
 *         if kh_exist_pymap(table, k):             # <<<<<<<<<<<<<<
 *             count = table.vals[k]
 * 
 */
    }
    __pyx_L3_continue:;
  }

  /* "pandas/hashtable.pyx":193
 *             modes[j] = <object> table.keys[k]
 * 
 *     kh_destroy_pymap(table)             # <<<<<<<<<<<<<<
 * 
 *     return modes[:j + 1]
 */
  kh_destroy_pymap(__pyx_v_table);

  /* "pandas/hashtable.pyx":195
 *     kh_destroy_pymap(table)
 * 
 *     return modes[:j + 1]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_5 = __Pyx_PyObject_GetSlice(((PyObject *)__pyx_v_modes), 0, (__pyx_v_j + 1), NULL, NULL, NULL, 0, 1, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 195, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":168
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def mode_object(ndarray[object] values, ndarray[uint8_t, cast=True] mask):             # <<<<<<<<<<<<<<
 *     cdef:
 *         int count, max_count = 2
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_mask.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_modes.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.mode_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_mask.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_modes.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_modes);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":200
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def mode_int64(int64_t[:] values):             # <<<<<<<<<<<<<<
 *     cdef:
 *         int count, max_count = 2
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_13mode_int64(PyObject *__pyx_self, PyObject *__pyx_arg_values); /*proto*/
static PyMethodDef __pyx_mdef_6pandas_9hashtable_13mode_int64 = {"mode_int64", (PyCFunction)__pyx_pw_6pandas_9hashtable_13mode_int64, METH_O, 0};
static PyObject *__pyx_pw_6pandas_9hashtable_13mode_int64(PyObject *__pyx_self, PyObject *__pyx_arg_values) {
  __Pyx_memviewslice __pyx_v_values = { 0, 0, { 0 }, { 0 }, { 0 } };
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("mode_int64 (wrapper)", 0);
  assert(__pyx_arg_values); {
    __pyx_v_values = __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(__pyx_arg_values); if (unlikely(!__pyx_v_values.memview)) __PYX_ERR(2, 200, __pyx_L3_error)
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.mode_int64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_pf_6pandas_9hashtable_12mode_int64(__pyx_self, __pyx_v_values);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_12mode_int64(CYTHON_UNUSED PyObject *__pyx_self, __Pyx_memviewslice __pyx_v_values) {
  int __pyx_v_count;
  int __pyx_v_max_count;
  int __pyx_v_j;
  int __pyx_v_k;
  kh_int64_t *__pyx_v_table;
  PyArrayObject *__pyx_v_modes = 0;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_modes;
  __Pyx_Buffer __pyx_pybuffer_modes;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyArrayObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  khint_t __pyx_t_11;
  int __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  __Pyx_RefNannySetupContext("mode_int64", 0);
  __pyx_pybuffer_modes.pybuffer.buf = NULL;
  __pyx_pybuffer_modes.refcount = 0;
  __pyx_pybuffernd_modes.data = NULL;
  __pyx_pybuffernd_modes.rcbuffer = &__pyx_pybuffer_modes;

  /* "pandas/hashtable.pyx":202
 * def mode_int64(int64_t[:] values):
 *     cdef:
 *         int count, max_count = 2             # <<<<<<<<<<<<<<
 *         int j = -1 # so you can do +=
 *         int k
 */
  __pyx_v_max_count = 2;

  /* "pandas/hashtable.pyx":203
 *     cdef:
 *         int count, max_count = 2
 *         int j = -1 # so you can do +=             # <<<<<<<<<<<<<<
 *         int k
 *         kh_int64_t *table
 */
  __pyx_v_j = -1;

  /* "pandas/hashtable.pyx":208
 *         ndarray[int64_t] modes
 * 
 *     table = kh_init_int64()             # <<<<<<<<<<<<<<
 * 
 *     build_count_table_int64(values, table, 0)
 */
  __pyx_v_table = kh_init_int64();

  /* "pandas/hashtable.pyx":210
 *     table = kh_init_int64()
 * 
 *     build_count_table_int64(values, table, 0)             # <<<<<<<<<<<<<<
 * 
 *     modes = np.empty(table.n_buckets, dtype=np.int64)
 */
  __pyx_t_1 = __pyx_f_6pandas_9hashtable_build_count_table_int64(__pyx_v_values, __pyx_v_table, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 210, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pandas/hashtable.pyx":212
 *     build_count_table_int64(values, table, 0)
 * 
 *     modes = np.empty(table.n_buckets, dtype=np.int64)             # <<<<<<<<<<<<<<
 * 
 *     with nogil:
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 212, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_empty); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 212, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyInt_From_npy_uint32(__pyx_v_table->n_buckets); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 212, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 212, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 212, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 212, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_int64); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 212, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_5) < 0) __PYX_ERR(2, 212, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 212, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!(likely(((__pyx_t_5) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_5, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(2, 212, __pyx_L1_error)
  __pyx_t_6 = ((PyArrayObject *)__pyx_t_5);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_modes.rcbuffer->pybuffer);
    __pyx_t_7 = __Pyx_GetBufferAndValidate(&__pyx_pybuffernd_modes.rcbuffer->pybuffer, (PyObject*)__pyx_t_6, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack);
    if (unlikely(__pyx_t_7 < 0)) {
      PyErr_Fetch(&__pyx_t_8, &__pyx_t_9, &__pyx_t_10);
      if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_modes.rcbuffer->pybuffer, (PyObject*)__pyx_v_modes, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
        Py_XDECREF(__pyx_t_8); Py_XDECREF(__pyx_t_9); Py_XDECREF(__pyx_t_10);
        __Pyx_RaiseBufferFallbackError();
      } else {
        PyErr_Restore(__pyx_t_8, __pyx_t_9, __pyx_t_10);
      }
    }
    __pyx_pybuffernd_modes.diminfo[0].strides = __pyx_pybuffernd_modes.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_modes.diminfo[0].shape = __pyx_pybuffernd_modes.rcbuffer->pybuffer.shape[0];
    if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(2, 212, __pyx_L1_error)
  }
  __pyx_t_6 = 0;
  __pyx_v_modes = ((PyArrayObject *)__pyx_t_5);
  __pyx_t_5 = 0;

  /* "pandas/hashtable.pyx":214
 *     modes = np.empty(table.n_buckets, dtype=np.int64)
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/hashtable.pyx":215
 * 
 *     with nogil:
 *         for k in range(table.n_buckets):             # <<<<<<<<<<<<<<
 *             if kh_exist_int64(table, k):
 *                 count = table.vals[k]
 */
        __pyx_t_11 = __pyx_v_table->n_buckets;
        for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_11; __pyx_t_7+=1) {
          __pyx_v_k = __pyx_t_7;

          /* "pandas/hashtable.pyx":216
 *     with nogil:
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):             # <<<<<<<<<<<<<<
 *                 count = table.vals[k]
 * 
 */
          __pyx_t_12 = (kh_exist_int64(__pyx_v_table, __pyx_v_k) != 0);
          if (__pyx_t_12) {

            /* "pandas/hashtable.pyx":217
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):
 *                 count = table.vals[k]             # <<<<<<<<<<<<<<
 * 
 *                 if count == max_count:
 */
            __pyx_v_count = (__pyx_v_table->vals[__pyx_v_k]);

            /* "pandas/hashtable.pyx":219
 *                 count = table.vals[k]
 * 
 *                 if count == max_count:             # <<<<<<<<<<<<<<
 *                     j += 1
 *                 elif count > max_count:
 */
            __pyx_t_12 = ((__pyx_v_count == __pyx_v_max_count) != 0);
            if (__pyx_t_12) {

              /* "pandas/hashtable.pyx":220
 * 
 *                 if count == max_count:
 *                     j += 1             # <<<<<<<<<<<<<<
 *                 elif count > max_count:
 *                     max_count = count
 */
              __pyx_v_j = (__pyx_v_j + 1);

              /* "pandas/hashtable.pyx":219
 *                 count = table.vals[k]
 * 
 *                 if count == max_count:             # <<<<<<<<<<<<<<
 *                     j += 1
 *                 elif count > max_count:
 */
              goto __pyx_L9;
            }

            /* "pandas/hashtable.pyx":221
 *                 if count == max_count:
 *                     j += 1
 *                 elif count > max_count:             # <<<<<<<<<<<<<<
 *                     max_count = count
 *                     j = 0
 */
            __pyx_t_12 = ((__pyx_v_count > __pyx_v_max_count) != 0);
            if (__pyx_t_12) {

              /* "pandas/hashtable.pyx":222
 *                     j += 1
 *                 elif count > max_count:
 *                     max_count = count             # <<<<<<<<<<<<<<
 *                     j = 0
 *                 else:
 */
              __pyx_v_max_count = __pyx_v_count;

              /* "pandas/hashtable.pyx":223
 *                 elif count > max_count:
 *                     max_count = count
 *                     j = 0             # <<<<<<<<<<<<<<
 *                 else:
 *                     continue
 */
              __pyx_v_j = 0;

              /* "pandas/hashtable.pyx":221
 *                 if count == max_count:
 *                     j += 1
 *                 elif count > max_count:             # <<<<<<<<<<<<<<
 *                     max_count = count
 *                     j = 0
 */
              goto __pyx_L9;
            }

            /* "pandas/hashtable.pyx":225
 *                     j = 0
 *                 else:
 *                     continue             # <<<<<<<<<<<<<<
 *                 modes[j] = table.keys[k]
 * 
 */
            /*else*/ {
              goto __pyx_L6_continue;
            }
            __pyx_L9:;

            /* "pandas/hashtable.pyx":226
 *                 else:
 *                     continue
 *                 modes[j] = table.keys[k]             # <<<<<<<<<<<<<<
 * 
 *     kh_destroy_int64(table)
 */
            __pyx_t_13 = __pyx_v_j;
            *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_modes.rcbuffer->pybuffer.buf, __pyx_t_13, __pyx_pybuffernd_modes.diminfo[0].strides) = (__pyx_v_table->keys[__pyx_v_k]);

            /* "pandas/hashtable.pyx":216
 *     with nogil:
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):             # <<<<<<<<<<<<<<
 *                 count = table.vals[k]
 * 
 */
          }
          __pyx_L6_continue:;
        }
      }

      /* "pandas/hashtable.pyx":214
 *     modes = np.empty(table.n_buckets, dtype=np.int64)
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         for k in range(table.n_buckets):
 *             if kh_exist_int64(table, k):
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/hashtable.pyx":228
 *                 modes[j] = table.keys[k]
 * 
 *     kh_destroy_int64(table)             # <<<<<<<<<<<<<<
 * 
 *     return modes[:j + 1]
 */
  kh_destroy_int64(__pyx_v_table);

  /* "pandas/hashtable.pyx":230
 *     kh_destroy_int64(table)
 * 
 *     return modes[:j + 1]             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_5 = __Pyx_PyObject_GetSlice(((PyObject *)__pyx_v_modes), 0, (__pyx_v_j + 1), NULL, NULL, NULL, 0, 1, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":200
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def mode_int64(int64_t[:] values):             # <<<<<<<<<<<<<<
 *     cdef:
 *         int count, max_count = 2
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_modes.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.mode_int64", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_modes.rcbuffer->pybuffer);
  __pyx_L2:;
  __PYX_XDEC_MEMVIEW(&__pyx_v_values, 1);
  __Pyx_XDECREF((PyObject *)__pyx_v_modes);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":235
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_object(ndarray[object] values, object keep='first'):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, n
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_15duplicated_object(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static PyMethodDef __pyx_mdef_6pandas_9hashtable_15duplicated_object = {"duplicated_object", (PyCFunction)__pyx_pw_6pandas_9hashtable_15duplicated_object, METH_VARARGS|METH_KEYWORDS, 0};
static PyObject *__pyx_pw_6pandas_9hashtable_15duplicated_object(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyArrayObject *__pyx_v_values = 0;
  PyObject *__pyx_v_keep = 0;
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("duplicated_object (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_values,&__pyx_n_s_keep,0};
    PyObject* values[2] = {0,0};
    values[1] = ((PyObject *)__pyx_n_s_first);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_values)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_keep);
          if (value) { values[1] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "duplicated_object") < 0)) __PYX_ERR(2, 235, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_values = ((PyArrayObject *)values[0]);
    __pyx_v_keep = values[1];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("duplicated_object", 0, 1, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(2, 235, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("pandas.hashtable.duplicated_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return NULL;
  __pyx_L4_argument_unpacking_done:;
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_values), __pyx_ptype_5numpy_ndarray, 1, "values", 0))) __PYX_ERR(2, 235, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_14duplicated_object(__pyx_self, __pyx_v_values, __pyx_v_keep);

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_14duplicated_object(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_values, PyObject *__pyx_v_keep) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  PyObject *__pyx_v_seen = 0;
  PyObject *__pyx_v_row = 0;
  PyArrayObject *__pyx_v_result = 0;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_result;
  __Pyx_Buffer __pyx_pybuffer_result;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_values;
  __Pyx_Buffer __pyx_pybuffer_values;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyArrayObject *__pyx_t_7 = NULL;
  int __pyx_t_8;
  Py_ssize_t __pyx_t_9;
  int __pyx_t_10;
  Py_ssize_t __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  Py_ssize_t __pyx_t_13;
  Py_ssize_t __pyx_t_14;
  Py_ssize_t __pyx_t_15;
  Py_ssize_t __pyx_t_16;
  Py_ssize_t __pyx_t_17;
  Py_ssize_t __pyx_t_18;
  __Pyx_RefNannySetupContext("duplicated_object", 0);
  __pyx_pybuffer_result.pybuffer.buf = NULL;
  __pyx_pybuffer_result.refcount = 0;
  __pyx_pybuffernd_result.data = NULL;
  __pyx_pybuffernd_result.rcbuffer = &__pyx_pybuffer_result;
  __pyx_pybuffer_values.pybuffer.buf = NULL;
  __pyx_pybuffer_values.refcount = 0;
  __pyx_pybuffernd_values.data = NULL;
  __pyx_pybuffernd_values.rcbuffer = &__pyx_pybuffer_values;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_values.rcbuffer->pybuffer, (PyObject*)__pyx_v_values, &__Pyx_TypeInfo_object, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(2, 235, __pyx_L1_error)
  }
  __pyx_pybuffernd_values.diminfo[0].strides = __pyx_pybuffernd_values.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_values.diminfo[0].shape = __pyx_pybuffernd_values.rcbuffer->pybuffer.shape[0];

  /* "pandas/hashtable.pyx":238
 *     cdef:
 *         Py_ssize_t i, n
 *         dict seen = dict()             # <<<<<<<<<<<<<<
 *         object row
 * 
 */
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_seen = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "pandas/hashtable.pyx":241
 *         object row
 * 
 *     n = len(values)             # <<<<<<<<<<<<<<
 *     cdef ndarray[uint8_t] result = np.zeros(n, dtype=np.uint8)
 * 
 */
  __pyx_t_2 = PyObject_Length(((PyObject *)__pyx_v_values)); if (unlikely(__pyx_t_2 == -1)) __PYX_ERR(2, 241, __pyx_L1_error)
  __pyx_v_n = __pyx_t_2;

  /* "pandas/hashtable.pyx":242
 * 
 *     n = len(values)
 *     cdef ndarray[uint8_t] result = np.zeros(n, dtype=np.uint8)             # <<<<<<<<<<<<<<
 * 
 *     if keep == 'last':
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_zeros); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_n); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = PyDict_New(); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_5 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_uint8); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_t_6) < 0) __PYX_ERR(2, 242, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_4, __pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (!(likely(((__pyx_t_6) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_6, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(2, 242, __pyx_L1_error)
  __pyx_t_7 = ((PyArrayObject *)__pyx_t_6);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_result.rcbuffer->pybuffer, (PyObject*)__pyx_t_7, &__Pyx_TypeInfo_nn___pyx_t_5numpy_uint8_t, PyBUF_FORMAT| PyBUF_STRIDES| PyBUF_WRITABLE, 1, 0, __pyx_stack) == -1)) {
      __pyx_v_result = ((PyArrayObject *)Py_None); __Pyx_INCREF(Py_None); __pyx_pybuffernd_result.rcbuffer->pybuffer.buf = NULL;
      __PYX_ERR(2, 242, __pyx_L1_error)
    } else {__pyx_pybuffernd_result.diminfo[0].strides = __pyx_pybuffernd_result.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_result.diminfo[0].shape = __pyx_pybuffernd_result.rcbuffer->pybuffer.shape[0];
    }
  }
  __pyx_t_7 = 0;
  __pyx_v_result = ((PyArrayObject *)__pyx_t_6);
  __pyx_t_6 = 0;

  /* "pandas/hashtable.pyx":244
 *     cdef ndarray[uint8_t] result = np.zeros(n, dtype=np.uint8)
 * 
 *     if keep == 'last':             # <<<<<<<<<<<<<<
 *         for i from n > i >= 0:
 *             row = values[i]
 */
  __pyx_t_8 = (__Pyx_PyString_Equals(__pyx_v_keep, __pyx_n_s_last, Py_EQ)); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(2, 244, __pyx_L1_error)
  if (__pyx_t_8) {

    /* "pandas/hashtable.pyx":245
 * 
 *     if keep == 'last':
 *         for i from n > i >= 0:             # <<<<<<<<<<<<<<
 *             row = values[i]
 *             if row in seen:
 */
    for (__pyx_v_i = __pyx_v_n-1; __pyx_v_i >= 0; __pyx_v_i--) {

      /* "pandas/hashtable.pyx":246
 *     if keep == 'last':
 *         for i from n > i >= 0:
 *             row = values[i]             # <<<<<<<<<<<<<<
 *             if row in seen:
 *                 result[i] = 1
 */
      __pyx_t_9 = __pyx_v_i;
      __pyx_t_6 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_9, __pyx_pybuffernd_values.diminfo[0].strides);
      __Pyx_INCREF((PyObject*)__pyx_t_6);
      __Pyx_XDECREF_SET(__pyx_v_row, __pyx_t_6);
      __pyx_t_6 = 0;

      /* "pandas/hashtable.pyx":247
 *         for i from n > i >= 0:
 *             row = values[i]
 *             if row in seen:             # <<<<<<<<<<<<<<
 *                 result[i] = 1
 *             else:
 */
      __pyx_t_8 = (__Pyx_PyDict_ContainsTF(__pyx_v_row, __pyx_v_seen, Py_EQ)); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(2, 247, __pyx_L1_error)
      __pyx_t_10 = (__pyx_t_8 != 0);
      if (__pyx_t_10) {

        /* "pandas/hashtable.pyx":248
 *             row = values[i]
 *             if row in seen:
 *                 result[i] = 1             # <<<<<<<<<<<<<<
 *             else:
 *                 seen[row] = i
 */
        __pyx_t_11 = __pyx_v_i;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_11, __pyx_pybuffernd_result.diminfo[0].strides) = 1;

        /* "pandas/hashtable.pyx":247
 *         for i from n > i >= 0:
 *             row = values[i]
 *             if row in seen:             # <<<<<<<<<<<<<<
 *                 result[i] = 1
 *             else:
 */
        goto __pyx_L6;
      }

      /* "pandas/hashtable.pyx":250
 *                 result[i] = 1
 *             else:
 *                 seen[row] = i             # <<<<<<<<<<<<<<
 *                 result[i] = 0
 *     elif keep == 'first':
 */
      /*else*/ {
        __pyx_t_6 = PyInt_FromSsize_t(__pyx_v_i); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 250, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);
        if (unlikely(PyDict_SetItem(__pyx_v_seen, __pyx_v_row, __pyx_t_6) < 0)) __PYX_ERR(2, 250, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;

        /* "pandas/hashtable.pyx":251
 *             else:
 *                 seen[row] = i
 *                 result[i] = 0             # <<<<<<<<<<<<<<
 *     elif keep == 'first':
 *         for i from 0 <= i < n:
 */
        __pyx_t_12 = __pyx_v_i;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_12, __pyx_pybuffernd_result.diminfo[0].strides) = 0;
      }
      __pyx_L6:;
    }

    /* "pandas/hashtable.pyx":244
 *     cdef ndarray[uint8_t] result = np.zeros(n, dtype=np.uint8)
 * 
 *     if keep == 'last':             # <<<<<<<<<<<<<<
 *         for i from n > i >= 0:
 *             row = values[i]
 */
    goto __pyx_L3;
  }

  /* "pandas/hashtable.pyx":252
 *                 seen[row] = i
 *                 result[i] = 0
 *     elif keep == 'first':             # <<<<<<<<<<<<<<
 *         for i from 0 <= i < n:
 *             row = values[i]
 */
  __pyx_t_10 = (__Pyx_PyString_Equals(__pyx_v_keep, __pyx_n_s_first, Py_EQ)); if (unlikely(__pyx_t_10 < 0)) __PYX_ERR(2, 252, __pyx_L1_error)
  if (__pyx_t_10) {

    /* "pandas/hashtable.pyx":253
 *                 result[i] = 0
 *     elif keep == 'first':
 *         for i from 0 <= i < n:             # <<<<<<<<<<<<<<
 *             row = values[i]
 *             if row in seen:
 */
    __pyx_t_2 = __pyx_v_n;
    for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {

      /* "pandas/hashtable.pyx":254
 *     elif keep == 'first':
 *         for i from 0 <= i < n:
 *             row = values[i]             # <<<<<<<<<<<<<<
 *             if row in seen:
 *                 result[i] = 1
 */
      __pyx_t_13 = __pyx_v_i;
      __pyx_t_6 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_13, __pyx_pybuffernd_values.diminfo[0].strides);
      __Pyx_INCREF((PyObject*)__pyx_t_6);
      __Pyx_XDECREF_SET(__pyx_v_row, __pyx_t_6);
      __pyx_t_6 = 0;

      /* "pandas/hashtable.pyx":255
 *         for i from 0 <= i < n:
 *             row = values[i]
 *             if row in seen:             # <<<<<<<<<<<<<<
 *                 result[i] = 1
 *             else:
 */
      __pyx_t_10 = (__Pyx_PyDict_ContainsTF(__pyx_v_row, __pyx_v_seen, Py_EQ)); if (unlikely(__pyx_t_10 < 0)) __PYX_ERR(2, 255, __pyx_L1_error)
      __pyx_t_8 = (__pyx_t_10 != 0);
      if (__pyx_t_8) {

        /* "pandas/hashtable.pyx":256
 *             row = values[i]
 *             if row in seen:
 *                 result[i] = 1             # <<<<<<<<<<<<<<
 *             else:
 *                 seen[row] = i
 */
        __pyx_t_14 = __pyx_v_i;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_14, __pyx_pybuffernd_result.diminfo[0].strides) = 1;

        /* "pandas/hashtable.pyx":255
 *         for i from 0 <= i < n:
 *             row = values[i]
 *             if row in seen:             # <<<<<<<<<<<<<<
 *                 result[i] = 1
 *             else:
 */
        goto __pyx_L9;
      }

      /* "pandas/hashtable.pyx":258
 *                 result[i] = 1
 *             else:
 *                 seen[row] = i             # <<<<<<<<<<<<<<
 *                 result[i] = 0
 *     elif keep is False:
 */
      /*else*/ {
        __pyx_t_6 = PyInt_FromSsize_t(__pyx_v_i); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 258, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);
        if (unlikely(PyDict_SetItem(__pyx_v_seen, __pyx_v_row, __pyx_t_6) < 0)) __PYX_ERR(2, 258, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;

        /* "pandas/hashtable.pyx":259
 *             else:
 *                 seen[row] = i
 *                 result[i] = 0             # <<<<<<<<<<<<<<
 *     elif keep is False:
 *         for i from 0 <= i < n:
 */
        __pyx_t_15 = __pyx_v_i;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_15, __pyx_pybuffernd_result.diminfo[0].strides) = 0;
      }
      __pyx_L9:;
    }

    /* "pandas/hashtable.pyx":252
 *                 seen[row] = i
 *                 result[i] = 0
 *     elif keep == 'first':             # <<<<<<<<<<<<<<
 *         for i from 0 <= i < n:
 *             row = values[i]
 */
    goto __pyx_L3;
  }

  /* "pandas/hashtable.pyx":260
 *                 seen[row] = i
 *                 result[i] = 0
 *     elif keep is False:             # <<<<<<<<<<<<<<
 *         for i from 0 <= i < n:
 *             row = values[i]
 */
  __pyx_t_8 = (__pyx_v_keep == Py_False);
  __pyx_t_10 = (__pyx_t_8 != 0);
  if (__pyx_t_10) {

    /* "pandas/hashtable.pyx":261
 *                 result[i] = 0
 *     elif keep is False:
 *         for i from 0 <= i < n:             # <<<<<<<<<<<<<<
 *             row = values[i]
 *             if row in seen:
 */
    __pyx_t_2 = __pyx_v_n;
    for (__pyx_v_i = 0; __pyx_v_i < __pyx_t_2; __pyx_v_i++) {

      /* "pandas/hashtable.pyx":262
 *     elif keep is False:
 *         for i from 0 <= i < n:
 *             row = values[i]             # <<<<<<<<<<<<<<
 *             if row in seen:
 *                 result[i] = 1
 */
      __pyx_t_16 = __pyx_v_i;
      __pyx_t_6 = (PyObject *) *__Pyx_BufPtrStrided1d(PyObject **, __pyx_pybuffernd_values.rcbuffer->pybuffer.buf, __pyx_t_16, __pyx_pybuffernd_values.diminfo[0].strides);
      __Pyx_INCREF((PyObject*)__pyx_t_6);
      __Pyx_XDECREF_SET(__pyx_v_row, __pyx_t_6);
      __pyx_t_6 = 0;

      /* "pandas/hashtable.pyx":263
 *         for i from 0 <= i < n:
 *             row = values[i]
 *             if row in seen:             # <<<<<<<<<<<<<<
 *                 result[i] = 1
 *                 result[seen[row]] = 1
 */
      __pyx_t_10 = (__Pyx_PyDict_ContainsTF(__pyx_v_row, __pyx_v_seen, Py_EQ)); if (unlikely(__pyx_t_10 < 0)) __PYX_ERR(2, 263, __pyx_L1_error)
      __pyx_t_8 = (__pyx_t_10 != 0);
      if (__pyx_t_8) {

        /* "pandas/hashtable.pyx":264
 *             row = values[i]
 *             if row in seen:
 *                 result[i] = 1             # <<<<<<<<<<<<<<
 *                 result[seen[row]] = 1
 *             else:
 */
        __pyx_t_17 = __pyx_v_i;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_result.diminfo[0].strides) = 1;

        /* "pandas/hashtable.pyx":265
 *             if row in seen:
 *                 result[i] = 1
 *                 result[seen[row]] = 1             # <<<<<<<<<<<<<<
 *             else:
 *                 seen[row] = i
 */
        __pyx_t_6 = __Pyx_PyDict_GetItem(__pyx_v_seen, __pyx_v_row); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 265, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);
        if (unlikely(PyObject_SetItem(((PyObject *)__pyx_v_result), __pyx_t_6, __pyx_int_1) < 0)) __PYX_ERR(2, 265, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;

        /* "pandas/hashtable.pyx":263
 *         for i from 0 <= i < n:
 *             row = values[i]
 *             if row in seen:             # <<<<<<<<<<<<<<
 *                 result[i] = 1
 *                 result[seen[row]] = 1
 */
        goto __pyx_L12;
      }

      /* "pandas/hashtable.pyx":267
 *                 result[seen[row]] = 1
 *             else:
 *                 seen[row] = i             # <<<<<<<<<<<<<<
 *                 result[i] = 0
 *     else:
 */
      /*else*/ {
        __pyx_t_6 = PyInt_FromSsize_t(__pyx_v_i); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 267, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_6);
        if (unlikely(PyDict_SetItem(__pyx_v_seen, __pyx_v_row, __pyx_t_6) < 0)) __PYX_ERR(2, 267, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;

        /* "pandas/hashtable.pyx":268
 *             else:
 *                 seen[row] = i
 *                 result[i] = 0             # <<<<<<<<<<<<<<
 *     else:
 *         raise ValueError('keep must be either "first", "last" or False')
 */
        __pyx_t_18 = __pyx_v_i;
        *__Pyx_BufPtrStrided1d(__pyx_t_5numpy_uint8_t *, __pyx_pybuffernd_result.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_result.diminfo[0].strides) = 0;
      }
      __pyx_L12:;
    }

    /* "pandas/hashtable.pyx":260
 *                 seen[row] = i
 *                 result[i] = 0
 *     elif keep is False:             # <<<<<<<<<<<<<<
 *         for i from 0 <= i < n:
 *             row = values[i]
 */
    goto __pyx_L3;
  }

  /* "pandas/hashtable.pyx":270
 *                 result[i] = 0
 *     else:
 *         raise ValueError('keep must be either "first", "last" or False')             # <<<<<<<<<<<<<<
 * 
 *     return result.view(np.bool_)
 */
  /*else*/ {
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__3, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 270, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_Raise(__pyx_t_6, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    __PYX_ERR(2, 270, __pyx_L1_error)
  }
  __pyx_L3:;

  /* "pandas/hashtable.pyx":272
 *         raise ValueError('keep must be either "first", "last" or False')
 * 
 *     return result.view(np.bool_)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_result), __pyx_n_s_view); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 272, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_4 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 272, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_bool_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(2, 272, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_1))) {
    __pyx_t_4 = PyMethod_GET_SELF(__pyx_t_1);
    if (likely(__pyx_t_4)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_1);
      __Pyx_INCREF(__pyx_t_4);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_1, function);
    }
  }
  if (!__pyx_t_4) {
    __pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_3); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 272, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_GOTREF(__pyx_t_6);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 272, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_4); __pyx_t_4 = NULL;
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_3);
    __pyx_t_3 = 0;
    __pyx_t_6 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_5, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 272, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":235
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_object(ndarray[object] values, object keep='first'):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, n
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_result.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.duplicated_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_result.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_values.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF(__pyx_v_seen);
  __Pyx_XDECREF(__pyx_v_row);
  __Pyx_XDECREF((PyObject *)__pyx_v_result);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "pandas/hashtable.pyx":277
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def unique_label_indices(ndarray[int64_t, ndim=1] labels):             # <<<<<<<<<<<<<<
 *     """
 *     indices of the first occurrences of the unique labels
 */

/* Python wrapper */
static PyObject *__pyx_pw_6pandas_9hashtable_17unique_label_indices(PyObject *__pyx_self, PyObject *__pyx_v_labels); /*proto*/
static char __pyx_doc_6pandas_9hashtable_16unique_label_indices[] = "\n    indices of the first occurrences of the unique labels\n    *excluding* -1. equivelent to:\n        np.unique(labels, return_index=True)[1]\n    ";
static PyMethodDef __pyx_mdef_6pandas_9hashtable_17unique_label_indices = {"unique_label_indices", (PyCFunction)__pyx_pw_6pandas_9hashtable_17unique_label_indices, METH_O, __pyx_doc_6pandas_9hashtable_16unique_label_indices};
static PyObject *__pyx_pw_6pandas_9hashtable_17unique_label_indices(PyObject *__pyx_self, PyObject *__pyx_v_labels) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("unique_label_indices (wrapper)", 0);
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_labels), __pyx_ptype_5numpy_ndarray, 1, "labels", 0))) __PYX_ERR(2, 277, __pyx_L1_error)
  __pyx_r = __pyx_pf_6pandas_9hashtable_16unique_label_indices(__pyx_self, ((PyArrayObject *)__pyx_v_labels));

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_6pandas_9hashtable_16unique_label_indices(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_labels) {
  int __pyx_v_ret;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_n;
  kh_int64_t *__pyx_v_table;
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *__pyx_v_idx = 0;
  PyArrayObject *__pyx_v_arr = 0;
  __pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_v_ud;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_arr;
  __Pyx_Buffer __pyx_pybuffer_arr;
  __Pyx_LocalBuf_ND __pyx_pybuffernd_labels;
  __Pyx_Buffer __pyx_pybuffer_labels;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  __pyx_t_6pandas_9hashtable_Int64VectorData *__pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  int __pyx_t_7;
  khint_t __pyx_t_8;
  Py_ssize_t __pyx_t_9;
  Py_ssize_t __pyx_t_10;
  PyArrayObject *__pyx_t_11 = NULL;
  int __pyx_t_12;
  PyObject *__pyx_t_13 = NULL;
  PyObject *__pyx_t_14 = NULL;
  PyObject *__pyx_t_15 = NULL;
  int __pyx_t_16;
  Py_ssize_t __pyx_t_17;
  __pyx_t_5numpy_int64_t __pyx_t_18;
  __Pyx_RefNannySetupContext("unique_label_indices", 0);
  __pyx_pybuffer_arr.pybuffer.buf = NULL;
  __pyx_pybuffer_arr.refcount = 0;
  __pyx_pybuffernd_arr.data = NULL;
  __pyx_pybuffernd_arr.rcbuffer = &__pyx_pybuffer_arr;
  __pyx_pybuffer_labels.pybuffer.buf = NULL;
  __pyx_pybuffer_labels.refcount = 0;
  __pyx_pybuffernd_labels.data = NULL;
  __pyx_pybuffernd_labels.rcbuffer = &__pyx_pybuffer_labels;
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_labels.rcbuffer->pybuffer, (PyObject*)__pyx_v_labels, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) __PYX_ERR(2, 277, __pyx_L1_error)
  }
  __pyx_pybuffernd_labels.diminfo[0].strides = __pyx_pybuffernd_labels.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_labels.diminfo[0].shape = __pyx_pybuffernd_labels.rcbuffer->pybuffer.shape[0];

  /* "pandas/hashtable.pyx":284
 *     """
 *     cdef:
 *         int ret = 0             # <<<<<<<<<<<<<<
 *         Py_ssize_t i, n = len(labels)
 *         kh_int64_t * table = kh_init_int64()
 */
  __pyx_v_ret = 0;

  /* "pandas/hashtable.pyx":285
 *     cdef:
 *         int ret = 0
 *         Py_ssize_t i, n = len(labels)             # <<<<<<<<<<<<<<
 *         kh_int64_t * table = kh_init_int64()
 *         Int64Vector idx = Int64Vector()
 */
  __pyx_t_1 = PyObject_Length(((PyObject *)__pyx_v_labels)); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(2, 285, __pyx_L1_error)
  __pyx_v_n = __pyx_t_1;

  /* "pandas/hashtable.pyx":286
 *         int ret = 0
 *         Py_ssize_t i, n = len(labels)
 *         kh_int64_t * table = kh_init_int64()             # <<<<<<<<<<<<<<
 *         Int64Vector idx = Int64Vector()
 *         ndarray[int64_t, ndim=1] arr
 */
  __pyx_v_table = kh_init_int64();

  /* "pandas/hashtable.pyx":287
 *         Py_ssize_t i, n = len(labels)
 *         kh_int64_t * table = kh_init_int64()
 *         Int64Vector idx = Int64Vector()             # <<<<<<<<<<<<<<
 *         ndarray[int64_t, ndim=1] arr
 *         Int64VectorData *ud = idx.data
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_ptype_6pandas_9hashtable_Int64Vector), __pyx_empty_tuple, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 287, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_v_idx = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":289
 *         Int64Vector idx = Int64Vector()
 *         ndarray[int64_t, ndim=1] arr
 *         Int64VectorData *ud = idx.data             # <<<<<<<<<<<<<<
 * 
 *     kh_resize_int64(table, min(n, _SIZE_HINT_LIMIT))
 */
  __pyx_t_3 = __pyx_v_idx->data;
  __pyx_v_ud = __pyx_t_3;

  /* "pandas/hashtable.pyx":291
 *         Int64VectorData *ud = idx.data
 * 
 *     kh_resize_int64(table, min(n, _SIZE_HINT_LIMIT))             # <<<<<<<<<<<<<<
 * 
 *     with nogil:
 */
  __pyx_t_2 = __Pyx_GetModuleGlobalName(__pyx_n_s_SIZE_HINT_LIMIT); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 291, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_1 = __pyx_v_n;
  __pyx_t_5 = PyInt_FromSsize_t(__pyx_t_1); if (unlikely(!__pyx_t_5)) __PYX_ERR(2, 291, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_t_6 = PyObject_RichCompare(__pyx_t_2, __pyx_t_5, Py_LT); __Pyx_XGOTREF(__pyx_t_6); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 291, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_t_7 = __Pyx_PyObject_IsTrue(__pyx_t_6); if (unlikely(__pyx_t_7 < 0)) __PYX_ERR(2, 291, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  if (__pyx_t_7) {
    __Pyx_INCREF(__pyx_t_2);
    __pyx_t_4 = __pyx_t_2;
  } else {
    __pyx_t_6 = PyInt_FromSsize_t(__pyx_t_1); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 291, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __pyx_t_4 = __pyx_t_6;
    __pyx_t_6 = 0;
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_8 = __Pyx_PyInt_As_npy_uint32(__pyx_t_4); if (unlikely((__pyx_t_8 == (khint_t)-1) && PyErr_Occurred())) __PYX_ERR(2, 291, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  kh_resize_int64(__pyx_v_table, __pyx_t_8);

  /* "pandas/hashtable.pyx":293
 *     kh_resize_int64(table, min(n, _SIZE_HINT_LIMIT))
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         for i in range(n):
 *             kh_put_int64(table, labels[i], &ret)
 */
  {
      #ifdef WITH_THREAD
      PyThreadState *_save;
      Py_UNBLOCK_THREADS
      #endif
      /*try:*/ {

        /* "pandas/hashtable.pyx":294
 * 
 *     with nogil:
 *         for i in range(n):             # <<<<<<<<<<<<<<
 *             kh_put_int64(table, labels[i], &ret)
 *             if ret != 0:
 */
        __pyx_t_1 = __pyx_v_n;
        for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_1; __pyx_t_9+=1) {
          __pyx_v_i = __pyx_t_9;

          /* "pandas/hashtable.pyx":295
 *     with nogil:
 *         for i in range(n):
 *             kh_put_int64(table, labels[i], &ret)             # <<<<<<<<<<<<<<
 *             if ret != 0:
 *                 if needs_resize(ud):
 */
          __pyx_t_10 = __pyx_v_i;
          kh_put_int64(__pyx_v_table, (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_labels.rcbuffer->pybuffer.buf, __pyx_t_10, __pyx_pybuffernd_labels.diminfo[0].strides)), (&__pyx_v_ret));

          /* "pandas/hashtable.pyx":296
 *         for i in range(n):
 *             kh_put_int64(table, labels[i], &ret)
 *             if ret != 0:             # <<<<<<<<<<<<<<
 *                 if needs_resize(ud):
 *                     with gil:
 */
          __pyx_t_7 = ((__pyx_v_ret != 0) != 0);
          if (__pyx_t_7) {

            /* "pandas/hashtable.pyx":297
 *             kh_put_int64(table, labels[i], &ret)
 *             if ret != 0:
 *                 if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                     with gil:
 *                         idx.resize()
 */
            __pyx_t_7 = (__pyx_fuse_0__pyx_f_6pandas_9hashtable_needs_resize(__pyx_v_ud) != 0);
            if (__pyx_t_7) {

              /* "pandas/hashtable.pyx":298
 *             if ret != 0:
 *                 if needs_resize(ud):
 *                     with gil:             # <<<<<<<<<<<<<<
 *                         idx.resize()
 *                 append_data_int64(ud, i)
 */
              {
                  #ifdef WITH_THREAD
                  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
                  #endif
                  /*try:*/ {

                    /* "pandas/hashtable.pyx":299
 *                 if needs_resize(ud):
 *                     with gil:
 *                         idx.resize()             # <<<<<<<<<<<<<<
 *                 append_data_int64(ud, i)
 * 
 */
                    __pyx_t_4 = ((struct __pyx_vtabstruct_6pandas_9hashtable_Int64Vector *)__pyx_v_idx->__pyx_vtab)->resize(__pyx_v_idx); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 299, __pyx_L13_error)
                    __Pyx_GOTREF(__pyx_t_4);
                    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
                  }

                  /* "pandas/hashtable.pyx":298
 *             if ret != 0:
 *                 if needs_resize(ud):
 *                     with gil:             # <<<<<<<<<<<<<<
 *                         idx.resize()
 *                 append_data_int64(ud, i)
 */
                  /*finally:*/ {
                    /*normal exit:*/{
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L14;
                    }
                    __pyx_L13_error: {
                      #ifdef WITH_THREAD
                      PyGILState_Release(__pyx_gilstate_save);
                      #endif
                      goto __pyx_L4_error;
                    }
                    __pyx_L14:;
                  }
              }

              /* "pandas/hashtable.pyx":297
 *             kh_put_int64(table, labels[i], &ret)
 *             if ret != 0:
 *                 if needs_resize(ud):             # <<<<<<<<<<<<<<
 *                     with gil:
 *                         idx.resize()
 */
            }

            /* "pandas/hashtable.pyx":300
 *                     with gil:
 *                         idx.resize()
 *                 append_data_int64(ud, i)             # <<<<<<<<<<<<<<
 * 
 *     kh_destroy_int64(table)
 */
            __pyx_f_6pandas_9hashtable_append_data_int64(__pyx_v_ud, __pyx_v_i);

            /* "pandas/hashtable.pyx":296
 *         for i in range(n):
 *             kh_put_int64(table, labels[i], &ret)
 *             if ret != 0:             # <<<<<<<<<<<<<<
 *                 if needs_resize(ud):
 *                     with gil:
 */
          }
        }
      }

      /* "pandas/hashtable.pyx":293
 *     kh_resize_int64(table, min(n, _SIZE_HINT_LIMIT))
 * 
 *     with nogil:             # <<<<<<<<<<<<<<
 *         for i in range(n):
 *             kh_put_int64(table, labels[i], &ret)
 */
      /*finally:*/ {
        /*normal exit:*/{
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L5;
        }
        __pyx_L4_error: {
          #ifdef WITH_THREAD
          Py_BLOCK_THREADS
          #endif
          goto __pyx_L1_error;
        }
        __pyx_L5:;
      }
  }

  /* "pandas/hashtable.pyx":302
 *                 append_data_int64(ud, i)
 * 
 *     kh_destroy_int64(table)             # <<<<<<<<<<<<<<
 * 
 *     arr = idx.to_array()
 */
  kh_destroy_int64(__pyx_v_table);

  /* "pandas/hashtable.pyx":304
 *     kh_destroy_int64(table)
 * 
 *     arr = idx.to_array()             # <<<<<<<<<<<<<<
 *     arr = arr[labels[arr].argsort()]
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_idx), __pyx_n_s_to_array); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 304, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_6 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_2))) {
    __pyx_t_6 = PyMethod_GET_SELF(__pyx_t_2);
    if (likely(__pyx_t_6)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
      __Pyx_INCREF(__pyx_t_6);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_2, function);
    }
  }
  if (__pyx_t_6) {
    __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_6); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 304, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  } else {
    __pyx_t_4 = __Pyx_PyObject_CallNoArg(__pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 304, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (!(likely(((__pyx_t_4) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_4, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(2, 304, __pyx_L1_error)
  __pyx_t_11 = ((PyArrayObject *)__pyx_t_4);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_arr.rcbuffer->pybuffer);
    __pyx_t_12 = __Pyx_GetBufferAndValidate(&__pyx_pybuffernd_arr.rcbuffer->pybuffer, (PyObject*)__pyx_t_11, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack);
    if (unlikely(__pyx_t_12 < 0)) {
      PyErr_Fetch(&__pyx_t_13, &__pyx_t_14, &__pyx_t_15);
      if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_arr.rcbuffer->pybuffer, (PyObject*)__pyx_v_arr, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {
        Py_XDECREF(__pyx_t_13); Py_XDECREF(__pyx_t_14); Py_XDECREF(__pyx_t_15);
        __Pyx_RaiseBufferFallbackError();
      } else {
        PyErr_Restore(__pyx_t_13, __pyx_t_14, __pyx_t_15);
      }
    }
    __pyx_pybuffernd_arr.diminfo[0].strides = __pyx_pybuffernd_arr.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_arr.diminfo[0].shape = __pyx_pybuffernd_arr.rcbuffer->pybuffer.shape[0];
    if (unlikely(__pyx_t_12 < 0)) __PYX_ERR(2, 304, __pyx_L1_error)
  }
  __pyx_t_11 = 0;
  __pyx_v_arr = ((PyArrayObject *)__pyx_t_4);
  __pyx_t_4 = 0;

  /* "pandas/hashtable.pyx":305
 * 
 *     arr = idx.to_array()
 *     arr = arr[labels[arr].argsort()]             # <<<<<<<<<<<<<<
 * 
 *     return arr[1:] if arr.size != 0 and labels[arr[0]] == -1 else arr
 */
  __pyx_t_2 = PyObject_GetItem(((PyObject *)__pyx_v_labels), ((PyObject *)__pyx_v_arr)); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 305, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_argsort); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 305, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_6))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_6);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_6, function);
    }
  }
  if (__pyx_t_2) {
    __pyx_t_4 = __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 305, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  } else {
    __pyx_t_4 = __Pyx_PyObject_CallNoArg(__pyx_t_6); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 305, __pyx_L1_error)
  }
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  __pyx_t_6 = PyObject_GetItem(((PyObject *)__pyx_v_arr), __pyx_t_4); if (unlikely(!__pyx_t_6)) __PYX_ERR(2, 305, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  if (!(likely(((__pyx_t_6) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_6, __pyx_ptype_5numpy_ndarray))))) __PYX_ERR(2, 305, __pyx_L1_error)
  __pyx_t_11 = ((PyArrayObject *)__pyx_t_6);
  {
    __Pyx_BufFmt_StackElem __pyx_stack[1];
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_arr.rcbuffer->pybuffer);
    __pyx_t_12 = __Pyx_GetBufferAndValidate(&__pyx_pybuffernd_arr.rcbuffer->pybuffer, (PyObject*)__pyx_t_11, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack);
    if (unlikely(__pyx_t_12 < 0)) {
      PyErr_Fetch(&__pyx_t_15, &__pyx_t_14, &__pyx_t_13);
      if (unlikely(__Pyx_GetBufferAndValidate(&__pyx_pybuffernd_arr.rcbuffer->pybuffer, (PyObject*)__pyx_v_arr, &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, PyBUF_FORMAT| PyBUF_STRIDES, 1, 0, __pyx_stack) == -1)) {
        Py_XDECREF(__pyx_t_15); Py_XDECREF(__pyx_t_14); Py_XDECREF(__pyx_t_13);
        __Pyx_RaiseBufferFallbackError();
      } else {
        PyErr_Restore(__pyx_t_15, __pyx_t_14, __pyx_t_13);
      }
    }
    __pyx_pybuffernd_arr.diminfo[0].strides = __pyx_pybuffernd_arr.rcbuffer->pybuffer.strides[0]; __pyx_pybuffernd_arr.diminfo[0].shape = __pyx_pybuffernd_arr.rcbuffer->pybuffer.shape[0];
    if (unlikely(__pyx_t_12 < 0)) __PYX_ERR(2, 305, __pyx_L1_error)
  }
  __pyx_t_11 = 0;
  __Pyx_DECREF_SET(__pyx_v_arr, ((PyArrayObject *)__pyx_t_6));
  __pyx_t_6 = 0;

  /* "pandas/hashtable.pyx":307
 *     arr = arr[labels[arr].argsort()]
 * 
 *     return arr[1:] if arr.size != 0 and labels[arr[0]] == -1 else arr             # <<<<<<<<<<<<<<
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_4 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_arr), __pyx_n_s_size); if (unlikely(!__pyx_t_4)) __PYX_ERR(2, 307, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_2 = PyObject_RichCompare(__pyx_t_4, __pyx_int_0, Py_NE); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 307, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_16 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_16 < 0)) __PYX_ERR(2, 307, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  if (__pyx_t_16) {
  } else {
    __pyx_t_7 = __pyx_t_16;
    goto __pyx_L15_bool_binop_done;
  }
  __pyx_t_17 = 0;
  __pyx_t_18 = (*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_arr.rcbuffer->pybuffer.buf, __pyx_t_17, __pyx_pybuffernd_arr.diminfo[0].strides));
  __pyx_t_16 = (((*__Pyx_BufPtrStrided1d(__pyx_t_5numpy_int64_t *, __pyx_pybuffernd_labels.rcbuffer->pybuffer.buf, __pyx_t_18, __pyx_pybuffernd_labels.diminfo[0].strides)) == -1LL) != 0);
  __pyx_t_7 = __pyx_t_16;
  __pyx_L15_bool_binop_done:;
  if (__pyx_t_7) {
    __pyx_t_2 = __Pyx_PyObject_GetSlice(((PyObject *)__pyx_v_arr), 1, 0, NULL, NULL, &__pyx_slice__4, 1, 0, 0); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 307, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_6 = __pyx_t_2;
    __pyx_t_2 = 0;
  } else {
    __Pyx_INCREF(((PyObject *)__pyx_v_arr));
    __pyx_t_6 = ((PyObject *)__pyx_v_arr);
  }
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "pandas/hashtable.pyx":277
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def unique_label_indices(ndarray[int64_t, ndim=1] labels):             # <<<<<<<<<<<<<<
 *     """
 *     indices of the first occurrences of the unique labels
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  { PyObject *__pyx_type, *__pyx_value, *__pyx_tb;
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ErrFetch(&__pyx_type, &__pyx_value, &__pyx_tb);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_arr.rcbuffer->pybuffer);
    __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_labels.rcbuffer->pybuffer);
  __Pyx_ErrRestore(__pyx_type, __pyx_value, __pyx_tb);}
  __Pyx_AddTraceback("pandas.hashtable.unique_label_indices", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  goto __pyx_L2;
  __pyx_L0:;
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_arr.rcbuffer->pybuffer);
  __Pyx_SafeReleaseBuffer(&__pyx_pybuffernd_labels.rcbuffer->pybuffer);
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_idx);
  __Pyx_XDECREF((PyObject *)__pyx_v_arr);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "util.pxd":55
 *     enum: INT64_MIN
 * 
 * cdef inline object get_value_at(ndarray arr, object loc):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, sz
 */

static CYTHON_INLINE PyObject *__pyx_f_4util_get_value_at(PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_loc) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_sz;
  PyObject *__pyx_v_casted = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t __pyx_t_3;
  int __pyx_t_4;
  __Pyx_RefNannySetupContext("get_value_at", 0);
  __Pyx_INCREF(__pyx_v_loc);

  /* "util.pxd":59
 *         Py_ssize_t i, sz
 *         void* data_ptr
 *     if is_float_object(loc):             # <<<<<<<<<<<<<<
 *         casted = int(loc)
 *         if casted == loc:
 */
  __pyx_t_1 = (is_float_object(__pyx_v_loc) != 0);
  if (__pyx_t_1) {

    /* "util.pxd":60
 *         void* data_ptr
 *     if is_float_object(loc):
 *         casted = int(loc)             # <<<<<<<<<<<<<<
 *         if casted == loc:
 *             loc = casted
 */
    __pyx_t_2 = __Pyx_PyNumber_Int(__pyx_v_loc); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 60, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_v_casted = __pyx_t_2;
    __pyx_t_2 = 0;

    /* "util.pxd":61
 *     if is_float_object(loc):
 *         casted = int(loc)
 *         if casted == loc:             # <<<<<<<<<<<<<<
 *             loc = casted
 *     i = <Py_ssize_t> loc
 */
    __pyx_t_2 = PyObject_RichCompare(__pyx_v_casted, __pyx_v_loc, Py_EQ); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 61, __pyx_L1_error)
    __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(3, 61, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (__pyx_t_1) {

      /* "util.pxd":62
 *         casted = int(loc)
 *         if casted == loc:
 *             loc = casted             # <<<<<<<<<<<<<<
 *     i = <Py_ssize_t> loc
 *     sz = cnp.PyArray_SIZE(arr)
 */
      __Pyx_INCREF(__pyx_v_casted);
      __Pyx_DECREF_SET(__pyx_v_loc, __pyx_v_casted);

      /* "util.pxd":61
 *     if is_float_object(loc):
 *         casted = int(loc)
 *         if casted == loc:             # <<<<<<<<<<<<<<
 *             loc = casted
 *     i = <Py_ssize_t> loc
 */
    }

    /* "util.pxd":59
 *         Py_ssize_t i, sz
 *         void* data_ptr
 *     if is_float_object(loc):             # <<<<<<<<<<<<<<
 *         casted = int(loc)
 *         if casted == loc:
 */
  }

  /* "util.pxd":63
 *         if casted == loc:
 *             loc = casted
 *     i = <Py_ssize_t> loc             # <<<<<<<<<<<<<<
 *     sz = cnp.PyArray_SIZE(arr)
 * 
 */
  __pyx_t_3 = __Pyx_PyIndex_AsSsize_t(__pyx_v_loc); if (unlikely((__pyx_t_3 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(3, 63, __pyx_L1_error)
  __pyx_v_i = ((Py_ssize_t)__pyx_t_3);

  /* "util.pxd":64
 *             loc = casted
 *     i = <Py_ssize_t> loc
 *     sz = cnp.PyArray_SIZE(arr)             # <<<<<<<<<<<<<<
 * 
 *     if i < 0 and sz > 0:
 */
  __pyx_v_sz = PyArray_SIZE(__pyx_v_arr);

  /* "util.pxd":66
 *     sz = cnp.PyArray_SIZE(arr)
 * 
 *     if i < 0 and sz > 0:             # <<<<<<<<<<<<<<
 *         i += sz
 *     elif i >= sz or sz == 0:
 */
  __pyx_t_4 = ((__pyx_v_i < 0) != 0);
  if (__pyx_t_4) {
  } else {
    __pyx_t_1 = __pyx_t_4;
    goto __pyx_L6_bool_binop_done;
  }
  __pyx_t_4 = ((__pyx_v_sz > 0) != 0);
  __pyx_t_1 = __pyx_t_4;
  __pyx_L6_bool_binop_done:;
  if (__pyx_t_1) {

    /* "util.pxd":67
 * 
 *     if i < 0 and sz > 0:
 *         i += sz             # <<<<<<<<<<<<<<
 *     elif i >= sz or sz == 0:
 *         raise IndexError('index out of bounds')
 */
    __pyx_v_i = (__pyx_v_i + __pyx_v_sz);

    /* "util.pxd":66
 *     sz = cnp.PyArray_SIZE(arr)
 * 
 *     if i < 0 and sz > 0:             # <<<<<<<<<<<<<<
 *         i += sz
 *     elif i >= sz or sz == 0:
 */
    goto __pyx_L5;
  }

  /* "util.pxd":68
 *     if i < 0 and sz > 0:
 *         i += sz
 *     elif i >= sz or sz == 0:             # <<<<<<<<<<<<<<
 *         raise IndexError('index out of bounds')
 * 
 */
  __pyx_t_4 = ((__pyx_v_i >= __pyx_v_sz) != 0);
  if (!__pyx_t_4) {
  } else {
    __pyx_t_1 = __pyx_t_4;
    goto __pyx_L8_bool_binop_done;
  }
  __pyx_t_4 = ((__pyx_v_sz == 0) != 0);
  __pyx_t_1 = __pyx_t_4;
  __pyx_L8_bool_binop_done:;
  if (__pyx_t_1) {

    /* "util.pxd":69
 *         i += sz
 *     elif i >= sz or sz == 0:
 *         raise IndexError('index out of bounds')             # <<<<<<<<<<<<<<
 * 
 *     return get_value_1d(arr, i)
 */
    __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_IndexError, __pyx_tuple__5, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 69, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(3, 69, __pyx_L1_error)

    /* "util.pxd":68
 *     if i < 0 and sz > 0:
 *         i += sz
 *     elif i >= sz or sz == 0:             # <<<<<<<<<<<<<<
 *         raise IndexError('index out of bounds')
 * 
 */
  }
  __pyx_L5:;

  /* "util.pxd":71
 *         raise IndexError('index out of bounds')
 * 
 *     return get_value_1d(arr, i)             # <<<<<<<<<<<<<<
 * 
 * cdef inline set_value_at_unsafe(ndarray arr, object loc, object value):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = get_value_1d(__pyx_v_arr, __pyx_v_i); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 71, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "util.pxd":55
 *     enum: INT64_MIN
 * 
 * cdef inline object get_value_at(ndarray arr, object loc):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, sz
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("util.get_value_at", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_casted);
  __Pyx_XDECREF(__pyx_v_loc);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "util.pxd":73
 *     return get_value_1d(arr, i)
 * 
 * cdef inline set_value_at_unsafe(ndarray arr, object loc, object value):             # <<<<<<<<<<<<<<
 *     """Sets a value into the array without checking the writeable flag.
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_4util_set_value_at_unsafe(PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_loc, PyObject *__pyx_v_value) {
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_sz;
  PyObject *__pyx_v_casted = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t __pyx_t_3;
  int __pyx_t_4;
  __Pyx_RefNannySetupContext("set_value_at_unsafe", 0);
  __Pyx_INCREF(__pyx_v_loc);

  /* "util.pxd":81
 *     cdef:
 *         Py_ssize_t i, sz
 *     if is_float_object(loc):             # <<<<<<<<<<<<<<
 *         casted = int(loc)
 *         if casted == loc:
 */
  __pyx_t_1 = (is_float_object(__pyx_v_loc) != 0);
  if (__pyx_t_1) {

    /* "util.pxd":82
 *         Py_ssize_t i, sz
 *     if is_float_object(loc):
 *         casted = int(loc)             # <<<<<<<<<<<<<<
 *         if casted == loc:
 *             loc = casted
 */
    __pyx_t_2 = __Pyx_PyNumber_Int(__pyx_v_loc); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 82, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_v_casted = __pyx_t_2;
    __pyx_t_2 = 0;

    /* "util.pxd":83
 *     if is_float_object(loc):
 *         casted = int(loc)
 *         if casted == loc:             # <<<<<<<<<<<<<<
 *             loc = casted
 *     i = <Py_ssize_t> loc
 */
    __pyx_t_2 = PyObject_RichCompare(__pyx_v_casted, __pyx_v_loc, Py_EQ); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 83, __pyx_L1_error)
    __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(3, 83, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    if (__pyx_t_1) {

      /* "util.pxd":84
 *         casted = int(loc)
 *         if casted == loc:
 *             loc = casted             # <<<<<<<<<<<<<<
 *     i = <Py_ssize_t> loc
 *     sz = cnp.PyArray_SIZE(arr)
 */
      __Pyx_INCREF(__pyx_v_casted);
      __Pyx_DECREF_SET(__pyx_v_loc, __pyx_v_casted);

      /* "util.pxd":83
 *     if is_float_object(loc):
 *         casted = int(loc)
 *         if casted == loc:             # <<<<<<<<<<<<<<
 *             loc = casted
 *     i = <Py_ssize_t> loc
 */
    }

    /* "util.pxd":81
 *     cdef:
 *         Py_ssize_t i, sz
 *     if is_float_object(loc):             # <<<<<<<<<<<<<<
 *         casted = int(loc)
 *         if casted == loc:
 */
  }

  /* "util.pxd":85
 *         if casted == loc:
 *             loc = casted
 *     i = <Py_ssize_t> loc             # <<<<<<<<<<<<<<
 *     sz = cnp.PyArray_SIZE(arr)
 * 
 */
  __pyx_t_3 = __Pyx_PyIndex_AsSsize_t(__pyx_v_loc); if (unlikely((__pyx_t_3 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(3, 85, __pyx_L1_error)
  __pyx_v_i = ((Py_ssize_t)__pyx_t_3);

  /* "util.pxd":86
 *             loc = casted
 *     i = <Py_ssize_t> loc
 *     sz = cnp.PyArray_SIZE(arr)             # <<<<<<<<<<<<<<
 * 
 *     if i < 0:
 */
  __pyx_v_sz = PyArray_SIZE(__pyx_v_arr);

  /* "util.pxd":88
 *     sz = cnp.PyArray_SIZE(arr)
 * 
 *     if i < 0:             # <<<<<<<<<<<<<<
 *         i += sz
 *     elif i >= sz:
 */
  __pyx_t_1 = ((__pyx_v_i < 0) != 0);
  if (__pyx_t_1) {

    /* "util.pxd":89
 * 
 *     if i < 0:
 *         i += sz             # <<<<<<<<<<<<<<
 *     elif i >= sz:
 *         raise IndexError('index out of bounds')
 */
    __pyx_v_i = (__pyx_v_i + __pyx_v_sz);

    /* "util.pxd":88
 *     sz = cnp.PyArray_SIZE(arr)
 * 
 *     if i < 0:             # <<<<<<<<<<<<<<
 *         i += sz
 *     elif i >= sz:
 */
    goto __pyx_L5;
  }

  /* "util.pxd":90
 *     if i < 0:
 *         i += sz
 *     elif i >= sz:             # <<<<<<<<<<<<<<
 *         raise IndexError('index out of bounds')
 * 
 */
  __pyx_t_1 = ((__pyx_v_i >= __pyx_v_sz) != 0);
  if (__pyx_t_1) {

    /* "util.pxd":91
 *         i += sz
 *     elif i >= sz:
 *         raise IndexError('index out of bounds')             # <<<<<<<<<<<<<<
 * 
 *     assign_value_1d(arr, i, value)
 */
    __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_IndexError, __pyx_tuple__6, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 91, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(3, 91, __pyx_L1_error)

    /* "util.pxd":90
 *     if i < 0:
 *         i += sz
 *     elif i >= sz:             # <<<<<<<<<<<<<<
 *         raise IndexError('index out of bounds')
 * 
 */
  }
  __pyx_L5:;

  /* "util.pxd":93
 *         raise IndexError('index out of bounds')
 * 
 *     assign_value_1d(arr, i, value)             # <<<<<<<<<<<<<<
 * 
 * cdef inline set_value_at(ndarray arr, object loc, object value):
 */
  __pyx_t_4 = assign_value_1d(__pyx_v_arr, __pyx_v_i, __pyx_v_value); if (unlikely(__pyx_t_4 == -1)) __PYX_ERR(3, 93, __pyx_L1_error)

  /* "util.pxd":73
 *     return get_value_1d(arr, i)
 * 
 * cdef inline set_value_at_unsafe(ndarray arr, object loc, object value):             # <<<<<<<<<<<<<<
 *     """Sets a value into the array without checking the writeable flag.
 * 
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("util.set_value_at_unsafe", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_casted);
  __Pyx_XDECREF(__pyx_v_loc);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "util.pxd":95
 *     assign_value_1d(arr, i, value)
 * 
 * cdef inline set_value_at(ndarray arr, object loc, object value):             # <<<<<<<<<<<<<<
 *     """Sets a value into the array after checking that the array is mutable.
 *     """
 */

static CYTHON_INLINE PyObject *__pyx_f_4util_set_value_at(PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_loc, PyObject *__pyx_v_value) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("set_value_at", 0);

  /* "util.pxd":98
 *     """Sets a value into the array after checking that the array is mutable.
 *     """
 *     if not cnp.PyArray_ISWRITEABLE(arr):             # <<<<<<<<<<<<<<
 *         raise ValueError('assignment destination is read-only')
 * 
 */
  __pyx_t_1 = ((!(PyArray_ISWRITEABLE(__pyx_v_arr) != 0)) != 0);
  if (__pyx_t_1) {

    /* "util.pxd":99
 *     """
 *     if not cnp.PyArray_ISWRITEABLE(arr):
 *         raise ValueError('assignment destination is read-only')             # <<<<<<<<<<<<<<
 * 
 *     set_value_at_unsafe(arr, loc, value)
 */
    __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__7, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 99, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(3, 99, __pyx_L1_error)

    /* "util.pxd":98
 *     """Sets a value into the array after checking that the array is mutable.
 *     """
 *     if not cnp.PyArray_ISWRITEABLE(arr):             # <<<<<<<<<<<<<<
 *         raise ValueError('assignment destination is read-only')
 * 
 */
  }

  /* "util.pxd":101
 *         raise ValueError('assignment destination is read-only')
 * 
 *     set_value_at_unsafe(arr, loc, value)             # <<<<<<<<<<<<<<
 * 
 * cdef inline int is_contiguous(ndarray arr):
 */
  __pyx_t_2 = __pyx_f_4util_set_value_at_unsafe(__pyx_v_arr, __pyx_v_loc, __pyx_v_value); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 101, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "util.pxd":95
 *     assign_value_1d(arr, i, value)
 * 
 * cdef inline set_value_at(ndarray arr, object loc, object value):             # <<<<<<<<<<<<<<
 *     """Sets a value into the array after checking that the array is mutable.
 *     """
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("util.set_value_at", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "util.pxd":103
 *     set_value_at_unsafe(arr, loc, value)
 * 
 * cdef inline int is_contiguous(ndarray arr):             # <<<<<<<<<<<<<<
 *     return cnp.PyArray_CHKFLAGS(arr, cnp.NPY_C_CONTIGUOUS)
 * 
 */

static CYTHON_INLINE int __pyx_f_4util_is_contiguous(PyArrayObject *__pyx_v_arr) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("is_contiguous", 0);

  /* "util.pxd":104
 * 
 * cdef inline int is_contiguous(ndarray arr):
 *     return cnp.PyArray_CHKFLAGS(arr, cnp.NPY_C_CONTIGUOUS)             # <<<<<<<<<<<<<<
 * 
 * cdef inline is_array(object o):
 */
  __pyx_r = PyArray_CHKFLAGS(__pyx_v_arr, NPY_C_CONTIGUOUS);
  goto __pyx_L0;

  /* "util.pxd":103
 *     set_value_at_unsafe(arr, loc, value)
 * 
 * cdef inline int is_contiguous(ndarray arr):             # <<<<<<<<<<<<<<
 *     return cnp.PyArray_CHKFLAGS(arr, cnp.NPY_C_CONTIGUOUS)
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "util.pxd":106
 *     return cnp.PyArray_CHKFLAGS(arr, cnp.NPY_C_CONTIGUOUS)
 * 
 * cdef inline is_array(object o):             # <<<<<<<<<<<<<<
 *     return cnp.PyArray_Check(o)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_4util_is_array(PyObject *__pyx_v_o) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("is_array", 0);

  /* "util.pxd":107
 * 
 * cdef inline is_array(object o):
 *     return cnp.PyArray_Check(o)             # <<<<<<<<<<<<<<
 * 
 * cdef inline bint _checknull(object val):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyBool_FromLong(PyArray_Check(__pyx_v_o)); if (unlikely(!__pyx_t_1)) __PYX_ERR(3, 107, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "util.pxd":106
 *     return cnp.PyArray_CHKFLAGS(arr, cnp.NPY_C_CONTIGUOUS)
 * 
 * cdef inline is_array(object o):             # <<<<<<<<<<<<<<
 *     return cnp.PyArray_Check(o)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("util.is_array", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "util.pxd":109
 *     return cnp.PyArray_Check(o)
 * 
 * cdef inline bint _checknull(object val):             # <<<<<<<<<<<<<<
 *     try:
 *         return val is None or (cpython.PyFloat_Check(val) and val != val)
 */

static CYTHON_INLINE int __pyx_f_4util__checknull(PyObject *__pyx_v_val) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  int __pyx_t_5;
  int __pyx_t_6;
  PyObject *__pyx_t_7 = NULL;
  int __pyx_t_8;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  __Pyx_RefNannySetupContext("_checknull", 0);

  /* "util.pxd":110
 * 
 * cdef inline bint _checknull(object val):
 *     try:             # <<<<<<<<<<<<<<
 *         return val is None or (cpython.PyFloat_Check(val) and val != val)
 *     except ValueError:
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_1, &__pyx_t_2, &__pyx_t_3);
    __Pyx_XGOTREF(__pyx_t_1);
    __Pyx_XGOTREF(__pyx_t_2);
    __Pyx_XGOTREF(__pyx_t_3);
    /*try:*/ {

      /* "util.pxd":111
 * cdef inline bint _checknull(object val):
 *     try:
 *         return val is None or (cpython.PyFloat_Check(val) and val != val)             # <<<<<<<<<<<<<<
 *     except ValueError:
 *         return False
 */
      __pyx_t_5 = (__pyx_v_val == Py_None);
      __pyx_t_6 = (__pyx_t_5 != 0);
      if (!__pyx_t_6) {
      } else {
        __pyx_t_4 = __pyx_t_6;
        goto __pyx_L11_bool_binop_done;
      }
      __pyx_t_6 = (PyFloat_Check(__pyx_v_val) != 0);
      if (__pyx_t_6) {
      } else {
        __pyx_t_4 = __pyx_t_6;
        goto __pyx_L11_bool_binop_done;
      }
      __pyx_t_7 = PyObject_RichCompare(__pyx_v_val, __pyx_v_val, Py_NE); __Pyx_XGOTREF(__pyx_t_7); if (unlikely(!__pyx_t_7)) __PYX_ERR(3, 111, __pyx_L3_error)
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_7); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(3, 111, __pyx_L3_error)
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __pyx_t_4 = __pyx_t_6;
      __pyx_L11_bool_binop_done:;
      __pyx_r = __pyx_t_4;
      goto __pyx_L7_try_return;

      /* "util.pxd":110
 * 
 * cdef inline bint _checknull(object val):
 *     try:             # <<<<<<<<<<<<<<
 *         return val is None or (cpython.PyFloat_Check(val) and val != val)
 *     except ValueError:
 */
    }
    __pyx_L3_error:;
    __Pyx_PyThreadState_assign
    __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

    /* "util.pxd":112
 *     try:
 *         return val is None or (cpython.PyFloat_Check(val) and val != val)
 *     except ValueError:             # <<<<<<<<<<<<<<
 *         return False
 * 
 */
    __pyx_t_8 = __Pyx_PyErr_ExceptionMatches(__pyx_builtin_ValueError);
    if (__pyx_t_8) {
      __Pyx_AddTraceback("util._checknull", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_7, &__pyx_t_9, &__pyx_t_10) < 0) __PYX_ERR(3, 112, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_7);
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_GOTREF(__pyx_t_10);

      /* "util.pxd":113
 *         return val is None or (cpython.PyFloat_Check(val) and val != val)
 *     except ValueError:
 *         return False             # <<<<<<<<<<<<<<
 * 
 * cdef inline bint _checknull_old(object val):
 */
      __pyx_r = 0;
      __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
      goto __pyx_L6_except_return;
    }
    goto __pyx_L5_except_error;
    __pyx_L5_except_error:;

    /* "util.pxd":110
 * 
 * cdef inline bint _checknull(object val):
 *     try:             # <<<<<<<<<<<<<<
 *         return val is None or (cpython.PyFloat_Check(val) and val != val)
 *     except ValueError:
 */
    __Pyx_PyThreadState_assign
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L1_error;
    __pyx_L7_try_return:;
    __Pyx_PyThreadState_assign
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L0;
    __pyx_L6_except_return:;
    __Pyx_PyThreadState_assign
    __Pyx_XGIVEREF(__pyx_t_1);
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_ExceptionReset(__pyx_t_1, __pyx_t_2, __pyx_t_3);
    goto __pyx_L0;
  }

  /* "util.pxd":109
 *     return cnp.PyArray_Check(o)
 * 
 * cdef inline bint _checknull(object val):             # <<<<<<<<<<<<<<
 *     try:
 *         return val is None or (cpython.PyFloat_Check(val) and val != val)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_WriteUnraisable("util._checknull", __pyx_clineno, __pyx_lineno, __pyx_filename, 0, 0);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "util.pxd":115
 *         return False
 * 
 * cdef inline bint _checknull_old(object val):             # <<<<<<<<<<<<<<
 *     import numpy as np
 *     cdef double INF = <double> np.inf
 */

static CYTHON_INLINE int __pyx_f_4util__checknull_old(PyObject *__pyx_v_val) {
  PyObject *__pyx_v_np = NULL;
  double __pyx_v_INF;
  double __pyx_v_NEGINF;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  double __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  int __pyx_t_7;
  int __pyx_t_8;
  PyObject *__pyx_t_9 = NULL;
  int __pyx_t_10;
  PyObject *__pyx_t_11 = NULL;
  __Pyx_RefNannySetupContext("_checknull_old", 0);

  /* "util.pxd":116
 * 
 * cdef inline bint _checknull_old(object val):
 *     import numpy as np             # <<<<<<<<<<<<<<
 *     cdef double INF = <double> np.inf
 *     cdef double NEGINF = -INF
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_numpy, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(3, 116, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_np = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "util.pxd":117
 * cdef inline bint _checknull_old(object val):
 *     import numpy as np
 *     cdef double INF = <double> np.inf             # <<<<<<<<<<<<<<
 *     cdef double NEGINF = -INF
 *     try:
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_np, __pyx_n_s_inf); if (unlikely(!__pyx_t_1)) __PYX_ERR(3, 117, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __pyx_PyFloat_AsDouble(__pyx_t_1); if (unlikely((__pyx_t_2 == (double)-1) && PyErr_Occurred())) __PYX_ERR(3, 117, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_v_INF = ((double)__pyx_t_2);

  /* "util.pxd":118
 *     import numpy as np
 *     cdef double INF = <double> np.inf
 *     cdef double NEGINF = -INF             # <<<<<<<<<<<<<<
 *     try:
 *         return val is None or (cpython.PyFloat_Check(val) and (val != val or val == INF or val == NEGINF))
 */
  __pyx_v_NEGINF = (-__pyx_v_INF);

  /* "util.pxd":119
 *     cdef double INF = <double> np.inf
 *     cdef double NEGINF = -INF
 *     try:             # <<<<<<<<<<<<<<
 *         return val is None or (cpython.PyFloat_Check(val) and (val != val or val == INF or val == NEGINF))
 *     except ValueError:
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_3, &__pyx_t_4, &__pyx_t_5);
    __Pyx_XGOTREF(__pyx_t_3);
    __Pyx_XGOTREF(__pyx_t_4);
    __Pyx_XGOTREF(__pyx_t_5);
    /*try:*/ {

      /* "util.pxd":120
 *     cdef double NEGINF = -INF
 *     try:
 *         return val is None or (cpython.PyFloat_Check(val) and (val != val or val == INF or val == NEGINF))             # <<<<<<<<<<<<<<
 *     except ValueError:
 *         return False
 */
      __pyx_t_7 = (__pyx_v_val == Py_None);
      __pyx_t_8 = (__pyx_t_7 != 0);
      if (!__pyx_t_8) {
      } else {
        __pyx_t_6 = __pyx_t_8;
        goto __pyx_L11_bool_binop_done;
      }
      __pyx_t_8 = (PyFloat_Check(__pyx_v_val) != 0);
      if (__pyx_t_8) {
      } else {
        __pyx_t_6 = __pyx_t_8;
        goto __pyx_L11_bool_binop_done;
      }
      __pyx_t_1 = PyObject_RichCompare(__pyx_v_val, __pyx_v_val, Py_NE); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(3, 120, __pyx_L3_error)
      __pyx_t_8 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(3, 120, __pyx_L3_error)
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      if (!__pyx_t_8) {
      } else {
        __pyx_t_6 = __pyx_t_8;
        goto __pyx_L11_bool_binop_done;
      }
      __pyx_t_1 = PyFloat_FromDouble(__pyx_v_INF); if (unlikely(!__pyx_t_1)) __PYX_ERR(3, 120, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_9 = PyObject_RichCompare(__pyx_v_val, __pyx_t_1, Py_EQ); __Pyx_XGOTREF(__pyx_t_9); if (unlikely(!__pyx_t_9)) __PYX_ERR(3, 120, __pyx_L3_error)
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_8 = __Pyx_PyObject_IsTrue(__pyx_t_9); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(3, 120, __pyx_L3_error)
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      if (!__pyx_t_8) {
      } else {
        __pyx_t_6 = __pyx_t_8;
        goto __pyx_L11_bool_binop_done;
      }
      __pyx_t_9 = PyFloat_FromDouble(__pyx_v_NEGINF); if (unlikely(!__pyx_t_9)) __PYX_ERR(3, 120, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_1 = PyObject_RichCompare(__pyx_v_val, __pyx_t_9, Py_EQ); __Pyx_XGOTREF(__pyx_t_1); if (unlikely(!__pyx_t_1)) __PYX_ERR(3, 120, __pyx_L3_error)
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_t_8 = __Pyx_PyObject_IsTrue(__pyx_t_1); if (unlikely(__pyx_t_8 < 0)) __PYX_ERR(3, 120, __pyx_L3_error)
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __pyx_t_6 = __pyx_t_8;
      __pyx_L11_bool_binop_done:;
      __pyx_r = __pyx_t_6;
      goto __pyx_L7_try_return;

      /* "util.pxd":119
 *     cdef double INF = <double> np.inf
 *     cdef double NEGINF = -INF
 *     try:             # <<<<<<<<<<<<<<
 *         return val is None or (cpython.PyFloat_Check(val) and (val != val or val == INF or val == NEGINF))
 *     except ValueError:
 */
    }
    __pyx_L3_error:;
    __Pyx_PyThreadState_assign
    __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "util.pxd":121
 *     try:
 *         return val is None or (cpython.PyFloat_Check(val) and (val != val or val == INF or val == NEGINF))
 *     except ValueError:             # <<<<<<<<<<<<<<
 *         return False
 * 
 */
    __pyx_t_10 = __Pyx_PyErr_ExceptionMatches(__pyx_builtin_ValueError);
    if (__pyx_t_10) {
      __Pyx_AddTraceback("util._checknull_old", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_1, &__pyx_t_9, &__pyx_t_11) < 0) __PYX_ERR(3, 121, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_GOTREF(__pyx_t_11);

      /* "util.pxd":122
 *         return val is None or (cpython.PyFloat_Check(val) and (val != val or val == INF or val == NEGINF))
 *     except ValueError:
 *         return False             # <<<<<<<<<<<<<<
 * 
 * cdef inline bint _checknan(object val):
 */
      __pyx_r = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
      goto __pyx_L6_except_return;
    }
    goto __pyx_L5_except_error;
    __pyx_L5_except_error:;

    /* "util.pxd":119
 *     cdef double INF = <double> np.inf
 *     cdef double NEGINF = -INF
 *     try:             # <<<<<<<<<<<<<<
 *         return val is None or (cpython.PyFloat_Check(val) and (val != val or val == INF or val == NEGINF))
 *     except ValueError:
 */
    __Pyx_PyThreadState_assign
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_XGIVEREF(__pyx_t_4);
    __Pyx_XGIVEREF(__pyx_t_5);
    __Pyx_ExceptionReset(__pyx_t_3, __pyx_t_4, __pyx_t_5);
    goto __pyx_L1_error;
    __pyx_L7_try_return:;
    __Pyx_PyThreadState_assign
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_XGIVEREF(__pyx_t_4);
    __Pyx_XGIVEREF(__pyx_t_5);
    __Pyx_ExceptionReset(__pyx_t_3, __pyx_t_4, __pyx_t_5);
    goto __pyx_L0;
    __pyx_L6_except_return:;
    __Pyx_PyThreadState_assign
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_XGIVEREF(__pyx_t_4);
    __Pyx_XGIVEREF(__pyx_t_5);
    __Pyx_ExceptionReset(__pyx_t_3, __pyx_t_4, __pyx_t_5);
    goto __pyx_L0;
  }

  /* "util.pxd":115
 *         return False
 * 
 * cdef inline bint _checknull_old(object val):             # <<<<<<<<<<<<<<
 *     import numpy as np
 *     cdef double INF = <double> np.inf
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_11);
  __Pyx_WriteUnraisable("util._checknull_old", __pyx_clineno, __pyx_lineno, __pyx_filename, 0, 0);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_np);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "util.pxd":124
 *         return False
 * 
 * cdef inline bint _checknan(object val):             # <<<<<<<<<<<<<<
 *     return not cnp.PyArray_Check(val) and val != val
 * 
 */

static CYTHON_INLINE int __pyx_f_4util__checknan(PyObject *__pyx_v_val) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  __Pyx_RefNannySetupContext("_checknan", 0);

  /* "util.pxd":125
 * 
 * cdef inline bint _checknan(object val):
 *     return not cnp.PyArray_Check(val) and val != val             # <<<<<<<<<<<<<<
 * 
 * cdef inline bint is_period_object(object val):
 */
  __pyx_t_2 = ((!(PyArray_Check(__pyx_v_val) != 0)) != 0);
  if (__pyx_t_2) {
  } else {
    __pyx_t_1 = __pyx_t_2;
    goto __pyx_L3_bool_binop_done;
  }
  __pyx_t_3 = PyObject_RichCompare(__pyx_v_val, __pyx_v_val, Py_NE); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(3, 125, __pyx_L1_error)
  __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(3, 125, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_t_1 = __pyx_t_2;
  __pyx_L3_bool_binop_done:;
  __pyx_r = __pyx_t_1;
  goto __pyx_L0;

  /* "util.pxd":124
 *         return False
 * 
 * cdef inline bint _checknan(object val):             # <<<<<<<<<<<<<<
 *     return not cnp.PyArray_Check(val) and val != val
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_WriteUnraisable("util._checknan", __pyx_clineno, __pyx_lineno, __pyx_filename, 0, 0);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "util.pxd":127
 *     return not cnp.PyArray_Check(val) and val != val
 * 
 * cdef inline bint is_period_object(object val):             # <<<<<<<<<<<<<<
 *     return getattr(val, '_typ', '_typ') == 'period'
 */

static CYTHON_INLINE int __pyx_f_4util_is_period_object(PyObject *__pyx_v_val) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  int __pyx_t_3;
  __Pyx_RefNannySetupContext("is_period_object", 0);

  /* "util.pxd":128
 * 
 * cdef inline bint is_period_object(object val):
 *     return getattr(val, '_typ', '_typ') == 'period'             # <<<<<<<<<<<<<<
 */
  __pyx_t_1 = __Pyx_GetAttr3(__pyx_v_val, __pyx_n_s_typ, __pyx_n_s_typ); if (unlikely(!__pyx_t_1)) __PYX_ERR(3, 128, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_RichCompare(__pyx_t_1, __pyx_n_s_period, Py_EQ); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(3, 128, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely((__pyx_t_3 == (int)-1) && PyErr_Occurred())) __PYX_ERR(3, 128, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_r = __pyx_t_3;
  goto __pyx_L0;

  /* "util.pxd":127
 *     return not cnp.PyArray_Check(val) and val != val
 * 
 * cdef inline bint is_period_object(object val):             # <<<<<<<<<<<<<<
 *     return getattr(val, '_typ', '_typ') == 'period'
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_WriteUnraisable("util.is_period_object", __pyx_clineno, __pyx_lineno, __pyx_filename, 0, 0);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "numpy.pxd":196
 *         # experimental exception made for __getbuffer__ and __releasebuffer__
 *         # -- the details of this may change.
 *         def __getbuffer__(ndarray self, Py_buffer* info, int flags):             # <<<<<<<<<<<<<<
 *             # This implementation of getbuffer is geared towards Cython
 *             # requirements, and does not yet fullfill the PEP.
 */

/* Python wrapper */
static CYTHON_UNUSED int __pyx_pw_5numpy_7ndarray_1__getbuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
static CYTHON_UNUSED int __pyx_pw_5numpy_7ndarray_1__getbuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__getbuffer__ (wrapper)", 0);
  __pyx_r = __pyx_pf_5numpy_7ndarray___getbuffer__(((PyArrayObject *)__pyx_v_self), ((Py_buffer *)__pyx_v_info), ((int)__pyx_v_flags));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags) {
  int __pyx_v_copy_shape;
  int __pyx_v_i;
  int __pyx_v_ndim;
  int __pyx_v_endian_detector;
  int __pyx_v_little_endian;
  int __pyx_v_t;
  char *__pyx_v_f;
  PyArray_Descr *__pyx_v_descr = 0;
  int __pyx_v_offset;
  int __pyx_v_hasfields;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  int __pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  char *__pyx_t_7;
  __Pyx_RefNannySetupContext("__getbuffer__", 0);
  if (__pyx_v_info != NULL) {
    __pyx_v_info->obj = Py_None; __Pyx_INCREF(Py_None);
    __Pyx_GIVEREF(__pyx_v_info->obj);
  }

  /* "numpy.pxd":202
 *             # of flags
 * 
 *             if info == NULL: return             # <<<<<<<<<<<<<<
 * 
 *             cdef int copy_shape, i, ndim
 */
  __pyx_t_1 = ((__pyx_v_info == NULL) != 0);
  if (__pyx_t_1) {
    __pyx_r = 0;
    goto __pyx_L0;
  }

  /* "numpy.pxd":205
 * 
 *             cdef int copy_shape, i, ndim
 *             cdef int endian_detector = 1             # <<<<<<<<<<<<<<
 *             cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)
 * 
 */
  __pyx_v_endian_detector = 1;

  /* "numpy.pxd":206
 *             cdef int copy_shape, i, ndim
 *             cdef int endian_detector = 1
 *             cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)             # <<<<<<<<<<<<<<
 * 
 *             ndim = PyArray_NDIM(self)
 */
  __pyx_v_little_endian = ((((char *)(&__pyx_v_endian_detector))[0]) != 0);

  /* "numpy.pxd":208
 *             cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)
 * 
 *             ndim = PyArray_NDIM(self)             # <<<<<<<<<<<<<<
 * 
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 */
  __pyx_v_ndim = PyArray_NDIM(__pyx_v_self);

  /* "numpy.pxd":210
 *             ndim = PyArray_NDIM(self)
 * 
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 copy_shape = 1
 *             else:
 */
  __pyx_t_1 = (((sizeof(npy_intp)) != (sizeof(Py_ssize_t))) != 0);
  if (__pyx_t_1) {

    /* "numpy.pxd":211
 * 
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 *                 copy_shape = 1             # <<<<<<<<<<<<<<
 *             else:
 *                 copy_shape = 0
 */
    __pyx_v_copy_shape = 1;

    /* "numpy.pxd":210
 *             ndim = PyArray_NDIM(self)
 * 
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 copy_shape = 1
 *             else:
 */
    goto __pyx_L4;
  }

  /* "numpy.pxd":213
 *                 copy_shape = 1
 *             else:
 *                 copy_shape = 0             # <<<<<<<<<<<<<<
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 */
  /*else*/ {
    __pyx_v_copy_shape = 0;
  }
  __pyx_L4:;

  /* "numpy.pxd":215
 *                 copy_shape = 0
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")
 */
  __pyx_t_2 = (((__pyx_v_flags & PyBUF_C_CONTIGUOUS) == PyBUF_C_CONTIGUOUS) != 0);
  if (__pyx_t_2) {
  } else {
    __pyx_t_1 = __pyx_t_2;
    goto __pyx_L6_bool_binop_done;
  }

  /* "numpy.pxd":216
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):             # <<<<<<<<<<<<<<
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 */
  __pyx_t_2 = ((!(PyArray_CHKFLAGS(__pyx_v_self, NPY_C_CONTIGUOUS) != 0)) != 0);
  __pyx_t_1 = __pyx_t_2;
  __pyx_L6_bool_binop_done:;

  /* "numpy.pxd":215
 *                 copy_shape = 0
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")
 */
  if (__pyx_t_1) {

    /* "numpy.pxd":217
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")             # <<<<<<<<<<<<<<
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 */
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__8, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 217, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(4, 217, __pyx_L1_error)

    /* "numpy.pxd":215
 *                 copy_shape = 0
 * 
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")
 */
  }

  /* "numpy.pxd":219
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 */
  __pyx_t_2 = (((__pyx_v_flags & PyBUF_F_CONTIGUOUS) == PyBUF_F_CONTIGUOUS) != 0);
  if (__pyx_t_2) {
  } else {
    __pyx_t_1 = __pyx_t_2;
    goto __pyx_L9_bool_binop_done;
  }

  /* "numpy.pxd":220
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):             # <<<<<<<<<<<<<<
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 * 
 */
  __pyx_t_2 = ((!(PyArray_CHKFLAGS(__pyx_v_self, NPY_F_CONTIGUOUS) != 0)) != 0);
  __pyx_t_1 = __pyx_t_2;
  __pyx_L9_bool_binop_done:;

  /* "numpy.pxd":219
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 */
  if (__pyx_t_1) {

    /* "numpy.pxd":221
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")             # <<<<<<<<<<<<<<
 * 
 *             info.buf = PyArray_DATA(self)
 */
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__9, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 221, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(4, 221, __pyx_L1_error)

    /* "numpy.pxd":219
 *                 raise ValueError(u"ndarray is not C contiguous")
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)             # <<<<<<<<<<<<<<
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 */
  }

  /* "numpy.pxd":223
 *                 raise ValueError(u"ndarray is not Fortran contiguous")
 * 
 *             info.buf = PyArray_DATA(self)             # <<<<<<<<<<<<<<
 *             info.ndim = ndim
 *             if copy_shape:
 */
  __pyx_v_info->buf = PyArray_DATA(__pyx_v_self);

  /* "numpy.pxd":224
 * 
 *             info.buf = PyArray_DATA(self)
 *             info.ndim = ndim             # <<<<<<<<<<<<<<
 *             if copy_shape:
 *                 # Allocate new buffer for strides and shape info.
 */
  __pyx_v_info->ndim = __pyx_v_ndim;

  /* "numpy.pxd":225
 *             info.buf = PyArray_DATA(self)
 *             info.ndim = ndim
 *             if copy_shape:             # <<<<<<<<<<<<<<
 *                 # Allocate new buffer for strides and shape info.
 *                 # This is allocated as one block, strides first.
 */
  __pyx_t_1 = (__pyx_v_copy_shape != 0);
  if (__pyx_t_1) {

    /* "numpy.pxd":228
 *                 # Allocate new buffer for strides and shape info.
 *                 # This is allocated as one block, strides first.
 *                 info.strides = <Py_ssize_t*>stdlib.malloc(sizeof(Py_ssize_t) * <size_t>ndim * 2)             # <<<<<<<<<<<<<<
 *                 info.shape = info.strides + ndim
 *                 for i in range(ndim):
 */
    __pyx_v_info->strides = ((Py_ssize_t *)malloc((((sizeof(Py_ssize_t)) * ((size_t)__pyx_v_ndim)) * 2)));

    /* "numpy.pxd":229
 *                 # This is allocated as one block, strides first.
 *                 info.strides = <Py_ssize_t*>stdlib.malloc(sizeof(Py_ssize_t) * <size_t>ndim * 2)
 *                 info.shape = info.strides + ndim             # <<<<<<<<<<<<<<
 *                 for i in range(ndim):
 *                     info.strides[i] = PyArray_STRIDES(self)[i]
 */
    __pyx_v_info->shape = (__pyx_v_info->strides + __pyx_v_ndim);

    /* "numpy.pxd":230
 *                 info.strides = <Py_ssize_t*>stdlib.malloc(sizeof(Py_ssize_t) * <size_t>ndim * 2)
 *                 info.shape = info.strides + ndim
 *                 for i in range(ndim):             # <<<<<<<<<<<<<<
 *                     info.strides[i] = PyArray_STRIDES(self)[i]
 *                     info.shape[i] = PyArray_DIMS(self)[i]
 */
    __pyx_t_4 = __pyx_v_ndim;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_i = __pyx_t_5;

      /* "numpy.pxd":231
 *                 info.shape = info.strides + ndim
 *                 for i in range(ndim):
 *                     info.strides[i] = PyArray_STRIDES(self)[i]             # <<<<<<<<<<<<<<
 *                     info.shape[i] = PyArray_DIMS(self)[i]
 *             else:
 */
      (__pyx_v_info->strides[__pyx_v_i]) = (PyArray_STRIDES(__pyx_v_self)[__pyx_v_i]);

      /* "numpy.pxd":232
 *                 for i in range(ndim):
 *                     info.strides[i] = PyArray_STRIDES(self)[i]
 *                     info.shape[i] = PyArray_DIMS(self)[i]             # <<<<<<<<<<<<<<
 *             else:
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
 */
      (__pyx_v_info->shape[__pyx_v_i]) = (PyArray_DIMS(__pyx_v_self)[__pyx_v_i]);
    }

    /* "numpy.pxd":225
 *             info.buf = PyArray_DATA(self)
 *             info.ndim = ndim
 *             if copy_shape:             # <<<<<<<<<<<<<<
 *                 # Allocate new buffer for strides and shape info.
 *                 # This is allocated as one block, strides first.
 */
    goto __pyx_L11;
  }

  /* "numpy.pxd":234
 *                     info.shape[i] = PyArray_DIMS(self)[i]
 *             else:
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)             # <<<<<<<<<<<<<<
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
 *             info.suboffsets = NULL
 */
  /*else*/ {
    __pyx_v_info->strides = ((Py_ssize_t *)PyArray_STRIDES(__pyx_v_self));

    /* "numpy.pxd":235
 *             else:
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)             # <<<<<<<<<<<<<<
 *             info.suboffsets = NULL
 *             info.itemsize = PyArray_ITEMSIZE(self)
 */
    __pyx_v_info->shape = ((Py_ssize_t *)PyArray_DIMS(__pyx_v_self));
  }
  __pyx_L11:;

  /* "numpy.pxd":236
 *                 info.strides = <Py_ssize_t*>PyArray_STRIDES(self)
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
 *             info.suboffsets = NULL             # <<<<<<<<<<<<<<
 *             info.itemsize = PyArray_ITEMSIZE(self)
 *             info.readonly = not PyArray_ISWRITEABLE(self)
 */
  __pyx_v_info->suboffsets = NULL;

  /* "numpy.pxd":237
 *                 info.shape = <Py_ssize_t*>PyArray_DIMS(self)
 *             info.suboffsets = NULL
 *             info.itemsize = PyArray_ITEMSIZE(self)             # <<<<<<<<<<<<<<
 *             info.readonly = not PyArray_ISWRITEABLE(self)
 * 
 */
  __pyx_v_info->itemsize = PyArray_ITEMSIZE(__pyx_v_self);

  /* "numpy.pxd":238
 *             info.suboffsets = NULL
 *             info.itemsize = PyArray_ITEMSIZE(self)
 *             info.readonly = not PyArray_ISWRITEABLE(self)             # <<<<<<<<<<<<<<
 * 
 *             cdef int t
 */
  __pyx_v_info->readonly = (!(PyArray_ISWRITEABLE(__pyx_v_self) != 0));

  /* "numpy.pxd":241
 * 
 *             cdef int t
 *             cdef char* f = NULL             # <<<<<<<<<<<<<<
 *             cdef dtype descr = self.descr
 *             cdef list stack
 */
  __pyx_v_f = NULL;

  /* "numpy.pxd":242
 *             cdef int t
 *             cdef char* f = NULL
 *             cdef dtype descr = self.descr             # <<<<<<<<<<<<<<
 *             cdef list stack
 *             cdef int offset
 */
  __pyx_t_3 = ((PyObject *)__pyx_v_self->descr);
  __Pyx_INCREF(__pyx_t_3);
  __pyx_v_descr = ((PyArray_Descr *)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "numpy.pxd":246
 *             cdef int offset
 * 
 *             cdef bint hasfields = PyDataType_HASFIELDS(descr)             # <<<<<<<<<<<<<<
 * 
 *             if not hasfields and not copy_shape:
 */
  __pyx_v_hasfields = PyDataType_HASFIELDS(__pyx_v_descr);

  /* "numpy.pxd":248
 *             cdef bint hasfields = PyDataType_HASFIELDS(descr)
 * 
 *             if not hasfields and not copy_shape:             # <<<<<<<<<<<<<<
 *                 # do not call releasebuffer
 *                 info.obj = None
 */
  __pyx_t_2 = ((!(__pyx_v_hasfields != 0)) != 0);
  if (__pyx_t_2) {
  } else {
    __pyx_t_1 = __pyx_t_2;
    goto __pyx_L15_bool_binop_done;
  }
  __pyx_t_2 = ((!(__pyx_v_copy_shape != 0)) != 0);
  __pyx_t_1 = __pyx_t_2;
  __pyx_L15_bool_binop_done:;
  if (__pyx_t_1) {

    /* "numpy.pxd":250
 *             if not hasfields and not copy_shape:
 *                 # do not call releasebuffer
 *                 info.obj = None             # <<<<<<<<<<<<<<
 *             else:
 *                 # need to call releasebuffer
 */
    __Pyx_INCREF(Py_None);
    __Pyx_GIVEREF(Py_None);
    __Pyx_GOTREF(__pyx_v_info->obj);
    __Pyx_DECREF(__pyx_v_info->obj);
    __pyx_v_info->obj = Py_None;

    /* "numpy.pxd":248
 *             cdef bint hasfields = PyDataType_HASFIELDS(descr)
 * 
 *             if not hasfields and not copy_shape:             # <<<<<<<<<<<<<<
 *                 # do not call releasebuffer
 *                 info.obj = None
 */
    goto __pyx_L14;
  }

  /* "numpy.pxd":253
 *             else:
 *                 # need to call releasebuffer
 *                 info.obj = self             # <<<<<<<<<<<<<<
 * 
 *             if not hasfields:
 */
  /*else*/ {
    __Pyx_INCREF(((PyObject *)__pyx_v_self));
    __Pyx_GIVEREF(((PyObject *)__pyx_v_self));
    __Pyx_GOTREF(__pyx_v_info->obj);
    __Pyx_DECREF(__pyx_v_info->obj);
    __pyx_v_info->obj = ((PyObject *)__pyx_v_self);
  }
  __pyx_L14:;

  /* "numpy.pxd":255
 *                 info.obj = self
 * 
 *             if not hasfields:             # <<<<<<<<<<<<<<
 *                 t = descr.type_num
 *                 if ((descr.byteorder == '>' and little_endian) or
 */
  __pyx_t_1 = ((!(__pyx_v_hasfields != 0)) != 0);
  if (__pyx_t_1) {

    /* "numpy.pxd":256
 * 
 *             if not hasfields:
 *                 t = descr.type_num             # <<<<<<<<<<<<<<
 *                 if ((descr.byteorder == '>' and little_endian) or
 *                     (descr.byteorder == '<' and not little_endian)):
 */
    __pyx_t_4 = __pyx_v_descr->type_num;
    __pyx_v_t = __pyx_t_4;

    /* "numpy.pxd":257
 *             if not hasfields:
 *                 t = descr.type_num
 *                 if ((descr.byteorder == '>' and little_endian) or             # <<<<<<<<<<<<<<
 *                     (descr.byteorder == '<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")
 */
    __pyx_t_2 = ((__pyx_v_descr->byteorder == '>') != 0);
    if (!__pyx_t_2) {
      goto __pyx_L20_next_or;
    } else {
    }
    __pyx_t_2 = (__pyx_v_little_endian != 0);
    if (!__pyx_t_2) {
    } else {
      __pyx_t_1 = __pyx_t_2;
      goto __pyx_L19_bool_binop_done;
    }
    __pyx_L20_next_or:;

    /* "numpy.pxd":258
 *                 t = descr.type_num
 *                 if ((descr.byteorder == '>' and little_endian) or
 *                     (descr.byteorder == '<' and not little_endian)):             # <<<<<<<<<<<<<<
 *                     raise ValueError(u"Non-native byte order not supported")
 *                 if   t == NPY_BYTE:        f = "b"
 */
    __pyx_t_2 = ((__pyx_v_descr->byteorder == '<') != 0);
    if (__pyx_t_2) {
    } else {
      __pyx_t_1 = __pyx_t_2;
      goto __pyx_L19_bool_binop_done;
    }
    __pyx_t_2 = ((!(__pyx_v_little_endian != 0)) != 0);
    __pyx_t_1 = __pyx_t_2;
    __pyx_L19_bool_binop_done:;

    /* "numpy.pxd":257
 *             if not hasfields:
 *                 t = descr.type_num
 *                 if ((descr.byteorder == '>' and little_endian) or             # <<<<<<<<<<<<<<
 *                     (descr.byteorder == '<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")
 */
    if (__pyx_t_1) {

      /* "numpy.pxd":259
 *                 if ((descr.byteorder == '>' and little_endian) or
 *                     (descr.byteorder == '<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"
 */
      __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__10, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 259, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_Raise(__pyx_t_3, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __PYX_ERR(4, 259, __pyx_L1_error)

      /* "numpy.pxd":257
 *             if not hasfields:
 *                 t = descr.type_num
 *                 if ((descr.byteorder == '>' and little_endian) or             # <<<<<<<<<<<<<<
 *                     (descr.byteorder == '<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")
 */
    }

    /* "numpy.pxd":260
 *                     (descr.byteorder == '<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")
 *                 if   t == NPY_BYTE:        f = "b"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_UBYTE:       f = "B"
 *                 elif t == NPY_SHORT:       f = "h"
 */
    switch (__pyx_v_t) {
      case NPY_BYTE:
      __pyx_v_f = ((char *)"b");
      break;

      /* "numpy.pxd":261
 *                     raise ValueError(u"Non-native byte order not supported")
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"
 */
      case NPY_UBYTE:
      __pyx_v_f = ((char *)"B");
      break;

      /* "numpy.pxd":262
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"
 *                 elif t == NPY_SHORT:       f = "h"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_USHORT:      f = "H"
 *                 elif t == NPY_INT:         f = "i"
 */
      case NPY_SHORT:
      __pyx_v_f = ((char *)"h");
      break;

      /* "numpy.pxd":263
 *                 elif t == NPY_UBYTE:       f = "B"
 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_INT:         f = "i"
 *                 elif t == NPY_UINT:        f = "I"
 */
      case NPY_USHORT:
      __pyx_v_f = ((char *)"H");
      break;

      /* "numpy.pxd":264
 *                 elif t == NPY_SHORT:       f = "h"
 *                 elif t == NPY_USHORT:      f = "H"
 *                 elif t == NPY_INT:         f = "i"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_UINT:        f = "I"
 *                 elif t == NPY_LONG:        f = "l"
 */
      case NPY_INT:
      __pyx_v_f = ((char *)"i");
      break;

      /* "numpy.pxd":265
 *                 elif t == NPY_USHORT:      f = "H"
 *                 elif t == NPY_INT:         f = "i"
 *                 elif t == NPY_UINT:        f = "I"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_LONG:        f = "l"
 *                 elif t == NPY_ULONG:       f = "L"
 */
      case NPY_UINT:
      __pyx_v_f = ((char *)"I");
      break;

      /* "numpy.pxd":266
 *                 elif t == NPY_INT:         f = "i"
 *                 elif t == NPY_UINT:        f = "I"
 *                 elif t == NPY_LONG:        f = "l"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_ULONG:       f = "L"
 *                 elif t == NPY_LONGLONG:    f = "q"
 */
      case NPY_LONG:
      __pyx_v_f = ((char *)"l");
      break;

      /* "numpy.pxd":267
 *                 elif t == NPY_UINT:        f = "I"
 *                 elif t == NPY_LONG:        f = "l"
 *                 elif t == NPY_ULONG:       f = "L"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_LONGLONG:    f = "q"
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 */
      case NPY_ULONG:
      __pyx_v_f = ((char *)"L");
      break;

      /* "numpy.pxd":268
 *                 elif t == NPY_LONG:        f = "l"
 *                 elif t == NPY_ULONG:       f = "L"
 *                 elif t == NPY_LONGLONG:    f = "q"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 *                 elif t == NPY_FLOAT:       f = "f"
 */
      case NPY_LONGLONG:
      __pyx_v_f = ((char *)"q");
      break;

      /* "numpy.pxd":269
 *                 elif t == NPY_ULONG:       f = "L"
 *                 elif t == NPY_LONGLONG:    f = "q"
 *                 elif t == NPY_ULONGLONG:   f = "Q"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_FLOAT:       f = "f"
 *                 elif t == NPY_DOUBLE:      f = "d"
 */
      case NPY_ULONGLONG:
      __pyx_v_f = ((char *)"Q");
      break;

      /* "numpy.pxd":270
 *                 elif t == NPY_LONGLONG:    f = "q"
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 *                 elif t == NPY_FLOAT:       f = "f"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_DOUBLE:      f = "d"
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 */
      case NPY_FLOAT:
      __pyx_v_f = ((char *)"f");
      break;

      /* "numpy.pxd":271
 *                 elif t == NPY_ULONGLONG:   f = "Q"
 *                 elif t == NPY_FLOAT:       f = "f"
 *                 elif t == NPY_DOUBLE:      f = "d"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 */
      case NPY_DOUBLE:
      __pyx_v_f = ((char *)"d");
      break;

      /* "numpy.pxd":272
 *                 elif t == NPY_FLOAT:       f = "f"
 *                 elif t == NPY_DOUBLE:      f = "d"
 *                 elif t == NPY_LONGDOUBLE:  f = "g"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 */
      case NPY_LONGDOUBLE:
      __pyx_v_f = ((char *)"g");
      break;

      /* "numpy.pxd":273
 *                 elif t == NPY_DOUBLE:      f = "d"
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 *                 elif t == NPY_CFLOAT:      f = "Zf"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"
 */
      case NPY_CFLOAT:
      __pyx_v_f = ((char *)"Zf");
      break;

      /* "numpy.pxd":274
 *                 elif t == NPY_LONGDOUBLE:  f = "g"
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 *                 elif t == NPY_CDOUBLE:     f = "Zd"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"
 *                 elif t == NPY_OBJECT:      f = "O"
 */
      case NPY_CDOUBLE:
      __pyx_v_f = ((char *)"Zd");
      break;

      /* "numpy.pxd":275
 *                 elif t == NPY_CFLOAT:      f = "Zf"
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"             # <<<<<<<<<<<<<<
 *                 elif t == NPY_OBJECT:      f = "O"
 *                 else:
 */
      case NPY_CLONGDOUBLE:
      __pyx_v_f = ((char *)"Zg");
      break;

      /* "numpy.pxd":276
 *                 elif t == NPY_CDOUBLE:     f = "Zd"
 *                 elif t == NPY_CLONGDOUBLE: f = "Zg"
 *                 elif t == NPY_OBJECT:      f = "O"             # <<<<<<<<<<<<<<
 *                 else:
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 */
      case NPY_OBJECT:
      __pyx_v_f = ((char *)"O");
      break;
      default:

      /* "numpy.pxd":278
 *                 elif t == NPY_OBJECT:      f = "O"
 *                 else:
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)             # <<<<<<<<<<<<<<
 *                 info.format = f
 *                 return
 */
      __pyx_t_3 = __Pyx_PyInt_From_int(__pyx_v_t); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 278, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_6 = PyUnicode_Format(__pyx_kp_u_unknown_dtype_code_in_numpy_pxd, __pyx_t_3); if (unlikely(!__pyx_t_6)) __PYX_ERR(4, 278, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 278, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_GIVEREF(__pyx_t_6);
      PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_6);
      __pyx_t_6 = 0;
      __pyx_t_6 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_t_3, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(4, 278, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_Raise(__pyx_t_6, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      __PYX_ERR(4, 278, __pyx_L1_error)
      break;
    }

    /* "numpy.pxd":279
 *                 else:
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 *                 info.format = f             # <<<<<<<<<<<<<<
 *                 return
 *             else:
 */
    __pyx_v_info->format = __pyx_v_f;

    /* "numpy.pxd":280
 *                     raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 *                 info.format = f
 *                 return             # <<<<<<<<<<<<<<
 *             else:
 *                 info.format = <char*>stdlib.malloc(_buffer_format_string_len)
 */
    __pyx_r = 0;
    goto __pyx_L0;

    /* "numpy.pxd":255
 *                 info.obj = self
 * 
 *             if not hasfields:             # <<<<<<<<<<<<<<
 *                 t = descr.type_num
 *                 if ((descr.byteorder == '>' and little_endian) or
 */
  }

  /* "numpy.pxd":282
 *                 return
 *             else:
 *                 info.format = <char*>stdlib.malloc(_buffer_format_string_len)             # <<<<<<<<<<<<<<
 *                 info.format[0] = '^' # Native data types, manual alignment
 *                 offset = 0
 */
  /*else*/ {
    __pyx_v_info->format = ((char *)malloc(0xFF));

    /* "numpy.pxd":283
 *             else:
 *                 info.format = <char*>stdlib.malloc(_buffer_format_string_len)
 *                 info.format[0] = '^' # Native data types, manual alignment             # <<<<<<<<<<<<<<
 *                 offset = 0
 *                 f = _util_dtypestring(descr, info.format + 1,
 */
    (__pyx_v_info->format[0]) = '^';

    /* "numpy.pxd":284
 *                 info.format = <char*>stdlib.malloc(_buffer_format_string_len)
 *                 info.format[0] = '^' # Native data types, manual alignment
 *                 offset = 0             # <<<<<<<<<<<<<<
 *                 f = _util_dtypestring(descr, info.format + 1,
 *                                       info.format + _buffer_format_string_len,
 */
    __pyx_v_offset = 0;

    /* "numpy.pxd":285
 *                 info.format[0] = '^' # Native data types, manual alignment
 *                 offset = 0
 *                 f = _util_dtypestring(descr, info.format + 1,             # <<<<<<<<<<<<<<
 *                                       info.format + _buffer_format_string_len,
 *                                       &offset)
 */
    __pyx_t_7 = __pyx_f_5numpy__util_dtypestring(__pyx_v_descr, (__pyx_v_info->format + 1), (__pyx_v_info->format + 0xFF), (&__pyx_v_offset)); if (unlikely(__pyx_t_7 == NULL)) __PYX_ERR(4, 285, __pyx_L1_error)
    __pyx_v_f = __pyx_t_7;

    /* "numpy.pxd":288
 *                                       info.format + _buffer_format_string_len,
 *                                       &offset)
 *                 f[0] = 0 # Terminate format string             # <<<<<<<<<<<<<<
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 */
    (__pyx_v_f[0]) = 0;
  }

  /* "numpy.pxd":196
 *         # experimental exception made for __getbuffer__ and __releasebuffer__
 *         # -- the details of this may change.
 *         def __getbuffer__(ndarray self, Py_buffer* info, int flags):             # <<<<<<<<<<<<<<
 *             # This implementation of getbuffer is geared towards Cython
 *             # requirements, and does not yet fullfill the PEP.
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("numpy.ndarray.__getbuffer__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  if (__pyx_v_info != NULL && __pyx_v_info->obj != NULL) {
    __Pyx_GOTREF(__pyx_v_info->obj);
    __Pyx_DECREF(__pyx_v_info->obj); __pyx_v_info->obj = NULL;
  }
  goto __pyx_L2;
  __pyx_L0:;
  if (__pyx_v_info != NULL && __pyx_v_info->obj == Py_None) {
    __Pyx_GOTREF(Py_None);
    __Pyx_DECREF(Py_None); __pyx_v_info->obj = NULL;
  }
  __pyx_L2:;
  __Pyx_XDECREF((PyObject *)__pyx_v_descr);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "numpy.pxd":290
 *                 f[0] = 0 # Terminate format string
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):             # <<<<<<<<<<<<<<
 *             if PyArray_HASFIELDS(self):
 *                 stdlib.free(info.format)
 */

/* Python wrapper */
static CYTHON_UNUSED void __pyx_pw_5numpy_7ndarray_3__releasebuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info); /*proto*/
static CYTHON_UNUSED void __pyx_pw_5numpy_7ndarray_3__releasebuffer__(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__releasebuffer__ (wrapper)", 0);
  __pyx_pf_5numpy_7ndarray_2__releasebuffer__(((PyArrayObject *)__pyx_v_self), ((Py_buffer *)__pyx_v_info));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_pf_5numpy_7ndarray_2__releasebuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info) {
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("__releasebuffer__", 0);

  /* "numpy.pxd":291
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 *             if PyArray_HASFIELDS(self):             # <<<<<<<<<<<<<<
 *                 stdlib.free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 */
  __pyx_t_1 = (PyArray_HASFIELDS(__pyx_v_self) != 0);
  if (__pyx_t_1) {

    /* "numpy.pxd":292
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 *             if PyArray_HASFIELDS(self):
 *                 stdlib.free(info.format)             # <<<<<<<<<<<<<<
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 *                 stdlib.free(info.strides)
 */
    free(__pyx_v_info->format);

    /* "numpy.pxd":291
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):
 *             if PyArray_HASFIELDS(self):             # <<<<<<<<<<<<<<
 *                 stdlib.free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 */
  }

  /* "numpy.pxd":293
 *             if PyArray_HASFIELDS(self):
 *                 stdlib.free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 stdlib.free(info.strides)
 *                 # info.shape was stored after info.strides in the same block
 */
  __pyx_t_1 = (((sizeof(npy_intp)) != (sizeof(Py_ssize_t))) != 0);
  if (__pyx_t_1) {

    /* "numpy.pxd":294
 *                 stdlib.free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):
 *                 stdlib.free(info.strides)             # <<<<<<<<<<<<<<
 *                 # info.shape was stored after info.strides in the same block
 * 
 */
    free(__pyx_v_info->strides);

    /* "numpy.pxd":293
 *             if PyArray_HASFIELDS(self):
 *                 stdlib.free(info.format)
 *             if sizeof(npy_intp) != sizeof(Py_ssize_t):             # <<<<<<<<<<<<<<
 *                 stdlib.free(info.strides)
 *                 # info.shape was stored after info.strides in the same block
 */
  }

  /* "numpy.pxd":290
 *                 f[0] = 0 # Terminate format string
 * 
 *         def __releasebuffer__(ndarray self, Py_buffer* info):             # <<<<<<<<<<<<<<
 *             if PyArray_HASFIELDS(self):
 *                 stdlib.free(info.format)
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "numpy.pxd":772
 * ctypedef npy_cdouble     complex_t
 * 
 * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew1(PyObject *__pyx_v_a) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew1", 0);

  /* "numpy.pxd":773
 * 
 * cdef inline object PyArray_MultiIterNew1(a):
 *     return PyArray_MultiIterNew(1, <void*>a)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(1, ((void *)__pyx_v_a)); if (unlikely(!__pyx_t_1)) __PYX_ERR(4, 773, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "numpy.pxd":772
 * ctypedef npy_cdouble     complex_t
 * 
 * cdef inline object PyArray_MultiIterNew1(a):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew1", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "numpy.pxd":775
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew2(PyObject *__pyx_v_a, PyObject *__pyx_v_b) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew2", 0);

  /* "numpy.pxd":776
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(2, ((void *)__pyx_v_a), ((void *)__pyx_v_b)); if (unlikely(!__pyx_t_1)) __PYX_ERR(4, 776, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "numpy.pxd":775
 *     return PyArray_MultiIterNew(1, <void*>a)
 * 
 * cdef inline object PyArray_MultiIterNew2(a, b):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew2", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "numpy.pxd":778
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew3(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew3", 0);

  /* "numpy.pxd":779
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(3, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c)); if (unlikely(!__pyx_t_1)) __PYX_ERR(4, 779, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "numpy.pxd":778
 *     return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 * 
 * cdef inline object PyArray_MultiIterNew3(a, b, c):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew3", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "numpy.pxd":781
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew4(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew4", 0);

  /* "numpy.pxd":782
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)             # <<<<<<<<<<<<<<
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(4, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c), ((void *)__pyx_v_d)); if (unlikely(!__pyx_t_1)) __PYX_ERR(4, 782, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "numpy.pxd":781
 *     return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 * 
 * cdef inline object PyArray_MultiIterNew4(a, b, c, d):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew4", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "numpy.pxd":784
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_PyArray_MultiIterNew5(PyObject *__pyx_v_a, PyObject *__pyx_v_b, PyObject *__pyx_v_c, PyObject *__pyx_v_d, PyObject *__pyx_v_e) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("PyArray_MultiIterNew5", 0);

  /* "numpy.pxd":785
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)             # <<<<<<<<<<<<<<
 * 
 * cdef inline char* _util_dtypestring(dtype descr, char* f, char* end, int* offset) except NULL:
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyArray_MultiIterNew(5, ((void *)__pyx_v_a), ((void *)__pyx_v_b), ((void *)__pyx_v_c), ((void *)__pyx_v_d), ((void *)__pyx_v_e)); if (unlikely(!__pyx_t_1)) __PYX_ERR(4, 785, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "numpy.pxd":784
 *     return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 * 
 * cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):             # <<<<<<<<<<<<<<
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("numpy.PyArray_MultiIterNew5", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "numpy.pxd":787
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 * cdef inline char* _util_dtypestring(dtype descr, char* f, char* end, int* offset) except NULL:             # <<<<<<<<<<<<<<
 *     # Recursive utility function used in __getbuffer__ to get format
 *     # string. The new location in the format string is returned.
 */

static CYTHON_INLINE char *__pyx_f_5numpy__util_dtypestring(PyArray_Descr *__pyx_v_descr, char *__pyx_v_f, char *__pyx_v_end, int *__pyx_v_offset) {
  PyArray_Descr *__pyx_v_child = 0;
  int __pyx_v_endian_detector;
  int __pyx_v_little_endian;
  PyObject *__pyx_v_fields = 0;
  PyObject *__pyx_v_childname = NULL;
  PyObject *__pyx_v_new_offset = NULL;
  PyObject *__pyx_v_t = NULL;
  char *__pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  int __pyx_t_6;
  int __pyx_t_7;
  long __pyx_t_8;
  char *__pyx_t_9;
  __Pyx_RefNannySetupContext("_util_dtypestring", 0);

  /* "numpy.pxd":794
 *     cdef int delta_offset
 *     cdef tuple i
 *     cdef int endian_detector = 1             # <<<<<<<<<<<<<<
 *     cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)
 *     cdef tuple fields
 */
  __pyx_v_endian_detector = 1;

  /* "numpy.pxd":795
 *     cdef tuple i
 *     cdef int endian_detector = 1
 *     cdef bint little_endian = ((<char*>&endian_detector)[0] != 0)             # <<<<<<<<<<<<<<
 *     cdef tuple fields
 * 
 */
  __pyx_v_little_endian = ((((char *)(&__pyx_v_endian_detector))[0]) != 0);

  /* "numpy.pxd":798
 *     cdef tuple fields
 * 
 *     for childname in descr.names:             # <<<<<<<<<<<<<<
 *         fields = descr.fields[childname]
 *         child, new_offset = fields
 */
  if (unlikely(__pyx_v_descr->names == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
    __PYX_ERR(4, 798, __pyx_L1_error)
  }
  __pyx_t_1 = __pyx_v_descr->names; __Pyx_INCREF(__pyx_t_1); __pyx_t_2 = 0;
  for (;;) {
    if (__pyx_t_2 >= PyTuple_GET_SIZE(__pyx_t_1)) break;
    #if CYTHON_COMPILING_IN_CPYTHON
    __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_1, __pyx_t_2); __Pyx_INCREF(__pyx_t_3); __pyx_t_2++; if (unlikely(0 < 0)) __PYX_ERR(4, 798, __pyx_L1_error)
    #else
    __pyx_t_3 = PySequence_ITEM(__pyx_t_1, __pyx_t_2); __pyx_t_2++; if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 798, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    #endif
    __Pyx_XDECREF_SET(__pyx_v_childname, __pyx_t_3);
    __pyx_t_3 = 0;

    /* "numpy.pxd":799
 * 
 *     for childname in descr.names:
 *         fields = descr.fields[childname]             # <<<<<<<<<<<<<<
 *         child, new_offset = fields
 * 
 */
    __pyx_t_3 = PyObject_GetItem(__pyx_v_descr->fields, __pyx_v_childname); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 799, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    if (!(likely(PyTuple_CheckExact(__pyx_t_3))||((__pyx_t_3) == Py_None)||(PyErr_Format(PyExc_TypeError, "Expected %.16s, got %.200s", "tuple", Py_TYPE(__pyx_t_3)->tp_name), 0))) __PYX_ERR(4, 799, __pyx_L1_error)
    __Pyx_XDECREF_SET(__pyx_v_fields, ((PyObject*)__pyx_t_3));
    __pyx_t_3 = 0;

    /* "numpy.pxd":800
 *     for childname in descr.names:
 *         fields = descr.fields[childname]
 *         child, new_offset = fields             # <<<<<<<<<<<<<<
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:
 */
    if (likely(__pyx_v_fields != Py_None)) {
      PyObject* sequence = __pyx_v_fields;
      #if CYTHON_COMPILING_IN_CPYTHON
      Py_ssize_t size = Py_SIZE(sequence);
      #else
      Py_ssize_t size = PySequence_Size(sequence);
      #endif
      if (unlikely(size != 2)) {
        if (size > 2) __Pyx_RaiseTooManyValuesError(2);
        else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
        __PYX_ERR(4, 800, __pyx_L1_error)
      }
      #if CYTHON_COMPILING_IN_CPYTHON
      __pyx_t_3 = PyTuple_GET_ITEM(sequence, 0); 
      __pyx_t_4 = PyTuple_GET_ITEM(sequence, 1); 
      __Pyx_INCREF(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_4);
      #else
      __pyx_t_3 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 800, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(4, 800, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      #endif
    } else {
      __Pyx_RaiseNoneNotIterableError(); __PYX_ERR(4, 800, __pyx_L1_error)
    }
    if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_ptype_5numpy_dtype))))) __PYX_ERR(4, 800, __pyx_L1_error)
    __Pyx_XDECREF_SET(__pyx_v_child, ((PyArray_Descr *)__pyx_t_3));
    __pyx_t_3 = 0;
    __Pyx_XDECREF_SET(__pyx_v_new_offset, __pyx_t_4);
    __pyx_t_4 = 0;

    /* "numpy.pxd":802
 *         child, new_offset = fields
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:             # <<<<<<<<<<<<<<
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 */
    __pyx_t_4 = __Pyx_PyInt_From_ptrdiff_t((__pyx_v_end - __pyx_v_f)); if (unlikely(!__pyx_t_4)) __PYX_ERR(4, 802, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_3 = __Pyx_PyInt_From_int((__pyx_v_offset[0])); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 802, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_5 = PyNumber_Subtract(__pyx_v_new_offset, __pyx_t_3); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 802, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_3 = PyNumber_Subtract(__pyx_t_4, __pyx_t_5); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 802, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_t_5 = PyObject_RichCompare(__pyx_t_3, __pyx_int_15, Py_LT); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 802, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 802, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    if (__pyx_t_6) {

      /* "numpy.pxd":803
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")             # <<<<<<<<<<<<<<
 * 
 *         if ((child.byteorder == '>' and little_endian) or
 */
      __pyx_t_5 = __Pyx_PyObject_Call(__pyx_builtin_RuntimeError, __pyx_tuple__11, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 803, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_Raise(__pyx_t_5, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __PYX_ERR(4, 803, __pyx_L1_error)

      /* "numpy.pxd":802
 *         child, new_offset = fields
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:             # <<<<<<<<<<<<<<
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 */
    }

    /* "numpy.pxd":805
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 *         if ((child.byteorder == '>' and little_endian) or             # <<<<<<<<<<<<<<
 *             (child.byteorder == '<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")
 */
    __pyx_t_7 = ((__pyx_v_child->byteorder == '>') != 0);
    if (!__pyx_t_7) {
      goto __pyx_L8_next_or;
    } else {
    }
    __pyx_t_7 = (__pyx_v_little_endian != 0);
    if (!__pyx_t_7) {
    } else {
      __pyx_t_6 = __pyx_t_7;
      goto __pyx_L7_bool_binop_done;
    }
    __pyx_L8_next_or:;

    /* "numpy.pxd":806
 * 
 *         if ((child.byteorder == '>' and little_endian) or
 *             (child.byteorder == '<' and not little_endian)):             # <<<<<<<<<<<<<<
 *             raise ValueError(u"Non-native byte order not supported")
 *             # One could encode it in the format string and have Cython
 */
    __pyx_t_7 = ((__pyx_v_child->byteorder == '<') != 0);
    if (__pyx_t_7) {
    } else {
      __pyx_t_6 = __pyx_t_7;
      goto __pyx_L7_bool_binop_done;
    }
    __pyx_t_7 = ((!(__pyx_v_little_endian != 0)) != 0);
    __pyx_t_6 = __pyx_t_7;
    __pyx_L7_bool_binop_done:;

    /* "numpy.pxd":805
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 *         if ((child.byteorder == '>' and little_endian) or             # <<<<<<<<<<<<<<
 *             (child.byteorder == '<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")
 */
    if (__pyx_t_6) {

      /* "numpy.pxd":807
 *         if ((child.byteorder == '>' and little_endian) or
 *             (child.byteorder == '<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *             # One could encode it in the format string and have Cython
 *             # complain instead, BUT: < and > in format strings also imply
 */
      __pyx_t_5 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__12, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 807, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_Raise(__pyx_t_5, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __PYX_ERR(4, 807, __pyx_L1_error)

      /* "numpy.pxd":805
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")
 * 
 *         if ((child.byteorder == '>' and little_endian) or             # <<<<<<<<<<<<<<
 *             (child.byteorder == '<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")
 */
    }

    /* "numpy.pxd":817
 * 
 *         # Output padding bytes
 *         while offset[0] < new_offset:             # <<<<<<<<<<<<<<
 *             f[0] = 120 # "x"; pad byte
 *             f += 1
 */
    while (1) {
      __pyx_t_5 = __Pyx_PyInt_From_int((__pyx_v_offset[0])); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 817, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_t_5, __pyx_v_new_offset, Py_LT); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 817, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 817, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (!__pyx_t_6) break;

      /* "numpy.pxd":818
 *         # Output padding bytes
 *         while offset[0] < new_offset:
 *             f[0] = 120 # "x"; pad byte             # <<<<<<<<<<<<<<
 *             f += 1
 *             offset[0] += 1
 */
      (__pyx_v_f[0]) = 0x78;

      /* "numpy.pxd":819
 *         while offset[0] < new_offset:
 *             f[0] = 120 # "x"; pad byte
 *             f += 1             # <<<<<<<<<<<<<<
 *             offset[0] += 1
 * 
 */
      __pyx_v_f = (__pyx_v_f + 1);

      /* "numpy.pxd":820
 *             f[0] = 120 # "x"; pad byte
 *             f += 1
 *             offset[0] += 1             # <<<<<<<<<<<<<<
 * 
 *         offset[0] += child.itemsize
 */
      __pyx_t_8 = 0;
      (__pyx_v_offset[__pyx_t_8]) = ((__pyx_v_offset[__pyx_t_8]) + 1);
    }

    /* "numpy.pxd":822
 *             offset[0] += 1
 * 
 *         offset[0] += child.itemsize             # <<<<<<<<<<<<<<
 * 
 *         if not PyDataType_HASFIELDS(child):
 */
    __pyx_t_8 = 0;
    (__pyx_v_offset[__pyx_t_8]) = ((__pyx_v_offset[__pyx_t_8]) + __pyx_v_child->elsize);

    /* "numpy.pxd":824
 *         offset[0] += child.itemsize
 * 
 *         if not PyDataType_HASFIELDS(child):             # <<<<<<<<<<<<<<
 *             t = child.type_num
 *             if end - f < 5:
 */
    __pyx_t_6 = ((!(PyDataType_HASFIELDS(__pyx_v_child) != 0)) != 0);
    if (__pyx_t_6) {

      /* "numpy.pxd":825
 * 
 *         if not PyDataType_HASFIELDS(child):
 *             t = child.type_num             # <<<<<<<<<<<<<<
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")
 */
      __pyx_t_3 = __Pyx_PyInt_From_int(__pyx_v_child->type_num); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 825, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_XDECREF_SET(__pyx_v_t, __pyx_t_3);
      __pyx_t_3 = 0;

      /* "numpy.pxd":826
 *         if not PyDataType_HASFIELDS(child):
 *             t = child.type_num
 *             if end - f < 5:             # <<<<<<<<<<<<<<
 *                 raise RuntimeError(u"Format string allocated too short.")
 * 
 */
      __pyx_t_6 = (((__pyx_v_end - __pyx_v_f) < 5) != 0);
      if (__pyx_t_6) {

        /* "numpy.pxd":827
 *             t = child.type_num
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")             # <<<<<<<<<<<<<<
 * 
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 */
        __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_RuntimeError, __pyx_tuple__13, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 827, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_Raise(__pyx_t_3, 0, 0, 0);
        __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        __PYX_ERR(4, 827, __pyx_L1_error)

        /* "numpy.pxd":826
 *         if not PyDataType_HASFIELDS(child):
 *             t = child.type_num
 *             if end - f < 5:             # <<<<<<<<<<<<<<
 *                 raise RuntimeError(u"Format string allocated too short.")
 * 
 */
      }

      /* "numpy.pxd":830
 * 
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 *             if   t == NPY_BYTE:        f[0] =  98 #"b"             # <<<<<<<<<<<<<<
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_BYTE); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 830, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 830, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 830, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 98;
        goto __pyx_L15;
      }

      /* "numpy.pxd":831
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 *             if   t == NPY_BYTE:        f[0] =  98 #"b"
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"             # <<<<<<<<<<<<<<
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 */
      __pyx_t_5 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_UBYTE); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 831, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 831, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 831, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 66;
        goto __pyx_L15;
      }

      /* "numpy.pxd":832
 *             if   t == NPY_BYTE:        f[0] =  98 #"b"
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"             # <<<<<<<<<<<<<<
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_SHORT); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 832, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 832, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 832, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x68;
        goto __pyx_L15;
      }

      /* "numpy.pxd":833
 *             elif t == NPY_UBYTE:       f[0] =  66 #"B"
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"             # <<<<<<<<<<<<<<
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 */
      __pyx_t_5 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_USHORT); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 833, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 833, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 833, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 72;
        goto __pyx_L15;
      }

      /* "numpy.pxd":834
 *             elif t == NPY_SHORT:       f[0] = 104 #"h"
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 *             elif t == NPY_INT:         f[0] = 105 #"i"             # <<<<<<<<<<<<<<
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_INT); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 834, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 834, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 834, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x69;
        goto __pyx_L15;
      }

      /* "numpy.pxd":835
 *             elif t == NPY_USHORT:      f[0] =  72 #"H"
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 *             elif t == NPY_UINT:        f[0] =  73 #"I"             # <<<<<<<<<<<<<<
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 */
      __pyx_t_5 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_UINT); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 835, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 835, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 835, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 73;
        goto __pyx_L15;
      }

      /* "numpy.pxd":836
 *             elif t == NPY_INT:         f[0] = 105 #"i"
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 *             elif t == NPY_LONG:        f[0] = 108 #"l"             # <<<<<<<<<<<<<<
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_LONG); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 836, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 836, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 836, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x6C;
        goto __pyx_L15;
      }

      /* "numpy.pxd":837
 *             elif t == NPY_UINT:        f[0] =  73 #"I"
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"             # <<<<<<<<<<<<<<
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 */
      __pyx_t_5 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_ULONG); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 837, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 837, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 837, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 76;
        goto __pyx_L15;
      }

      /* "numpy.pxd":838
 *             elif t == NPY_LONG:        f[0] = 108 #"l"
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"             # <<<<<<<<<<<<<<
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_LONGLONG); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 838, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 838, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 838, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x71;
        goto __pyx_L15;
      }

      /* "numpy.pxd":839
 *             elif t == NPY_ULONG:       f[0] = 76  #"L"
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"             # <<<<<<<<<<<<<<
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 */
      __pyx_t_5 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_ULONGLONG); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 839, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 839, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 839, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 81;
        goto __pyx_L15;
      }

      /* "numpy.pxd":840
 *             elif t == NPY_LONGLONG:    f[0] = 113 #"q"
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"             # <<<<<<<<<<<<<<
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_FLOAT); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 840, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 840, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 840, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x66;
        goto __pyx_L15;
      }

      /* "numpy.pxd":841
 *             elif t == NPY_ULONGLONG:   f[0] = 81  #"Q"
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"             # <<<<<<<<<<<<<<
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 */
      __pyx_t_5 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_DOUBLE); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 841, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 841, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 841, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x64;
        goto __pyx_L15;
      }

      /* "numpy.pxd":842
 *             elif t == NPY_FLOAT:       f[0] = 102 #"f"
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"             # <<<<<<<<<<<<<<
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_LONGDOUBLE); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 842, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 842, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 842, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 0x67;
        goto __pyx_L15;
      }

      /* "numpy.pxd":843
 *             elif t == NPY_DOUBLE:      f[0] = 100 #"d"
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf             # <<<<<<<<<<<<<<
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg
 */
      __pyx_t_5 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_CFLOAT); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 843, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 843, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 843, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 90;
        (__pyx_v_f[1]) = 0x66;
        __pyx_v_f = (__pyx_v_f + 1);
        goto __pyx_L15;
      }

      /* "numpy.pxd":844
 *             elif t == NPY_LONGDOUBLE:  f[0] = 103 #"g"
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd             # <<<<<<<<<<<<<<
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_CDOUBLE); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 844, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 844, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 844, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 90;
        (__pyx_v_f[1]) = 0x64;
        __pyx_v_f = (__pyx_v_f + 1);
        goto __pyx_L15;
      }

      /* "numpy.pxd":845
 *             elif t == NPY_CFLOAT:      f[0] = 90; f[1] = 102; f += 1 # Zf
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg             # <<<<<<<<<<<<<<
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"
 *             else:
 */
      __pyx_t_5 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_CLONGDOUBLE); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 845, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_3 = PyObject_RichCompare(__pyx_v_t, __pyx_t_5, Py_EQ); __Pyx_XGOTREF(__pyx_t_3); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 845, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_3); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 845, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 90;
        (__pyx_v_f[1]) = 0x67;
        __pyx_v_f = (__pyx_v_f + 1);
        goto __pyx_L15;
      }

      /* "numpy.pxd":846
 *             elif t == NPY_CDOUBLE:     f[0] = 90; f[1] = 100; f += 1 # Zd
 *             elif t == NPY_CLONGDOUBLE: f[0] = 90; f[1] = 103; f += 1 # Zg
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"             # <<<<<<<<<<<<<<
 *             else:
 *                 raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 */
      __pyx_t_3 = __Pyx_PyInt_From_enum__NPY_TYPES(NPY_OBJECT); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 846, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_5 = PyObject_RichCompare(__pyx_v_t, __pyx_t_3, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 846, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(4, 846, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      if (__pyx_t_6) {
        (__pyx_v_f[0]) = 79;
        goto __pyx_L15;
      }

      /* "numpy.pxd":848
 *             elif t == NPY_OBJECT:      f[0] = 79 #"O"
 *             else:
 *                 raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)             # <<<<<<<<<<<<<<
 *             f += 1
 *         else:
 */
      /*else*/ {
        __pyx_t_5 = PyUnicode_Format(__pyx_kp_u_unknown_dtype_code_in_numpy_pxd, __pyx_v_t); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 848, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
        __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(4, 848, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_3);
        __Pyx_GIVEREF(__pyx_t_5);
        PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_5);
        __pyx_t_5 = 0;
        __pyx_t_5 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_t_3, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(4, 848, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
        __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
        __Pyx_Raise(__pyx_t_5, 0, 0, 0);
        __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
        __PYX_ERR(4, 848, __pyx_L1_error)
      }
      __pyx_L15:;

      /* "numpy.pxd":849
 *             else:
 *                 raise ValueError(u"unknown dtype code in numpy.pxd (%d)" % t)
 *             f += 1             # <<<<<<<<<<<<<<
 *         else:
 *             # Cython ignores struct boundary information ("T{...}"),
 */
      __pyx_v_f = (__pyx_v_f + 1);

      /* "numpy.pxd":824
 *         offset[0] += child.itemsize
 * 
 *         if not PyDataType_HASFIELDS(child):             # <<<<<<<<<<<<<<
 *             t = child.type_num
 *             if end - f < 5:
 */
      goto __pyx_L13;
    }

    /* "numpy.pxd":853
 *             # Cython ignores struct boundary information ("T{...}"),
 *             # so don't output it
 *             f = _util_dtypestring(child, f, end, offset)             # <<<<<<<<<<<<<<
 *     return f
 * 
 */
    /*else*/ {
      __pyx_t_9 = __pyx_f_5numpy__util_dtypestring(__pyx_v_child, __pyx_v_f, __pyx_v_end, __pyx_v_offset); if (unlikely(__pyx_t_9 == NULL)) __PYX_ERR(4, 853, __pyx_L1_error)
      __pyx_v_f = __pyx_t_9;
    }
    __pyx_L13:;

    /* "numpy.pxd":798
 *     cdef tuple fields
 * 
 *     for childname in descr.names:             # <<<<<<<<<<<<<<
 *         fields = descr.fields[childname]
 *         child, new_offset = fields
 */
  }
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "numpy.pxd":854
 *             # so don't output it
 *             f = _util_dtypestring(child, f, end, offset)
 *     return f             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = __pyx_v_f;
  goto __pyx_L0;

  /* "numpy.pxd":787
 *     return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 * 
 * cdef inline char* _util_dtypestring(dtype descr, char* f, char* end, int* offset) except NULL:             # <<<<<<<<<<<<<<
 *     # Recursive utility function used in __getbuffer__ to get format
 *     # string. The new location in the format string is returned.
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("numpy._util_dtypestring", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_child);
  __Pyx_XDECREF(__pyx_v_fields);
  __Pyx_XDECREF(__pyx_v_childname);
  __Pyx_XDECREF(__pyx_v_new_offset);
  __Pyx_XDECREF(__pyx_v_t);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "numpy.pxd":970
 * 
 * 
 * cdef inline void set_array_base(ndarray arr, object base):             # <<<<<<<<<<<<<<
 *      cdef PyObject* baseptr
 *      if base is None:
 */

static CYTHON_INLINE void __pyx_f_5numpy_set_array_base(PyArrayObject *__pyx_v_arr, PyObject *__pyx_v_base) {
  PyObject *__pyx_v_baseptr;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  __Pyx_RefNannySetupContext("set_array_base", 0);

  /* "numpy.pxd":972
 * cdef inline void set_array_base(ndarray arr, object base):
 *      cdef PyObject* baseptr
 *      if base is None:             # <<<<<<<<<<<<<<
 *          baseptr = NULL
 *      else:
 */
  __pyx_t_1 = (__pyx_v_base == Py_None);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "numpy.pxd":973
 *      cdef PyObject* baseptr
 *      if base is None:
 *          baseptr = NULL             # <<<<<<<<<<<<<<
 *      else:
 *          Py_INCREF(base) # important to do this before decref below!
 */
    __pyx_v_baseptr = NULL;

    /* "numpy.pxd":972
 * cdef inline void set_array_base(ndarray arr, object base):
 *      cdef PyObject* baseptr
 *      if base is None:             # <<<<<<<<<<<<<<
 *          baseptr = NULL
 *      else:
 */
    goto __pyx_L3;
  }

  /* "numpy.pxd":975
 *          baseptr = NULL
 *      else:
 *          Py_INCREF(base) # important to do this before decref below!             # <<<<<<<<<<<<<<
 *          baseptr = <PyObject*>base
 *      Py_XDECREF(arr.base)
 */
  /*else*/ {
    Py_INCREF(__pyx_v_base);

    /* "numpy.pxd":976
 *      else:
 *          Py_INCREF(base) # important to do this before decref below!
 *          baseptr = <PyObject*>base             # <<<<<<<<<<<<<<
 *      Py_XDECREF(arr.base)
 *      arr.base = baseptr
 */
    __pyx_v_baseptr = ((PyObject *)__pyx_v_base);
  }
  __pyx_L3:;

  /* "numpy.pxd":977
 *          Py_INCREF(base) # important to do this before decref below!
 *          baseptr = <PyObject*>base
 *      Py_XDECREF(arr.base)             # <<<<<<<<<<<<<<
 *      arr.base = baseptr
 * 
 */
  Py_XDECREF(__pyx_v_arr->base);

  /* "numpy.pxd":978
 *          baseptr = <PyObject*>base
 *      Py_XDECREF(arr.base)
 *      arr.base = baseptr             # <<<<<<<<<<<<<<
 * 
 * cdef inline object get_array_base(ndarray arr):
 */
  __pyx_v_arr->base = __pyx_v_baseptr;

  /* "numpy.pxd":970
 * 
 * 
 * cdef inline void set_array_base(ndarray arr, object base):             # <<<<<<<<<<<<<<
 *      cdef PyObject* baseptr
 *      if base is None:
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "numpy.pxd":980
 *      arr.base = baseptr
 * 
 * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
 *     if arr.base is NULL:
 *         return None
 */

static CYTHON_INLINE PyObject *__pyx_f_5numpy_get_array_base(PyArrayObject *__pyx_v_arr) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("get_array_base", 0);

  /* "numpy.pxd":981
 * 
 * cdef inline object get_array_base(ndarray arr):
 *     if arr.base is NULL:             # <<<<<<<<<<<<<<
 *         return None
 *     else:
 */
  __pyx_t_1 = ((__pyx_v_arr->base == NULL) != 0);
  if (__pyx_t_1) {

    /* "numpy.pxd":982
 * cdef inline object get_array_base(ndarray arr):
 *     if arr.base is NULL:
 *         return None             # <<<<<<<<<<<<<<
 *     else:
 *         return <object>arr.base
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(Py_None);
    __pyx_r = Py_None;
    goto __pyx_L0;

    /* "numpy.pxd":981
 * 
 * cdef inline object get_array_base(ndarray arr):
 *     if arr.base is NULL:             # <<<<<<<<<<<<<<
 *         return None
 *     else:
 */
  }

  /* "numpy.pxd":984
 *         return None
 *     else:
 *         return <object>arr.base             # <<<<<<<<<<<<<<
 */
  /*else*/ {
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(((PyObject *)__pyx_v_arr->base));
    __pyx_r = ((PyObject *)__pyx_v_arr->base);
    goto __pyx_L0;
  }

  /* "numpy.pxd":980
 *      arr.base = baseptr
 * 
 * cdef inline object get_array_base(ndarray arr):             # <<<<<<<<<<<<<<
 *     if arr.base is NULL:
 *         return None
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":120
 *         cdef bint dtype_is_object
 * 
 *     def __cinit__(array self, tuple shape, Py_ssize_t itemsize, format not None,             # <<<<<<<<<<<<<<
 *                   mode="c", bint allocate_buffer=True):
 * 
 */

/* Python wrapper */
static int __pyx_array___cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_array___cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_shape = 0;
  Py_ssize_t __pyx_v_itemsize;
  PyObject *__pyx_v_format = 0;
  PyObject *__pyx_v_mode = 0;
  int __pyx_v_allocate_buffer;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__cinit__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_shape,&__pyx_n_s_itemsize,&__pyx_n_s_format,&__pyx_n_s_mode,&__pyx_n_s_allocate_buffer,0};
    PyObject* values[5] = {0,0,0,0,0};
    values[3] = ((PyObject *)__pyx_n_s_c);
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_shape)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_itemsize)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__cinit__", 0, 3, 5, 1); __PYX_ERR(5, 120, __pyx_L3_error)
        }
        case  2:
        if (likely((values[2] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_format)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__cinit__", 0, 3, 5, 2); __PYX_ERR(5, 120, __pyx_L3_error)
        }
        case  3:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_mode);
          if (value) { values[3] = value; kw_args--; }
        }
        case  4:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_allocate_buffer);
          if (value) { values[4] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__cinit__") < 0)) __PYX_ERR(5, 120, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
        case  4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_shape = ((PyObject*)values[0]);
    __pyx_v_itemsize = __Pyx_PyIndex_AsSsize_t(values[1]); if (unlikely((__pyx_v_itemsize == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(5, 120, __pyx_L3_error)
    __pyx_v_format = values[2];
    __pyx_v_mode = values[3];
    if (values[4]) {
      __pyx_v_allocate_buffer = __Pyx_PyObject_IsTrue(values[4]); if (unlikely((__pyx_v_allocate_buffer == (int)-1) && PyErr_Occurred())) __PYX_ERR(5, 121, __pyx_L3_error)
    } else {

      /* "View.MemoryView":121
 * 
 *     def __cinit__(array self, tuple shape, Py_ssize_t itemsize, format not None,
 *                   mode="c", bint allocate_buffer=True):             # <<<<<<<<<<<<<<
 * 
 *         cdef int idx
 */
      __pyx_v_allocate_buffer = ((int)1);
    }
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__cinit__", 0, 3, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(5, 120, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("View.MemoryView.array.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  if (unlikely(!__Pyx_ArgTypeTest(((PyObject *)__pyx_v_shape), (&PyTuple_Type), 1, "shape", 1))) __PYX_ERR(5, 120, __pyx_L1_error)
  if (unlikely(((PyObject *)__pyx_v_format) == Py_None)) {
    PyErr_Format(PyExc_TypeError, "Argument '%.200s' must not be None", "format"); __PYX_ERR(5, 120, __pyx_L1_error)
  }
  __pyx_r = __pyx_array___pyx_pf_15View_dot_MemoryView_5array___cinit__(((struct __pyx_array_obj *)__pyx_v_self), __pyx_v_shape, __pyx_v_itemsize, __pyx_v_format, __pyx_v_mode, __pyx_v_allocate_buffer);

  /* "View.MemoryView":120
 *         cdef bint dtype_is_object
 * 
 *     def __cinit__(array self, tuple shape, Py_ssize_t itemsize, format not None,             # <<<<<<<<<<<<<<
 *                   mode="c", bint allocate_buffer=True):
 * 
 */

  /* function exit code */
  goto __pyx_L0;
  __pyx_L1_error:;
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array___cinit__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_shape, Py_ssize_t __pyx_v_itemsize, PyObject *__pyx_v_format, PyObject *__pyx_v_mode, int __pyx_v_allocate_buffer) {
  int __pyx_v_idx;
  Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_dim;
  PyObject **__pyx_v_p;
  char __pyx_v_order;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  char *__pyx_t_6;
  int __pyx_t_7;
  Py_ssize_t __pyx_t_8;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  __Pyx_RefNannySetupContext("__cinit__", 0);
  __Pyx_INCREF(__pyx_v_format);

  /* "View.MemoryView":127
 *         cdef PyObject **p
 * 
 *         self.ndim = <int> len(shape)             # <<<<<<<<<<<<<<
 *         self.itemsize = itemsize
 * 
 */
  if (unlikely(__pyx_v_shape == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "object of type 'NoneType' has no len()");
    __PYX_ERR(5, 127, __pyx_L1_error)
  }
  __pyx_t_1 = PyTuple_GET_SIZE(__pyx_v_shape); if (unlikely(__pyx_t_1 == -1)) __PYX_ERR(5, 127, __pyx_L1_error)
  __pyx_v_self->ndim = ((int)__pyx_t_1);

  /* "View.MemoryView":128
 * 
 *         self.ndim = <int> len(shape)
 *         self.itemsize = itemsize             # <<<<<<<<<<<<<<
 * 
 *         if not self.ndim:
 */
  __pyx_v_self->itemsize = __pyx_v_itemsize;

  /* "View.MemoryView":130
 *         self.itemsize = itemsize
 * 
 *         if not self.ndim:             # <<<<<<<<<<<<<<
 *             raise ValueError("Empty shape tuple for cython.array")
 * 
 */
  __pyx_t_2 = ((!(__pyx_v_self->ndim != 0)) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":131
 * 
 *         if not self.ndim:
 *             raise ValueError("Empty shape tuple for cython.array")             # <<<<<<<<<<<<<<
 * 
 *         if itemsize <= 0:
 */
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__14, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 131, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(5, 131, __pyx_L1_error)

    /* "View.MemoryView":130
 *         self.itemsize = itemsize
 * 
 *         if not self.ndim:             # <<<<<<<<<<<<<<
 *             raise ValueError("Empty shape tuple for cython.array")
 * 
 */
  }

  /* "View.MemoryView":133
 *             raise ValueError("Empty shape tuple for cython.array")
 * 
 *         if itemsize <= 0:             # <<<<<<<<<<<<<<
 *             raise ValueError("itemsize <= 0 for cython.array")
 * 
 */
  __pyx_t_2 = ((__pyx_v_itemsize <= 0) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":134
 * 
 *         if itemsize <= 0:
 *             raise ValueError("itemsize <= 0 for cython.array")             # <<<<<<<<<<<<<<
 * 
 *         if not isinstance(format, bytes):
 */
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__15, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 134, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(5, 134, __pyx_L1_error)

    /* "View.MemoryView":133
 *             raise ValueError("Empty shape tuple for cython.array")
 * 
 *         if itemsize <= 0:             # <<<<<<<<<<<<<<
 *             raise ValueError("itemsize <= 0 for cython.array")
 * 
 */
  }

  /* "View.MemoryView":136
 *             raise ValueError("itemsize <= 0 for cython.array")
 * 
 *         if not isinstance(format, bytes):             # <<<<<<<<<<<<<<
 *             format = format.encode('ASCII')
 *         self._format = format  # keep a reference to the byte string
 */
  __pyx_t_2 = PyBytes_Check(__pyx_v_format); 
  __pyx_t_4 = ((!(__pyx_t_2 != 0)) != 0);
  if (__pyx_t_4) {

    /* "View.MemoryView":137
 * 
 *         if not isinstance(format, bytes):
 *             format = format.encode('ASCII')             # <<<<<<<<<<<<<<
 *         self._format = format  # keep a reference to the byte string
 *         self.format = self._format
 */
    __pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_format, __pyx_n_s_encode); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 137, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_tuple__16, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 137, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __Pyx_DECREF_SET(__pyx_v_format, __pyx_t_5);
    __pyx_t_5 = 0;

    /* "View.MemoryView":136
 *             raise ValueError("itemsize <= 0 for cython.array")
 * 
 *         if not isinstance(format, bytes):             # <<<<<<<<<<<<<<
 *             format = format.encode('ASCII')
 *         self._format = format  # keep a reference to the byte string
 */
  }

  /* "View.MemoryView":138
 *         if not isinstance(format, bytes):
 *             format = format.encode('ASCII')
 *         self._format = format  # keep a reference to the byte string             # <<<<<<<<<<<<<<
 *         self.format = self._format
 * 
 */
  if (!(likely(PyBytes_CheckExact(__pyx_v_format))||((__pyx_v_format) == Py_None)||(PyErr_Format(PyExc_TypeError, "Expected %.16s, got %.200s", "bytes", Py_TYPE(__pyx_v_format)->tp_name), 0))) __PYX_ERR(5, 138, __pyx_L1_error)
  __pyx_t_5 = __pyx_v_format;
  __Pyx_INCREF(__pyx_t_5);
  __Pyx_GIVEREF(__pyx_t_5);
  __Pyx_GOTREF(__pyx_v_self->_format);
  __Pyx_DECREF(__pyx_v_self->_format);
  __pyx_v_self->_format = ((PyObject*)__pyx_t_5);
  __pyx_t_5 = 0;

  /* "View.MemoryView":139
 *             format = format.encode('ASCII')
 *         self._format = format  # keep a reference to the byte string
 *         self.format = self._format             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_6 = __Pyx_PyObject_AsString(__pyx_v_self->_format); if (unlikely((!__pyx_t_6) && PyErr_Occurred())) __PYX_ERR(5, 139, __pyx_L1_error)
  __pyx_v_self->format = __pyx_t_6;

  /* "View.MemoryView":142
 * 
 * 
 *         self._shape = <Py_ssize_t *> PyObject_Malloc(sizeof(Py_ssize_t)*self.ndim*2)             # <<<<<<<<<<<<<<
 *         self._strides = self._shape + self.ndim
 * 
 */
  __pyx_v_self->_shape = ((Py_ssize_t *)PyObject_Malloc((((sizeof(Py_ssize_t)) * __pyx_v_self->ndim) * 2)));

  /* "View.MemoryView":143
 * 
 *         self._shape = <Py_ssize_t *> PyObject_Malloc(sizeof(Py_ssize_t)*self.ndim*2)
 *         self._strides = self._shape + self.ndim             # <<<<<<<<<<<<<<
 * 
 *         if not self._shape:
 */
  __pyx_v_self->_strides = (__pyx_v_self->_shape + __pyx_v_self->ndim);

  /* "View.MemoryView":145
 *         self._strides = self._shape + self.ndim
 * 
 *         if not self._shape:             # <<<<<<<<<<<<<<
 *             raise MemoryError("unable to allocate shape and strides.")
 * 
 */
  __pyx_t_4 = ((!(__pyx_v_self->_shape != 0)) != 0);
  if (__pyx_t_4) {

    /* "View.MemoryView":146
 * 
 *         if not self._shape:
 *             raise MemoryError("unable to allocate shape and strides.")             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_t_5 = __Pyx_PyObject_Call(__pyx_builtin_MemoryError, __pyx_tuple__17, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 146, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_Raise(__pyx_t_5, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __PYX_ERR(5, 146, __pyx_L1_error)

    /* "View.MemoryView":145
 *         self._strides = self._shape + self.ndim
 * 
 *         if not self._shape:             # <<<<<<<<<<<<<<
 *             raise MemoryError("unable to allocate shape and strides.")
 * 
 */
  }

  /* "View.MemoryView":149
 * 
 * 
 *         for idx, dim in enumerate(shape):             # <<<<<<<<<<<<<<
 *             if dim <= 0:
 *                 raise ValueError("Invalid shape in axis %d: %d." % (idx, dim))
 */
  __pyx_t_7 = 0;
  __pyx_t_5 = __pyx_v_shape; __Pyx_INCREF(__pyx_t_5); __pyx_t_1 = 0;
  for (;;) {
    if (__pyx_t_1 >= PyTuple_GET_SIZE(__pyx_t_5)) break;
    #if CYTHON_COMPILING_IN_CPYTHON
    __pyx_t_3 = PyTuple_GET_ITEM(__pyx_t_5, __pyx_t_1); __Pyx_INCREF(__pyx_t_3); __pyx_t_1++; if (unlikely(0 < 0)) __PYX_ERR(5, 149, __pyx_L1_error)
    #else
    __pyx_t_3 = PySequence_ITEM(__pyx_t_5, __pyx_t_1); __pyx_t_1++; if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 149, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    #endif
    __pyx_t_8 = __Pyx_PyIndex_AsSsize_t(__pyx_t_3); if (unlikely((__pyx_t_8 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(5, 149, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_v_dim = __pyx_t_8;
    __pyx_v_idx = __pyx_t_7;
    __pyx_t_7 = (__pyx_t_7 + 1);

    /* "View.MemoryView":150
 * 
 *         for idx, dim in enumerate(shape):
 *             if dim <= 0:             # <<<<<<<<<<<<<<
 *                 raise ValueError("Invalid shape in axis %d: %d." % (idx, dim))
 *             self._shape[idx] = dim
 */
    __pyx_t_4 = ((__pyx_v_dim <= 0) != 0);
    if (__pyx_t_4) {

      /* "View.MemoryView":151
 *         for idx, dim in enumerate(shape):
 *             if dim <= 0:
 *                 raise ValueError("Invalid shape in axis %d: %d." % (idx, dim))             # <<<<<<<<<<<<<<
 *             self._shape[idx] = dim
 * 
 */
      __pyx_t_3 = __Pyx_PyInt_From_int(__pyx_v_idx); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 151, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_9 = PyInt_FromSsize_t(__pyx_v_dim); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 151, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_10 = PyTuple_New(2); if (unlikely(!__pyx_t_10)) __PYX_ERR(5, 151, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_10);
      __Pyx_GIVEREF(__pyx_t_3);
      PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_3);
      __Pyx_GIVEREF(__pyx_t_9);
      PyTuple_SET_ITEM(__pyx_t_10, 1, __pyx_t_9);
      __pyx_t_3 = 0;
      __pyx_t_9 = 0;
      __pyx_t_9 = __Pyx_PyString_Format(__pyx_kp_s_Invalid_shape_in_axis_d_d, __pyx_t_10); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 151, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
      __pyx_t_10 = PyTuple_New(1); if (unlikely(!__pyx_t_10)) __PYX_ERR(5, 151, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_10);
      __Pyx_GIVEREF(__pyx_t_9);
      PyTuple_SET_ITEM(__pyx_t_10, 0, __pyx_t_9);
      __pyx_t_9 = 0;
      __pyx_t_9 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_t_10, NULL); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 151, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
      __Pyx_Raise(__pyx_t_9, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __PYX_ERR(5, 151, __pyx_L1_error)

      /* "View.MemoryView":150
 * 
 *         for idx, dim in enumerate(shape):
 *             if dim <= 0:             # <<<<<<<<<<<<<<
 *                 raise ValueError("Invalid shape in axis %d: %d." % (idx, dim))
 *             self._shape[idx] = dim
 */
    }

    /* "View.MemoryView":152
 *             if dim <= 0:
 *                 raise ValueError("Invalid shape in axis %d: %d." % (idx, dim))
 *             self._shape[idx] = dim             # <<<<<<<<<<<<<<
 * 
 *         cdef char order
 */
    (__pyx_v_self->_shape[__pyx_v_idx]) = __pyx_v_dim;

    /* "View.MemoryView":149
 * 
 * 
 *         for idx, dim in enumerate(shape):             # <<<<<<<<<<<<<<
 *             if dim <= 0:
 *                 raise ValueError("Invalid shape in axis %d: %d." % (idx, dim))
 */
  }
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;

  /* "View.MemoryView":155
 * 
 *         cdef char order
 *         if mode == 'fortran':             # <<<<<<<<<<<<<<
 *             order = b'F'
 *             self.mode = u'fortran'
 */
  __pyx_t_4 = (__Pyx_PyString_Equals(__pyx_v_mode, __pyx_n_s_fortran, Py_EQ)); if (unlikely(__pyx_t_4 < 0)) __PYX_ERR(5, 155, __pyx_L1_error)
  if (__pyx_t_4) {

    /* "View.MemoryView":156
 *         cdef char order
 *         if mode == 'fortran':
 *             order = b'F'             # <<<<<<<<<<<<<<
 *             self.mode = u'fortran'
 *         elif mode == 'c':
 */
    __pyx_v_order = 'F';

    /* "View.MemoryView":157
 *         if mode == 'fortran':
 *             order = b'F'
 *             self.mode = u'fortran'             # <<<<<<<<<<<<<<
 *         elif mode == 'c':
 *             order = b'C'
 */
    __Pyx_INCREF(__pyx_n_u_fortran);
    __Pyx_GIVEREF(__pyx_n_u_fortran);
    __Pyx_GOTREF(__pyx_v_self->mode);
    __Pyx_DECREF(__pyx_v_self->mode);
    __pyx_v_self->mode = __pyx_n_u_fortran;

    /* "View.MemoryView":155
 * 
 *         cdef char order
 *         if mode == 'fortran':             # <<<<<<<<<<<<<<
 *             order = b'F'
 *             self.mode = u'fortran'
 */
    goto __pyx_L10;
  }

  /* "View.MemoryView":158
 *             order = b'F'
 *             self.mode = u'fortran'
 *         elif mode == 'c':             # <<<<<<<<<<<<<<
 *             order = b'C'
 *             self.mode = u'c'
 */
  __pyx_t_4 = (__Pyx_PyString_Equals(__pyx_v_mode, __pyx_n_s_c, Py_EQ)); if (unlikely(__pyx_t_4 < 0)) __PYX_ERR(5, 158, __pyx_L1_error)
  if (__pyx_t_4) {

    /* "View.MemoryView":159
 *             self.mode = u'fortran'
 *         elif mode == 'c':
 *             order = b'C'             # <<<<<<<<<<<<<<
 *             self.mode = u'c'
 *         else:
 */
    __pyx_v_order = 'C';

    /* "View.MemoryView":160
 *         elif mode == 'c':
 *             order = b'C'
 *             self.mode = u'c'             # <<<<<<<<<<<<<<
 *         else:
 *             raise ValueError("Invalid mode, expected 'c' or 'fortran', got %s" % mode)
 */
    __Pyx_INCREF(__pyx_n_u_c);
    __Pyx_GIVEREF(__pyx_n_u_c);
    __Pyx_GOTREF(__pyx_v_self->mode);
    __Pyx_DECREF(__pyx_v_self->mode);
    __pyx_v_self->mode = __pyx_n_u_c;

    /* "View.MemoryView":158
 *             order = b'F'
 *             self.mode = u'fortran'
 *         elif mode == 'c':             # <<<<<<<<<<<<<<
 *             order = b'C'
 *             self.mode = u'c'
 */
    goto __pyx_L10;
  }

  /* "View.MemoryView":162
 *             self.mode = u'c'
 *         else:
 *             raise ValueError("Invalid mode, expected 'c' or 'fortran', got %s" % mode)             # <<<<<<<<<<<<<<
 * 
 *         self.len = fill_contig_strides_array(self._shape, self._strides,
 */
  /*else*/ {
    __pyx_t_5 = __Pyx_PyString_Format(__pyx_kp_s_Invalid_mode_expected_c_or_fortr, __pyx_v_mode); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 162, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_9 = PyTuple_New(1); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 162, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_9);
    __Pyx_GIVEREF(__pyx_t_5);
    PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_5);
    __pyx_t_5 = 0;
    __pyx_t_5 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_t_9, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 162, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_Raise(__pyx_t_5, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __PYX_ERR(5, 162, __pyx_L1_error)
  }
  __pyx_L10:;

  /* "View.MemoryView":164
 *             raise ValueError("Invalid mode, expected 'c' or 'fortran', got %s" % mode)
 * 
 *         self.len = fill_contig_strides_array(self._shape, self._strides,             # <<<<<<<<<<<<<<
 *                                              itemsize, self.ndim, order)
 * 
 */
  __pyx_v_self->len = __pyx_fill_contig_strides_array(__pyx_v_self->_shape, __pyx_v_self->_strides, __pyx_v_itemsize, __pyx_v_self->ndim, __pyx_v_order);

  /* "View.MemoryView":167
 *                                              itemsize, self.ndim, order)
 * 
 *         self.free_data = allocate_buffer             # <<<<<<<<<<<<<<
 *         self.dtype_is_object = format == b'O'
 *         if allocate_buffer:
 */
  __pyx_v_self->free_data = __pyx_v_allocate_buffer;

  /* "View.MemoryView":168
 * 
 *         self.free_data = allocate_buffer
 *         self.dtype_is_object = format == b'O'             # <<<<<<<<<<<<<<
 *         if allocate_buffer:
 * 
 */
  __pyx_t_5 = PyObject_RichCompare(__pyx_v_format, __pyx_n_b_O, Py_EQ); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 168, __pyx_L1_error)
  __pyx_t_4 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely((__pyx_t_4 == (int)-1) && PyErr_Occurred())) __PYX_ERR(5, 168, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  __pyx_v_self->dtype_is_object = __pyx_t_4;

  /* "View.MemoryView":169
 *         self.free_data = allocate_buffer
 *         self.dtype_is_object = format == b'O'
 *         if allocate_buffer:             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_4 = (__pyx_v_allocate_buffer != 0);
  if (__pyx_t_4) {

    /* "View.MemoryView":172
 * 
 * 
 *             self.data = <char *>malloc(self.len)             # <<<<<<<<<<<<<<
 *             if not self.data:
 *                 raise MemoryError("unable to allocate array data.")
 */
    __pyx_v_self->data = ((char *)malloc(__pyx_v_self->len));

    /* "View.MemoryView":173
 * 
 *             self.data = <char *>malloc(self.len)
 *             if not self.data:             # <<<<<<<<<<<<<<
 *                 raise MemoryError("unable to allocate array data.")
 * 
 */
    __pyx_t_4 = ((!(__pyx_v_self->data != 0)) != 0);
    if (__pyx_t_4) {

      /* "View.MemoryView":174
 *             self.data = <char *>malloc(self.len)
 *             if not self.data:
 *                 raise MemoryError("unable to allocate array data.")             # <<<<<<<<<<<<<<
 * 
 *             if self.dtype_is_object:
 */
      __pyx_t_5 = __Pyx_PyObject_Call(__pyx_builtin_MemoryError, __pyx_tuple__18, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 174, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_Raise(__pyx_t_5, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __PYX_ERR(5, 174, __pyx_L1_error)

      /* "View.MemoryView":173
 * 
 *             self.data = <char *>malloc(self.len)
 *             if not self.data:             # <<<<<<<<<<<<<<
 *                 raise MemoryError("unable to allocate array data.")
 * 
 */
    }

    /* "View.MemoryView":176
 *                 raise MemoryError("unable to allocate array data.")
 * 
 *             if self.dtype_is_object:             # <<<<<<<<<<<<<<
 *                 p = <PyObject **> self.data
 *                 for i in range(self.len / itemsize):
 */
    __pyx_t_4 = (__pyx_v_self->dtype_is_object != 0);
    if (__pyx_t_4) {

      /* "View.MemoryView":177
 * 
 *             if self.dtype_is_object:
 *                 p = <PyObject **> self.data             # <<<<<<<<<<<<<<
 *                 for i in range(self.len / itemsize):
 *                     p[i] = Py_None
 */
      __pyx_v_p = ((PyObject **)__pyx_v_self->data);

      /* "View.MemoryView":178
 *             if self.dtype_is_object:
 *                 p = <PyObject **> self.data
 *                 for i in range(self.len / itemsize):             # <<<<<<<<<<<<<<
 *                     p[i] = Py_None
 *                     Py_INCREF(Py_None)
 */
      if (unlikely(__pyx_v_itemsize == 0)) {
        PyErr_SetString(PyExc_ZeroDivisionError, "integer division or modulo by zero");
        __PYX_ERR(5, 178, __pyx_L1_error)
      }
      else if (sizeof(Py_ssize_t) == sizeof(long) && (!(((Py_ssize_t)-1) > 0)) && unlikely(__pyx_v_itemsize == (Py_ssize_t)-1)  && unlikely(UNARY_NEG_WOULD_OVERFLOW(__pyx_v_self->len))) {
        PyErr_SetString(PyExc_OverflowError, "value too large to perform division");
        __PYX_ERR(5, 178, __pyx_L1_error)
      }
      __pyx_t_1 = __Pyx_div_Py_ssize_t(__pyx_v_self->len, __pyx_v_itemsize);
      for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_1; __pyx_t_8+=1) {
        __pyx_v_i = __pyx_t_8;

        /* "View.MemoryView":179
 *                 p = <PyObject **> self.data
 *                 for i in range(self.len / itemsize):
 *                     p[i] = Py_None             # <<<<<<<<<<<<<<
 *                     Py_INCREF(Py_None)
 * 
 */
        (__pyx_v_p[__pyx_v_i]) = Py_None;

        /* "View.MemoryView":180
 *                 for i in range(self.len / itemsize):
 *                     p[i] = Py_None
 *                     Py_INCREF(Py_None)             # <<<<<<<<<<<<<<
 * 
 *     @cname('getbuffer')
 */
        Py_INCREF(Py_None);
      }

      /* "View.MemoryView":176
 *                 raise MemoryError("unable to allocate array data.")
 * 
 *             if self.dtype_is_object:             # <<<<<<<<<<<<<<
 *                 p = <PyObject **> self.data
 *                 for i in range(self.len / itemsize):
 */
    }

    /* "View.MemoryView":169
 *         self.free_data = allocate_buffer
 *         self.dtype_is_object = format == b'O'
 *         if allocate_buffer:             # <<<<<<<<<<<<<<
 * 
 * 
 */
  }

  /* "View.MemoryView":120
 *         cdef bint dtype_is_object
 * 
 *     def __cinit__(array self, tuple shape, Py_ssize_t itemsize, format not None,             # <<<<<<<<<<<<<<
 *                   mode="c", bint allocate_buffer=True):
 * 
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_XDECREF(__pyx_t_10);
  __Pyx_AddTraceback("View.MemoryView.array.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_format);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":183
 * 
 *     @cname('getbuffer')
 *     def __getbuffer__(self, Py_buffer *info, int flags):             # <<<<<<<<<<<<<<
 *         cdef int bufmode = -1
 *         if self.mode == u"c":
 */

/* Python wrapper */
static CYTHON_UNUSED int __pyx_array_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
static CYTHON_UNUSED int __pyx_array_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__getbuffer__ (wrapper)", 0);
  __pyx_r = __pyx_array___pyx_pf_15View_dot_MemoryView_5array_2__getbuffer__(((struct __pyx_array_obj *)__pyx_v_self), ((Py_buffer *)__pyx_v_info), ((int)__pyx_v_flags));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array_2__getbuffer__(struct __pyx_array_obj *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags) {
  int __pyx_v_bufmode;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  char *__pyx_t_4;
  Py_ssize_t __pyx_t_5;
  int __pyx_t_6;
  Py_ssize_t *__pyx_t_7;
  __Pyx_RefNannySetupContext("__getbuffer__", 0);
  if (__pyx_v_info != NULL) {
    __pyx_v_info->obj = Py_None; __Pyx_INCREF(Py_None);
    __Pyx_GIVEREF(__pyx_v_info->obj);
  }

  /* "View.MemoryView":184
 *     @cname('getbuffer')
 *     def __getbuffer__(self, Py_buffer *info, int flags):
 *         cdef int bufmode = -1             # <<<<<<<<<<<<<<
 *         if self.mode == u"c":
 *             bufmode = PyBUF_C_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 */
  __pyx_v_bufmode = -1;

  /* "View.MemoryView":185
 *     def __getbuffer__(self, Py_buffer *info, int flags):
 *         cdef int bufmode = -1
 *         if self.mode == u"c":             # <<<<<<<<<<<<<<
 *             bufmode = PyBUF_C_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         elif self.mode == u"fortran":
 */
  __pyx_t_1 = (__Pyx_PyUnicode_Equals(__pyx_v_self->mode, __pyx_n_u_c, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(5, 185, __pyx_L1_error)
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":186
 *         cdef int bufmode = -1
 *         if self.mode == u"c":
 *             bufmode = PyBUF_C_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS             # <<<<<<<<<<<<<<
 *         elif self.mode == u"fortran":
 *             bufmode = PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 */
    __pyx_v_bufmode = (PyBUF_C_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS);

    /* "View.MemoryView":185
 *     def __getbuffer__(self, Py_buffer *info, int flags):
 *         cdef int bufmode = -1
 *         if self.mode == u"c":             # <<<<<<<<<<<<<<
 *             bufmode = PyBUF_C_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         elif self.mode == u"fortran":
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":187
 *         if self.mode == u"c":
 *             bufmode = PyBUF_C_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         elif self.mode == u"fortran":             # <<<<<<<<<<<<<<
 *             bufmode = PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         if not (flags & bufmode):
 */
  __pyx_t_2 = (__Pyx_PyUnicode_Equals(__pyx_v_self->mode, __pyx_n_u_fortran, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(5, 187, __pyx_L1_error)
  __pyx_t_1 = (__pyx_t_2 != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":188
 *             bufmode = PyBUF_C_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         elif self.mode == u"fortran":
 *             bufmode = PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS             # <<<<<<<<<<<<<<
 *         if not (flags & bufmode):
 *             raise ValueError("Can only create a buffer that is contiguous in memory.")
 */
    __pyx_v_bufmode = (PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS);

    /* "View.MemoryView":187
 *         if self.mode == u"c":
 *             bufmode = PyBUF_C_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         elif self.mode == u"fortran":             # <<<<<<<<<<<<<<
 *             bufmode = PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         if not (flags & bufmode):
 */
  }
  __pyx_L3:;

  /* "View.MemoryView":189
 *         elif self.mode == u"fortran":
 *             bufmode = PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         if not (flags & bufmode):             # <<<<<<<<<<<<<<
 *             raise ValueError("Can only create a buffer that is contiguous in memory.")
 *         info.buf = self.data
 */
  __pyx_t_1 = ((!((__pyx_v_flags & __pyx_v_bufmode) != 0)) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":190
 *             bufmode = PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         if not (flags & bufmode):
 *             raise ValueError("Can only create a buffer that is contiguous in memory.")             # <<<<<<<<<<<<<<
 *         info.buf = self.data
 *         info.len = self.len
 */
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__19, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 190, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(5, 190, __pyx_L1_error)

    /* "View.MemoryView":189
 *         elif self.mode == u"fortran":
 *             bufmode = PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         if not (flags & bufmode):             # <<<<<<<<<<<<<<
 *             raise ValueError("Can only create a buffer that is contiguous in memory.")
 *         info.buf = self.data
 */
  }

  /* "View.MemoryView":191
 *         if not (flags & bufmode):
 *             raise ValueError("Can only create a buffer that is contiguous in memory.")
 *         info.buf = self.data             # <<<<<<<<<<<<<<
 *         info.len = self.len
 *         info.ndim = self.ndim
 */
  __pyx_t_4 = __pyx_v_self->data;
  __pyx_v_info->buf = __pyx_t_4;

  /* "View.MemoryView":192
 *             raise ValueError("Can only create a buffer that is contiguous in memory.")
 *         info.buf = self.data
 *         info.len = self.len             # <<<<<<<<<<<<<<
 *         info.ndim = self.ndim
 *         info.shape = self._shape
 */
  __pyx_t_5 = __pyx_v_self->len;
  __pyx_v_info->len = __pyx_t_5;

  /* "View.MemoryView":193
 *         info.buf = self.data
 *         info.len = self.len
 *         info.ndim = self.ndim             # <<<<<<<<<<<<<<
 *         info.shape = self._shape
 *         info.strides = self._strides
 */
  __pyx_t_6 = __pyx_v_self->ndim;
  __pyx_v_info->ndim = __pyx_t_6;

  /* "View.MemoryView":194
 *         info.len = self.len
 *         info.ndim = self.ndim
 *         info.shape = self._shape             # <<<<<<<<<<<<<<
 *         info.strides = self._strides
 *         info.suboffsets = NULL
 */
  __pyx_t_7 = __pyx_v_self->_shape;
  __pyx_v_info->shape = __pyx_t_7;

  /* "View.MemoryView":195
 *         info.ndim = self.ndim
 *         info.shape = self._shape
 *         info.strides = self._strides             # <<<<<<<<<<<<<<
 *         info.suboffsets = NULL
 *         info.itemsize = self.itemsize
 */
  __pyx_t_7 = __pyx_v_self->_strides;
  __pyx_v_info->strides = __pyx_t_7;

  /* "View.MemoryView":196
 *         info.shape = self._shape
 *         info.strides = self._strides
 *         info.suboffsets = NULL             # <<<<<<<<<<<<<<
 *         info.itemsize = self.itemsize
 *         info.readonly = 0
 */
  __pyx_v_info->suboffsets = NULL;

  /* "View.MemoryView":197
 *         info.strides = self._strides
 *         info.suboffsets = NULL
 *         info.itemsize = self.itemsize             # <<<<<<<<<<<<<<
 *         info.readonly = 0
 * 
 */
  __pyx_t_5 = __pyx_v_self->itemsize;
  __pyx_v_info->itemsize = __pyx_t_5;

  /* "View.MemoryView":198
 *         info.suboffsets = NULL
 *         info.itemsize = self.itemsize
 *         info.readonly = 0             # <<<<<<<<<<<<<<
 * 
 *         if flags & PyBUF_FORMAT:
 */
  __pyx_v_info->readonly = 0;

  /* "View.MemoryView":200
 *         info.readonly = 0
 * 
 *         if flags & PyBUF_FORMAT:             # <<<<<<<<<<<<<<
 *             info.format = self.format
 *         else:
 */
  __pyx_t_1 = ((__pyx_v_flags & PyBUF_FORMAT) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":201
 * 
 *         if flags & PyBUF_FORMAT:
 *             info.format = self.format             # <<<<<<<<<<<<<<
 *         else:
 *             info.format = NULL
 */
    __pyx_t_4 = __pyx_v_self->format;
    __pyx_v_info->format = __pyx_t_4;

    /* "View.MemoryView":200
 *         info.readonly = 0
 * 
 *         if flags & PyBUF_FORMAT:             # <<<<<<<<<<<<<<
 *             info.format = self.format
 *         else:
 */
    goto __pyx_L5;
  }

  /* "View.MemoryView":203
 *             info.format = self.format
 *         else:
 *             info.format = NULL             # <<<<<<<<<<<<<<
 * 
 *         info.obj = self
 */
  /*else*/ {
    __pyx_v_info->format = NULL;
  }
  __pyx_L5:;

  /* "View.MemoryView":205
 *             info.format = NULL
 * 
 *         info.obj = self             # <<<<<<<<<<<<<<
 * 
 *     __pyx_getbuffer = capsule(<void *> &__pyx_array_getbuffer, "getbuffer(obj, view, flags)")
 */
  __Pyx_INCREF(((PyObject *)__pyx_v_self));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self));
  __Pyx_GOTREF(__pyx_v_info->obj);
  __Pyx_DECREF(__pyx_v_info->obj);
  __pyx_v_info->obj = ((PyObject *)__pyx_v_self);

  /* "View.MemoryView":183
 * 
 *     @cname('getbuffer')
 *     def __getbuffer__(self, Py_buffer *info, int flags):             # <<<<<<<<<<<<<<
 *         cdef int bufmode = -1
 *         if self.mode == u"c":
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("View.MemoryView.array.__getbuffer__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  if (__pyx_v_info != NULL && __pyx_v_info->obj != NULL) {
    __Pyx_GOTREF(__pyx_v_info->obj);
    __Pyx_DECREF(__pyx_v_info->obj); __pyx_v_info->obj = NULL;
  }
  goto __pyx_L2;
  __pyx_L0:;
  if (__pyx_v_info != NULL && __pyx_v_info->obj == Py_None) {
    __Pyx_GOTREF(Py_None);
    __Pyx_DECREF(Py_None); __pyx_v_info->obj = NULL;
  }
  __pyx_L2:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":209
 *     __pyx_getbuffer = capsule(<void *> &__pyx_array_getbuffer, "getbuffer(obj, view, flags)")
 * 
 *     def __dealloc__(array self):             # <<<<<<<<<<<<<<
 *         if self.callback_free_data != NULL:
 *             self.callback_free_data(self.data)
 */

/* Python wrapper */
static void __pyx_array___dealloc__(PyObject *__pyx_v_self); /*proto*/
static void __pyx_array___dealloc__(PyObject *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__ (wrapper)", 0);
  __pyx_array___pyx_pf_15View_dot_MemoryView_5array_4__dealloc__(((struct __pyx_array_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_array___pyx_pf_15View_dot_MemoryView_5array_4__dealloc__(struct __pyx_array_obj *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("__dealloc__", 0);

  /* "View.MemoryView":210
 * 
 *     def __dealloc__(array self):
 *         if self.callback_free_data != NULL:             # <<<<<<<<<<<<<<
 *             self.callback_free_data(self.data)
 *         elif self.free_data:
 */
  __pyx_t_1 = ((__pyx_v_self->callback_free_data != NULL) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":211
 *     def __dealloc__(array self):
 *         if self.callback_free_data != NULL:
 *             self.callback_free_data(self.data)             # <<<<<<<<<<<<<<
 *         elif self.free_data:
 *             if self.dtype_is_object:
 */
    __pyx_v_self->callback_free_data(__pyx_v_self->data);

    /* "View.MemoryView":210
 * 
 *     def __dealloc__(array self):
 *         if self.callback_free_data != NULL:             # <<<<<<<<<<<<<<
 *             self.callback_free_data(self.data)
 *         elif self.free_data:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":212
 *         if self.callback_free_data != NULL:
 *             self.callback_free_data(self.data)
 *         elif self.free_data:             # <<<<<<<<<<<<<<
 *             if self.dtype_is_object:
 *                 refcount_objects_in_slice(self.data, self._shape,
 */
  __pyx_t_1 = (__pyx_v_self->free_data != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":213
 *             self.callback_free_data(self.data)
 *         elif self.free_data:
 *             if self.dtype_is_object:             # <<<<<<<<<<<<<<
 *                 refcount_objects_in_slice(self.data, self._shape,
 *                                           self._strides, self.ndim, False)
 */
    __pyx_t_1 = (__pyx_v_self->dtype_is_object != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":214
 *         elif self.free_data:
 *             if self.dtype_is_object:
 *                 refcount_objects_in_slice(self.data, self._shape,             # <<<<<<<<<<<<<<
 *                                           self._strides, self.ndim, False)
 *             free(self.data)
 */
      __pyx_memoryview_refcount_objects_in_slice(__pyx_v_self->data, __pyx_v_self->_shape, __pyx_v_self->_strides, __pyx_v_self->ndim, 0);

      /* "View.MemoryView":213
 *             self.callback_free_data(self.data)
 *         elif self.free_data:
 *             if self.dtype_is_object:             # <<<<<<<<<<<<<<
 *                 refcount_objects_in_slice(self.data, self._shape,
 *                                           self._strides, self.ndim, False)
 */
    }

    /* "View.MemoryView":216
 *                 refcount_objects_in_slice(self.data, self._shape,
 *                                           self._strides, self.ndim, False)
 *             free(self.data)             # <<<<<<<<<<<<<<
 *         PyObject_Free(self._shape)
 * 
 */
    free(__pyx_v_self->data);

    /* "View.MemoryView":212
 *         if self.callback_free_data != NULL:
 *             self.callback_free_data(self.data)
 *         elif self.free_data:             # <<<<<<<<<<<<<<
 *             if self.dtype_is_object:
 *                 refcount_objects_in_slice(self.data, self._shape,
 */
  }
  __pyx_L3:;

  /* "View.MemoryView":217
 *                                           self._strides, self.ndim, False)
 *             free(self.data)
 *         PyObject_Free(self._shape)             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  PyObject_Free(__pyx_v_self->_shape);

  /* "View.MemoryView":209
 *     __pyx_getbuffer = capsule(<void *> &__pyx_array_getbuffer, "getbuffer(obj, view, flags)")
 * 
 *     def __dealloc__(array self):             # <<<<<<<<<<<<<<
 *         if self.callback_free_data != NULL:
 *             self.callback_free_data(self.data)
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "View.MemoryView":220
 * 
 *     @property
 *     def memview(self):             # <<<<<<<<<<<<<<
 *         return self.get_memview()
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_5array_7memview_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_5array_7memview_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_5array_7memview___get__(((struct __pyx_array_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_5array_7memview___get__(struct __pyx_array_obj *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":221
 *     @property
 *     def memview(self):
 *         return self.get_memview()             # <<<<<<<<<<<<<<
 * 
 *     @cname('get_memview')
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = ((struct __pyx_vtabstruct_array *)__pyx_v_self->__pyx_vtab)->get_memview(__pyx_v_self); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 221, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":220
 * 
 *     @property
 *     def memview(self):             # <<<<<<<<<<<<<<
 *         return self.get_memview()
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("View.MemoryView.array.memview.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":224
 * 
 *     @cname('get_memview')
 *     cdef get_memview(self):             # <<<<<<<<<<<<<<
 *         flags =  PyBUF_ANY_CONTIGUOUS|PyBUF_FORMAT|PyBUF_WRITABLE
 *         return  memoryview(self, flags, self.dtype_is_object)
 */

static PyObject *__pyx_array_get_memview(struct __pyx_array_obj *__pyx_v_self) {
  int __pyx_v_flags;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  __Pyx_RefNannySetupContext("get_memview", 0);

  /* "View.MemoryView":225
 *     @cname('get_memview')
 *     cdef get_memview(self):
 *         flags =  PyBUF_ANY_CONTIGUOUS|PyBUF_FORMAT|PyBUF_WRITABLE             # <<<<<<<<<<<<<<
 *         return  memoryview(self, flags, self.dtype_is_object)
 * 
 */
  __pyx_v_flags = ((PyBUF_ANY_CONTIGUOUS | PyBUF_FORMAT) | PyBUF_WRITABLE);

  /* "View.MemoryView":226
 *     cdef get_memview(self):
 *         flags =  PyBUF_ANY_CONTIGUOUS|PyBUF_FORMAT|PyBUF_WRITABLE
 *         return  memoryview(self, flags, self.dtype_is_object)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyInt_From_int(__pyx_v_flags); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 226, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyBool_FromLong(__pyx_v_self->dtype_is_object); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 226, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 226, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_INCREF(((PyObject *)__pyx_v_self));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self));
  PyTuple_SET_ITEM(__pyx_t_3, 0, ((PyObject *)__pyx_v_self));
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_t_2);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_memoryview_type), __pyx_t_3, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 226, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":224
 * 
 *     @cname('get_memview')
 *     cdef get_memview(self):             # <<<<<<<<<<<<<<
 *         flags =  PyBUF_ANY_CONTIGUOUS|PyBUF_FORMAT|PyBUF_WRITABLE
 *         return  memoryview(self, flags, self.dtype_is_object)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("View.MemoryView.array.get_memview", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":229
 * 
 * 
 *     def __getattr__(self, attr):             # <<<<<<<<<<<<<<
 *         return getattr(self.memview, attr)
 * 
 */

/* Python wrapper */
static PyObject *__pyx_array___getattr__(PyObject *__pyx_v_self, PyObject *__pyx_v_attr); /*proto*/
static PyObject *__pyx_array___getattr__(PyObject *__pyx_v_self, PyObject *__pyx_v_attr) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__getattr__ (wrapper)", 0);
  __pyx_r = __pyx_array___pyx_pf_15View_dot_MemoryView_5array_6__getattr__(((struct __pyx_array_obj *)__pyx_v_self), ((PyObject *)__pyx_v_attr));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_array___pyx_pf_15View_dot_MemoryView_5array_6__getattr__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_attr) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("__getattr__", 0);

  /* "View.MemoryView":230
 * 
 *     def __getattr__(self, attr):
 *         return getattr(self.memview, attr)             # <<<<<<<<<<<<<<
 * 
 *     def __getitem__(self, item):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_memview); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_GetAttr(__pyx_t_1, __pyx_v_attr); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 230, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":229
 * 
 * 
 *     def __getattr__(self, attr):             # <<<<<<<<<<<<<<
 *         return getattr(self.memview, attr)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("View.MemoryView.array.__getattr__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":232
 *         return getattr(self.memview, attr)
 * 
 *     def __getitem__(self, item):             # <<<<<<<<<<<<<<
 *         return self.memview[item]
 * 
 */

/* Python wrapper */
static PyObject *__pyx_array___getitem__(PyObject *__pyx_v_self, PyObject *__pyx_v_item); /*proto*/
static PyObject *__pyx_array___getitem__(PyObject *__pyx_v_self, PyObject *__pyx_v_item) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__getitem__ (wrapper)", 0);
  __pyx_r = __pyx_array___pyx_pf_15View_dot_MemoryView_5array_8__getitem__(((struct __pyx_array_obj *)__pyx_v_self), ((PyObject *)__pyx_v_item));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_array___pyx_pf_15View_dot_MemoryView_5array_8__getitem__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_item) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("__getitem__", 0);

  /* "View.MemoryView":233
 * 
 *     def __getitem__(self, item):
 *         return self.memview[item]             # <<<<<<<<<<<<<<
 * 
 *     def __setitem__(self, item, value):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_memview); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 233, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyObject_GetItem(__pyx_t_1, __pyx_v_item); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 233, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":232
 *         return getattr(self.memview, attr)
 * 
 *     def __getitem__(self, item):             # <<<<<<<<<<<<<<
 *         return self.memview[item]
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("View.MemoryView.array.__getitem__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":235
 *         return self.memview[item]
 * 
 *     def __setitem__(self, item, value):             # <<<<<<<<<<<<<<
 *         self.memview[item] = value
 * 
 */

/* Python wrapper */
static int __pyx_array___setitem__(PyObject *__pyx_v_self, PyObject *__pyx_v_item, PyObject *__pyx_v_value); /*proto*/
static int __pyx_array___setitem__(PyObject *__pyx_v_self, PyObject *__pyx_v_item, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__setitem__ (wrapper)", 0);
  __pyx_r = __pyx_array___pyx_pf_15View_dot_MemoryView_5array_10__setitem__(((struct __pyx_array_obj *)__pyx_v_self), ((PyObject *)__pyx_v_item), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_array___pyx_pf_15View_dot_MemoryView_5array_10__setitem__(struct __pyx_array_obj *__pyx_v_self, PyObject *__pyx_v_item, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__setitem__", 0);

  /* "View.MemoryView":236
 * 
 *     def __setitem__(self, item, value):
 *         self.memview[item] = value             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_memview); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 236, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (unlikely(PyObject_SetItem(__pyx_t_1, __pyx_v_item, __pyx_v_value) < 0)) __PYX_ERR(5, 236, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "View.MemoryView":235
 *         return self.memview[item]
 * 
 *     def __setitem__(self, item, value):             # <<<<<<<<<<<<<<
 *         self.memview[item] = value
 * 
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("View.MemoryView.array.__setitem__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":240
 * 
 * @cname("__pyx_array_new")
 * cdef array array_cwrapper(tuple shape, Py_ssize_t itemsize, char *format,             # <<<<<<<<<<<<<<
 *                           char *mode, char *buf):
 *     cdef array result
 */

static struct __pyx_array_obj *__pyx_array_new(PyObject *__pyx_v_shape, Py_ssize_t __pyx_v_itemsize, char *__pyx_v_format, char *__pyx_v_mode, char *__pyx_v_buf) {
  struct __pyx_array_obj *__pyx_v_result = 0;
  struct __pyx_array_obj *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("array_cwrapper", 0);

  /* "View.MemoryView":244
 *     cdef array result
 * 
 *     if buf == NULL:             # <<<<<<<<<<<<<<
 *         result = array(shape, itemsize, format, mode.decode('ASCII'))
 *     else:
 */
  __pyx_t_1 = ((__pyx_v_buf == NULL) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":245
 * 
 *     if buf == NULL:
 *         result = array(shape, itemsize, format, mode.decode('ASCII'))             # <<<<<<<<<<<<<<
 *     else:
 *         result = array(shape, itemsize, format, mode.decode('ASCII'),
 */
    __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_itemsize); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 245, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = __Pyx_PyBytes_FromString(__pyx_v_format); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 245, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_4 = __Pyx_decode_c_string(__pyx_v_mode, 0, strlen(__pyx_v_mode), NULL, NULL, PyUnicode_DecodeASCII); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 245, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_5 = PyTuple_New(4); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 245, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_INCREF(__pyx_v_shape);
    __Pyx_GIVEREF(__pyx_v_shape);
    PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_v_shape);
    __Pyx_GIVEREF(__pyx_t_2);
    PyTuple_SET_ITEM(__pyx_t_5, 1, __pyx_t_2);
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_5, 2, __pyx_t_3);
    __Pyx_GIVEREF(__pyx_t_4);
    PyTuple_SET_ITEM(__pyx_t_5, 3, __pyx_t_4);
    __pyx_t_2 = 0;
    __pyx_t_3 = 0;
    __pyx_t_4 = 0;
    __pyx_t_4 = __Pyx_PyObject_Call(((PyObject *)__pyx_array_type), __pyx_t_5, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 245, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __pyx_v_result = ((struct __pyx_array_obj *)__pyx_t_4);
    __pyx_t_4 = 0;

    /* "View.MemoryView":244
 *     cdef array result
 * 
 *     if buf == NULL:             # <<<<<<<<<<<<<<
 *         result = array(shape, itemsize, format, mode.decode('ASCII'))
 *     else:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":247
 *         result = array(shape, itemsize, format, mode.decode('ASCII'))
 *     else:
 *         result = array(shape, itemsize, format, mode.decode('ASCII'),             # <<<<<<<<<<<<<<
 *                        allocate_buffer=False)
 *         result.data = buf
 */
  /*else*/ {
    __pyx_t_4 = PyInt_FromSsize_t(__pyx_v_itemsize); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 247, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_5 = __Pyx_PyBytes_FromString(__pyx_v_format); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 247, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __pyx_t_3 = __Pyx_decode_c_string(__pyx_v_mode, 0, strlen(__pyx_v_mode), NULL, NULL, PyUnicode_DecodeASCII); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 247, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_2 = PyTuple_New(4); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 247, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_INCREF(__pyx_v_shape);
    __Pyx_GIVEREF(__pyx_v_shape);
    PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_v_shape);
    __Pyx_GIVEREF(__pyx_t_4);
    PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_t_4);
    __Pyx_GIVEREF(__pyx_t_5);
    PyTuple_SET_ITEM(__pyx_t_2, 2, __pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_2, 3, __pyx_t_3);
    __pyx_t_4 = 0;
    __pyx_t_5 = 0;
    __pyx_t_3 = 0;

    /* "View.MemoryView":248
 *     else:
 *         result = array(shape, itemsize, format, mode.decode('ASCII'),
 *                        allocate_buffer=False)             # <<<<<<<<<<<<<<
 *         result.data = buf
 * 
 */
    __pyx_t_3 = PyDict_New(); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 248, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    if (PyDict_SetItem(__pyx_t_3, __pyx_n_s_allocate_buffer, Py_False) < 0) __PYX_ERR(5, 248, __pyx_L1_error)

    /* "View.MemoryView":247
 *         result = array(shape, itemsize, format, mode.decode('ASCII'))
 *     else:
 *         result = array(shape, itemsize, format, mode.decode('ASCII'),             # <<<<<<<<<<<<<<
 *                        allocate_buffer=False)
 *         result.data = buf
 */
    __pyx_t_5 = __Pyx_PyObject_Call(((PyObject *)__pyx_array_type), __pyx_t_2, __pyx_t_3); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 247, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_v_result = ((struct __pyx_array_obj *)__pyx_t_5);
    __pyx_t_5 = 0;

    /* "View.MemoryView":249
 *         result = array(shape, itemsize, format, mode.decode('ASCII'),
 *                        allocate_buffer=False)
 *         result.data = buf             # <<<<<<<<<<<<<<
 * 
 *     return result
 */
    __pyx_v_result->data = __pyx_v_buf;
  }
  __pyx_L3:;

  /* "View.MemoryView":251
 *         result.data = buf
 * 
 *     return result             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(((PyObject *)__pyx_r));
  __Pyx_INCREF(((PyObject *)__pyx_v_result));
  __pyx_r = __pyx_v_result;
  goto __pyx_L0;

  /* "View.MemoryView":240
 * 
 * @cname("__pyx_array_new")
 * cdef array array_cwrapper(tuple shape, Py_ssize_t itemsize, char *format,             # <<<<<<<<<<<<<<
 *                           char *mode, char *buf):
 *     cdef array result
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("View.MemoryView.array_cwrapper", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_result);
  __Pyx_XGIVEREF((PyObject *)__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":277
 * cdef class Enum(object):
 *     cdef object name
 *     def __init__(self, name):             # <<<<<<<<<<<<<<
 *         self.name = name
 *     def __repr__(self):
 */

/* Python wrapper */
static int __pyx_MemviewEnum___init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_MemviewEnum___init__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_name = 0;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_name,0};
    PyObject* values[1] = {0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_name)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(5, 277, __pyx_L3_error)
      }
    } else if (PyTuple_GET_SIZE(__pyx_args) != 1) {
      goto __pyx_L5_argtuple_error;
    } else {
      values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
    }
    __pyx_v_name = values[0];
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__init__", 1, 1, 1, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(5, 277, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("View.MemoryView.Enum.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_MemviewEnum___pyx_pf_15View_dot_MemoryView_4Enum___init__(((struct __pyx_MemviewEnum_obj *)__pyx_v_self), __pyx_v_name);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_MemviewEnum___pyx_pf_15View_dot_MemoryView_4Enum___init__(struct __pyx_MemviewEnum_obj *__pyx_v_self, PyObject *__pyx_v_name) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__init__", 0);

  /* "View.MemoryView":278
 *     cdef object name
 *     def __init__(self, name):
 *         self.name = name             # <<<<<<<<<<<<<<
 *     def __repr__(self):
 *         return self.name
 */
  __Pyx_INCREF(__pyx_v_name);
  __Pyx_GIVEREF(__pyx_v_name);
  __Pyx_GOTREF(__pyx_v_self->name);
  __Pyx_DECREF(__pyx_v_self->name);
  __pyx_v_self->name = __pyx_v_name;

  /* "View.MemoryView":277
 * cdef class Enum(object):
 *     cdef object name
 *     def __init__(self, name):             # <<<<<<<<<<<<<<
 *         self.name = name
 *     def __repr__(self):
 */

  /* function exit code */
  __pyx_r = 0;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":279
 *     def __init__(self, name):
 *         self.name = name
 *     def __repr__(self):             # <<<<<<<<<<<<<<
 *         return self.name
 * 
 */

/* Python wrapper */
static PyObject *__pyx_MemviewEnum___repr__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_MemviewEnum___repr__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__repr__ (wrapper)", 0);
  __pyx_r = __pyx_MemviewEnum___pyx_pf_15View_dot_MemoryView_4Enum_2__repr__(((struct __pyx_MemviewEnum_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_MemviewEnum___pyx_pf_15View_dot_MemoryView_4Enum_2__repr__(struct __pyx_MemviewEnum_obj *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__repr__", 0);

  /* "View.MemoryView":280
 *         self.name = name
 *     def __repr__(self):
 *         return self.name             # <<<<<<<<<<<<<<
 * 
 * cdef generic = Enum("<strided and direct or indirect>")
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_self->name);
  __pyx_r = __pyx_v_self->name;
  goto __pyx_L0;

  /* "View.MemoryView":279
 *     def __init__(self, name):
 *         self.name = name
 *     def __repr__(self):             # <<<<<<<<<<<<<<
 *         return self.name
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":294
 * 
 * @cname('__pyx_align_pointer')
 * cdef void *align_pointer(void *memory, size_t alignment) nogil:             # <<<<<<<<<<<<<<
 *     "Align pointer memory on a given boundary"
 *     cdef Py_intptr_t aligned_p = <Py_intptr_t> memory
 */

static void *__pyx_align_pointer(void *__pyx_v_memory, size_t __pyx_v_alignment) {
  Py_intptr_t __pyx_v_aligned_p;
  size_t __pyx_v_offset;
  void *__pyx_r;
  int __pyx_t_1;

  /* "View.MemoryView":296
 * cdef void *align_pointer(void *memory, size_t alignment) nogil:
 *     "Align pointer memory on a given boundary"
 *     cdef Py_intptr_t aligned_p = <Py_intptr_t> memory             # <<<<<<<<<<<<<<
 *     cdef size_t offset
 * 
 */
  __pyx_v_aligned_p = ((Py_intptr_t)__pyx_v_memory);

  /* "View.MemoryView":300
 * 
 *     with cython.cdivision(True):
 *         offset = aligned_p % alignment             # <<<<<<<<<<<<<<
 * 
 *     if offset > 0:
 */
  __pyx_v_offset = (__pyx_v_aligned_p % __pyx_v_alignment);

  /* "View.MemoryView":302
 *         offset = aligned_p % alignment
 * 
 *     if offset > 0:             # <<<<<<<<<<<<<<
 *         aligned_p += alignment - offset
 * 
 */
  __pyx_t_1 = ((__pyx_v_offset > 0) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":303
 * 
 *     if offset > 0:
 *         aligned_p += alignment - offset             # <<<<<<<<<<<<<<
 * 
 *     return <void *> aligned_p
 */
    __pyx_v_aligned_p = (__pyx_v_aligned_p + (__pyx_v_alignment - __pyx_v_offset));

    /* "View.MemoryView":302
 *         offset = aligned_p % alignment
 * 
 *     if offset > 0:             # <<<<<<<<<<<<<<
 *         aligned_p += alignment - offset
 * 
 */
  }

  /* "View.MemoryView":305
 *         aligned_p += alignment - offset
 * 
 *     return <void *> aligned_p             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = ((void *)__pyx_v_aligned_p);
  goto __pyx_L0;

  /* "View.MemoryView":294
 * 
 * @cname('__pyx_align_pointer')
 * cdef void *align_pointer(void *memory, size_t alignment) nogil:             # <<<<<<<<<<<<<<
 *     "Align pointer memory on a given boundary"
 *     cdef Py_intptr_t aligned_p = <Py_intptr_t> memory
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "View.MemoryView":341
 *     cdef __Pyx_TypeInfo *typeinfo
 * 
 *     def __cinit__(memoryview self, object obj, int flags, bint dtype_is_object=False):             # <<<<<<<<<<<<<<
 *         self.obj = obj
 *         self.flags = flags
 */

/* Python wrapper */
static int __pyx_memoryview___cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static int __pyx_memoryview___cinit__(PyObject *__pyx_v_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
  PyObject *__pyx_v_obj = 0;
  int __pyx_v_flags;
  int __pyx_v_dtype_is_object;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__cinit__ (wrapper)", 0);
  {
    static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_obj,&__pyx_n_s_flags,&__pyx_n_s_dtype_is_object,0};
    PyObject* values[3] = {0,0,0};
    if (unlikely(__pyx_kwds)) {
      Py_ssize_t kw_args;
      const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
      switch (pos_args) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        case  1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        case  0: break;
        default: goto __pyx_L5_argtuple_error;
      }
      kw_args = PyDict_Size(__pyx_kwds);
      switch (pos_args) {
        case  0:
        if (likely((values[0] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_obj)) != 0)) kw_args--;
        else goto __pyx_L5_argtuple_error;
        case  1:
        if (likely((values[1] = PyDict_GetItem(__pyx_kwds, __pyx_n_s_flags)) != 0)) kw_args--;
        else {
          __Pyx_RaiseArgtupleInvalid("__cinit__", 0, 2, 3, 1); __PYX_ERR(5, 341, __pyx_L3_error)
        }
        case  2:
        if (kw_args > 0) {
          PyObject* value = PyDict_GetItem(__pyx_kwds, __pyx_n_s_dtype_is_object);
          if (value) { values[2] = value; kw_args--; }
        }
      }
      if (unlikely(kw_args > 0)) {
        if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__cinit__") < 0)) __PYX_ERR(5, 341, __pyx_L3_error)
      }
    } else {
      switch (PyTuple_GET_SIZE(__pyx_args)) {
        case  3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
        case  2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
        values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
        break;
        default: goto __pyx_L5_argtuple_error;
      }
    }
    __pyx_v_obj = values[0];
    __pyx_v_flags = __Pyx_PyInt_As_int(values[1]); if (unlikely((__pyx_v_flags == (int)-1) && PyErr_Occurred())) __PYX_ERR(5, 341, __pyx_L3_error)
    if (values[2]) {
      __pyx_v_dtype_is_object = __Pyx_PyObject_IsTrue(values[2]); if (unlikely((__pyx_v_dtype_is_object == (int)-1) && PyErr_Occurred())) __PYX_ERR(5, 341, __pyx_L3_error)
    } else {
      __pyx_v_dtype_is_object = ((int)0);
    }
  }
  goto __pyx_L4_argument_unpacking_done;
  __pyx_L5_argtuple_error:;
  __Pyx_RaiseArgtupleInvalid("__cinit__", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(5, 341, __pyx_L3_error)
  __pyx_L3_error:;
  __Pyx_AddTraceback("View.MemoryView.memoryview.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __Pyx_RefNannyFinishContext();
  return -1;
  __pyx_L4_argument_unpacking_done:;
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview___cinit__(((struct __pyx_memoryview_obj *)__pyx_v_self), __pyx_v_obj, __pyx_v_flags, __pyx_v_dtype_is_object);

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview___cinit__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_obj, int __pyx_v_flags, int __pyx_v_dtype_is_object) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  int __pyx_t_4;
  __Pyx_RefNannySetupContext("__cinit__", 0);

  /* "View.MemoryView":342
 * 
 *     def __cinit__(memoryview self, object obj, int flags, bint dtype_is_object=False):
 *         self.obj = obj             # <<<<<<<<<<<<<<
 *         self.flags = flags
 *         if type(self) is memoryview or obj is not None:
 */
  __Pyx_INCREF(__pyx_v_obj);
  __Pyx_GIVEREF(__pyx_v_obj);
  __Pyx_GOTREF(__pyx_v_self->obj);
  __Pyx_DECREF(__pyx_v_self->obj);
  __pyx_v_self->obj = __pyx_v_obj;

  /* "View.MemoryView":343
 *     def __cinit__(memoryview self, object obj, int flags, bint dtype_is_object=False):
 *         self.obj = obj
 *         self.flags = flags             # <<<<<<<<<<<<<<
 *         if type(self) is memoryview or obj is not None:
 *             __Pyx_GetBuffer(obj, &self.view, flags)
 */
  __pyx_v_self->flags = __pyx_v_flags;

  /* "View.MemoryView":344
 *         self.obj = obj
 *         self.flags = flags
 *         if type(self) is memoryview or obj is not None:             # <<<<<<<<<<<<<<
 *             __Pyx_GetBuffer(obj, &self.view, flags)
 *             if <PyObject *> self.view.obj == NULL:
 */
  __pyx_t_2 = (((PyObject *)Py_TYPE(((PyObject *)__pyx_v_self))) == ((PyObject *)__pyx_memoryview_type));
  __pyx_t_3 = (__pyx_t_2 != 0);
  if (!__pyx_t_3) {
  } else {
    __pyx_t_1 = __pyx_t_3;
    goto __pyx_L4_bool_binop_done;
  }
  __pyx_t_3 = (__pyx_v_obj != Py_None);
  __pyx_t_2 = (__pyx_t_3 != 0);
  __pyx_t_1 = __pyx_t_2;
  __pyx_L4_bool_binop_done:;
  if (__pyx_t_1) {

    /* "View.MemoryView":345
 *         self.flags = flags
 *         if type(self) is memoryview or obj is not None:
 *             __Pyx_GetBuffer(obj, &self.view, flags)             # <<<<<<<<<<<<<<
 *             if <PyObject *> self.view.obj == NULL:
 *                 (<__pyx_buffer *> &self.view).obj = Py_None
 */
    __pyx_t_4 = __Pyx_GetBuffer(__pyx_v_obj, (&__pyx_v_self->view), __pyx_v_flags); if (unlikely(__pyx_t_4 == -1)) __PYX_ERR(5, 345, __pyx_L1_error)

    /* "View.MemoryView":346
 *         if type(self) is memoryview or obj is not None:
 *             __Pyx_GetBuffer(obj, &self.view, flags)
 *             if <PyObject *> self.view.obj == NULL:             # <<<<<<<<<<<<<<
 *                 (<__pyx_buffer *> &self.view).obj = Py_None
 *                 Py_INCREF(Py_None)
 */
    __pyx_t_1 = ((((PyObject *)__pyx_v_self->view.obj) == NULL) != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":347
 *             __Pyx_GetBuffer(obj, &self.view, flags)
 *             if <PyObject *> self.view.obj == NULL:
 *                 (<__pyx_buffer *> &self.view).obj = Py_None             # <<<<<<<<<<<<<<
 *                 Py_INCREF(Py_None)
 * 
 */
      ((Py_buffer *)(&__pyx_v_self->view))->obj = Py_None;

      /* "View.MemoryView":348
 *             if <PyObject *> self.view.obj == NULL:
 *                 (<__pyx_buffer *> &self.view).obj = Py_None
 *                 Py_INCREF(Py_None)             # <<<<<<<<<<<<<<
 * 
 *         global __pyx_memoryview_thread_locks_used
 */
      Py_INCREF(Py_None);

      /* "View.MemoryView":346
 *         if type(self) is memoryview or obj is not None:
 *             __Pyx_GetBuffer(obj, &self.view, flags)
 *             if <PyObject *> self.view.obj == NULL:             # <<<<<<<<<<<<<<
 *                 (<__pyx_buffer *> &self.view).obj = Py_None
 *                 Py_INCREF(Py_None)
 */
    }

    /* "View.MemoryView":344
 *         self.obj = obj
 *         self.flags = flags
 *         if type(self) is memoryview or obj is not None:             # <<<<<<<<<<<<<<
 *             __Pyx_GetBuffer(obj, &self.view, flags)
 *             if <PyObject *> self.view.obj == NULL:
 */
  }

  /* "View.MemoryView":351
 * 
 *         global __pyx_memoryview_thread_locks_used
 *         if __pyx_memoryview_thread_locks_used < THREAD_LOCKS_PREALLOCATED:             # <<<<<<<<<<<<<<
 *             self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]
 *             __pyx_memoryview_thread_locks_used += 1
 */
  __pyx_t_1 = ((__pyx_memoryview_thread_locks_used < 8) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":352
 *         global __pyx_memoryview_thread_locks_used
 *         if __pyx_memoryview_thread_locks_used < THREAD_LOCKS_PREALLOCATED:
 *             self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]             # <<<<<<<<<<<<<<
 *             __pyx_memoryview_thread_locks_used += 1
 *         if self.lock is NULL:
 */
    __pyx_v_self->lock = (__pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]);

    /* "View.MemoryView":353
 *         if __pyx_memoryview_thread_locks_used < THREAD_LOCKS_PREALLOCATED:
 *             self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]
 *             __pyx_memoryview_thread_locks_used += 1             # <<<<<<<<<<<<<<
 *         if self.lock is NULL:
 *             self.lock = PyThread_allocate_lock()
 */
    __pyx_memoryview_thread_locks_used = (__pyx_memoryview_thread_locks_used + 1);

    /* "View.MemoryView":351
 * 
 *         global __pyx_memoryview_thread_locks_used
 *         if __pyx_memoryview_thread_locks_used < THREAD_LOCKS_PREALLOCATED:             # <<<<<<<<<<<<<<
 *             self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]
 *             __pyx_memoryview_thread_locks_used += 1
 */
  }

  /* "View.MemoryView":354
 *             self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]
 *             __pyx_memoryview_thread_locks_used += 1
 *         if self.lock is NULL:             # <<<<<<<<<<<<<<
 *             self.lock = PyThread_allocate_lock()
 *             if self.lock is NULL:
 */
  __pyx_t_1 = ((__pyx_v_self->lock == NULL) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":355
 *             __pyx_memoryview_thread_locks_used += 1
 *         if self.lock is NULL:
 *             self.lock = PyThread_allocate_lock()             # <<<<<<<<<<<<<<
 *             if self.lock is NULL:
 *                 raise MemoryError
 */
    __pyx_v_self->lock = PyThread_allocate_lock();

    /* "View.MemoryView":356
 *         if self.lock is NULL:
 *             self.lock = PyThread_allocate_lock()
 *             if self.lock is NULL:             # <<<<<<<<<<<<<<
 *                 raise MemoryError
 * 
 */
    __pyx_t_1 = ((__pyx_v_self->lock == NULL) != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":357
 *             self.lock = PyThread_allocate_lock()
 *             if self.lock is NULL:
 *                 raise MemoryError             # <<<<<<<<<<<<<<
 * 
 *         if flags & PyBUF_FORMAT:
 */
      PyErr_NoMemory(); __PYX_ERR(5, 357, __pyx_L1_error)

      /* "View.MemoryView":356
 *         if self.lock is NULL:
 *             self.lock = PyThread_allocate_lock()
 *             if self.lock is NULL:             # <<<<<<<<<<<<<<
 *                 raise MemoryError
 * 
 */
    }

    /* "View.MemoryView":354
 *             self.lock = __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]
 *             __pyx_memoryview_thread_locks_used += 1
 *         if self.lock is NULL:             # <<<<<<<<<<<<<<
 *             self.lock = PyThread_allocate_lock()
 *             if self.lock is NULL:
 */
  }

  /* "View.MemoryView":359
 *                 raise MemoryError
 * 
 *         if flags & PyBUF_FORMAT:             # <<<<<<<<<<<<<<
 *             self.dtype_is_object = (self.view.format[0] == b'O' and self.view.format[1] == b'\0')
 *         else:
 */
  __pyx_t_1 = ((__pyx_v_flags & PyBUF_FORMAT) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":360
 * 
 *         if flags & PyBUF_FORMAT:
 *             self.dtype_is_object = (self.view.format[0] == b'O' and self.view.format[1] == b'\0')             # <<<<<<<<<<<<<<
 *         else:
 *             self.dtype_is_object = dtype_is_object
 */
    __pyx_t_2 = (((__pyx_v_self->view.format[0]) == 'O') != 0);
    if (__pyx_t_2) {
    } else {
      __pyx_t_1 = __pyx_t_2;
      goto __pyx_L11_bool_binop_done;
    }
    __pyx_t_2 = (((__pyx_v_self->view.format[1]) == '\x00') != 0);
    __pyx_t_1 = __pyx_t_2;
    __pyx_L11_bool_binop_done:;
    __pyx_v_self->dtype_is_object = __pyx_t_1;

    /* "View.MemoryView":359
 *                 raise MemoryError
 * 
 *         if flags & PyBUF_FORMAT:             # <<<<<<<<<<<<<<
 *             self.dtype_is_object = (self.view.format[0] == b'O' and self.view.format[1] == b'\0')
 *         else:
 */
    goto __pyx_L10;
  }

  /* "View.MemoryView":362
 *             self.dtype_is_object = (self.view.format[0] == b'O' and self.view.format[1] == b'\0')
 *         else:
 *             self.dtype_is_object = dtype_is_object             # <<<<<<<<<<<<<<
 * 
 *         self.acquisition_count_aligned_p = <__pyx_atomic_int *> align_pointer(
 */
  /*else*/ {
    __pyx_v_self->dtype_is_object = __pyx_v_dtype_is_object;
  }
  __pyx_L10:;

  /* "View.MemoryView":364
 *             self.dtype_is_object = dtype_is_object
 * 
 *         self.acquisition_count_aligned_p = <__pyx_atomic_int *> align_pointer(             # <<<<<<<<<<<<<<
 *                   <void *> &self.acquisition_count[0], sizeof(__pyx_atomic_int))
 *         self.typeinfo = NULL
 */
  __pyx_v_self->acquisition_count_aligned_p = ((__pyx_atomic_int *)__pyx_align_pointer(((void *)(&(__pyx_v_self->acquisition_count[0]))), (sizeof(__pyx_atomic_int))));

  /* "View.MemoryView":366
 *         self.acquisition_count_aligned_p = <__pyx_atomic_int *> align_pointer(
 *                   <void *> &self.acquisition_count[0], sizeof(__pyx_atomic_int))
 *         self.typeinfo = NULL             # <<<<<<<<<<<<<<
 * 
 *     def __dealloc__(memoryview self):
 */
  __pyx_v_self->typeinfo = NULL;

  /* "View.MemoryView":341
 *     cdef __Pyx_TypeInfo *typeinfo
 * 
 *     def __cinit__(memoryview self, object obj, int flags, bint dtype_is_object=False):             # <<<<<<<<<<<<<<
 *         self.obj = obj
 *         self.flags = flags
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_AddTraceback("View.MemoryView.memoryview.__cinit__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":368
 *         self.typeinfo = NULL
 * 
 *     def __dealloc__(memoryview self):             # <<<<<<<<<<<<<<
 *         if self.obj is not None:
 *             __Pyx_ReleaseBuffer(&self.view)
 */

/* Python wrapper */
static void __pyx_memoryview___dealloc__(PyObject *__pyx_v_self); /*proto*/
static void __pyx_memoryview___dealloc__(PyObject *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__ (wrapper)", 0);
  __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_2__dealloc__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_2__dealloc__(struct __pyx_memoryview_obj *__pyx_v_self) {
  int __pyx_v_i;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  int __pyx_t_4;
  PyThread_type_lock __pyx_t_5;
  PyThread_type_lock __pyx_t_6;
  __Pyx_RefNannySetupContext("__dealloc__", 0);

  /* "View.MemoryView":369
 * 
 *     def __dealloc__(memoryview self):
 *         if self.obj is not None:             # <<<<<<<<<<<<<<
 *             __Pyx_ReleaseBuffer(&self.view)
 * 
 */
  __pyx_t_1 = (__pyx_v_self->obj != Py_None);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":370
 *     def __dealloc__(memoryview self):
 *         if self.obj is not None:
 *             __Pyx_ReleaseBuffer(&self.view)             # <<<<<<<<<<<<<<
 * 
 *         cdef int i
 */
    __Pyx_ReleaseBuffer((&__pyx_v_self->view));

    /* "View.MemoryView":369
 * 
 *     def __dealloc__(memoryview self):
 *         if self.obj is not None:             # <<<<<<<<<<<<<<
 *             __Pyx_ReleaseBuffer(&self.view)
 * 
 */
  }

  /* "View.MemoryView":374
 *         cdef int i
 *         global __pyx_memoryview_thread_locks_used
 *         if self.lock != NULL:             # <<<<<<<<<<<<<<
 *             for i in range(__pyx_memoryview_thread_locks_used):
 *                 if __pyx_memoryview_thread_locks[i] is self.lock:
 */
  __pyx_t_2 = ((__pyx_v_self->lock != NULL) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":375
 *         global __pyx_memoryview_thread_locks_used
 *         if self.lock != NULL:
 *             for i in range(__pyx_memoryview_thread_locks_used):             # <<<<<<<<<<<<<<
 *                 if __pyx_memoryview_thread_locks[i] is self.lock:
 *                     __pyx_memoryview_thread_locks_used -= 1
 */
    __pyx_t_3 = __pyx_memoryview_thread_locks_used;
    for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
      __pyx_v_i = __pyx_t_4;

      /* "View.MemoryView":376
 *         if self.lock != NULL:
 *             for i in range(__pyx_memoryview_thread_locks_used):
 *                 if __pyx_memoryview_thread_locks[i] is self.lock:             # <<<<<<<<<<<<<<
 *                     __pyx_memoryview_thread_locks_used -= 1
 *                     if i != __pyx_memoryview_thread_locks_used:
 */
      __pyx_t_2 = (((__pyx_memoryview_thread_locks[__pyx_v_i]) == __pyx_v_self->lock) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":377
 *             for i in range(__pyx_memoryview_thread_locks_used):
 *                 if __pyx_memoryview_thread_locks[i] is self.lock:
 *                     __pyx_memoryview_thread_locks_used -= 1             # <<<<<<<<<<<<<<
 *                     if i != __pyx_memoryview_thread_locks_used:
 *                         __pyx_memoryview_thread_locks[i], __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used] = (
 */
        __pyx_memoryview_thread_locks_used = (__pyx_memoryview_thread_locks_used - 1);

        /* "View.MemoryView":378
 *                 if __pyx_memoryview_thread_locks[i] is self.lock:
 *                     __pyx_memoryview_thread_locks_used -= 1
 *                     if i != __pyx_memoryview_thread_locks_used:             # <<<<<<<<<<<<<<
 *                         __pyx_memoryview_thread_locks[i], __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used] = (
 *                             __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used], __pyx_memoryview_thread_locks[i])
 */
        __pyx_t_2 = ((__pyx_v_i != __pyx_memoryview_thread_locks_used) != 0);
        if (__pyx_t_2) {

          /* "View.MemoryView":380
 *                     if i != __pyx_memoryview_thread_locks_used:
 *                         __pyx_memoryview_thread_locks[i], __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used] = (
 *                             __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used], __pyx_memoryview_thread_locks[i])             # <<<<<<<<<<<<<<
 *                     break
 *             else:
 */
          __pyx_t_5 = (__pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]);
          __pyx_t_6 = (__pyx_memoryview_thread_locks[__pyx_v_i]);

          /* "View.MemoryView":379
 *                     __pyx_memoryview_thread_locks_used -= 1
 *                     if i != __pyx_memoryview_thread_locks_used:
 *                         __pyx_memoryview_thread_locks[i], __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used] = (             # <<<<<<<<<<<<<<
 *                             __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used], __pyx_memoryview_thread_locks[i])
 *                     break
 */
          (__pyx_memoryview_thread_locks[__pyx_v_i]) = __pyx_t_5;
          (__pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used]) = __pyx_t_6;

          /* "View.MemoryView":378
 *                 if __pyx_memoryview_thread_locks[i] is self.lock:
 *                     __pyx_memoryview_thread_locks_used -= 1
 *                     if i != __pyx_memoryview_thread_locks_used:             # <<<<<<<<<<<<<<
 *                         __pyx_memoryview_thread_locks[i], __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used] = (
 *                             __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used], __pyx_memoryview_thread_locks[i])
 */
        }

        /* "View.MemoryView":381
 *                         __pyx_memoryview_thread_locks[i], __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used] = (
 *                             __pyx_memoryview_thread_locks[__pyx_memoryview_thread_locks_used], __pyx_memoryview_thread_locks[i])
 *                     break             # <<<<<<<<<<<<<<
 *             else:
 *                 PyThread_free_lock(self.lock)
 */
        goto __pyx_L6_break;

        /* "View.MemoryView":376
 *         if self.lock != NULL:
 *             for i in range(__pyx_memoryview_thread_locks_used):
 *                 if __pyx_memoryview_thread_locks[i] is self.lock:             # <<<<<<<<<<<<<<
 *                     __pyx_memoryview_thread_locks_used -= 1
 *                     if i != __pyx_memoryview_thread_locks_used:
 */
      }
    }
    /*else*/ {

      /* "View.MemoryView":383
 *                     break
 *             else:
 *                 PyThread_free_lock(self.lock)             # <<<<<<<<<<<<<<
 * 
 *     cdef char *get_item_pointer(memoryview self, object index) except NULL:
 */
      PyThread_free_lock(__pyx_v_self->lock);
    }
    __pyx_L6_break:;

    /* "View.MemoryView":374
 *         cdef int i
 *         global __pyx_memoryview_thread_locks_used
 *         if self.lock != NULL:             # <<<<<<<<<<<<<<
 *             for i in range(__pyx_memoryview_thread_locks_used):
 *                 if __pyx_memoryview_thread_locks[i] is self.lock:
 */
  }

  /* "View.MemoryView":368
 *         self.typeinfo = NULL
 * 
 *     def __dealloc__(memoryview self):             # <<<<<<<<<<<<<<
 *         if self.obj is not None:
 *             __Pyx_ReleaseBuffer(&self.view)
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "View.MemoryView":385
 *                 PyThread_free_lock(self.lock)
 * 
 *     cdef char *get_item_pointer(memoryview self, object index) except NULL:             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t dim
 *         cdef char *itemp = <char *> self.view.buf
 */

static char *__pyx_memoryview_get_item_pointer(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index) {
  Py_ssize_t __pyx_v_dim;
  char *__pyx_v_itemp;
  PyObject *__pyx_v_idx = NULL;
  char *__pyx_r;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t __pyx_t_3;
  PyObject *(*__pyx_t_4)(PyObject *);
  PyObject *__pyx_t_5 = NULL;
  Py_ssize_t __pyx_t_6;
  char *__pyx_t_7;
  __Pyx_RefNannySetupContext("get_item_pointer", 0);

  /* "View.MemoryView":387
 *     cdef char *get_item_pointer(memoryview self, object index) except NULL:
 *         cdef Py_ssize_t dim
 *         cdef char *itemp = <char *> self.view.buf             # <<<<<<<<<<<<<<
 * 
 *         for dim, idx in enumerate(index):
 */
  __pyx_v_itemp = ((char *)__pyx_v_self->view.buf);

  /* "View.MemoryView":389
 *         cdef char *itemp = <char *> self.view.buf
 * 
 *         for dim, idx in enumerate(index):             # <<<<<<<<<<<<<<
 *             itemp = pybuffer_index(&self.view, itemp, idx, dim)
 * 
 */
  __pyx_t_1 = 0;
  if (likely(PyList_CheckExact(__pyx_v_index)) || PyTuple_CheckExact(__pyx_v_index)) {
    __pyx_t_2 = __pyx_v_index; __Pyx_INCREF(__pyx_t_2); __pyx_t_3 = 0;
    __pyx_t_4 = NULL;
  } else {
    __pyx_t_3 = -1; __pyx_t_2 = PyObject_GetIter(__pyx_v_index); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 389, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_4 = Py_TYPE(__pyx_t_2)->tp_iternext; if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 389, __pyx_L1_error)
  }
  for (;;) {
    if (likely(!__pyx_t_4)) {
      if (likely(PyList_CheckExact(__pyx_t_2))) {
        if (__pyx_t_3 >= PyList_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_COMPILING_IN_CPYTHON
        __pyx_t_5 = PyList_GET_ITEM(__pyx_t_2, __pyx_t_3); __Pyx_INCREF(__pyx_t_5); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(5, 389, __pyx_L1_error)
        #else
        __pyx_t_5 = PySequence_ITEM(__pyx_t_2, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 389, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
        #endif
      } else {
        if (__pyx_t_3 >= PyTuple_GET_SIZE(__pyx_t_2)) break;
        #if CYTHON_COMPILING_IN_CPYTHON
        __pyx_t_5 = PyTuple_GET_ITEM(__pyx_t_2, __pyx_t_3); __Pyx_INCREF(__pyx_t_5); __pyx_t_3++; if (unlikely(0 < 0)) __PYX_ERR(5, 389, __pyx_L1_error)
        #else
        __pyx_t_5 = PySequence_ITEM(__pyx_t_2, __pyx_t_3); __pyx_t_3++; if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 389, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_5);
        #endif
      }
    } else {
      __pyx_t_5 = __pyx_t_4(__pyx_t_2);
      if (unlikely(!__pyx_t_5)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(exc_type == PyExc_StopIteration || PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(5, 389, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_5);
    }
    __Pyx_XDECREF_SET(__pyx_v_idx, __pyx_t_5);
    __pyx_t_5 = 0;
    __pyx_v_dim = __pyx_t_1;
    __pyx_t_1 = (__pyx_t_1 + 1);

    /* "View.MemoryView":390
 * 
 *         for dim, idx in enumerate(index):
 *             itemp = pybuffer_index(&self.view, itemp, idx, dim)             # <<<<<<<<<<<<<<
 * 
 *         return itemp
 */
    __pyx_t_6 = __Pyx_PyIndex_AsSsize_t(__pyx_v_idx); if (unlikely((__pyx_t_6 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(5, 390, __pyx_L1_error)
    __pyx_t_7 = __pyx_pybuffer_index((&__pyx_v_self->view), __pyx_v_itemp, __pyx_t_6, __pyx_v_dim); if (unlikely(__pyx_t_7 == NULL)) __PYX_ERR(5, 390, __pyx_L1_error)
    __pyx_v_itemp = __pyx_t_7;

    /* "View.MemoryView":389
 *         cdef char *itemp = <char *> self.view.buf
 * 
 *         for dim, idx in enumerate(index):             # <<<<<<<<<<<<<<
 *             itemp = pybuffer_index(&self.view, itemp, idx, dim)
 * 
 */
  }
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "View.MemoryView":392
 *             itemp = pybuffer_index(&self.view, itemp, idx, dim)
 * 
 *         return itemp             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = __pyx_v_itemp;
  goto __pyx_L0;

  /* "View.MemoryView":385
 *                 PyThread_free_lock(self.lock)
 * 
 *     cdef char *get_item_pointer(memoryview self, object index) except NULL:             # <<<<<<<<<<<<<<
 *         cdef Py_ssize_t dim
 *         cdef char *itemp = <char *> self.view.buf
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("View.MemoryView.memoryview.get_item_pointer", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_idx);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":395
 * 
 * 
 *     def __getitem__(memoryview self, object index):             # <<<<<<<<<<<<<<
 *         if index is Ellipsis:
 *             return self
 */

/* Python wrapper */
static PyObject *__pyx_memoryview___getitem__(PyObject *__pyx_v_self, PyObject *__pyx_v_index); /*proto*/
static PyObject *__pyx_memoryview___getitem__(PyObject *__pyx_v_self, PyObject *__pyx_v_index) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__getitem__ (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_4__getitem__(((struct __pyx_memoryview_obj *)__pyx_v_self), ((PyObject *)__pyx_v_index));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_4__getitem__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index) {
  PyObject *__pyx_v_have_slices = NULL;
  PyObject *__pyx_v_indices = NULL;
  char *__pyx_v_itemp;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  char *__pyx_t_6;
  __Pyx_RefNannySetupContext("__getitem__", 0);

  /* "View.MemoryView":396
 * 
 *     def __getitem__(memoryview self, object index):
 *         if index is Ellipsis:             # <<<<<<<<<<<<<<
 *             return self
 * 
 */
  __pyx_t_1 = (__pyx_v_index == __pyx_builtin_Ellipsis);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":397
 *     def __getitem__(memoryview self, object index):
 *         if index is Ellipsis:
 *             return self             # <<<<<<<<<<<<<<
 * 
 *         have_slices, indices = _unellipsify(index, self.view.ndim)
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(((PyObject *)__pyx_v_self));
    __pyx_r = ((PyObject *)__pyx_v_self);
    goto __pyx_L0;

    /* "View.MemoryView":396
 * 
 *     def __getitem__(memoryview self, object index):
 *         if index is Ellipsis:             # <<<<<<<<<<<<<<
 *             return self
 * 
 */
  }

  /* "View.MemoryView":399
 *             return self
 * 
 *         have_slices, indices = _unellipsify(index, self.view.ndim)             # <<<<<<<<<<<<<<
 * 
 *         cdef char *itemp
 */
  __pyx_t_3 = _unellipsify(__pyx_v_index, __pyx_v_self->view.ndim); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 399, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  if (likely(__pyx_t_3 != Py_None)) {
    PyObject* sequence = __pyx_t_3;
    #if CYTHON_COMPILING_IN_CPYTHON
    Py_ssize_t size = Py_SIZE(sequence);
    #else
    Py_ssize_t size = PySequence_Size(sequence);
    #endif
    if (unlikely(size != 2)) {
      if (size > 2) __Pyx_RaiseTooManyValuesError(2);
      else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
      __PYX_ERR(5, 399, __pyx_L1_error)
    }
    #if CYTHON_COMPILING_IN_CPYTHON
    __pyx_t_4 = PyTuple_GET_ITEM(sequence, 0); 
    __pyx_t_5 = PyTuple_GET_ITEM(sequence, 1); 
    __Pyx_INCREF(__pyx_t_4);
    __Pyx_INCREF(__pyx_t_5);
    #else
    __pyx_t_4 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 399, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_5 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 399, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    #endif
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  } else {
    __Pyx_RaiseNoneNotIterableError(); __PYX_ERR(5, 399, __pyx_L1_error)
  }
  __pyx_v_have_slices = __pyx_t_4;
  __pyx_t_4 = 0;
  __pyx_v_indices = __pyx_t_5;
  __pyx_t_5 = 0;

  /* "View.MemoryView":402
 * 
 *         cdef char *itemp
 *         if have_slices:             # <<<<<<<<<<<<<<
 *             return memview_slice(self, indices)
 *         else:
 */
  __pyx_t_2 = __Pyx_PyObject_IsTrue(__pyx_v_have_slices); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(5, 402, __pyx_L1_error)
  if (__pyx_t_2) {

    /* "View.MemoryView":403
 *         cdef char *itemp
 *         if have_slices:
 *             return memview_slice(self, indices)             # <<<<<<<<<<<<<<
 *         else:
 *             itemp = self.get_item_pointer(indices)
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_3 = ((PyObject *)__pyx_memview_slice(__pyx_v_self, __pyx_v_indices)); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 403, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_r = __pyx_t_3;
    __pyx_t_3 = 0;
    goto __pyx_L0;

    /* "View.MemoryView":402
 * 
 *         cdef char *itemp
 *         if have_slices:             # <<<<<<<<<<<<<<
 *             return memview_slice(self, indices)
 *         else:
 */
  }

  /* "View.MemoryView":405
 *             return memview_slice(self, indices)
 *         else:
 *             itemp = self.get_item_pointer(indices)             # <<<<<<<<<<<<<<
 *             return self.convert_item_to_object(itemp)
 * 
 */
  /*else*/ {
    __pyx_t_6 = ((struct __pyx_vtabstruct_memoryview *)__pyx_v_self->__pyx_vtab)->get_item_pointer(__pyx_v_self, __pyx_v_indices); if (unlikely(__pyx_t_6 == NULL)) __PYX_ERR(5, 405, __pyx_L1_error)
    __pyx_v_itemp = __pyx_t_6;

    /* "View.MemoryView":406
 *         else:
 *             itemp = self.get_item_pointer(indices)
 *             return self.convert_item_to_object(itemp)             # <<<<<<<<<<<<<<
 * 
 *     def __setitem__(memoryview self, object index, object value):
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_3 = ((struct __pyx_vtabstruct_memoryview *)__pyx_v_self->__pyx_vtab)->convert_item_to_object(__pyx_v_self, __pyx_v_itemp); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 406, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_r = __pyx_t_3;
    __pyx_t_3 = 0;
    goto __pyx_L0;
  }

  /* "View.MemoryView":395
 * 
 * 
 *     def __getitem__(memoryview self, object index):             # <<<<<<<<<<<<<<
 *         if index is Ellipsis:
 *             return self
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("View.MemoryView.memoryview.__getitem__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_have_slices);
  __Pyx_XDECREF(__pyx_v_indices);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":408
 *             return self.convert_item_to_object(itemp)
 * 
 *     def __setitem__(memoryview self, object index, object value):             # <<<<<<<<<<<<<<
 *         have_slices, index = _unellipsify(index, self.view.ndim)
 * 
 */

/* Python wrapper */
static int __pyx_memoryview___setitem__(PyObject *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value); /*proto*/
static int __pyx_memoryview___setitem__(PyObject *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__setitem__ (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_6__setitem__(((struct __pyx_memoryview_obj *)__pyx_v_self), ((PyObject *)__pyx_v_index), ((PyObject *)__pyx_v_value));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_6__setitem__(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value) {
  PyObject *__pyx_v_have_slices = NULL;
  PyObject *__pyx_v_obj = NULL;
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  int __pyx_t_4;
  __Pyx_RefNannySetupContext("__setitem__", 0);
  __Pyx_INCREF(__pyx_v_index);

  /* "View.MemoryView":409
 * 
 *     def __setitem__(memoryview self, object index, object value):
 *         have_slices, index = _unellipsify(index, self.view.ndim)             # <<<<<<<<<<<<<<
 * 
 *         if have_slices:
 */
  __pyx_t_1 = _unellipsify(__pyx_v_index, __pyx_v_self->view.ndim); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 409, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (likely(__pyx_t_1 != Py_None)) {
    PyObject* sequence = __pyx_t_1;
    #if CYTHON_COMPILING_IN_CPYTHON
    Py_ssize_t size = Py_SIZE(sequence);
    #else
    Py_ssize_t size = PySequence_Size(sequence);
    #endif
    if (unlikely(size != 2)) {
      if (size > 2) __Pyx_RaiseTooManyValuesError(2);
      else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
      __PYX_ERR(5, 409, __pyx_L1_error)
    }
    #if CYTHON_COMPILING_IN_CPYTHON
    __pyx_t_2 = PyTuple_GET_ITEM(sequence, 0); 
    __pyx_t_3 = PyTuple_GET_ITEM(sequence, 1); 
    __Pyx_INCREF(__pyx_t_2);
    __Pyx_INCREF(__pyx_t_3);
    #else
    __pyx_t_2 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 409, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 409, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    #endif
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  } else {
    __Pyx_RaiseNoneNotIterableError(); __PYX_ERR(5, 409, __pyx_L1_error)
  }
  __pyx_v_have_slices = __pyx_t_2;
  __pyx_t_2 = 0;
  __Pyx_DECREF_SET(__pyx_v_index, __pyx_t_3);
  __pyx_t_3 = 0;

  /* "View.MemoryView":411
 *         have_slices, index = _unellipsify(index, self.view.ndim)
 * 
 *         if have_slices:             # <<<<<<<<<<<<<<
 *             obj = self.is_slice(value)
 *             if obj:
 */
  __pyx_t_4 = __Pyx_PyObject_IsTrue(__pyx_v_have_slices); if (unlikely(__pyx_t_4 < 0)) __PYX_ERR(5, 411, __pyx_L1_error)
  if (__pyx_t_4) {

    /* "View.MemoryView":412
 * 
 *         if have_slices:
 *             obj = self.is_slice(value)             # <<<<<<<<<<<<<<
 *             if obj:
 *                 self.setitem_slice_assignment(self[index], obj)
 */
    __pyx_t_1 = ((struct __pyx_vtabstruct_memoryview *)__pyx_v_self->__pyx_vtab)->is_slice(__pyx_v_self, __pyx_v_value); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 412, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_v_obj = __pyx_t_1;
    __pyx_t_1 = 0;

    /* "View.MemoryView":413
 *         if have_slices:
 *             obj = self.is_slice(value)
 *             if obj:             # <<<<<<<<<<<<<<
 *                 self.setitem_slice_assignment(self[index], obj)
 *             else:
 */
    __pyx_t_4 = __Pyx_PyObject_IsTrue(__pyx_v_obj); if (unlikely(__pyx_t_4 < 0)) __PYX_ERR(5, 413, __pyx_L1_error)
    if (__pyx_t_4) {

      /* "View.MemoryView":414
 *             obj = self.is_slice(value)
 *             if obj:
 *                 self.setitem_slice_assignment(self[index], obj)             # <<<<<<<<<<<<<<
 *             else:
 *                 self.setitem_slice_assign_scalar(self[index], value)
 */
      __pyx_t_1 = PyObject_GetItem(((PyObject *)__pyx_v_self), __pyx_v_index); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 414, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __pyx_t_3 = ((struct __pyx_vtabstruct_memoryview *)__pyx_v_self->__pyx_vtab)->setitem_slice_assignment(__pyx_v_self, __pyx_t_1, __pyx_v_obj); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 414, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

      /* "View.MemoryView":413
 *         if have_slices:
 *             obj = self.is_slice(value)
 *             if obj:             # <<<<<<<<<<<<<<
 *                 self.setitem_slice_assignment(self[index], obj)
 *             else:
 */
      goto __pyx_L4;
    }

    /* "View.MemoryView":416
 *                 self.setitem_slice_assignment(self[index], obj)
 *             else:
 *                 self.setitem_slice_assign_scalar(self[index], value)             # <<<<<<<<<<<<<<
 *         else:
 *             self.setitem_indexed(index, value)
 */
    /*else*/ {
      __pyx_t_3 = PyObject_GetItem(((PyObject *)__pyx_v_self), __pyx_v_index); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 416, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_memoryview_type))))) __PYX_ERR(5, 416, __pyx_L1_error)
      __pyx_t_1 = ((struct __pyx_vtabstruct_memoryview *)__pyx_v_self->__pyx_vtab)->setitem_slice_assign_scalar(__pyx_v_self, ((struct __pyx_memoryview_obj *)__pyx_t_3), __pyx_v_value); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 416, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    }
    __pyx_L4:;

    /* "View.MemoryView":411
 *         have_slices, index = _unellipsify(index, self.view.ndim)
 * 
 *         if have_slices:             # <<<<<<<<<<<<<<
 *             obj = self.is_slice(value)
 *             if obj:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":418
 *                 self.setitem_slice_assign_scalar(self[index], value)
 *         else:
 *             self.setitem_indexed(index, value)             # <<<<<<<<<<<<<<
 * 
 *     cdef is_slice(self, obj):
 */
  /*else*/ {
    __pyx_t_1 = ((struct __pyx_vtabstruct_memoryview *)__pyx_v_self->__pyx_vtab)->setitem_indexed(__pyx_v_self, __pyx_v_index, __pyx_v_value); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 418, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  }
  __pyx_L3:;

  /* "View.MemoryView":408
 *             return self.convert_item_to_object(itemp)
 * 
 *     def __setitem__(memoryview self, object index, object value):             # <<<<<<<<<<<<<<
 *         have_slices, index = _unellipsify(index, self.view.ndim)
 * 
 */

  /* function exit code */
  __pyx_r = 0;
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("View.MemoryView.memoryview.__setitem__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_have_slices);
  __Pyx_XDECREF(__pyx_v_obj);
  __Pyx_XDECREF(__pyx_v_index);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":420
 *             self.setitem_indexed(index, value)
 * 
 *     cdef is_slice(self, obj):             # <<<<<<<<<<<<<<
 *         if not isinstance(obj, memoryview):
 *             try:
 */

static PyObject *__pyx_memoryview_is_slice(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_obj) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  int __pyx_t_9;
  __Pyx_RefNannySetupContext("is_slice", 0);
  __Pyx_INCREF(__pyx_v_obj);

  /* "View.MemoryView":421
 * 
 *     cdef is_slice(self, obj):
 *         if not isinstance(obj, memoryview):             # <<<<<<<<<<<<<<
 *             try:
 *                 obj = memoryview(obj, self.flags|PyBUF_ANY_CONTIGUOUS,
 */
  __pyx_t_1 = __Pyx_TypeCheck(__pyx_v_obj, __pyx_memoryview_type); 
  __pyx_t_2 = ((!(__pyx_t_1 != 0)) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":422
 *     cdef is_slice(self, obj):
 *         if not isinstance(obj, memoryview):
 *             try:             # <<<<<<<<<<<<<<
 *                 obj = memoryview(obj, self.flags|PyBUF_ANY_CONTIGUOUS,
 *                                  self.dtype_is_object)
 */
    {
      __Pyx_PyThreadState_declare
      __Pyx_PyThreadState_assign
      __Pyx_ExceptionSave(&__pyx_t_3, &__pyx_t_4, &__pyx_t_5);
      __Pyx_XGOTREF(__pyx_t_3);
      __Pyx_XGOTREF(__pyx_t_4);
      __Pyx_XGOTREF(__pyx_t_5);
      /*try:*/ {

        /* "View.MemoryView":423
 *         if not isinstance(obj, memoryview):
 *             try:
 *                 obj = memoryview(obj, self.flags|PyBUF_ANY_CONTIGUOUS,             # <<<<<<<<<<<<<<
 *                                  self.dtype_is_object)
 *             except TypeError:
 */
        __pyx_t_6 = __Pyx_PyInt_From_int((__pyx_v_self->flags | PyBUF_ANY_CONTIGUOUS)); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 423, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_6);

        /* "View.MemoryView":424
 *             try:
 *                 obj = memoryview(obj, self.flags|PyBUF_ANY_CONTIGUOUS,
 *                                  self.dtype_is_object)             # <<<<<<<<<<<<<<
 *             except TypeError:
 *                 return None
 */
        __pyx_t_7 = __Pyx_PyBool_FromLong(__pyx_v_self->dtype_is_object); if (unlikely(!__pyx_t_7)) __PYX_ERR(5, 424, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_7);

        /* "View.MemoryView":423
 *         if not isinstance(obj, memoryview):
 *             try:
 *                 obj = memoryview(obj, self.flags|PyBUF_ANY_CONTIGUOUS,             # <<<<<<<<<<<<<<
 *                                  self.dtype_is_object)
 *             except TypeError:
 */
        __pyx_t_8 = PyTuple_New(3); if (unlikely(!__pyx_t_8)) __PYX_ERR(5, 423, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_8);
        __Pyx_INCREF(__pyx_v_obj);
        __Pyx_GIVEREF(__pyx_v_obj);
        PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_v_obj);
        __Pyx_GIVEREF(__pyx_t_6);
        PyTuple_SET_ITEM(__pyx_t_8, 1, __pyx_t_6);
        __Pyx_GIVEREF(__pyx_t_7);
        PyTuple_SET_ITEM(__pyx_t_8, 2, __pyx_t_7);
        __pyx_t_6 = 0;
        __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_PyObject_Call(((PyObject *)__pyx_memoryview_type), __pyx_t_8, NULL); if (unlikely(!__pyx_t_7)) __PYX_ERR(5, 423, __pyx_L4_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        __Pyx_DECREF_SET(__pyx_v_obj, __pyx_t_7);
        __pyx_t_7 = 0;

        /* "View.MemoryView":422
 *     cdef is_slice(self, obj):
 *         if not isinstance(obj, memoryview):
 *             try:             # <<<<<<<<<<<<<<
 *                 obj = memoryview(obj, self.flags|PyBUF_ANY_CONTIGUOUS,
 *                                  self.dtype_is_object)
 */
      }
      __Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
      __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
      goto __pyx_L11_try_end;
      __pyx_L4_error:;
      __Pyx_PyThreadState_assign
      __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
      __Pyx_XDECREF(__pyx_t_8); __pyx_t_8 = 0;
      __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;

      /* "View.MemoryView":425
 *                 obj = memoryview(obj, self.flags|PyBUF_ANY_CONTIGUOUS,
 *                                  self.dtype_is_object)
 *             except TypeError:             # <<<<<<<<<<<<<<
 *                 return None
 * 
 */
      __pyx_t_9 = __Pyx_PyErr_ExceptionMatches(__pyx_builtin_TypeError);
      if (__pyx_t_9) {
        __Pyx_AddTraceback("View.MemoryView.memoryview.is_slice", __pyx_clineno, __pyx_lineno, __pyx_filename);
        if (__Pyx_GetException(&__pyx_t_7, &__pyx_t_8, &__pyx_t_6) < 0) __PYX_ERR(5, 425, __pyx_L6_except_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_GOTREF(__pyx_t_8);
        __Pyx_GOTREF(__pyx_t_6);

        /* "View.MemoryView":426
 *                                  self.dtype_is_object)
 *             except TypeError:
 *                 return None             # <<<<<<<<<<<<<<
 * 
 *         return obj
 */
        __Pyx_XDECREF(__pyx_r);
        __Pyx_INCREF(Py_None);
        __pyx_r = Py_None;
        __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
        goto __pyx_L7_except_return;
      }
      goto __pyx_L6_except_error;
      __pyx_L6_except_error:;

      /* "View.MemoryView":422
 *     cdef is_slice(self, obj):
 *         if not isinstance(obj, memoryview):
 *             try:             # <<<<<<<<<<<<<<
 *                 obj = memoryview(obj, self.flags|PyBUF_ANY_CONTIGUOUS,
 *                                  self.dtype_is_object)
 */
      __Pyx_PyThreadState_assign
      __Pyx_XGIVEREF(__pyx_t_3);
      __Pyx_XGIVEREF(__pyx_t_4);
      __Pyx_XGIVEREF(__pyx_t_5);
      __Pyx_ExceptionReset(__pyx_t_3, __pyx_t_4, __pyx_t_5);
      goto __pyx_L1_error;
      __pyx_L7_except_return:;
      __Pyx_PyThreadState_assign
      __Pyx_XGIVEREF(__pyx_t_3);
      __Pyx_XGIVEREF(__pyx_t_4);
      __Pyx_XGIVEREF(__pyx_t_5);
      __Pyx_ExceptionReset(__pyx_t_3, __pyx_t_4, __pyx_t_5);
      goto __pyx_L0;
      __pyx_L11_try_end:;
    }

    /* "View.MemoryView":421
 * 
 *     cdef is_slice(self, obj):
 *         if not isinstance(obj, memoryview):             # <<<<<<<<<<<<<<
 *             try:
 *                 obj = memoryview(obj, self.flags|PyBUF_ANY_CONTIGUOUS,
 */
  }

  /* "View.MemoryView":428
 *                 return None
 * 
 *         return obj             # <<<<<<<<<<<<<<
 * 
 *     cdef setitem_slice_assignment(self, dst, src):
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_obj);
  __pyx_r = __pyx_v_obj;
  goto __pyx_L0;

  /* "View.MemoryView":420
 *             self.setitem_indexed(index, value)
 * 
 *     cdef is_slice(self, obj):             # <<<<<<<<<<<<<<
 *         if not isinstance(obj, memoryview):
 *             try:
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_AddTraceback("View.MemoryView.memoryview.is_slice", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_obj);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":430
 *         return obj
 * 
 *     cdef setitem_slice_assignment(self, dst, src):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice dst_slice
 *         cdef __Pyx_memviewslice src_slice
 */

static PyObject *__pyx_memoryview_setitem_slice_assignment(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_dst, PyObject *__pyx_v_src) {
  __Pyx_memviewslice __pyx_v_dst_slice;
  __Pyx_memviewslice __pyx_v_src_slice;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  int __pyx_t_3;
  int __pyx_t_4;
  __Pyx_RefNannySetupContext("setitem_slice_assignment", 0);

  /* "View.MemoryView":434
 *         cdef __Pyx_memviewslice src_slice
 * 
 *         memoryview_copy_contents(get_slice_from_memview(src, &src_slice)[0],             # <<<<<<<<<<<<<<
 *                                  get_slice_from_memview(dst, &dst_slice)[0],
 *                                  src.ndim, dst.ndim, self.dtype_is_object)
 */
  if (!(likely(((__pyx_v_src) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_src, __pyx_memoryview_type))))) __PYX_ERR(5, 434, __pyx_L1_error)

  /* "View.MemoryView":435
 * 
 *         memoryview_copy_contents(get_slice_from_memview(src, &src_slice)[0],
 *                                  get_slice_from_memview(dst, &dst_slice)[0],             # <<<<<<<<<<<<<<
 *                                  src.ndim, dst.ndim, self.dtype_is_object)
 * 
 */
  if (!(likely(((__pyx_v_dst) == Py_None) || likely(__Pyx_TypeTest(__pyx_v_dst, __pyx_memoryview_type))))) __PYX_ERR(5, 435, __pyx_L1_error)

  /* "View.MemoryView":436
 *         memoryview_copy_contents(get_slice_from_memview(src, &src_slice)[0],
 *                                  get_slice_from_memview(dst, &dst_slice)[0],
 *                                  src.ndim, dst.ndim, self.dtype_is_object)             # <<<<<<<<<<<<<<
 * 
 *     cdef setitem_slice_assign_scalar(self, memoryview dst, value):
 */
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_src, __pyx_n_s_ndim); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 436, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyInt_As_int(__pyx_t_1); if (unlikely((__pyx_t_2 == (int)-1) && PyErr_Occurred())) __PYX_ERR(5, 436, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_dst, __pyx_n_s_ndim); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 436, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = __Pyx_PyInt_As_int(__pyx_t_1); if (unlikely((__pyx_t_3 == (int)-1) && PyErr_Occurred())) __PYX_ERR(5, 436, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "View.MemoryView":434
 *         cdef __Pyx_memviewslice src_slice
 * 
 *         memoryview_copy_contents(get_slice_from_memview(src, &src_slice)[0],             # <<<<<<<<<<<<<<
 *                                  get_slice_from_memview(dst, &dst_slice)[0],
 *                                  src.ndim, dst.ndim, self.dtype_is_object)
 */
  __pyx_t_4 = __pyx_memoryview_copy_contents((__pyx_memoryview_get_slice_from_memoryview(((struct __pyx_memoryview_obj *)__pyx_v_src), (&__pyx_v_src_slice))[0]), (__pyx_memoryview_get_slice_from_memoryview(((struct __pyx_memoryview_obj *)__pyx_v_dst), (&__pyx_v_dst_slice))[0]), __pyx_t_2, __pyx_t_3, __pyx_v_self->dtype_is_object); if (unlikely(__pyx_t_4 == -1)) __PYX_ERR(5, 434, __pyx_L1_error)

  /* "View.MemoryView":430
 *         return obj
 * 
 *     cdef setitem_slice_assignment(self, dst, src):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice dst_slice
 *         cdef __Pyx_memviewslice src_slice
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("View.MemoryView.memoryview.setitem_slice_assignment", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":438
 *                                  src.ndim, dst.ndim, self.dtype_is_object)
 * 
 *     cdef setitem_slice_assign_scalar(self, memoryview dst, value):             # <<<<<<<<<<<<<<
 *         cdef int array[128]
 *         cdef void *tmp = NULL
 */

static PyObject *__pyx_memoryview_setitem_slice_assign_scalar(struct __pyx_memoryview_obj *__pyx_v_self, struct __pyx_memoryview_obj *__pyx_v_dst, PyObject *__pyx_v_value) {
  int __pyx_v_array[0x80];
  void *__pyx_v_tmp;
  void *__pyx_v_item;
  __Pyx_memviewslice *__pyx_v_dst_slice;
  __Pyx_memviewslice __pyx_v_tmp_slice;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  int __pyx_t_3;
  int __pyx_t_4;
  char const *__pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  PyObject *__pyx_t_10 = NULL;
  PyObject *__pyx_t_11 = NULL;
  __Pyx_RefNannySetupContext("setitem_slice_assign_scalar", 0);

  /* "View.MemoryView":440
 *     cdef setitem_slice_assign_scalar(self, memoryview dst, value):
 *         cdef int array[128]
 *         cdef void *tmp = NULL             # <<<<<<<<<<<<<<
 *         cdef void *item
 * 
 */
  __pyx_v_tmp = NULL;

  /* "View.MemoryView":445
 *         cdef __Pyx_memviewslice *dst_slice
 *         cdef __Pyx_memviewslice tmp_slice
 *         dst_slice = get_slice_from_memview(dst, &tmp_slice)             # <<<<<<<<<<<<<<
 * 
 *         if <size_t>self.view.itemsize > sizeof(array):
 */
  __pyx_v_dst_slice = __pyx_memoryview_get_slice_from_memoryview(__pyx_v_dst, (&__pyx_v_tmp_slice));

  /* "View.MemoryView":447
 *         dst_slice = get_slice_from_memview(dst, &tmp_slice)
 * 
 *         if <size_t>self.view.itemsize > sizeof(array):             # <<<<<<<<<<<<<<
 *             tmp = PyMem_Malloc(self.view.itemsize)
 *             if tmp == NULL:
 */
  __pyx_t_1 = ((((size_t)__pyx_v_self->view.itemsize) > (sizeof(__pyx_v_array))) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":448
 * 
 *         if <size_t>self.view.itemsize > sizeof(array):
 *             tmp = PyMem_Malloc(self.view.itemsize)             # <<<<<<<<<<<<<<
 *             if tmp == NULL:
 *                 raise MemoryError
 */
    __pyx_v_tmp = PyMem_Malloc(__pyx_v_self->view.itemsize);

    /* "View.MemoryView":449
 *         if <size_t>self.view.itemsize > sizeof(array):
 *             tmp = PyMem_Malloc(self.view.itemsize)
 *             if tmp == NULL:             # <<<<<<<<<<<<<<
 *                 raise MemoryError
 *             item = tmp
 */
    __pyx_t_1 = ((__pyx_v_tmp == NULL) != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":450
 *             tmp = PyMem_Malloc(self.view.itemsize)
 *             if tmp == NULL:
 *                 raise MemoryError             # <<<<<<<<<<<<<<
 *             item = tmp
 *         else:
 */
      PyErr_NoMemory(); __PYX_ERR(5, 450, __pyx_L1_error)

      /* "View.MemoryView":449
 *         if <size_t>self.view.itemsize > sizeof(array):
 *             tmp = PyMem_Malloc(self.view.itemsize)
 *             if tmp == NULL:             # <<<<<<<<<<<<<<
 *                 raise MemoryError
 *             item = tmp
 */
    }

    /* "View.MemoryView":451
 *             if tmp == NULL:
 *                 raise MemoryError
 *             item = tmp             # <<<<<<<<<<<<<<
 *         else:
 *             item = <void *> array
 */
    __pyx_v_item = __pyx_v_tmp;

    /* "View.MemoryView":447
 *         dst_slice = get_slice_from_memview(dst, &tmp_slice)
 * 
 *         if <size_t>self.view.itemsize > sizeof(array):             # <<<<<<<<<<<<<<
 *             tmp = PyMem_Malloc(self.view.itemsize)
 *             if tmp == NULL:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":453
 *             item = tmp
 *         else:
 *             item = <void *> array             # <<<<<<<<<<<<<<
 * 
 *         try:
 */
  /*else*/ {
    __pyx_v_item = ((void *)__pyx_v_array);
  }
  __pyx_L3:;

  /* "View.MemoryView":455
 *             item = <void *> array
 * 
 *         try:             # <<<<<<<<<<<<<<
 *             if self.dtype_is_object:
 *                 (<PyObject **> item)[0] = <PyObject *> value
 */
  /*try:*/ {

    /* "View.MemoryView":456
 * 
 *         try:
 *             if self.dtype_is_object:             # <<<<<<<<<<<<<<
 *                 (<PyObject **> item)[0] = <PyObject *> value
 *             else:
 */
    __pyx_t_1 = (__pyx_v_self->dtype_is_object != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":457
 *         try:
 *             if self.dtype_is_object:
 *                 (<PyObject **> item)[0] = <PyObject *> value             # <<<<<<<<<<<<<<
 *             else:
 *                 self.assign_item_from_object(<char *> item, value)
 */
      (((PyObject **)__pyx_v_item)[0]) = ((PyObject *)__pyx_v_value);

      /* "View.MemoryView":456
 * 
 *         try:
 *             if self.dtype_is_object:             # <<<<<<<<<<<<<<
 *                 (<PyObject **> item)[0] = <PyObject *> value
 *             else:
 */
      goto __pyx_L8;
    }

    /* "View.MemoryView":459
 *                 (<PyObject **> item)[0] = <PyObject *> value
 *             else:
 *                 self.assign_item_from_object(<char *> item, value)             # <<<<<<<<<<<<<<
 * 
 * 
 */
    /*else*/ {
      __pyx_t_2 = ((struct __pyx_vtabstruct_memoryview *)__pyx_v_self->__pyx_vtab)->assign_item_from_object(__pyx_v_self, ((char *)__pyx_v_item), __pyx_v_value); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 459, __pyx_L6_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    }
    __pyx_L8:;

    /* "View.MemoryView":463
 * 
 * 
 *             if self.view.suboffsets != NULL:             # <<<<<<<<<<<<<<
 *                 assert_direct_dimensions(self.view.suboffsets, self.view.ndim)
 *             slice_assign_scalar(dst_slice, dst.view.ndim, self.view.itemsize,
 */
    __pyx_t_1 = ((__pyx_v_self->view.suboffsets != NULL) != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":464
 * 
 *             if self.view.suboffsets != NULL:
 *                 assert_direct_dimensions(self.view.suboffsets, self.view.ndim)             # <<<<<<<<<<<<<<
 *             slice_assign_scalar(dst_slice, dst.view.ndim, self.view.itemsize,
 *                                 item, self.dtype_is_object)
 */
      __pyx_t_2 = assert_direct_dimensions(__pyx_v_self->view.suboffsets, __pyx_v_self->view.ndim); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 464, __pyx_L6_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

      /* "View.MemoryView":463
 * 
 * 
 *             if self.view.suboffsets != NULL:             # <<<<<<<<<<<<<<
 *                 assert_direct_dimensions(self.view.suboffsets, self.view.ndim)
 *             slice_assign_scalar(dst_slice, dst.view.ndim, self.view.itemsize,
 */
    }

    /* "View.MemoryView":465
 *             if self.view.suboffsets != NULL:
 *                 assert_direct_dimensions(self.view.suboffsets, self.view.ndim)
 *             slice_assign_scalar(dst_slice, dst.view.ndim, self.view.itemsize,             # <<<<<<<<<<<<<<
 *                                 item, self.dtype_is_object)
 *         finally:
 */
    __pyx_memoryview_slice_assign_scalar(__pyx_v_dst_slice, __pyx_v_dst->view.ndim, __pyx_v_self->view.itemsize, __pyx_v_item, __pyx_v_self->dtype_is_object);
  }

  /* "View.MemoryView":468
 *                                 item, self.dtype_is_object)
 *         finally:
 *             PyMem_Free(tmp)             # <<<<<<<<<<<<<<
 * 
 *     cdef setitem_indexed(self, index, value):
 */
  /*finally:*/ {
    /*normal exit:*/{
      PyMem_Free(__pyx_v_tmp);
      goto __pyx_L7;
    }
    /*exception exit:*/{
      __Pyx_PyThreadState_declare
      __pyx_L6_error:;
      __pyx_t_6 = 0; __pyx_t_7 = 0; __pyx_t_8 = 0; __pyx_t_9 = 0; __pyx_t_10 = 0; __pyx_t_11 = 0;
      __Pyx_PyThreadState_assign
      __Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
      if (PY_MAJOR_VERSION >= 3) __Pyx_ExceptionSwap(&__pyx_t_9, &__pyx_t_10, &__pyx_t_11);
      if ((PY_MAJOR_VERSION < 3) || unlikely(__Pyx_GetException(&__pyx_t_6, &__pyx_t_7, &__pyx_t_8) < 0)) __Pyx_ErrFetch(&__pyx_t_6, &__pyx_t_7, &__pyx_t_8);
      __Pyx_XGOTREF(__pyx_t_6);
      __Pyx_XGOTREF(__pyx_t_7);
      __Pyx_XGOTREF(__pyx_t_8);
      __Pyx_XGOTREF(__pyx_t_9);
      __Pyx_XGOTREF(__pyx_t_10);
      __Pyx_XGOTREF(__pyx_t_11);
      __pyx_t_3 = __pyx_lineno; __pyx_t_4 = __pyx_clineno; __pyx_t_5 = __pyx_filename;
      {
        PyMem_Free(__pyx_v_tmp);
      }
      __Pyx_PyThreadState_assign
      if (PY_MAJOR_VERSION >= 3) {
        __Pyx_XGIVEREF(__pyx_t_9);
        __Pyx_XGIVEREF(__pyx_t_10);
        __Pyx_XGIVEREF(__pyx_t_11);
        __Pyx_ExceptionReset(__pyx_t_9, __pyx_t_10, __pyx_t_11);
      }
      __Pyx_XGIVEREF(__pyx_t_6);
      __Pyx_XGIVEREF(__pyx_t_7);
      __Pyx_XGIVEREF(__pyx_t_8);
      __Pyx_ErrRestore(__pyx_t_6, __pyx_t_7, __pyx_t_8);
      __pyx_t_6 = 0; __pyx_t_7 = 0; __pyx_t_8 = 0; __pyx_t_9 = 0; __pyx_t_10 = 0; __pyx_t_11 = 0;
      __pyx_lineno = __pyx_t_3; __pyx_clineno = __pyx_t_4; __pyx_filename = __pyx_t_5;
      goto __pyx_L1_error;
    }
    __pyx_L7:;
  }

  /* "View.MemoryView":438
 *                                  src.ndim, dst.ndim, self.dtype_is_object)
 * 
 *     cdef setitem_slice_assign_scalar(self, memoryview dst, value):             # <<<<<<<<<<<<<<
 *         cdef int array[128]
 *         cdef void *tmp = NULL
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("View.MemoryView.memoryview.setitem_slice_assign_scalar", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":470
 *             PyMem_Free(tmp)
 * 
 *     cdef setitem_indexed(self, index, value):             # <<<<<<<<<<<<<<
 *         cdef char *itemp = self.get_item_pointer(index)
 *         self.assign_item_from_object(itemp, value)
 */

static PyObject *__pyx_memoryview_setitem_indexed(struct __pyx_memoryview_obj *__pyx_v_self, PyObject *__pyx_v_index, PyObject *__pyx_v_value) {
  char *__pyx_v_itemp;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  char *__pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("setitem_indexed", 0);

  /* "View.MemoryView":471
 * 
 *     cdef setitem_indexed(self, index, value):
 *         cdef char *itemp = self.get_item_pointer(index)             # <<<<<<<<<<<<<<
 *         self.assign_item_from_object(itemp, value)
 * 
 */
  __pyx_t_1 = ((struct __pyx_vtabstruct_memoryview *)__pyx_v_self->__pyx_vtab)->get_item_pointer(__pyx_v_self, __pyx_v_index); if (unlikely(__pyx_t_1 == NULL)) __PYX_ERR(5, 471, __pyx_L1_error)
  __pyx_v_itemp = __pyx_t_1;

  /* "View.MemoryView":472
 *     cdef setitem_indexed(self, index, value):
 *         cdef char *itemp = self.get_item_pointer(index)
 *         self.assign_item_from_object(itemp, value)             # <<<<<<<<<<<<<<
 * 
 *     cdef convert_item_to_object(self, char *itemp):
 */
  __pyx_t_2 = ((struct __pyx_vtabstruct_memoryview *)__pyx_v_self->__pyx_vtab)->assign_item_from_object(__pyx_v_self, __pyx_v_itemp, __pyx_v_value); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 472, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "View.MemoryView":470
 *             PyMem_Free(tmp)
 * 
 *     cdef setitem_indexed(self, index, value):             # <<<<<<<<<<<<<<
 *         cdef char *itemp = self.get_item_pointer(index)
 *         self.assign_item_from_object(itemp, value)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("View.MemoryView.memoryview.setitem_indexed", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":474
 *         self.assign_item_from_object(itemp, value)
 * 
 *     cdef convert_item_to_object(self, char *itemp):             # <<<<<<<<<<<<<<
 *         """Only used if instantiated manually by the user, or if Cython doesn't
 *         know how to convert the type"""
 */

static PyObject *__pyx_memoryview_convert_item_to_object(struct __pyx_memoryview_obj *__pyx_v_self, char *__pyx_v_itemp) {
  PyObject *__pyx_v_struct = NULL;
  PyObject *__pyx_v_bytesitem = 0;
  PyObject *__pyx_v_result = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  PyObject *__pyx_t_7 = NULL;
  Py_ssize_t __pyx_t_8;
  PyObject *__pyx_t_9 = NULL;
  size_t __pyx_t_10;
  int __pyx_t_11;
  int __pyx_t_12;
  __Pyx_RefNannySetupContext("convert_item_to_object", 0);

  /* "View.MemoryView":477
 *         """Only used if instantiated manually by the user, or if Cython doesn't
 *         know how to convert the type"""
 *         import struct             # <<<<<<<<<<<<<<
 *         cdef bytes bytesitem
 * 
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_struct, 0, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 477, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_struct = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "View.MemoryView":480
 *         cdef bytes bytesitem
 * 
 *         bytesitem = itemp[:self.view.itemsize]             # <<<<<<<<<<<<<<
 *         try:
 *             result = struct.unpack(self.view.format, bytesitem)
 */
  __pyx_t_1 = __Pyx_PyBytes_FromStringAndSize(__pyx_v_itemp + 0, __pyx_v_self->view.itemsize - 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 480, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_bytesitem = ((PyObject*)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "View.MemoryView":481
 * 
 *         bytesitem = itemp[:self.view.itemsize]
 *         try:             # <<<<<<<<<<<<<<
 *             result = struct.unpack(self.view.format, bytesitem)
 *         except struct.error:
 */
  {
    __Pyx_PyThreadState_declare
    __Pyx_PyThreadState_assign
    __Pyx_ExceptionSave(&__pyx_t_2, &__pyx_t_3, &__pyx_t_4);
    __Pyx_XGOTREF(__pyx_t_2);
    __Pyx_XGOTREF(__pyx_t_3);
    __Pyx_XGOTREF(__pyx_t_4);
    /*try:*/ {

      /* "View.MemoryView":482
 *         bytesitem = itemp[:self.view.itemsize]
 *         try:
 *             result = struct.unpack(self.view.format, bytesitem)             # <<<<<<<<<<<<<<
 *         except struct.error:
 *             raise ValueError("Unable to convert item to object")
 */
      __pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_struct, __pyx_n_s_unpack); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 482, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_5);
      __pyx_t_6 = __Pyx_PyBytes_FromString(__pyx_v_self->view.format); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 482, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_6);
      __pyx_t_7 = NULL;
      __pyx_t_8 = 0;
      if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_5))) {
        __pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
        if (likely(__pyx_t_7)) {
          PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
          __Pyx_INCREF(__pyx_t_7);
          __Pyx_INCREF(function);
          __Pyx_DECREF_SET(__pyx_t_5, function);
          __pyx_t_8 = 1;
        }
      }
      __pyx_t_9 = PyTuple_New(2+__pyx_t_8); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 482, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_9);
      if (__pyx_t_7) {
        __Pyx_GIVEREF(__pyx_t_7); PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_7); __pyx_t_7 = NULL;
      }
      __Pyx_GIVEREF(__pyx_t_6);
      PyTuple_SET_ITEM(__pyx_t_9, 0+__pyx_t_8, __pyx_t_6);
      __Pyx_INCREF(__pyx_v_bytesitem);
      __Pyx_GIVEREF(__pyx_v_bytesitem);
      PyTuple_SET_ITEM(__pyx_t_9, 1+__pyx_t_8, __pyx_v_bytesitem);
      __pyx_t_6 = 0;
      __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_9, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 482, __pyx_L3_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __pyx_v_result = __pyx_t_1;
      __pyx_t_1 = 0;

      /* "View.MemoryView":481
 * 
 *         bytesitem = itemp[:self.view.itemsize]
 *         try:             # <<<<<<<<<<<<<<
 *             result = struct.unpack(self.view.format, bytesitem)
 *         except struct.error:
 */
    }

    /* "View.MemoryView":486
 *             raise ValueError("Unable to convert item to object")
 *         else:
 *             if len(self.view.format) == 1:             # <<<<<<<<<<<<<<
 *                 return result[0]
 *             return result
 */
    /*else:*/ {
      __pyx_t_10 = strlen(__pyx_v_self->view.format); 
      __pyx_t_11 = ((__pyx_t_10 == 1) != 0);
      if (__pyx_t_11) {

        /* "View.MemoryView":487
 *         else:
 *             if len(self.view.format) == 1:
 *                 return result[0]             # <<<<<<<<<<<<<<
 *             return result
 * 
 */
        __Pyx_XDECREF(__pyx_r);
        __pyx_t_1 = __Pyx_GetItemInt(__pyx_v_result, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 487, __pyx_L5_except_error)
        __Pyx_GOTREF(__pyx_t_1);
        __pyx_r = __pyx_t_1;
        __pyx_t_1 = 0;
        goto __pyx_L6_except_return;

        /* "View.MemoryView":486
 *             raise ValueError("Unable to convert item to object")
 *         else:
 *             if len(self.view.format) == 1:             # <<<<<<<<<<<<<<
 *                 return result[0]
 *             return result
 */
      }

      /* "View.MemoryView":488
 *             if len(self.view.format) == 1:
 *                 return result[0]
 *             return result             # <<<<<<<<<<<<<<
 * 
 *     cdef assign_item_from_object(self, char *itemp, object value):
 */
      __Pyx_XDECREF(__pyx_r);
      __Pyx_INCREF(__pyx_v_result);
      __pyx_r = __pyx_v_result;
      goto __pyx_L6_except_return;
    }
    __pyx_L3_error:;
    __Pyx_PyThreadState_assign
    __Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
    __Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
    __Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
    __Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_XDECREF(__pyx_t_1); __pyx_t_1 = 0;

    /* "View.MemoryView":483
 *         try:
 *             result = struct.unpack(self.view.format, bytesitem)
 *         except struct.error:             # <<<<<<<<<<<<<<
 *             raise ValueError("Unable to convert item to object")
 *         else:
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_struct, __pyx_n_s_error); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 483, __pyx_L5_except_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_12 = __Pyx_PyErr_ExceptionMatches(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    if (__pyx_t_12) {
      __Pyx_AddTraceback("View.MemoryView.memoryview.convert_item_to_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
      if (__Pyx_GetException(&__pyx_t_1, &__pyx_t_5, &__pyx_t_9) < 0) __PYX_ERR(5, 483, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_1);
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_GOTREF(__pyx_t_9);

      /* "View.MemoryView":484
 *             result = struct.unpack(self.view.format, bytesitem)
 *         except struct.error:
 *             raise ValueError("Unable to convert item to object")             # <<<<<<<<<<<<<<
 *         else:
 *             if len(self.view.format) == 1:
 */
      __pyx_t_6 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__20, NULL); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 484, __pyx_L5_except_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_Raise(__pyx_t_6, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
      __PYX_ERR(5, 484, __pyx_L5_except_error)
    }
    goto __pyx_L5_except_error;
    __pyx_L5_except_error:;

    /* "View.MemoryView":481
 * 
 *         bytesitem = itemp[:self.view.itemsize]
 *         try:             # <<<<<<<<<<<<<<
 *             result = struct.unpack(self.view.format, bytesitem)
 *         except struct.error:
 */
    __Pyx_PyThreadState_assign
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_XGIVEREF(__pyx_t_4);
    __Pyx_ExceptionReset(__pyx_t_2, __pyx_t_3, __pyx_t_4);
    goto __pyx_L1_error;
    __pyx_L6_except_return:;
    __Pyx_PyThreadState_assign
    __Pyx_XGIVEREF(__pyx_t_2);
    __Pyx_XGIVEREF(__pyx_t_3);
    __Pyx_XGIVEREF(__pyx_t_4);
    __Pyx_ExceptionReset(__pyx_t_2, __pyx_t_3, __pyx_t_4);
    goto __pyx_L0;
  }

  /* "View.MemoryView":474
 *         self.assign_item_from_object(itemp, value)
 * 
 *     cdef convert_item_to_object(self, char *itemp):             # <<<<<<<<<<<<<<
 *         """Only used if instantiated manually by the user, or if Cython doesn't
 *         know how to convert the type"""
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_AddTraceback("View.MemoryView.memoryview.convert_item_to_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_struct);
  __Pyx_XDECREF(__pyx_v_bytesitem);
  __Pyx_XDECREF(__pyx_v_result);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":490
 *             return result
 * 
 *     cdef assign_item_from_object(self, char *itemp, object value):             # <<<<<<<<<<<<<<
 *         """Only used if instantiated manually by the user, or if Cython doesn't
 *         know how to convert the type"""
 */

static PyObject *__pyx_memoryview_assign_item_from_object(struct __pyx_memoryview_obj *__pyx_v_self, char *__pyx_v_itemp, PyObject *__pyx_v_value) {
  PyObject *__pyx_v_struct = NULL;
  char __pyx_v_c;
  PyObject *__pyx_v_bytesvalue = 0;
  Py_ssize_t __pyx_v_i;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  int __pyx_t_3;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  Py_ssize_t __pyx_t_7;
  PyObject *__pyx_t_8 = NULL;
  PyObject *__pyx_t_9 = NULL;
  char *__pyx_t_10;
  char *__pyx_t_11;
  char *__pyx_t_12;
  char *__pyx_t_13;
  __Pyx_RefNannySetupContext("assign_item_from_object", 0);

  /* "View.MemoryView":493
 *         """Only used if instantiated manually by the user, or if Cython doesn't
 *         know how to convert the type"""
 *         import struct             # <<<<<<<<<<<<<<
 *         cdef char c
 *         cdef bytes bytesvalue
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_struct, 0, 0); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 493, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_v_struct = __pyx_t_1;
  __pyx_t_1 = 0;

  /* "View.MemoryView":498
 *         cdef Py_ssize_t i
 * 
 *         if isinstance(value, tuple):             # <<<<<<<<<<<<<<
 *             bytesvalue = struct.pack(self.view.format, *value)
 *         else:
 */
  __pyx_t_2 = PyTuple_Check(__pyx_v_value); 
  __pyx_t_3 = (__pyx_t_2 != 0);
  if (__pyx_t_3) {

    /* "View.MemoryView":499
 * 
 *         if isinstance(value, tuple):
 *             bytesvalue = struct.pack(self.view.format, *value)             # <<<<<<<<<<<<<<
 *         else:
 *             bytesvalue = struct.pack(self.view.format, value)
 */
    __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_struct, __pyx_n_s_pack); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_4 = __Pyx_PyBytes_FromString(__pyx_v_self->view.format); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_5 = PyTuple_New(1); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_4);
    PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_4);
    __pyx_t_4 = 0;
    __pyx_t_4 = PySequence_Tuple(__pyx_v_value); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_6 = PyNumber_Add(__pyx_t_5, __pyx_t_4); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_6, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 499, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (!(likely(PyBytes_CheckExact(__pyx_t_4))||((__pyx_t_4) == Py_None)||(PyErr_Format(PyExc_TypeError, "Expected %.16s, got %.200s", "bytes", Py_TYPE(__pyx_t_4)->tp_name), 0))) __PYX_ERR(5, 499, __pyx_L1_error)
    __pyx_v_bytesvalue = ((PyObject*)__pyx_t_4);
    __pyx_t_4 = 0;

    /* "View.MemoryView":498
 *         cdef Py_ssize_t i
 * 
 *         if isinstance(value, tuple):             # <<<<<<<<<<<<<<
 *             bytesvalue = struct.pack(self.view.format, *value)
 *         else:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":501
 *             bytesvalue = struct.pack(self.view.format, *value)
 *         else:
 *             bytesvalue = struct.pack(self.view.format, value)             # <<<<<<<<<<<<<<
 * 
 *         for i, c in enumerate(bytesvalue):
 */
  /*else*/ {
    __pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_v_struct, __pyx_n_s_pack); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 501, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    __pyx_t_1 = __Pyx_PyBytes_FromString(__pyx_v_self->view.format); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 501, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __pyx_t_5 = NULL;
    __pyx_t_7 = 0;
    if (CYTHON_COMPILING_IN_CPYTHON && likely(PyMethod_Check(__pyx_t_6))) {
      __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_6);
      if (likely(__pyx_t_5)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
        __Pyx_INCREF(__pyx_t_5);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_6, function);
        __pyx_t_7 = 1;
      }
    }
    __pyx_t_8 = PyTuple_New(2+__pyx_t_7); if (unlikely(!__pyx_t_8)) __PYX_ERR(5, 501, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_8);
    if (__pyx_t_5) {
      __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_8, 0, __pyx_t_5); __pyx_t_5 = NULL;
    }
    __Pyx_GIVEREF(__pyx_t_1);
    PyTuple_SET_ITEM(__pyx_t_8, 0+__pyx_t_7, __pyx_t_1);
    __Pyx_INCREF(__pyx_v_value);
    __Pyx_GIVEREF(__pyx_v_value);
    PyTuple_SET_ITEM(__pyx_t_8, 1+__pyx_t_7, __pyx_v_value);
    __pyx_t_1 = 0;
    __pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_6, __pyx_t_8, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 501, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    if (!(likely(PyBytes_CheckExact(__pyx_t_4))||((__pyx_t_4) == Py_None)||(PyErr_Format(PyExc_TypeError, "Expected %.16s, got %.200s", "bytes", Py_TYPE(__pyx_t_4)->tp_name), 0))) __PYX_ERR(5, 501, __pyx_L1_error)
    __pyx_v_bytesvalue = ((PyObject*)__pyx_t_4);
    __pyx_t_4 = 0;
  }
  __pyx_L3:;

  /* "View.MemoryView":503
 *             bytesvalue = struct.pack(self.view.format, value)
 * 
 *         for i, c in enumerate(bytesvalue):             # <<<<<<<<<<<<<<
 *             itemp[i] = c
 * 
 */
  __pyx_t_7 = 0;
  if (unlikely(__pyx_v_bytesvalue == Py_None)) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' is not iterable");
    __PYX_ERR(5, 503, __pyx_L1_error)
  }
  __Pyx_INCREF(__pyx_v_bytesvalue);
  __pyx_t_9 = __pyx_v_bytesvalue;
  __pyx_t_11 = PyBytes_AS_STRING(__pyx_t_9);
  __pyx_t_12 = (__pyx_t_11 + PyBytes_GET_SIZE(__pyx_t_9));
  for (__pyx_t_13 = __pyx_t_11; __pyx_t_13 < __pyx_t_12; __pyx_t_13++) {
    __pyx_t_10 = __pyx_t_13;
    __pyx_v_c = (__pyx_t_10[0]);

    /* "View.MemoryView":504
 * 
 *         for i, c in enumerate(bytesvalue):
 *             itemp[i] = c             # <<<<<<<<<<<<<<
 * 
 *     @cname('getbuffer')
 */
    __pyx_v_i = __pyx_t_7;

    /* "View.MemoryView":503
 *             bytesvalue = struct.pack(self.view.format, value)
 * 
 *         for i, c in enumerate(bytesvalue):             # <<<<<<<<<<<<<<
 *             itemp[i] = c
 * 
 */
    __pyx_t_7 = (__pyx_t_7 + 1);

    /* "View.MemoryView":504
 * 
 *         for i, c in enumerate(bytesvalue):
 *             itemp[i] = c             # <<<<<<<<<<<<<<
 * 
 *     @cname('getbuffer')
 */
    (__pyx_v_itemp[__pyx_v_i]) = __pyx_v_c;
  }
  __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;

  /* "View.MemoryView":490
 *             return result
 * 
 *     cdef assign_item_from_object(self, char *itemp, object value):             # <<<<<<<<<<<<<<
 *         """Only used if instantiated manually by the user, or if Cython doesn't
 *         know how to convert the type"""
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_XDECREF(__pyx_t_8);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_AddTraceback("View.MemoryView.memoryview.assign_item_from_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_struct);
  __Pyx_XDECREF(__pyx_v_bytesvalue);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":507
 * 
 *     @cname('getbuffer')
 *     def __getbuffer__(self, Py_buffer *info, int flags):             # <<<<<<<<<<<<<<
 *         if flags & PyBUF_STRIDES:
 *             info.shape = self.view.shape
 */

/* Python wrapper */
static CYTHON_UNUSED int __pyx_memoryview_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /*proto*/
static CYTHON_UNUSED int __pyx_memoryview_getbuffer(PyObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__getbuffer__ (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_8__getbuffer__(((struct __pyx_memoryview_obj *)__pyx_v_self), ((Py_buffer *)__pyx_v_info), ((int)__pyx_v_flags));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static int __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_8__getbuffer__(struct __pyx_memoryview_obj *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  Py_ssize_t *__pyx_t_2;
  char *__pyx_t_3;
  void *__pyx_t_4;
  int __pyx_t_5;
  Py_ssize_t __pyx_t_6;
  __Pyx_RefNannySetupContext("__getbuffer__", 0);
  if (__pyx_v_info != NULL) {
    __pyx_v_info->obj = Py_None; __Pyx_INCREF(Py_None);
    __Pyx_GIVEREF(__pyx_v_info->obj);
  }

  /* "View.MemoryView":508
 *     @cname('getbuffer')
 *     def __getbuffer__(self, Py_buffer *info, int flags):
 *         if flags & PyBUF_STRIDES:             # <<<<<<<<<<<<<<
 *             info.shape = self.view.shape
 *         else:
 */
  __pyx_t_1 = ((__pyx_v_flags & PyBUF_STRIDES) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":509
 *     def __getbuffer__(self, Py_buffer *info, int flags):
 *         if flags & PyBUF_STRIDES:
 *             info.shape = self.view.shape             # <<<<<<<<<<<<<<
 *         else:
 *             info.shape = NULL
 */
    __pyx_t_2 = __pyx_v_self->view.shape;
    __pyx_v_info->shape = __pyx_t_2;

    /* "View.MemoryView":508
 *     @cname('getbuffer')
 *     def __getbuffer__(self, Py_buffer *info, int flags):
 *         if flags & PyBUF_STRIDES:             # <<<<<<<<<<<<<<
 *             info.shape = self.view.shape
 *         else:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":511
 *             info.shape = self.view.shape
 *         else:
 *             info.shape = NULL             # <<<<<<<<<<<<<<
 * 
 *         if flags & PyBUF_STRIDES:
 */
  /*else*/ {
    __pyx_v_info->shape = NULL;
  }
  __pyx_L3:;

  /* "View.MemoryView":513
 *             info.shape = NULL
 * 
 *         if flags & PyBUF_STRIDES:             # <<<<<<<<<<<<<<
 *             info.strides = self.view.strides
 *         else:
 */
  __pyx_t_1 = ((__pyx_v_flags & PyBUF_STRIDES) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":514
 * 
 *         if flags & PyBUF_STRIDES:
 *             info.strides = self.view.strides             # <<<<<<<<<<<<<<
 *         else:
 *             info.strides = NULL
 */
    __pyx_t_2 = __pyx_v_self->view.strides;
    __pyx_v_info->strides = __pyx_t_2;

    /* "View.MemoryView":513
 *             info.shape = NULL
 * 
 *         if flags & PyBUF_STRIDES:             # <<<<<<<<<<<<<<
 *             info.strides = self.view.strides
 *         else:
 */
    goto __pyx_L4;
  }

  /* "View.MemoryView":516
 *             info.strides = self.view.strides
 *         else:
 *             info.strides = NULL             # <<<<<<<<<<<<<<
 * 
 *         if flags & PyBUF_INDIRECT:
 */
  /*else*/ {
    __pyx_v_info->strides = NULL;
  }
  __pyx_L4:;

  /* "View.MemoryView":518
 *             info.strides = NULL
 * 
 *         if flags & PyBUF_INDIRECT:             # <<<<<<<<<<<<<<
 *             info.suboffsets = self.view.suboffsets
 *         else:
 */
  __pyx_t_1 = ((__pyx_v_flags & PyBUF_INDIRECT) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":519
 * 
 *         if flags & PyBUF_INDIRECT:
 *             info.suboffsets = self.view.suboffsets             # <<<<<<<<<<<<<<
 *         else:
 *             info.suboffsets = NULL
 */
    __pyx_t_2 = __pyx_v_self->view.suboffsets;
    __pyx_v_info->suboffsets = __pyx_t_2;

    /* "View.MemoryView":518
 *             info.strides = NULL
 * 
 *         if flags & PyBUF_INDIRECT:             # <<<<<<<<<<<<<<
 *             info.suboffsets = self.view.suboffsets
 *         else:
 */
    goto __pyx_L5;
  }

  /* "View.MemoryView":521
 *             info.suboffsets = self.view.suboffsets
 *         else:
 *             info.suboffsets = NULL             # <<<<<<<<<<<<<<
 * 
 *         if flags & PyBUF_FORMAT:
 */
  /*else*/ {
    __pyx_v_info->suboffsets = NULL;
  }
  __pyx_L5:;

  /* "View.MemoryView":523
 *             info.suboffsets = NULL
 * 
 *         if flags & PyBUF_FORMAT:             # <<<<<<<<<<<<<<
 *             info.format = self.view.format
 *         else:
 */
  __pyx_t_1 = ((__pyx_v_flags & PyBUF_FORMAT) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":524
 * 
 *         if flags & PyBUF_FORMAT:
 *             info.format = self.view.format             # <<<<<<<<<<<<<<
 *         else:
 *             info.format = NULL
 */
    __pyx_t_3 = __pyx_v_self->view.format;
    __pyx_v_info->format = __pyx_t_3;

    /* "View.MemoryView":523
 *             info.suboffsets = NULL
 * 
 *         if flags & PyBUF_FORMAT:             # <<<<<<<<<<<<<<
 *             info.format = self.view.format
 *         else:
 */
    goto __pyx_L6;
  }

  /* "View.MemoryView":526
 *             info.format = self.view.format
 *         else:
 *             info.format = NULL             # <<<<<<<<<<<<<<
 * 
 *         info.buf = self.view.buf
 */
  /*else*/ {
    __pyx_v_info->format = NULL;
  }
  __pyx_L6:;

  /* "View.MemoryView":528
 *             info.format = NULL
 * 
 *         info.buf = self.view.buf             # <<<<<<<<<<<<<<
 *         info.ndim = self.view.ndim
 *         info.itemsize = self.view.itemsize
 */
  __pyx_t_4 = __pyx_v_self->view.buf;
  __pyx_v_info->buf = __pyx_t_4;

  /* "View.MemoryView":529
 * 
 *         info.buf = self.view.buf
 *         info.ndim = self.view.ndim             # <<<<<<<<<<<<<<
 *         info.itemsize = self.view.itemsize
 *         info.len = self.view.len
 */
  __pyx_t_5 = __pyx_v_self->view.ndim;
  __pyx_v_info->ndim = __pyx_t_5;

  /* "View.MemoryView":530
 *         info.buf = self.view.buf
 *         info.ndim = self.view.ndim
 *         info.itemsize = self.view.itemsize             # <<<<<<<<<<<<<<
 *         info.len = self.view.len
 *         info.readonly = 0
 */
  __pyx_t_6 = __pyx_v_self->view.itemsize;
  __pyx_v_info->itemsize = __pyx_t_6;

  /* "View.MemoryView":531
 *         info.ndim = self.view.ndim
 *         info.itemsize = self.view.itemsize
 *         info.len = self.view.len             # <<<<<<<<<<<<<<
 *         info.readonly = 0
 *         info.obj = self
 */
  __pyx_t_6 = __pyx_v_self->view.len;
  __pyx_v_info->len = __pyx_t_6;

  /* "View.MemoryView":532
 *         info.itemsize = self.view.itemsize
 *         info.len = self.view.len
 *         info.readonly = 0             # <<<<<<<<<<<<<<
 *         info.obj = self
 * 
 */
  __pyx_v_info->readonly = 0;

  /* "View.MemoryView":533
 *         info.len = self.view.len
 *         info.readonly = 0
 *         info.obj = self             # <<<<<<<<<<<<<<
 * 
 *     __pyx_getbuffer = capsule(<void *> &__pyx_memoryview_getbuffer, "getbuffer(obj, view, flags)")
 */
  __Pyx_INCREF(((PyObject *)__pyx_v_self));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self));
  __Pyx_GOTREF(__pyx_v_info->obj);
  __Pyx_DECREF(__pyx_v_info->obj);
  __pyx_v_info->obj = ((PyObject *)__pyx_v_self);

  /* "View.MemoryView":507
 * 
 *     @cname('getbuffer')
 *     def __getbuffer__(self, Py_buffer *info, int flags):             # <<<<<<<<<<<<<<
 *         if flags & PyBUF_STRIDES:
 *             info.shape = self.view.shape
 */

  /* function exit code */
  __pyx_r = 0;
  if (__pyx_v_info != NULL && __pyx_v_info->obj == Py_None) {
    __Pyx_GOTREF(Py_None);
    __Pyx_DECREF(Py_None); __pyx_v_info->obj = NULL;
  }
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":539
 * 
 *     @property
 *     def T(self):             # <<<<<<<<<<<<<<
 *         cdef _memoryviewslice result = memoryview_copy(self)
 *         transpose_memslice(&result.from_slice)
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_1T_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_1T_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_10memoryview_1T___get__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_1T___get__(struct __pyx_memoryview_obj *__pyx_v_self) {
  struct __pyx_memoryviewslice_obj *__pyx_v_result = 0;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  int __pyx_t_2;
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":540
 *     @property
 *     def T(self):
 *         cdef _memoryviewslice result = memoryview_copy(self)             # <<<<<<<<<<<<<<
 *         transpose_memslice(&result.from_slice)
 *         return result
 */
  __pyx_t_1 = __pyx_memoryview_copy_object(__pyx_v_self); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 540, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (!(likely(((__pyx_t_1) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_1, __pyx_memoryviewslice_type))))) __PYX_ERR(5, 540, __pyx_L1_error)
  __pyx_v_result = ((struct __pyx_memoryviewslice_obj *)__pyx_t_1);
  __pyx_t_1 = 0;

  /* "View.MemoryView":541
 *     def T(self):
 *         cdef _memoryviewslice result = memoryview_copy(self)
 *         transpose_memslice(&result.from_slice)             # <<<<<<<<<<<<<<
 *         return result
 * 
 */
  __pyx_t_2 = __pyx_memslice_transpose((&__pyx_v_result->from_slice)); if (unlikely(__pyx_t_2 == 0)) __PYX_ERR(5, 541, __pyx_L1_error)

  /* "View.MemoryView":542
 *         cdef _memoryviewslice result = memoryview_copy(self)
 *         transpose_memslice(&result.from_slice)
 *         return result             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_result));
  __pyx_r = ((PyObject *)__pyx_v_result);
  goto __pyx_L0;

  /* "View.MemoryView":539
 * 
 *     @property
 *     def T(self):             # <<<<<<<<<<<<<<
 *         cdef _memoryviewslice result = memoryview_copy(self)
 *         transpose_memslice(&result.from_slice)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("View.MemoryView.memoryview.T.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_result);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":545
 * 
 *     @property
 *     def base(self):             # <<<<<<<<<<<<<<
 *         return self.obj
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_4base_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_4base_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_10memoryview_4base___get__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_4base___get__(struct __pyx_memoryview_obj *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":546
 *     @property
 *     def base(self):
 *         return self.obj             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_self->obj);
  __pyx_r = __pyx_v_self->obj;
  goto __pyx_L0;

  /* "View.MemoryView":545
 * 
 *     @property
 *     def base(self):             # <<<<<<<<<<<<<<
 *         return self.obj
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":549
 * 
 *     @property
 *     def shape(self):             # <<<<<<<<<<<<<<
 *         return tuple([length for length in self.view.shape[:self.view.ndim]])
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_5shape_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_5shape_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_10memoryview_5shape___get__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_5shape___get__(struct __pyx_memoryview_obj *__pyx_v_self) {
  Py_ssize_t __pyx_v_length;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  Py_ssize_t *__pyx_t_2;
  Py_ssize_t *__pyx_t_3;
  Py_ssize_t *__pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":550
 *     @property
 *     def shape(self):
 *         return tuple([length for length in self.view.shape[:self.view.ndim]])             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyList_New(0); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 550, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_3 = (__pyx_v_self->view.shape + __pyx_v_self->view.ndim);
  for (__pyx_t_4 = __pyx_v_self->view.shape; __pyx_t_4 < __pyx_t_3; __pyx_t_4++) {
    __pyx_t_2 = __pyx_t_4;
    __pyx_v_length = (__pyx_t_2[0]);
    __pyx_t_5 = PyInt_FromSsize_t(__pyx_v_length); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 550, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    if (unlikely(__Pyx_ListComp_Append(__pyx_t_1, (PyObject*)__pyx_t_5))) __PYX_ERR(5, 550, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __pyx_t_5 = PyList_AsTuple(((PyObject*)__pyx_t_1)); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 550, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":549
 * 
 *     @property
 *     def shape(self):             # <<<<<<<<<<<<<<
 *         return tuple([length for length in self.view.shape[:self.view.ndim]])
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("View.MemoryView.memoryview.shape.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":553
 * 
 *     @property
 *     def strides(self):             # <<<<<<<<<<<<<<
 *         if self.view.strides == NULL:
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_7strides_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_7strides_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_10memoryview_7strides___get__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_7strides___get__(struct __pyx_memoryview_obj *__pyx_v_self) {
  Py_ssize_t __pyx_v_stride;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  Py_ssize_t *__pyx_t_3;
  Py_ssize_t *__pyx_t_4;
  Py_ssize_t *__pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":554
 *     @property
 *     def strides(self):
 *         if self.view.strides == NULL:             # <<<<<<<<<<<<<<
 * 
 *             raise ValueError("Buffer view does not expose strides")
 */
  __pyx_t_1 = ((__pyx_v_self->view.strides == NULL) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":556
 *         if self.view.strides == NULL:
 * 
 *             raise ValueError("Buffer view does not expose strides")             # <<<<<<<<<<<<<<
 * 
 *         return tuple([stride for stride in self.view.strides[:self.view.ndim]])
 */
    __pyx_t_2 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__21, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 556, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(5, 556, __pyx_L1_error)

    /* "View.MemoryView":554
 *     @property
 *     def strides(self):
 *         if self.view.strides == NULL:             # <<<<<<<<<<<<<<
 * 
 *             raise ValueError("Buffer view does not expose strides")
 */
  }

  /* "View.MemoryView":558
 *             raise ValueError("Buffer view does not expose strides")
 * 
 *         return tuple([stride for stride in self.view.strides[:self.view.ndim]])             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = PyList_New(0); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 558, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_4 = (__pyx_v_self->view.strides + __pyx_v_self->view.ndim);
  for (__pyx_t_5 = __pyx_v_self->view.strides; __pyx_t_5 < __pyx_t_4; __pyx_t_5++) {
    __pyx_t_3 = __pyx_t_5;
    __pyx_v_stride = (__pyx_t_3[0]);
    __pyx_t_6 = PyInt_FromSsize_t(__pyx_v_stride); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 558, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_6);
    if (unlikely(__Pyx_ListComp_Append(__pyx_t_2, (PyObject*)__pyx_t_6))) __PYX_ERR(5, 558, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
  }
  __pyx_t_6 = PyList_AsTuple(((PyObject*)__pyx_t_2)); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 558, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_6);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_r = __pyx_t_6;
  __pyx_t_6 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":553
 * 
 *     @property
 *     def strides(self):             # <<<<<<<<<<<<<<
 *         if self.view.strides == NULL:
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("View.MemoryView.memoryview.strides.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":561
 * 
 *     @property
 *     def suboffsets(self):             # <<<<<<<<<<<<<<
 *         if self.view.suboffsets == NULL:
 *             return (-1,) * self.view.ndim
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_10suboffsets_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_10suboffsets_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_10memoryview_10suboffsets___get__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_10suboffsets___get__(struct __pyx_memoryview_obj *__pyx_v_self) {
  Py_ssize_t __pyx_v_suboffset;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  Py_ssize_t *__pyx_t_4;
  Py_ssize_t *__pyx_t_5;
  Py_ssize_t *__pyx_t_6;
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":562
 *     @property
 *     def suboffsets(self):
 *         if self.view.suboffsets == NULL:             # <<<<<<<<<<<<<<
 *             return (-1,) * self.view.ndim
 * 
 */
  __pyx_t_1 = ((__pyx_v_self->view.suboffsets == NULL) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":563
 *     def suboffsets(self):
 *         if self.view.suboffsets == NULL:
 *             return (-1,) * self.view.ndim             # <<<<<<<<<<<<<<
 * 
 *         return tuple([suboffset for suboffset in self.view.suboffsets[:self.view.ndim]])
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_2 = __Pyx_PyInt_From_int(__pyx_v_self->view.ndim); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 563, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = PyNumber_Multiply(__pyx_tuple__22, __pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 563, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_r = __pyx_t_3;
    __pyx_t_3 = 0;
    goto __pyx_L0;

    /* "View.MemoryView":562
 *     @property
 *     def suboffsets(self):
 *         if self.view.suboffsets == NULL:             # <<<<<<<<<<<<<<
 *             return (-1,) * self.view.ndim
 * 
 */
  }

  /* "View.MemoryView":565
 *             return (-1,) * self.view.ndim
 * 
 *         return tuple([suboffset for suboffset in self.view.suboffsets[:self.view.ndim]])             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 565, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_5 = (__pyx_v_self->view.suboffsets + __pyx_v_self->view.ndim);
  for (__pyx_t_6 = __pyx_v_self->view.suboffsets; __pyx_t_6 < __pyx_t_5; __pyx_t_6++) {
    __pyx_t_4 = __pyx_t_6;
    __pyx_v_suboffset = (__pyx_t_4[0]);
    __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_suboffset); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 565, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    if (unlikely(__Pyx_ListComp_Append(__pyx_t_3, (PyObject*)__pyx_t_2))) __PYX_ERR(5, 565, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  }
  __pyx_t_2 = PyList_AsTuple(((PyObject*)__pyx_t_3)); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 565, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":561
 * 
 *     @property
 *     def suboffsets(self):             # <<<<<<<<<<<<<<
 *         if self.view.suboffsets == NULL:
 *             return (-1,) * self.view.ndim
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("View.MemoryView.memoryview.suboffsets.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":568
 * 
 *     @property
 *     def ndim(self):             # <<<<<<<<<<<<<<
 *         return self.view.ndim
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_4ndim_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_4ndim_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_10memoryview_4ndim___get__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_4ndim___get__(struct __pyx_memoryview_obj *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":569
 *     @property
 *     def ndim(self):
 *         return self.view.ndim             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyInt_From_int(__pyx_v_self->view.ndim); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 569, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":568
 * 
 *     @property
 *     def ndim(self):             # <<<<<<<<<<<<<<
 *         return self.view.ndim
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("View.MemoryView.memoryview.ndim.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":572
 * 
 *     @property
 *     def itemsize(self):             # <<<<<<<<<<<<<<
 *         return self.view.itemsize
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_8itemsize_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_8itemsize_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_10memoryview_8itemsize___get__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_8itemsize___get__(struct __pyx_memoryview_obj *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":573
 *     @property
 *     def itemsize(self):
 *         return self.view.itemsize             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = PyInt_FromSsize_t(__pyx_v_self->view.itemsize); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 573, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":572
 * 
 *     @property
 *     def itemsize(self):             # <<<<<<<<<<<<<<
 *         return self.view.itemsize
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("View.MemoryView.memoryview.itemsize.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":576
 * 
 *     @property
 *     def nbytes(self):             # <<<<<<<<<<<<<<
 *         return self.size * self.view.itemsize
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_6nbytes_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_6nbytes_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_10memoryview_6nbytes___get__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_6nbytes___get__(struct __pyx_memoryview_obj *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":577
 *     @property
 *     def nbytes(self):
 *         return self.size * self.view.itemsize             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_size); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 577, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_self->view.itemsize); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 577, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = PyNumber_Multiply(__pyx_t_1, __pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 577, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_r = __pyx_t_3;
  __pyx_t_3 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":576
 * 
 *     @property
 *     def nbytes(self):             # <<<<<<<<<<<<<<
 *         return self.size * self.view.itemsize
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("View.MemoryView.memoryview.nbytes.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":580
 * 
 *     @property
 *     def size(self):             # <<<<<<<<<<<<<<
 *         if self._size is None:
 *             result = 1
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_4size_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_10memoryview_4size_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_10memoryview_4size___get__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_10memoryview_4size___get__(struct __pyx_memoryview_obj *__pyx_v_self) {
  PyObject *__pyx_v_result = NULL;
  PyObject *__pyx_v_length = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  Py_ssize_t *__pyx_t_3;
  Py_ssize_t *__pyx_t_4;
  Py_ssize_t *__pyx_t_5;
  PyObject *__pyx_t_6 = NULL;
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":581
 *     @property
 *     def size(self):
 *         if self._size is None:             # <<<<<<<<<<<<<<
 *             result = 1
 * 
 */
  __pyx_t_1 = (__pyx_v_self->_size == Py_None);
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":582
 *     def size(self):
 *         if self._size is None:
 *             result = 1             # <<<<<<<<<<<<<<
 * 
 *             for length in self.view.shape[:self.view.ndim]:
 */
    __Pyx_INCREF(__pyx_int_1);
    __pyx_v_result = __pyx_int_1;

    /* "View.MemoryView":584
 *             result = 1
 * 
 *             for length in self.view.shape[:self.view.ndim]:             # <<<<<<<<<<<<<<
 *                 result *= length
 * 
 */
    __pyx_t_4 = (__pyx_v_self->view.shape + __pyx_v_self->view.ndim);
    for (__pyx_t_5 = __pyx_v_self->view.shape; __pyx_t_5 < __pyx_t_4; __pyx_t_5++) {
      __pyx_t_3 = __pyx_t_5;
      __pyx_t_6 = PyInt_FromSsize_t((__pyx_t_3[0])); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 584, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_XDECREF_SET(__pyx_v_length, __pyx_t_6);
      __pyx_t_6 = 0;

      /* "View.MemoryView":585
 * 
 *             for length in self.view.shape[:self.view.ndim]:
 *                 result *= length             # <<<<<<<<<<<<<<
 * 
 *             self._size = result
 */
      __pyx_t_6 = PyNumber_InPlaceMultiply(__pyx_v_result, __pyx_v_length); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 585, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_DECREF_SET(__pyx_v_result, __pyx_t_6);
      __pyx_t_6 = 0;
    }

    /* "View.MemoryView":587
 *                 result *= length
 * 
 *             self._size = result             # <<<<<<<<<<<<<<
 * 
 *         return self._size
 */
    __Pyx_INCREF(__pyx_v_result);
    __Pyx_GIVEREF(__pyx_v_result);
    __Pyx_GOTREF(__pyx_v_self->_size);
    __Pyx_DECREF(__pyx_v_self->_size);
    __pyx_v_self->_size = __pyx_v_result;

    /* "View.MemoryView":581
 *     @property
 *     def size(self):
 *         if self._size is None:             # <<<<<<<<<<<<<<
 *             result = 1
 * 
 */
  }

  /* "View.MemoryView":589
 *             self._size = result
 * 
 *         return self._size             # <<<<<<<<<<<<<<
 * 
 *     def __len__(self):
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_self->_size);
  __pyx_r = __pyx_v_self->_size;
  goto __pyx_L0;

  /* "View.MemoryView":580
 * 
 *     @property
 *     def size(self):             # <<<<<<<<<<<<<<
 *         if self._size is None:
 *             result = 1
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("View.MemoryView.memoryview.size.__get__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_result);
  __Pyx_XDECREF(__pyx_v_length);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":591
 *         return self._size
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         if self.view.ndim >= 1:
 *             return self.view.shape[0]
 */

/* Python wrapper */
static Py_ssize_t __pyx_memoryview___len__(PyObject *__pyx_v_self); /*proto*/
static Py_ssize_t __pyx_memoryview___len__(PyObject *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__len__ (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_10__len__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static Py_ssize_t __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_10__len__(struct __pyx_memoryview_obj *__pyx_v_self) {
  Py_ssize_t __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("__len__", 0);

  /* "View.MemoryView":592
 * 
 *     def __len__(self):
 *         if self.view.ndim >= 1:             # <<<<<<<<<<<<<<
 *             return self.view.shape[0]
 * 
 */
  __pyx_t_1 = ((__pyx_v_self->view.ndim >= 1) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":593
 *     def __len__(self):
 *         if self.view.ndim >= 1:
 *             return self.view.shape[0]             # <<<<<<<<<<<<<<
 * 
 *         return 0
 */
    __pyx_r = (__pyx_v_self->view.shape[0]);
    goto __pyx_L0;

    /* "View.MemoryView":592
 * 
 *     def __len__(self):
 *         if self.view.ndim >= 1:             # <<<<<<<<<<<<<<
 *             return self.view.shape[0]
 * 
 */
  }

  /* "View.MemoryView":595
 *             return self.view.shape[0]
 * 
 *         return 0             # <<<<<<<<<<<<<<
 * 
 *     def __repr__(self):
 */
  __pyx_r = 0;
  goto __pyx_L0;

  /* "View.MemoryView":591
 *         return self._size
 * 
 *     def __len__(self):             # <<<<<<<<<<<<<<
 *         if self.view.ndim >= 1:
 *             return self.view.shape[0]
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":597
 *         return 0
 * 
 *     def __repr__(self):             # <<<<<<<<<<<<<<
 *         return "<MemoryView of %r at 0x%x>" % (self.base.__class__.__name__,
 *                                                id(self))
 */

/* Python wrapper */
static PyObject *__pyx_memoryview___repr__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_memoryview___repr__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__repr__ (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_12__repr__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_12__repr__(struct __pyx_memoryview_obj *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  __Pyx_RefNannySetupContext("__repr__", 0);

  /* "View.MemoryView":598
 * 
 *     def __repr__(self):
 *         return "<MemoryView of %r at 0x%x>" % (self.base.__class__.__name__,             # <<<<<<<<<<<<<<
 *                                                id(self))
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_base); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 598, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_class); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 598, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_name_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 598, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "View.MemoryView":599
 *     def __repr__(self):
 *         return "<MemoryView of %r at 0x%x>" % (self.base.__class__.__name__,
 *                                                id(self))             # <<<<<<<<<<<<<<
 * 
 *     def __str__(self):
 */
  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 599, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_INCREF(((PyObject *)__pyx_v_self));
  __Pyx_GIVEREF(((PyObject *)__pyx_v_self));
  PyTuple_SET_ITEM(__pyx_t_2, 0, ((PyObject *)__pyx_v_self));
  __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_id, __pyx_t_2, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 599, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "View.MemoryView":598
 * 
 *     def __repr__(self):
 *         return "<MemoryView of %r at 0x%x>" % (self.base.__class__.__name__,             # <<<<<<<<<<<<<<
 *                                                id(self))
 * 
 */
  __pyx_t_2 = PyTuple_New(2); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 598, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_2, 1, __pyx_t_3);
  __pyx_t_1 = 0;
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyString_Format(__pyx_kp_s_MemoryView_of_r_at_0x_x, __pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 598, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_r = __pyx_t_3;
  __pyx_t_3 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":597
 *         return 0
 * 
 *     def __repr__(self):             # <<<<<<<<<<<<<<
 *         return "<MemoryView of %r at 0x%x>" % (self.base.__class__.__name__,
 *                                                id(self))
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("View.MemoryView.memoryview.__repr__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":601
 *                                                id(self))
 * 
 *     def __str__(self):             # <<<<<<<<<<<<<<
 *         return "<MemoryView of %r object>" % (self.base.__class__.__name__,)
 * 
 */

/* Python wrapper */
static PyObject *__pyx_memoryview___str__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_memoryview___str__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__str__ (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_14__str__(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_14__str__(struct __pyx_memoryview_obj *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("__str__", 0);

  /* "View.MemoryView":602
 * 
 *     def __str__(self):
 *         return "<MemoryView of %r object>" % (self.base.__class__.__name__,)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_self), __pyx_n_s_base); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 602, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_class); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 602, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_name_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 602, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 602, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_1);
  __pyx_t_1 = 0;
  __pyx_t_1 = __Pyx_PyString_Format(__pyx_kp_s_MemoryView_of_r_object, __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 602, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":601
 *                                                id(self))
 * 
 *     def __str__(self):             # <<<<<<<<<<<<<<
 *         return "<MemoryView of %r object>" % (self.base.__class__.__name__,)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("View.MemoryView.memoryview.__str__", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":605
 * 
 * 
 *     def is_c_contig(self):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice *mslice
 *         cdef __Pyx_memviewslice tmp
 */

/* Python wrapper */
static PyObject *__pyx_memoryview_is_c_contig(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_memoryview_is_c_contig(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("is_c_contig (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_16is_c_contig(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_16is_c_contig(struct __pyx_memoryview_obj *__pyx_v_self) {
  __Pyx_memviewslice *__pyx_v_mslice;
  __Pyx_memviewslice __pyx_v_tmp;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("is_c_contig", 0);

  /* "View.MemoryView":608
 *         cdef __Pyx_memviewslice *mslice
 *         cdef __Pyx_memviewslice tmp
 *         mslice = get_slice_from_memview(self, &tmp)             # <<<<<<<<<<<<<<
 *         return slice_is_contig(mslice[0], 'C', self.view.ndim)
 * 
 */
  __pyx_v_mslice = __pyx_memoryview_get_slice_from_memoryview(__pyx_v_self, (&__pyx_v_tmp));

  /* "View.MemoryView":609
 *         cdef __Pyx_memviewslice tmp
 *         mslice = get_slice_from_memview(self, &tmp)
 *         return slice_is_contig(mslice[0], 'C', self.view.ndim)             # <<<<<<<<<<<<<<
 * 
 *     def is_f_contig(self):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyBool_FromLong(__pyx_memviewslice_is_contig((__pyx_v_mslice[0]), 'C', __pyx_v_self->view.ndim)); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 609, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":605
 * 
 * 
 *     def is_c_contig(self):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice *mslice
 *         cdef __Pyx_memviewslice tmp
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("View.MemoryView.memoryview.is_c_contig", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":611
 *         return slice_is_contig(mslice[0], 'C', self.view.ndim)
 * 
 *     def is_f_contig(self):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice *mslice
 *         cdef __Pyx_memviewslice tmp
 */

/* Python wrapper */
static PyObject *__pyx_memoryview_is_f_contig(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_memoryview_is_f_contig(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("is_f_contig (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_18is_f_contig(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_18is_f_contig(struct __pyx_memoryview_obj *__pyx_v_self) {
  __Pyx_memviewslice *__pyx_v_mslice;
  __Pyx_memviewslice __pyx_v_tmp;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("is_f_contig", 0);

  /* "View.MemoryView":614
 *         cdef __Pyx_memviewslice *mslice
 *         cdef __Pyx_memviewslice tmp
 *         mslice = get_slice_from_memview(self, &tmp)             # <<<<<<<<<<<<<<
 *         return slice_is_contig(mslice[0], 'F', self.view.ndim)
 * 
 */
  __pyx_v_mslice = __pyx_memoryview_get_slice_from_memoryview(__pyx_v_self, (&__pyx_v_tmp));

  /* "View.MemoryView":615
 *         cdef __Pyx_memviewslice tmp
 *         mslice = get_slice_from_memview(self, &tmp)
 *         return slice_is_contig(mslice[0], 'F', self.view.ndim)             # <<<<<<<<<<<<<<
 * 
 *     def copy(self):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __Pyx_PyBool_FromLong(__pyx_memviewslice_is_contig((__pyx_v_mslice[0]), 'F', __pyx_v_self->view.ndim)); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 615, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":611
 *         return slice_is_contig(mslice[0], 'C', self.view.ndim)
 * 
 *     def is_f_contig(self):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice *mslice
 *         cdef __Pyx_memviewslice tmp
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("View.MemoryView.memoryview.is_f_contig", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":617
 *         return slice_is_contig(mslice[0], 'F', self.view.ndim)
 * 
 *     def copy(self):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice mslice
 *         cdef int flags = self.flags & ~PyBUF_F_CONTIGUOUS
 */

/* Python wrapper */
static PyObject *__pyx_memoryview_copy(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_memoryview_copy(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("copy (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_20copy(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_20copy(struct __pyx_memoryview_obj *__pyx_v_self) {
  __Pyx_memviewslice __pyx_v_mslice;
  int __pyx_v_flags;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_memviewslice __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("copy", 0);

  /* "View.MemoryView":619
 *     def copy(self):
 *         cdef __Pyx_memviewslice mslice
 *         cdef int flags = self.flags & ~PyBUF_F_CONTIGUOUS             # <<<<<<<<<<<<<<
 * 
 *         slice_copy(self, &mslice)
 */
  __pyx_v_flags = (__pyx_v_self->flags & (~PyBUF_F_CONTIGUOUS));

  /* "View.MemoryView":621
 *         cdef int flags = self.flags & ~PyBUF_F_CONTIGUOUS
 * 
 *         slice_copy(self, &mslice)             # <<<<<<<<<<<<<<
 *         mslice = slice_copy_contig(&mslice, "c", self.view.ndim,
 *                                    self.view.itemsize,
 */
  __pyx_memoryview_slice_copy(__pyx_v_self, (&__pyx_v_mslice));

  /* "View.MemoryView":622
 * 
 *         slice_copy(self, &mslice)
 *         mslice = slice_copy_contig(&mslice, "c", self.view.ndim,             # <<<<<<<<<<<<<<
 *                                    self.view.itemsize,
 *                                    flags|PyBUF_C_CONTIGUOUS,
 */
  __pyx_t_1 = __pyx_memoryview_copy_new_contig((&__pyx_v_mslice), ((char *)"c"), __pyx_v_self->view.ndim, __pyx_v_self->view.itemsize, (__pyx_v_flags | PyBUF_C_CONTIGUOUS), __pyx_v_self->dtype_is_object); if (unlikely(PyErr_Occurred())) __PYX_ERR(5, 622, __pyx_L1_error)
  __pyx_v_mslice = __pyx_t_1;

  /* "View.MemoryView":627
 *                                    self.dtype_is_object)
 * 
 *         return memoryview_copy_from_slice(self, &mslice)             # <<<<<<<<<<<<<<
 * 
 *     def copy_fortran(self):
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = __pyx_memoryview_copy_object_from_slice(__pyx_v_self, (&__pyx_v_mslice)); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 627, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":617
 *         return slice_is_contig(mslice[0], 'F', self.view.ndim)
 * 
 *     def copy(self):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice mslice
 *         cdef int flags = self.flags & ~PyBUF_F_CONTIGUOUS
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("View.MemoryView.memoryview.copy", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":629
 *         return memoryview_copy_from_slice(self, &mslice)
 * 
 *     def copy_fortran(self):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice src, dst
 *         cdef int flags = self.flags & ~PyBUF_C_CONTIGUOUS
 */

/* Python wrapper */
static PyObject *__pyx_memoryview_copy_fortran(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused); /*proto*/
static PyObject *__pyx_memoryview_copy_fortran(PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *unused) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("copy_fortran (wrapper)", 0);
  __pyx_r = __pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_22copy_fortran(((struct __pyx_memoryview_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_memoryview___pyx_pf_15View_dot_MemoryView_10memoryview_22copy_fortran(struct __pyx_memoryview_obj *__pyx_v_self) {
  __Pyx_memviewslice __pyx_v_src;
  __Pyx_memviewslice __pyx_v_dst;
  int __pyx_v_flags;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_memviewslice __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("copy_fortran", 0);

  /* "View.MemoryView":631
 *     def copy_fortran(self):
 *         cdef __Pyx_memviewslice src, dst
 *         cdef int flags = self.flags & ~PyBUF_C_CONTIGUOUS             # <<<<<<<<<<<<<<
 * 
 *         slice_copy(self, &src)
 */
  __pyx_v_flags = (__pyx_v_self->flags & (~PyBUF_C_CONTIGUOUS));

  /* "View.MemoryView":633
 *         cdef int flags = self.flags & ~PyBUF_C_CONTIGUOUS
 * 
 *         slice_copy(self, &src)             # <<<<<<<<<<<<<<
 *         dst = slice_copy_contig(&src, "fortran", self.view.ndim,
 *                                 self.view.itemsize,
 */
  __pyx_memoryview_slice_copy(__pyx_v_self, (&__pyx_v_src));

  /* "View.MemoryView":634
 * 
 *         slice_copy(self, &src)
 *         dst = slice_copy_contig(&src, "fortran", self.view.ndim,             # <<<<<<<<<<<<<<
 *                                 self.view.itemsize,
 *                                 flags|PyBUF_F_CONTIGUOUS,
 */
  __pyx_t_1 = __pyx_memoryview_copy_new_contig((&__pyx_v_src), ((char *)"fortran"), __pyx_v_self->view.ndim, __pyx_v_self->view.itemsize, (__pyx_v_flags | PyBUF_F_CONTIGUOUS), __pyx_v_self->dtype_is_object); if (unlikely(PyErr_Occurred())) __PYX_ERR(5, 634, __pyx_L1_error)
  __pyx_v_dst = __pyx_t_1;

  /* "View.MemoryView":639
 *                                 self.dtype_is_object)
 * 
 *         return memoryview_copy_from_slice(self, &dst)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_2 = __pyx_memoryview_copy_object_from_slice(__pyx_v_self, (&__pyx_v_dst)); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 639, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_r = __pyx_t_2;
  __pyx_t_2 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":629
 *         return memoryview_copy_from_slice(self, &mslice)
 * 
 *     def copy_fortran(self):             # <<<<<<<<<<<<<<
 *         cdef __Pyx_memviewslice src, dst
 *         cdef int flags = self.flags & ~PyBUF_C_CONTIGUOUS
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("View.MemoryView.memoryview.copy_fortran", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":643
 * 
 * @cname('__pyx_memoryview_new')
 * cdef memoryview_cwrapper(object o, int flags, bint dtype_is_object, __Pyx_TypeInfo *typeinfo):             # <<<<<<<<<<<<<<
 *     cdef memoryview result = memoryview(o, flags, dtype_is_object)
 *     result.typeinfo = typeinfo
 */

static PyObject *__pyx_memoryview_new(PyObject *__pyx_v_o, int __pyx_v_flags, int __pyx_v_dtype_is_object, __Pyx_TypeInfo *__pyx_v_typeinfo) {
  struct __pyx_memoryview_obj *__pyx_v_result = 0;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  __Pyx_RefNannySetupContext("memoryview_cwrapper", 0);

  /* "View.MemoryView":644
 * @cname('__pyx_memoryview_new')
 * cdef memoryview_cwrapper(object o, int flags, bint dtype_is_object, __Pyx_TypeInfo *typeinfo):
 *     cdef memoryview result = memoryview(o, flags, dtype_is_object)             # <<<<<<<<<<<<<<
 *     result.typeinfo = typeinfo
 *     return result
 */
  __pyx_t_1 = __Pyx_PyInt_From_int(__pyx_v_flags); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 644, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyBool_FromLong(__pyx_v_dtype_is_object); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 644, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 644, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_INCREF(__pyx_v_o);
  __Pyx_GIVEREF(__pyx_v_o);
  PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v_o);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_t_2);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_memoryview_type), __pyx_t_3, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 644, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_v_result = ((struct __pyx_memoryview_obj *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "View.MemoryView":645
 * cdef memoryview_cwrapper(object o, int flags, bint dtype_is_object, __Pyx_TypeInfo *typeinfo):
 *     cdef memoryview result = memoryview(o, flags, dtype_is_object)
 *     result.typeinfo = typeinfo             # <<<<<<<<<<<<<<
 *     return result
 * 
 */
  __pyx_v_result->typeinfo = __pyx_v_typeinfo;

  /* "View.MemoryView":646
 *     cdef memoryview result = memoryview(o, flags, dtype_is_object)
 *     result.typeinfo = typeinfo
 *     return result             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_check')
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_result));
  __pyx_r = ((PyObject *)__pyx_v_result);
  goto __pyx_L0;

  /* "View.MemoryView":643
 * 
 * @cname('__pyx_memoryview_new')
 * cdef memoryview_cwrapper(object o, int flags, bint dtype_is_object, __Pyx_TypeInfo *typeinfo):             # <<<<<<<<<<<<<<
 *     cdef memoryview result = memoryview(o, flags, dtype_is_object)
 *     result.typeinfo = typeinfo
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("View.MemoryView.memoryview_cwrapper", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_result);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":649
 * 
 * @cname('__pyx_memoryview_check')
 * cdef inline bint memoryview_check(object o):             # <<<<<<<<<<<<<<
 *     return isinstance(o, memoryview)
 * 
 */

static CYTHON_INLINE int __pyx_memoryview_check(PyObject *__pyx_v_o) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  __Pyx_RefNannySetupContext("memoryview_check", 0);

  /* "View.MemoryView":650
 * @cname('__pyx_memoryview_check')
 * cdef inline bint memoryview_check(object o):
 *     return isinstance(o, memoryview)             # <<<<<<<<<<<<<<
 * 
 * cdef tuple _unellipsify(object index, int ndim):
 */
  __pyx_t_1 = __Pyx_TypeCheck(__pyx_v_o, __pyx_memoryview_type); 
  __pyx_r = __pyx_t_1;
  goto __pyx_L0;

  /* "View.MemoryView":649
 * 
 * @cname('__pyx_memoryview_check')
 * cdef inline bint memoryview_check(object o):             # <<<<<<<<<<<<<<
 *     return isinstance(o, memoryview)
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":652
 *     return isinstance(o, memoryview)
 * 
 * cdef tuple _unellipsify(object index, int ndim):             # <<<<<<<<<<<<<<
 *     """
 *     Replace all ellipses with full slices and fill incomplete indices with
 */

static PyObject *_unellipsify(PyObject *__pyx_v_index, int __pyx_v_ndim) {
  PyObject *__pyx_v_tup = NULL;
  PyObject *__pyx_v_result = NULL;
  int __pyx_v_have_slices;
  int __pyx_v_seen_ellipsis;
  CYTHON_UNUSED PyObject *__pyx_v_idx = NULL;
  PyObject *__pyx_v_item = NULL;
  Py_ssize_t __pyx_v_nslices;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  Py_ssize_t __pyx_t_5;
  PyObject *(*__pyx_t_6)(PyObject *);
  PyObject *__pyx_t_7 = NULL;
  Py_ssize_t __pyx_t_8;
  int __pyx_t_9;
  int __pyx_t_10;
  PyObject *__pyx_t_11 = NULL;
  __Pyx_RefNannySetupContext("_unellipsify", 0);

  /* "View.MemoryView":657
 *     full slices.
 *     """
 *     if not isinstance(index, tuple):             # <<<<<<<<<<<<<<
 *         tup = (index,)
 *     else:
 */
  __pyx_t_1 = PyTuple_Check(__pyx_v_index); 
  __pyx_t_2 = ((!(__pyx_t_1 != 0)) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":658
 *     """
 *     if not isinstance(index, tuple):
 *         tup = (index,)             # <<<<<<<<<<<<<<
 *     else:
 *         tup = index
 */
    __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 658, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_INCREF(__pyx_v_index);
    __Pyx_GIVEREF(__pyx_v_index);
    PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v_index);
    __pyx_v_tup = __pyx_t_3;
    __pyx_t_3 = 0;

    /* "View.MemoryView":657
 *     full slices.
 *     """
 *     if not isinstance(index, tuple):             # <<<<<<<<<<<<<<
 *         tup = (index,)
 *     else:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":660
 *         tup = (index,)
 *     else:
 *         tup = index             # <<<<<<<<<<<<<<
 * 
 *     result = []
 */
  /*else*/ {
    __Pyx_INCREF(__pyx_v_index);
    __pyx_v_tup = __pyx_v_index;
  }
  __pyx_L3:;

  /* "View.MemoryView":662
 *         tup = index
 * 
 *     result = []             # <<<<<<<<<<<<<<
 *     have_slices = False
 *     seen_ellipsis = False
 */
  __pyx_t_3 = PyList_New(0); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 662, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_v_result = ((PyObject*)__pyx_t_3);
  __pyx_t_3 = 0;

  /* "View.MemoryView":663
 * 
 *     result = []
 *     have_slices = False             # <<<<<<<<<<<<<<
 *     seen_ellipsis = False
 *     for idx, item in enumerate(tup):
 */
  __pyx_v_have_slices = 0;

  /* "View.MemoryView":664
 *     result = []
 *     have_slices = False
 *     seen_ellipsis = False             # <<<<<<<<<<<<<<
 *     for idx, item in enumerate(tup):
 *         if item is Ellipsis:
 */
  __pyx_v_seen_ellipsis = 0;

  /* "View.MemoryView":665
 *     have_slices = False
 *     seen_ellipsis = False
 *     for idx, item in enumerate(tup):             # <<<<<<<<<<<<<<
 *         if item is Ellipsis:
 *             if not seen_ellipsis:
 */
  __Pyx_INCREF(__pyx_int_0);
  __pyx_t_3 = __pyx_int_0;
  if (likely(PyList_CheckExact(__pyx_v_tup)) || PyTuple_CheckExact(__pyx_v_tup)) {
    __pyx_t_4 = __pyx_v_tup; __Pyx_INCREF(__pyx_t_4); __pyx_t_5 = 0;
    __pyx_t_6 = NULL;
  } else {
    __pyx_t_5 = -1; __pyx_t_4 = PyObject_GetIter(__pyx_v_tup); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 665, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_6 = Py_TYPE(__pyx_t_4)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 665, __pyx_L1_error)
  }
  for (;;) {
    if (likely(!__pyx_t_6)) {
      if (likely(PyList_CheckExact(__pyx_t_4))) {
        if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_4)) break;
        #if CYTHON_COMPILING_IN_CPYTHON
        __pyx_t_7 = PyList_GET_ITEM(__pyx_t_4, __pyx_t_5); __Pyx_INCREF(__pyx_t_7); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(5, 665, __pyx_L1_error)
        #else
        __pyx_t_7 = PySequence_ITEM(__pyx_t_4, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_7)) __PYX_ERR(5, 665, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_7);
        #endif
      } else {
        if (__pyx_t_5 >= PyTuple_GET_SIZE(__pyx_t_4)) break;
        #if CYTHON_COMPILING_IN_CPYTHON
        __pyx_t_7 = PyTuple_GET_ITEM(__pyx_t_4, __pyx_t_5); __Pyx_INCREF(__pyx_t_7); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(5, 665, __pyx_L1_error)
        #else
        __pyx_t_7 = PySequence_ITEM(__pyx_t_4, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_7)) __PYX_ERR(5, 665, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_7);
        #endif
      }
    } else {
      __pyx_t_7 = __pyx_t_6(__pyx_t_4);
      if (unlikely(!__pyx_t_7)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(exc_type == PyExc_StopIteration || PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(5, 665, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_7);
    }
    __Pyx_XDECREF_SET(__pyx_v_item, __pyx_t_7);
    __pyx_t_7 = 0;
    __Pyx_INCREF(__pyx_t_3);
    __Pyx_XDECREF_SET(__pyx_v_idx, __pyx_t_3);
    __pyx_t_7 = __Pyx_PyInt_AddObjC(__pyx_t_3, __pyx_int_1, 1, 0); if (unlikely(!__pyx_t_7)) __PYX_ERR(5, 665, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_7);
    __Pyx_DECREF(__pyx_t_3);
    __pyx_t_3 = __pyx_t_7;
    __pyx_t_7 = 0;

    /* "View.MemoryView":666
 *     seen_ellipsis = False
 *     for idx, item in enumerate(tup):
 *         if item is Ellipsis:             # <<<<<<<<<<<<<<
 *             if not seen_ellipsis:
 *                 result.extend([slice(None)] * (ndim - len(tup) + 1))
 */
    __pyx_t_2 = (__pyx_v_item == __pyx_builtin_Ellipsis);
    __pyx_t_1 = (__pyx_t_2 != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":667
 *     for idx, item in enumerate(tup):
 *         if item is Ellipsis:
 *             if not seen_ellipsis:             # <<<<<<<<<<<<<<
 *                 result.extend([slice(None)] * (ndim - len(tup) + 1))
 *                 seen_ellipsis = True
 */
      __pyx_t_1 = ((!(__pyx_v_seen_ellipsis != 0)) != 0);
      if (__pyx_t_1) {

        /* "View.MemoryView":668
 *         if item is Ellipsis:
 *             if not seen_ellipsis:
 *                 result.extend([slice(None)] * (ndim - len(tup) + 1))             # <<<<<<<<<<<<<<
 *                 seen_ellipsis = True
 *             else:
 */
        __pyx_t_8 = PyObject_Length(__pyx_v_tup); if (unlikely(__pyx_t_8 == -1)) __PYX_ERR(5, 668, __pyx_L1_error)
        __pyx_t_7 = PyList_New(1 * ((((__pyx_v_ndim - __pyx_t_8) + 1)<0) ? 0:((__pyx_v_ndim - __pyx_t_8) + 1))); if (unlikely(!__pyx_t_7)) __PYX_ERR(5, 668, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_7);
        { Py_ssize_t __pyx_temp;
          for (__pyx_temp=0; __pyx_temp < ((__pyx_v_ndim - __pyx_t_8) + 1); __pyx_temp++) {
            __Pyx_INCREF(__pyx_slice__23);
            __Pyx_GIVEREF(__pyx_slice__23);
            PyList_SET_ITEM(__pyx_t_7, __pyx_temp, __pyx_slice__23);
          }
        }
        __pyx_t_9 = __Pyx_PyList_Extend(__pyx_v_result, __pyx_t_7); if (unlikely(__pyx_t_9 == -1)) __PYX_ERR(5, 668, __pyx_L1_error)
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;

        /* "View.MemoryView":669
 *             if not seen_ellipsis:
 *                 result.extend([slice(None)] * (ndim - len(tup) + 1))
 *                 seen_ellipsis = True             # <<<<<<<<<<<<<<
 *             else:
 *                 result.append(slice(None))
 */
        __pyx_v_seen_ellipsis = 1;

        /* "View.MemoryView":667
 *     for idx, item in enumerate(tup):
 *         if item is Ellipsis:
 *             if not seen_ellipsis:             # <<<<<<<<<<<<<<
 *                 result.extend([slice(None)] * (ndim - len(tup) + 1))
 *                 seen_ellipsis = True
 */
        goto __pyx_L7;
      }

      /* "View.MemoryView":671
 *                 seen_ellipsis = True
 *             else:
 *                 result.append(slice(None))             # <<<<<<<<<<<<<<
 *             have_slices = True
 *         else:
 */
      /*else*/ {
        __pyx_t_9 = __Pyx_PyList_Append(__pyx_v_result, __pyx_slice__24); if (unlikely(__pyx_t_9 == -1)) __PYX_ERR(5, 671, __pyx_L1_error)
      }
      __pyx_L7:;

      /* "View.MemoryView":672
 *             else:
 *                 result.append(slice(None))
 *             have_slices = True             # <<<<<<<<<<<<<<
 *         else:
 *             if not isinstance(item, slice) and not PyIndex_Check(item):
 */
      __pyx_v_have_slices = 1;

      /* "View.MemoryView":666
 *     seen_ellipsis = False
 *     for idx, item in enumerate(tup):
 *         if item is Ellipsis:             # <<<<<<<<<<<<<<
 *             if not seen_ellipsis:
 *                 result.extend([slice(None)] * (ndim - len(tup) + 1))
 */
      goto __pyx_L6;
    }

    /* "View.MemoryView":674
 *             have_slices = True
 *         else:
 *             if not isinstance(item, slice) and not PyIndex_Check(item):             # <<<<<<<<<<<<<<
 *                 raise TypeError("Cannot index with type '%s'" % type(item))
 * 
 */
    /*else*/ {
      __pyx_t_2 = PySlice_Check(__pyx_v_item); 
      __pyx_t_10 = ((!(__pyx_t_2 != 0)) != 0);
      if (__pyx_t_10) {
      } else {
        __pyx_t_1 = __pyx_t_10;
        goto __pyx_L9_bool_binop_done;
      }
      __pyx_t_10 = ((!(PyIndex_Check(__pyx_v_item) != 0)) != 0);
      __pyx_t_1 = __pyx_t_10;
      __pyx_L9_bool_binop_done:;
      if (__pyx_t_1) {

        /* "View.MemoryView":675
 *         else:
 *             if not isinstance(item, slice) and not PyIndex_Check(item):
 *                 raise TypeError("Cannot index with type '%s'" % type(item))             # <<<<<<<<<<<<<<
 * 
 *             have_slices = have_slices or isinstance(item, slice)
 */
        __pyx_t_7 = __Pyx_PyString_Format(__pyx_kp_s_Cannot_index_with_type_s, ((PyObject *)Py_TYPE(__pyx_v_item))); if (unlikely(!__pyx_t_7)) __PYX_ERR(5, 675, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_7);
        __pyx_t_11 = PyTuple_New(1); if (unlikely(!__pyx_t_11)) __PYX_ERR(5, 675, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_11);
        __Pyx_GIVEREF(__pyx_t_7);
        PyTuple_SET_ITEM(__pyx_t_11, 0, __pyx_t_7);
        __pyx_t_7 = 0;
        __pyx_t_7 = __Pyx_PyObject_Call(__pyx_builtin_TypeError, __pyx_t_11, NULL); if (unlikely(!__pyx_t_7)) __PYX_ERR(5, 675, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_7);
        __Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
        __Pyx_Raise(__pyx_t_7, 0, 0, 0);
        __Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
        __PYX_ERR(5, 675, __pyx_L1_error)

        /* "View.MemoryView":674
 *             have_slices = True
 *         else:
 *             if not isinstance(item, slice) and not PyIndex_Check(item):             # <<<<<<<<<<<<<<
 *                 raise TypeError("Cannot index with type '%s'" % type(item))
 * 
 */
      }

      /* "View.MemoryView":677
 *                 raise TypeError("Cannot index with type '%s'" % type(item))
 * 
 *             have_slices = have_slices or isinstance(item, slice)             # <<<<<<<<<<<<<<
 *             result.append(item)
 * 
 */
      __pyx_t_10 = (__pyx_v_have_slices != 0);
      if (!__pyx_t_10) {
      } else {
        __pyx_t_1 = __pyx_t_10;
        goto __pyx_L11_bool_binop_done;
      }
      __pyx_t_10 = PySlice_Check(__pyx_v_item); 
      __pyx_t_2 = (__pyx_t_10 != 0);
      __pyx_t_1 = __pyx_t_2;
      __pyx_L11_bool_binop_done:;
      __pyx_v_have_slices = __pyx_t_1;

      /* "View.MemoryView":678
 * 
 *             have_slices = have_slices or isinstance(item, slice)
 *             result.append(item)             # <<<<<<<<<<<<<<
 * 
 *     nslices = ndim - len(result)
 */
      __pyx_t_9 = __Pyx_PyList_Append(__pyx_v_result, __pyx_v_item); if (unlikely(__pyx_t_9 == -1)) __PYX_ERR(5, 678, __pyx_L1_error)
    }
    __pyx_L6:;

    /* "View.MemoryView":665
 *     have_slices = False
 *     seen_ellipsis = False
 *     for idx, item in enumerate(tup):             # <<<<<<<<<<<<<<
 *         if item is Ellipsis:
 *             if not seen_ellipsis:
 */
  }
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

  /* "View.MemoryView":680
 *             result.append(item)
 * 
 *     nslices = ndim - len(result)             # <<<<<<<<<<<<<<
 *     if nslices:
 *         result.extend([slice(None)] * nslices)
 */
  __pyx_t_5 = PyList_GET_SIZE(__pyx_v_result); if (unlikely(__pyx_t_5 == -1)) __PYX_ERR(5, 680, __pyx_L1_error)
  __pyx_v_nslices = (__pyx_v_ndim - __pyx_t_5);

  /* "View.MemoryView":681
 * 
 *     nslices = ndim - len(result)
 *     if nslices:             # <<<<<<<<<<<<<<
 *         result.extend([slice(None)] * nslices)
 * 
 */
  __pyx_t_1 = (__pyx_v_nslices != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":682
 *     nslices = ndim - len(result)
 *     if nslices:
 *         result.extend([slice(None)] * nslices)             # <<<<<<<<<<<<<<
 * 
 *     return have_slices or nslices, tuple(result)
 */
    __pyx_t_3 = PyList_New(1 * ((__pyx_v_nslices<0) ? 0:__pyx_v_nslices)); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 682, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    { Py_ssize_t __pyx_temp;
      for (__pyx_temp=0; __pyx_temp < __pyx_v_nslices; __pyx_temp++) {
        __Pyx_INCREF(__pyx_slice__25);
        __Pyx_GIVEREF(__pyx_slice__25);
        PyList_SET_ITEM(__pyx_t_3, __pyx_temp, __pyx_slice__25);
      }
    }
    __pyx_t_9 = __Pyx_PyList_Extend(__pyx_v_result, __pyx_t_3); if (unlikely(__pyx_t_9 == -1)) __PYX_ERR(5, 682, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

    /* "View.MemoryView":681
 * 
 *     nslices = ndim - len(result)
 *     if nslices:             # <<<<<<<<<<<<<<
 *         result.extend([slice(None)] * nslices)
 * 
 */
  }

  /* "View.MemoryView":684
 *         result.extend([slice(None)] * nslices)
 * 
 *     return have_slices or nslices, tuple(result)             # <<<<<<<<<<<<<<
 * 
 * cdef assert_direct_dimensions(Py_ssize_t *suboffsets, int ndim):
 */
  __Pyx_XDECREF(__pyx_r);
  if (!__pyx_v_have_slices) {
  } else {
    __pyx_t_4 = __Pyx_PyBool_FromLong(__pyx_v_have_slices); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 684, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_3 = __pyx_t_4;
    __pyx_t_4 = 0;
    goto __pyx_L14_bool_binop_done;
  }
  __pyx_t_4 = PyInt_FromSsize_t(__pyx_v_nslices); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 684, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_3 = __pyx_t_4;
  __pyx_t_4 = 0;
  __pyx_L14_bool_binop_done:;
  __pyx_t_4 = PyList_AsTuple(__pyx_v_result); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 684, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __pyx_t_7 = PyTuple_New(2); if (unlikely(!__pyx_t_7)) __PYX_ERR(5, 684, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_7);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_3);
  __Pyx_GIVEREF(__pyx_t_4);
  PyTuple_SET_ITEM(__pyx_t_7, 1, __pyx_t_4);
  __pyx_t_3 = 0;
  __pyx_t_4 = 0;
  __pyx_r = ((PyObject*)__pyx_t_7);
  __pyx_t_7 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":652
 *     return isinstance(o, memoryview)
 * 
 * cdef tuple _unellipsify(object index, int ndim):             # <<<<<<<<<<<<<<
 *     """
 *     Replace all ellipses with full slices and fill incomplete indices with
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_7);
  __Pyx_XDECREF(__pyx_t_11);
  __Pyx_AddTraceback("View.MemoryView._unellipsify", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF(__pyx_v_tup);
  __Pyx_XDECREF(__pyx_v_result);
  __Pyx_XDECREF(__pyx_v_idx);
  __Pyx_XDECREF(__pyx_v_item);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":686
 *     return have_slices or nslices, tuple(result)
 * 
 * cdef assert_direct_dimensions(Py_ssize_t *suboffsets, int ndim):             # <<<<<<<<<<<<<<
 *     for suboffset in suboffsets[:ndim]:
 *         if suboffset >= 0:
 */

static PyObject *assert_direct_dimensions(Py_ssize_t *__pyx_v_suboffsets, int __pyx_v_ndim) {
  Py_ssize_t __pyx_v_suboffset;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  Py_ssize_t *__pyx_t_1;
  Py_ssize_t *__pyx_t_2;
  Py_ssize_t *__pyx_t_3;
  int __pyx_t_4;
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("assert_direct_dimensions", 0);

  /* "View.MemoryView":687
 * 
 * cdef assert_direct_dimensions(Py_ssize_t *suboffsets, int ndim):
 *     for suboffset in suboffsets[:ndim]:             # <<<<<<<<<<<<<<
 *         if suboffset >= 0:
 *             raise ValueError("Indirect dimensions not supported")
 */
  __pyx_t_2 = (__pyx_v_suboffsets + __pyx_v_ndim);
  for (__pyx_t_3 = __pyx_v_suboffsets; __pyx_t_3 < __pyx_t_2; __pyx_t_3++) {
    __pyx_t_1 = __pyx_t_3;
    __pyx_v_suboffset = (__pyx_t_1[0]);

    /* "View.MemoryView":688
 * cdef assert_direct_dimensions(Py_ssize_t *suboffsets, int ndim):
 *     for suboffset in suboffsets[:ndim]:
 *         if suboffset >= 0:             # <<<<<<<<<<<<<<
 *             raise ValueError("Indirect dimensions not supported")
 * 
 */
    __pyx_t_4 = ((__pyx_v_suboffset >= 0) != 0);
    if (__pyx_t_4) {

      /* "View.MemoryView":689
 *     for suboffset in suboffsets[:ndim]:
 *         if suboffset >= 0:
 *             raise ValueError("Indirect dimensions not supported")             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_t_5 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_tuple__26, NULL); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 689, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_5);
      __Pyx_Raise(__pyx_t_5, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
      __PYX_ERR(5, 689, __pyx_L1_error)

      /* "View.MemoryView":688
 * cdef assert_direct_dimensions(Py_ssize_t *suboffsets, int ndim):
 *     for suboffset in suboffsets[:ndim]:
 *         if suboffset >= 0:             # <<<<<<<<<<<<<<
 *             raise ValueError("Indirect dimensions not supported")
 * 
 */
    }
  }

  /* "View.MemoryView":686
 *     return have_slices or nslices, tuple(result)
 * 
 * cdef assert_direct_dimensions(Py_ssize_t *suboffsets, int ndim):             # <<<<<<<<<<<<<<
 *     for suboffset in suboffsets[:ndim]:
 *         if suboffset >= 0:
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("View.MemoryView.assert_direct_dimensions", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":696
 * 
 * @cname('__pyx_memview_slice')
 * cdef memoryview memview_slice(memoryview memview, object indices):             # <<<<<<<<<<<<<<
 *     cdef int new_ndim = 0, suboffset_dim = -1, dim
 *     cdef bint negative_step
 */

static struct __pyx_memoryview_obj *__pyx_memview_slice(struct __pyx_memoryview_obj *__pyx_v_memview, PyObject *__pyx_v_indices) {
  int __pyx_v_new_ndim;
  int __pyx_v_suboffset_dim;
  int __pyx_v_dim;
  __Pyx_memviewslice __pyx_v_src;
  __Pyx_memviewslice __pyx_v_dst;
  __Pyx_memviewslice *__pyx_v_p_src;
  struct __pyx_memoryviewslice_obj *__pyx_v_memviewsliceobj = 0;
  __Pyx_memviewslice *__pyx_v_p_dst;
  int *__pyx_v_p_suboffset_dim;
  Py_ssize_t __pyx_v_start;
  Py_ssize_t __pyx_v_stop;
  Py_ssize_t __pyx_v_step;
  int __pyx_v_have_start;
  int __pyx_v_have_stop;
  int __pyx_v_have_step;
  PyObject *__pyx_v_index = NULL;
  struct __pyx_memoryview_obj *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  struct __pyx_memoryview_obj *__pyx_t_4;
  char *__pyx_t_5;
  int __pyx_t_6;
  Py_ssize_t __pyx_t_7;
  PyObject *(*__pyx_t_8)(PyObject *);
  PyObject *__pyx_t_9 = NULL;
  Py_ssize_t __pyx_t_10;
  int __pyx_t_11;
  Py_ssize_t __pyx_t_12;
  __Pyx_RefNannySetupContext("memview_slice", 0);

  /* "View.MemoryView":697
 * @cname('__pyx_memview_slice')
 * cdef memoryview memview_slice(memoryview memview, object indices):
 *     cdef int new_ndim = 0, suboffset_dim = -1, dim             # <<<<<<<<<<<<<<
 *     cdef bint negative_step
 *     cdef __Pyx_memviewslice src, dst
 */
  __pyx_v_new_ndim = 0;
  __pyx_v_suboffset_dim = -1;

  /* "View.MemoryView":704
 * 
 * 
 *     memset(&dst, 0, sizeof(dst))             # <<<<<<<<<<<<<<
 * 
 *     cdef _memoryviewslice memviewsliceobj
 */
  memset((&__pyx_v_dst), 0, (sizeof(__pyx_v_dst)));

  /* "View.MemoryView":708
 *     cdef _memoryviewslice memviewsliceobj
 * 
 *     assert memview.view.ndim > 0             # <<<<<<<<<<<<<<
 * 
 *     if isinstance(memview, _memoryviewslice):
 */
  #ifndef CYTHON_WITHOUT_ASSERTIONS
  if (unlikely(!Py_OptimizeFlag)) {
    if (unlikely(!((__pyx_v_memview->view.ndim > 0) != 0))) {
      PyErr_SetNone(PyExc_AssertionError);
      __PYX_ERR(5, 708, __pyx_L1_error)
    }
  }
  #endif

  /* "View.MemoryView":710
 *     assert memview.view.ndim > 0
 * 
 *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
 *         memviewsliceobj = memview
 *         p_src = &memviewsliceobj.from_slice
 */
  __pyx_t_1 = __Pyx_TypeCheck(((PyObject *)__pyx_v_memview), __pyx_memoryviewslice_type); 
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":711
 * 
 *     if isinstance(memview, _memoryviewslice):
 *         memviewsliceobj = memview             # <<<<<<<<<<<<<<
 *         p_src = &memviewsliceobj.from_slice
 *     else:
 */
    if (!(likely(((((PyObject *)__pyx_v_memview)) == Py_None) || likely(__Pyx_TypeTest(((PyObject *)__pyx_v_memview), __pyx_memoryviewslice_type))))) __PYX_ERR(5, 711, __pyx_L1_error)
    __pyx_t_3 = ((PyObject *)__pyx_v_memview);
    __Pyx_INCREF(__pyx_t_3);
    __pyx_v_memviewsliceobj = ((struct __pyx_memoryviewslice_obj *)__pyx_t_3);
    __pyx_t_3 = 0;

    /* "View.MemoryView":712
 *     if isinstance(memview, _memoryviewslice):
 *         memviewsliceobj = memview
 *         p_src = &memviewsliceobj.from_slice             # <<<<<<<<<<<<<<
 *     else:
 *         slice_copy(memview, &src)
 */
    __pyx_v_p_src = (&__pyx_v_memviewsliceobj->from_slice);

    /* "View.MemoryView":710
 *     assert memview.view.ndim > 0
 * 
 *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
 *         memviewsliceobj = memview
 *         p_src = &memviewsliceobj.from_slice
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":714
 *         p_src = &memviewsliceobj.from_slice
 *     else:
 *         slice_copy(memview, &src)             # <<<<<<<<<<<<<<
 *         p_src = &src
 * 
 */
  /*else*/ {
    __pyx_memoryview_slice_copy(__pyx_v_memview, (&__pyx_v_src));

    /* "View.MemoryView":715
 *     else:
 *         slice_copy(memview, &src)
 *         p_src = &src             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_v_p_src = (&__pyx_v_src);
  }
  __pyx_L3:;

  /* "View.MemoryView":721
 * 
 * 
 *     dst.memview = p_src.memview             # <<<<<<<<<<<<<<
 *     dst.data = p_src.data
 * 
 */
  __pyx_t_4 = __pyx_v_p_src->memview;
  __pyx_v_dst.memview = __pyx_t_4;

  /* "View.MemoryView":722
 * 
 *     dst.memview = p_src.memview
 *     dst.data = p_src.data             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_5 = __pyx_v_p_src->data;
  __pyx_v_dst.data = __pyx_t_5;

  /* "View.MemoryView":727
 * 
 * 
 *     cdef __Pyx_memviewslice *p_dst = &dst             # <<<<<<<<<<<<<<
 *     cdef int *p_suboffset_dim = &suboffset_dim
 *     cdef Py_ssize_t start, stop, step
 */
  __pyx_v_p_dst = (&__pyx_v_dst);

  /* "View.MemoryView":728
 * 
 *     cdef __Pyx_memviewslice *p_dst = &dst
 *     cdef int *p_suboffset_dim = &suboffset_dim             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t start, stop, step
 *     cdef bint have_start, have_stop, have_step
 */
  __pyx_v_p_suboffset_dim = (&__pyx_v_suboffset_dim);

  /* "View.MemoryView":732
 *     cdef bint have_start, have_stop, have_step
 * 
 *     for dim, index in enumerate(indices):             # <<<<<<<<<<<<<<
 *         if PyIndex_Check(index):
 *             slice_memviewslice(
 */
  __pyx_t_6 = 0;
  if (likely(PyList_CheckExact(__pyx_v_indices)) || PyTuple_CheckExact(__pyx_v_indices)) {
    __pyx_t_3 = __pyx_v_indices; __Pyx_INCREF(__pyx_t_3); __pyx_t_7 = 0;
    __pyx_t_8 = NULL;
  } else {
    __pyx_t_7 = -1; __pyx_t_3 = PyObject_GetIter(__pyx_v_indices); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 732, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __pyx_t_8 = Py_TYPE(__pyx_t_3)->tp_iternext; if (unlikely(!__pyx_t_8)) __PYX_ERR(5, 732, __pyx_L1_error)
  }
  for (;;) {
    if (likely(!__pyx_t_8)) {
      if (likely(PyList_CheckExact(__pyx_t_3))) {
        if (__pyx_t_7 >= PyList_GET_SIZE(__pyx_t_3)) break;
        #if CYTHON_COMPILING_IN_CPYTHON
        __pyx_t_9 = PyList_GET_ITEM(__pyx_t_3, __pyx_t_7); __Pyx_INCREF(__pyx_t_9); __pyx_t_7++; if (unlikely(0 < 0)) __PYX_ERR(5, 732, __pyx_L1_error)
        #else
        __pyx_t_9 = PySequence_ITEM(__pyx_t_3, __pyx_t_7); __pyx_t_7++; if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 732, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_9);
        #endif
      } else {
        if (__pyx_t_7 >= PyTuple_GET_SIZE(__pyx_t_3)) break;
        #if CYTHON_COMPILING_IN_CPYTHON
        __pyx_t_9 = PyTuple_GET_ITEM(__pyx_t_3, __pyx_t_7); __Pyx_INCREF(__pyx_t_9); __pyx_t_7++; if (unlikely(0 < 0)) __PYX_ERR(5, 732, __pyx_L1_error)
        #else
        __pyx_t_9 = PySequence_ITEM(__pyx_t_3, __pyx_t_7); __pyx_t_7++; if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 732, __pyx_L1_error)
        __Pyx_GOTREF(__pyx_t_9);
        #endif
      }
    } else {
      __pyx_t_9 = __pyx_t_8(__pyx_t_3);
      if (unlikely(!__pyx_t_9)) {
        PyObject* exc_type = PyErr_Occurred();
        if (exc_type) {
          if (likely(exc_type == PyExc_StopIteration || PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
          else __PYX_ERR(5, 732, __pyx_L1_error)
        }
        break;
      }
      __Pyx_GOTREF(__pyx_t_9);
    }
    __Pyx_XDECREF_SET(__pyx_v_index, __pyx_t_9);
    __pyx_t_9 = 0;
    __pyx_v_dim = __pyx_t_6;
    __pyx_t_6 = (__pyx_t_6 + 1);

    /* "View.MemoryView":733
 * 
 *     for dim, index in enumerate(indices):
 *         if PyIndex_Check(index):             # <<<<<<<<<<<<<<
 *             slice_memviewslice(
 *                 p_dst, p_src.shape[dim], p_src.strides[dim], p_src.suboffsets[dim],
 */
    __pyx_t_2 = (PyIndex_Check(__pyx_v_index) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":737
 *                 p_dst, p_src.shape[dim], p_src.strides[dim], p_src.suboffsets[dim],
 *                 dim, new_ndim, p_suboffset_dim,
 *                 index, 0, 0, # start, stop, step             # <<<<<<<<<<<<<<
 *                 0, 0, 0, # have_{start,stop,step}
 *                 False)
 */
      __pyx_t_10 = __Pyx_PyIndex_AsSsize_t(__pyx_v_index); if (unlikely((__pyx_t_10 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(5, 737, __pyx_L1_error)

      /* "View.MemoryView":734
 *     for dim, index in enumerate(indices):
 *         if PyIndex_Check(index):
 *             slice_memviewslice(             # <<<<<<<<<<<<<<
 *                 p_dst, p_src.shape[dim], p_src.strides[dim], p_src.suboffsets[dim],
 *                 dim, new_ndim, p_suboffset_dim,
 */
      __pyx_t_11 = __pyx_memoryview_slice_memviewslice(__pyx_v_p_dst, (__pyx_v_p_src->shape[__pyx_v_dim]), (__pyx_v_p_src->strides[__pyx_v_dim]), (__pyx_v_p_src->suboffsets[__pyx_v_dim]), __pyx_v_dim, __pyx_v_new_ndim, __pyx_v_p_suboffset_dim, __pyx_t_10, 0, 0, 0, 0, 0, 0); if (unlikely(__pyx_t_11 == -1)) __PYX_ERR(5, 734, __pyx_L1_error)

      /* "View.MemoryView":733
 * 
 *     for dim, index in enumerate(indices):
 *         if PyIndex_Check(index):             # <<<<<<<<<<<<<<
 *             slice_memviewslice(
 *                 p_dst, p_src.shape[dim], p_src.strides[dim], p_src.suboffsets[dim],
 */
      goto __pyx_L6;
    }

    /* "View.MemoryView":740
 *                 0, 0, 0, # have_{start,stop,step}
 *                 False)
 *         elif index is None:             # <<<<<<<<<<<<<<
 *             p_dst.shape[new_ndim] = 1
 *             p_dst.strides[new_ndim] = 0
 */
    __pyx_t_2 = (__pyx_v_index == Py_None);
    __pyx_t_1 = (__pyx_t_2 != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":741
 *                 False)
 *         elif index is None:
 *             p_dst.shape[new_ndim] = 1             # <<<<<<<<<<<<<<
 *             p_dst.strides[new_ndim] = 0
 *             p_dst.suboffsets[new_ndim] = -1
 */
      (__pyx_v_p_dst->shape[__pyx_v_new_ndim]) = 1;

      /* "View.MemoryView":742
 *         elif index is None:
 *             p_dst.shape[new_ndim] = 1
 *             p_dst.strides[new_ndim] = 0             # <<<<<<<<<<<<<<
 *             p_dst.suboffsets[new_ndim] = -1
 *             new_ndim += 1
 */
      (__pyx_v_p_dst->strides[__pyx_v_new_ndim]) = 0;

      /* "View.MemoryView":743
 *             p_dst.shape[new_ndim] = 1
 *             p_dst.strides[new_ndim] = 0
 *             p_dst.suboffsets[new_ndim] = -1             # <<<<<<<<<<<<<<
 *             new_ndim += 1
 *         else:
 */
      (__pyx_v_p_dst->suboffsets[__pyx_v_new_ndim]) = -1L;

      /* "View.MemoryView":744
 *             p_dst.strides[new_ndim] = 0
 *             p_dst.suboffsets[new_ndim] = -1
 *             new_ndim += 1             # <<<<<<<<<<<<<<
 *         else:
 *             start = index.start or 0
 */
      __pyx_v_new_ndim = (__pyx_v_new_ndim + 1);

      /* "View.MemoryView":740
 *                 0, 0, 0, # have_{start,stop,step}
 *                 False)
 *         elif index is None:             # <<<<<<<<<<<<<<
 *             p_dst.shape[new_ndim] = 1
 *             p_dst.strides[new_ndim] = 0
 */
      goto __pyx_L6;
    }

    /* "View.MemoryView":746
 *             new_ndim += 1
 *         else:
 *             start = index.start or 0             # <<<<<<<<<<<<<<
 *             stop = index.stop or 0
 *             step = index.step or 0
 */
    /*else*/ {
      __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_v_index, __pyx_n_s_start); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 746, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_9); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(5, 746, __pyx_L1_error)
      if (!__pyx_t_1) {
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      } else {
        __pyx_t_12 = __Pyx_PyIndex_AsSsize_t(__pyx_t_9); if (unlikely((__pyx_t_12 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(5, 746, __pyx_L1_error)
        __pyx_t_10 = __pyx_t_12;
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        goto __pyx_L7_bool_binop_done;
      }
      __pyx_t_10 = 0;
      __pyx_L7_bool_binop_done:;
      __pyx_v_start = __pyx_t_10;

      /* "View.MemoryView":747
 *         else:
 *             start = index.start or 0
 *             stop = index.stop or 0             # <<<<<<<<<<<<<<
 *             step = index.step or 0
 * 
 */
      __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_v_index, __pyx_n_s_stop); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 747, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_9); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(5, 747, __pyx_L1_error)
      if (!__pyx_t_1) {
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      } else {
        __pyx_t_12 = __Pyx_PyIndex_AsSsize_t(__pyx_t_9); if (unlikely((__pyx_t_12 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(5, 747, __pyx_L1_error)
        __pyx_t_10 = __pyx_t_12;
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        goto __pyx_L9_bool_binop_done;
      }
      __pyx_t_10 = 0;
      __pyx_L9_bool_binop_done:;
      __pyx_v_stop = __pyx_t_10;

      /* "View.MemoryView":748
 *             start = index.start or 0
 *             stop = index.stop or 0
 *             step = index.step or 0             # <<<<<<<<<<<<<<
 * 
 *             have_start = index.start is not None
 */
      __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_v_index, __pyx_n_s_step); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 748, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_9); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(5, 748, __pyx_L1_error)
      if (!__pyx_t_1) {
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      } else {
        __pyx_t_12 = __Pyx_PyIndex_AsSsize_t(__pyx_t_9); if (unlikely((__pyx_t_12 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(5, 748, __pyx_L1_error)
        __pyx_t_10 = __pyx_t_12;
        __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
        goto __pyx_L11_bool_binop_done;
      }
      __pyx_t_10 = 0;
      __pyx_L11_bool_binop_done:;
      __pyx_v_step = __pyx_t_10;

      /* "View.MemoryView":750
 *             step = index.step or 0
 * 
 *             have_start = index.start is not None             # <<<<<<<<<<<<<<
 *             have_stop = index.stop is not None
 *             have_step = index.step is not None
 */
      __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_v_index, __pyx_n_s_start); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 750, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_1 = (__pyx_t_9 != Py_None);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_v_have_start = __pyx_t_1;

      /* "View.MemoryView":751
 * 
 *             have_start = index.start is not None
 *             have_stop = index.stop is not None             # <<<<<<<<<<<<<<
 *             have_step = index.step is not None
 * 
 */
      __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_v_index, __pyx_n_s_stop); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 751, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_1 = (__pyx_t_9 != Py_None);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_v_have_stop = __pyx_t_1;

      /* "View.MemoryView":752
 *             have_start = index.start is not None
 *             have_stop = index.stop is not None
 *             have_step = index.step is not None             # <<<<<<<<<<<<<<
 * 
 *             slice_memviewslice(
 */
      __pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_v_index, __pyx_n_s_step); if (unlikely(!__pyx_t_9)) __PYX_ERR(5, 752, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_9);
      __pyx_t_1 = (__pyx_t_9 != Py_None);
      __Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
      __pyx_v_have_step = __pyx_t_1;

      /* "View.MemoryView":754
 *             have_step = index.step is not None
 * 
 *             slice_memviewslice(             # <<<<<<<<<<<<<<
 *                 p_dst, p_src.shape[dim], p_src.strides[dim], p_src.suboffsets[dim],
 *                 dim, new_ndim, p_suboffset_dim,
 */
      __pyx_t_11 = __pyx_memoryview_slice_memviewslice(__pyx_v_p_dst, (__pyx_v_p_src->shape[__pyx_v_dim]), (__pyx_v_p_src->strides[__pyx_v_dim]), (__pyx_v_p_src->suboffsets[__pyx_v_dim]), __pyx_v_dim, __pyx_v_new_ndim, __pyx_v_p_suboffset_dim, __pyx_v_start, __pyx_v_stop, __pyx_v_step, __pyx_v_have_start, __pyx_v_have_stop, __pyx_v_have_step, 1); if (unlikely(__pyx_t_11 == -1)) __PYX_ERR(5, 754, __pyx_L1_error)

      /* "View.MemoryView":760
 *                 have_start, have_stop, have_step,
 *                 True)
 *             new_ndim += 1             # <<<<<<<<<<<<<<
 * 
 *     if isinstance(memview, _memoryviewslice):
 */
      __pyx_v_new_ndim = (__pyx_v_new_ndim + 1);
    }
    __pyx_L6:;

    /* "View.MemoryView":732
 *     cdef bint have_start, have_stop, have_step
 * 
 *     for dim, index in enumerate(indices):             # <<<<<<<<<<<<<<
 *         if PyIndex_Check(index):
 *             slice_memviewslice(
 */
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;

  /* "View.MemoryView":762
 *             new_ndim += 1
 * 
 *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
 *         return memoryview_fromslice(dst, new_ndim,
 *                                     memviewsliceobj.to_object_func,
 */
  __pyx_t_1 = __Pyx_TypeCheck(((PyObject *)__pyx_v_memview), __pyx_memoryviewslice_type); 
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":763
 * 
 *     if isinstance(memview, _memoryviewslice):
 *         return memoryview_fromslice(dst, new_ndim,             # <<<<<<<<<<<<<<
 *                                     memviewsliceobj.to_object_func,
 *                                     memviewsliceobj.to_dtype_func,
 */
    __Pyx_XDECREF(((PyObject *)__pyx_r));

    /* "View.MemoryView":764
 *     if isinstance(memview, _memoryviewslice):
 *         return memoryview_fromslice(dst, new_ndim,
 *                                     memviewsliceobj.to_object_func,             # <<<<<<<<<<<<<<
 *                                     memviewsliceobj.to_dtype_func,
 *                                     memview.dtype_is_object)
 */
    if (unlikely(!__pyx_v_memviewsliceobj)) { __Pyx_RaiseUnboundLocalError("memviewsliceobj"); __PYX_ERR(5, 764, __pyx_L1_error) }

    /* "View.MemoryView":765
 *         return memoryview_fromslice(dst, new_ndim,
 *                                     memviewsliceobj.to_object_func,
 *                                     memviewsliceobj.to_dtype_func,             # <<<<<<<<<<<<<<
 *                                     memview.dtype_is_object)
 *     else:
 */
    if (unlikely(!__pyx_v_memviewsliceobj)) { __Pyx_RaiseUnboundLocalError("memviewsliceobj"); __PYX_ERR(5, 765, __pyx_L1_error) }

    /* "View.MemoryView":763
 * 
 *     if isinstance(memview, _memoryviewslice):
 *         return memoryview_fromslice(dst, new_ndim,             # <<<<<<<<<<<<<<
 *                                     memviewsliceobj.to_object_func,
 *                                     memviewsliceobj.to_dtype_func,
 */
    __pyx_t_3 = __pyx_memoryview_fromslice(__pyx_v_dst, __pyx_v_new_ndim, __pyx_v_memviewsliceobj->to_object_func, __pyx_v_memviewsliceobj->to_dtype_func, __pyx_v_memview->dtype_is_object); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 763, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_memoryview_type))))) __PYX_ERR(5, 763, __pyx_L1_error)
    __pyx_r = ((struct __pyx_memoryview_obj *)__pyx_t_3);
    __pyx_t_3 = 0;
    goto __pyx_L0;

    /* "View.MemoryView":762
 *             new_ndim += 1
 * 
 *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
 *         return memoryview_fromslice(dst, new_ndim,
 *                                     memviewsliceobj.to_object_func,
 */
  }

  /* "View.MemoryView":768
 *                                     memview.dtype_is_object)
 *     else:
 *         return memoryview_fromslice(dst, new_ndim, NULL, NULL,             # <<<<<<<<<<<<<<
 *                                     memview.dtype_is_object)
 * 
 */
  /*else*/ {
    __Pyx_XDECREF(((PyObject *)__pyx_r));

    /* "View.MemoryView":769
 *     else:
 *         return memoryview_fromslice(dst, new_ndim, NULL, NULL,
 *                                     memview.dtype_is_object)             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_t_3 = __pyx_memoryview_fromslice(__pyx_v_dst, __pyx_v_new_ndim, NULL, NULL, __pyx_v_memview->dtype_is_object); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 768, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);

    /* "View.MemoryView":768
 *                                     memview.dtype_is_object)
 *     else:
 *         return memoryview_fromslice(dst, new_ndim, NULL, NULL,             # <<<<<<<<<<<<<<
 *                                     memview.dtype_is_object)
 * 
 */
    if (!(likely(((__pyx_t_3) == Py_None) || likely(__Pyx_TypeTest(__pyx_t_3, __pyx_memoryview_type))))) __PYX_ERR(5, 768, __pyx_L1_error)
    __pyx_r = ((struct __pyx_memoryview_obj *)__pyx_t_3);
    __pyx_t_3 = 0;
    goto __pyx_L0;
  }

  /* "View.MemoryView":696
 * 
 * @cname('__pyx_memview_slice')
 * cdef memoryview memview_slice(memoryview memview, object indices):             # <<<<<<<<<<<<<<
 *     cdef int new_ndim = 0, suboffset_dim = -1, dim
 *     cdef bint negative_step
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_9);
  __Pyx_AddTraceback("View.MemoryView.memview_slice", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_memviewsliceobj);
  __Pyx_XDECREF(__pyx_v_index);
  __Pyx_XGIVEREF((PyObject *)__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":793
 * 
 * @cname('__pyx_memoryview_slice_memviewslice')
 * cdef int slice_memviewslice(             # <<<<<<<<<<<<<<
 *         __Pyx_memviewslice *dst,
 *         Py_ssize_t shape, Py_ssize_t stride, Py_ssize_t suboffset,
 */

static int __pyx_memoryview_slice_memviewslice(__Pyx_memviewslice *__pyx_v_dst, Py_ssize_t __pyx_v_shape, Py_ssize_t __pyx_v_stride, Py_ssize_t __pyx_v_suboffset, int __pyx_v_dim, int __pyx_v_new_ndim, int *__pyx_v_suboffset_dim, Py_ssize_t __pyx_v_start, Py_ssize_t __pyx_v_stop, Py_ssize_t __pyx_v_step, int __pyx_v_have_start, int __pyx_v_have_stop, int __pyx_v_have_step, int __pyx_v_is_slice) {
  Py_ssize_t __pyx_v_new_shape;
  int __pyx_v_negative_step;
  int __pyx_r;
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;

  /* "View.MemoryView":813
 *     cdef bint negative_step
 * 
 *     if not is_slice:             # <<<<<<<<<<<<<<
 * 
 *         if start < 0:
 */
  __pyx_t_1 = ((!(__pyx_v_is_slice != 0)) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":815
 *     if not is_slice:
 * 
 *         if start < 0:             # <<<<<<<<<<<<<<
 *             start += shape
 *         if not 0 <= start < shape:
 */
    __pyx_t_1 = ((__pyx_v_start < 0) != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":816
 * 
 *         if start < 0:
 *             start += shape             # <<<<<<<<<<<<<<
 *         if not 0 <= start < shape:
 *             _err_dim(IndexError, "Index out of bounds (axis %d)", dim)
 */
      __pyx_v_start = (__pyx_v_start + __pyx_v_shape);

      /* "View.MemoryView":815
 *     if not is_slice:
 * 
 *         if start < 0:             # <<<<<<<<<<<<<<
 *             start += shape
 *         if not 0 <= start < shape:
 */
    }

    /* "View.MemoryView":817
 *         if start < 0:
 *             start += shape
 *         if not 0 <= start < shape:             # <<<<<<<<<<<<<<
 *             _err_dim(IndexError, "Index out of bounds (axis %d)", dim)
 *     else:
 */
    __pyx_t_1 = (0 <= __pyx_v_start);
    if (__pyx_t_1) {
      __pyx_t_1 = (__pyx_v_start < __pyx_v_shape);
    }
    __pyx_t_2 = ((!(__pyx_t_1 != 0)) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":818
 *             start += shape
 *         if not 0 <= start < shape:
 *             _err_dim(IndexError, "Index out of bounds (axis %d)", dim)             # <<<<<<<<<<<<<<
 *     else:
 * 
 */
      __pyx_t_3 = __pyx_memoryview_err_dim(__pyx_builtin_IndexError, ((char *)"Index out of bounds (axis %d)"), __pyx_v_dim); if (unlikely(__pyx_t_3 == -1)) __PYX_ERR(5, 818, __pyx_L1_error)

      /* "View.MemoryView":817
 *         if start < 0:
 *             start += shape
 *         if not 0 <= start < shape:             # <<<<<<<<<<<<<<
 *             _err_dim(IndexError, "Index out of bounds (axis %d)", dim)
 *     else:
 */
    }

    /* "View.MemoryView":813
 *     cdef bint negative_step
 * 
 *     if not is_slice:             # <<<<<<<<<<<<<<
 * 
 *         if start < 0:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":821
 *     else:
 * 
 *         negative_step = have_step != 0 and step < 0             # <<<<<<<<<<<<<<
 * 
 *         if have_step and step == 0:
 */
  /*else*/ {
    __pyx_t_1 = ((__pyx_v_have_step != 0) != 0);
    if (__pyx_t_1) {
    } else {
      __pyx_t_2 = __pyx_t_1;
      goto __pyx_L6_bool_binop_done;
    }
    __pyx_t_1 = ((__pyx_v_step < 0) != 0);
    __pyx_t_2 = __pyx_t_1;
    __pyx_L6_bool_binop_done:;
    __pyx_v_negative_step = __pyx_t_2;

    /* "View.MemoryView":823
 *         negative_step = have_step != 0 and step < 0
 * 
 *         if have_step and step == 0:             # <<<<<<<<<<<<<<
 *             _err_dim(ValueError, "Step may not be zero (axis %d)", dim)
 * 
 */
    __pyx_t_1 = (__pyx_v_have_step != 0);
    if (__pyx_t_1) {
    } else {
      __pyx_t_2 = __pyx_t_1;
      goto __pyx_L9_bool_binop_done;
    }
    __pyx_t_1 = ((__pyx_v_step == 0) != 0);
    __pyx_t_2 = __pyx_t_1;
    __pyx_L9_bool_binop_done:;
    if (__pyx_t_2) {

      /* "View.MemoryView":824
 * 
 *         if have_step and step == 0:
 *             _err_dim(ValueError, "Step may not be zero (axis %d)", dim)             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_t_3 = __pyx_memoryview_err_dim(__pyx_builtin_ValueError, ((char *)"Step may not be zero (axis %d)"), __pyx_v_dim); if (unlikely(__pyx_t_3 == -1)) __PYX_ERR(5, 824, __pyx_L1_error)

      /* "View.MemoryView":823
 *         negative_step = have_step != 0 and step < 0
 * 
 *         if have_step and step == 0:             # <<<<<<<<<<<<<<
 *             _err_dim(ValueError, "Step may not be zero (axis %d)", dim)
 * 
 */
    }

    /* "View.MemoryView":827
 * 
 * 
 *         if have_start:             # <<<<<<<<<<<<<<
 *             if start < 0:
 *                 start += shape
 */
    __pyx_t_2 = (__pyx_v_have_start != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":828
 * 
 *         if have_start:
 *             if start < 0:             # <<<<<<<<<<<<<<
 *                 start += shape
 *                 if start < 0:
 */
      __pyx_t_2 = ((__pyx_v_start < 0) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":829
 *         if have_start:
 *             if start < 0:
 *                 start += shape             # <<<<<<<<<<<<<<
 *                 if start < 0:
 *                     start = 0
 */
        __pyx_v_start = (__pyx_v_start + __pyx_v_shape);

        /* "View.MemoryView":830
 *             if start < 0:
 *                 start += shape
 *                 if start < 0:             # <<<<<<<<<<<<<<
 *                     start = 0
 *             elif start >= shape:
 */
        __pyx_t_2 = ((__pyx_v_start < 0) != 0);
        if (__pyx_t_2) {

          /* "View.MemoryView":831
 *                 start += shape
 *                 if start < 0:
 *                     start = 0             # <<<<<<<<<<<<<<
 *             elif start >= shape:
 *                 if negative_step:
 */
          __pyx_v_start = 0;

          /* "View.MemoryView":830
 *             if start < 0:
 *                 start += shape
 *                 if start < 0:             # <<<<<<<<<<<<<<
 *                     start = 0
 *             elif start >= shape:
 */
        }

        /* "View.MemoryView":828
 * 
 *         if have_start:
 *             if start < 0:             # <<<<<<<<<<<<<<
 *                 start += shape
 *                 if start < 0:
 */
        goto __pyx_L12;
      }

      /* "View.MemoryView":832
 *                 if start < 0:
 *                     start = 0
 *             elif start >= shape:             # <<<<<<<<<<<<<<
 *                 if negative_step:
 *                     start = shape - 1
 */
      __pyx_t_2 = ((__pyx_v_start >= __pyx_v_shape) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":833
 *                     start = 0
 *             elif start >= shape:
 *                 if negative_step:             # <<<<<<<<<<<<<<
 *                     start = shape - 1
 *                 else:
 */
        __pyx_t_2 = (__pyx_v_negative_step != 0);
        if (__pyx_t_2) {

          /* "View.MemoryView":834
 *             elif start >= shape:
 *                 if negative_step:
 *                     start = shape - 1             # <<<<<<<<<<<<<<
 *                 else:
 *                     start = shape
 */
          __pyx_v_start = (__pyx_v_shape - 1);

          /* "View.MemoryView":833
 *                     start = 0
 *             elif start >= shape:
 *                 if negative_step:             # <<<<<<<<<<<<<<
 *                     start = shape - 1
 *                 else:
 */
          goto __pyx_L14;
        }

        /* "View.MemoryView":836
 *                     start = shape - 1
 *                 else:
 *                     start = shape             # <<<<<<<<<<<<<<
 *         else:
 *             if negative_step:
 */
        /*else*/ {
          __pyx_v_start = __pyx_v_shape;
        }
        __pyx_L14:;

        /* "View.MemoryView":832
 *                 if start < 0:
 *                     start = 0
 *             elif start >= shape:             # <<<<<<<<<<<<<<
 *                 if negative_step:
 *                     start = shape - 1
 */
      }
      __pyx_L12:;

      /* "View.MemoryView":827
 * 
 * 
 *         if have_start:             # <<<<<<<<<<<<<<
 *             if start < 0:
 *                 start += shape
 */
      goto __pyx_L11;
    }

    /* "View.MemoryView":838
 *                     start = shape
 *         else:
 *             if negative_step:             # <<<<<<<<<<<<<<
 *                 start = shape - 1
 *             else:
 */
    /*else*/ {
      __pyx_t_2 = (__pyx_v_negative_step != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":839
 *         else:
 *             if negative_step:
 *                 start = shape - 1             # <<<<<<<<<<<<<<
 *             else:
 *                 start = 0
 */
        __pyx_v_start = (__pyx_v_shape - 1);

        /* "View.MemoryView":838
 *                     start = shape
 *         else:
 *             if negative_step:             # <<<<<<<<<<<<<<
 *                 start = shape - 1
 *             else:
 */
        goto __pyx_L15;
      }

      /* "View.MemoryView":841
 *                 start = shape - 1
 *             else:
 *                 start = 0             # <<<<<<<<<<<<<<
 * 
 *         if have_stop:
 */
      /*else*/ {
        __pyx_v_start = 0;
      }
      __pyx_L15:;
    }
    __pyx_L11:;

    /* "View.MemoryView":843
 *                 start = 0
 * 
 *         if have_stop:             # <<<<<<<<<<<<<<
 *             if stop < 0:
 *                 stop += shape
 */
    __pyx_t_2 = (__pyx_v_have_stop != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":844
 * 
 *         if have_stop:
 *             if stop < 0:             # <<<<<<<<<<<<<<
 *                 stop += shape
 *                 if stop < 0:
 */
      __pyx_t_2 = ((__pyx_v_stop < 0) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":845
 *         if have_stop:
 *             if stop < 0:
 *                 stop += shape             # <<<<<<<<<<<<<<
 *                 if stop < 0:
 *                     stop = 0
 */
        __pyx_v_stop = (__pyx_v_stop + __pyx_v_shape);

        /* "View.MemoryView":846
 *             if stop < 0:
 *                 stop += shape
 *                 if stop < 0:             # <<<<<<<<<<<<<<
 *                     stop = 0
 *             elif stop > shape:
 */
        __pyx_t_2 = ((__pyx_v_stop < 0) != 0);
        if (__pyx_t_2) {

          /* "View.MemoryView":847
 *                 stop += shape
 *                 if stop < 0:
 *                     stop = 0             # <<<<<<<<<<<<<<
 *             elif stop > shape:
 *                 stop = shape
 */
          __pyx_v_stop = 0;

          /* "View.MemoryView":846
 *             if stop < 0:
 *                 stop += shape
 *                 if stop < 0:             # <<<<<<<<<<<<<<
 *                     stop = 0
 *             elif stop > shape:
 */
        }

        /* "View.MemoryView":844
 * 
 *         if have_stop:
 *             if stop < 0:             # <<<<<<<<<<<<<<
 *                 stop += shape
 *                 if stop < 0:
 */
        goto __pyx_L17;
      }

      /* "View.MemoryView":848
 *                 if stop < 0:
 *                     stop = 0
 *             elif stop > shape:             # <<<<<<<<<<<<<<
 *                 stop = shape
 *         else:
 */
      __pyx_t_2 = ((__pyx_v_stop > __pyx_v_shape) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":849
 *                     stop = 0
 *             elif stop > shape:
 *                 stop = shape             # <<<<<<<<<<<<<<
 *         else:
 *             if negative_step:
 */
        __pyx_v_stop = __pyx_v_shape;

        /* "View.MemoryView":848
 *                 if stop < 0:
 *                     stop = 0
 *             elif stop > shape:             # <<<<<<<<<<<<<<
 *                 stop = shape
 *         else:
 */
      }
      __pyx_L17:;

      /* "View.MemoryView":843
 *                 start = 0
 * 
 *         if have_stop:             # <<<<<<<<<<<<<<
 *             if stop < 0:
 *                 stop += shape
 */
      goto __pyx_L16;
    }

    /* "View.MemoryView":851
 *                 stop = shape
 *         else:
 *             if negative_step:             # <<<<<<<<<<<<<<
 *                 stop = -1
 *             else:
 */
    /*else*/ {
      __pyx_t_2 = (__pyx_v_negative_step != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":852
 *         else:
 *             if negative_step:
 *                 stop = -1             # <<<<<<<<<<<<<<
 *             else:
 *                 stop = shape
 */
        __pyx_v_stop = -1L;

        /* "View.MemoryView":851
 *                 stop = shape
 *         else:
 *             if negative_step:             # <<<<<<<<<<<<<<
 *                 stop = -1
 *             else:
 */
        goto __pyx_L19;
      }

      /* "View.MemoryView":854
 *                 stop = -1
 *             else:
 *                 stop = shape             # <<<<<<<<<<<<<<
 * 
 *         if not have_step:
 */
      /*else*/ {
        __pyx_v_stop = __pyx_v_shape;
      }
      __pyx_L19:;
    }
    __pyx_L16:;

    /* "View.MemoryView":856
 *                 stop = shape
 * 
 *         if not have_step:             # <<<<<<<<<<<<<<
 *             step = 1
 * 
 */
    __pyx_t_2 = ((!(__pyx_v_have_step != 0)) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":857
 * 
 *         if not have_step:
 *             step = 1             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_v_step = 1;

      /* "View.MemoryView":856
 *                 stop = shape
 * 
 *         if not have_step:             # <<<<<<<<<<<<<<
 *             step = 1
 * 
 */
    }

    /* "View.MemoryView":861
 * 
 *         with cython.cdivision(True):
 *             new_shape = (stop - start) // step             # <<<<<<<<<<<<<<
 * 
 *             if (stop - start) - step * new_shape:
 */
    __pyx_v_new_shape = ((__pyx_v_stop - __pyx_v_start) / __pyx_v_step);

    /* "View.MemoryView":863
 *             new_shape = (stop - start) // step
 * 
 *             if (stop - start) - step * new_shape:             # <<<<<<<<<<<<<<
 *                 new_shape += 1
 * 
 */
    __pyx_t_2 = (((__pyx_v_stop - __pyx_v_start) - (__pyx_v_step * __pyx_v_new_shape)) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":864
 * 
 *             if (stop - start) - step * new_shape:
 *                 new_shape += 1             # <<<<<<<<<<<<<<
 * 
 *         if new_shape < 0:
 */
      __pyx_v_new_shape = (__pyx_v_new_shape + 1);

      /* "View.MemoryView":863
 *             new_shape = (stop - start) // step
 * 
 *             if (stop - start) - step * new_shape:             # <<<<<<<<<<<<<<
 *                 new_shape += 1
 * 
 */
    }

    /* "View.MemoryView":866
 *                 new_shape += 1
 * 
 *         if new_shape < 0:             # <<<<<<<<<<<<<<
 *             new_shape = 0
 * 
 */
    __pyx_t_2 = ((__pyx_v_new_shape < 0) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":867
 * 
 *         if new_shape < 0:
 *             new_shape = 0             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_v_new_shape = 0;

      /* "View.MemoryView":866
 *                 new_shape += 1
 * 
 *         if new_shape < 0:             # <<<<<<<<<<<<<<
 *             new_shape = 0
 * 
 */
    }

    /* "View.MemoryView":870
 * 
 * 
 *         dst.strides[new_ndim] = stride * step             # <<<<<<<<<<<<<<
 *         dst.shape[new_ndim] = new_shape
 *         dst.suboffsets[new_ndim] = suboffset
 */
    (__pyx_v_dst->strides[__pyx_v_new_ndim]) = (__pyx_v_stride * __pyx_v_step);

    /* "View.MemoryView":871
 * 
 *         dst.strides[new_ndim] = stride * step
 *         dst.shape[new_ndim] = new_shape             # <<<<<<<<<<<<<<
 *         dst.suboffsets[new_ndim] = suboffset
 * 
 */
    (__pyx_v_dst->shape[__pyx_v_new_ndim]) = __pyx_v_new_shape;

    /* "View.MemoryView":872
 *         dst.strides[new_ndim] = stride * step
 *         dst.shape[new_ndim] = new_shape
 *         dst.suboffsets[new_ndim] = suboffset             # <<<<<<<<<<<<<<
 * 
 * 
 */
    (__pyx_v_dst->suboffsets[__pyx_v_new_ndim]) = __pyx_v_suboffset;
  }
  __pyx_L3:;

  /* "View.MemoryView":875
 * 
 * 
 *     if suboffset_dim[0] < 0:             # <<<<<<<<<<<<<<
 *         dst.data += start * stride
 *     else:
 */
  __pyx_t_2 = (((__pyx_v_suboffset_dim[0]) < 0) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":876
 * 
 *     if suboffset_dim[0] < 0:
 *         dst.data += start * stride             # <<<<<<<<<<<<<<
 *     else:
 *         dst.suboffsets[suboffset_dim[0]] += start * stride
 */
    __pyx_v_dst->data = (__pyx_v_dst->data + (__pyx_v_start * __pyx_v_stride));

    /* "View.MemoryView":875
 * 
 * 
 *     if suboffset_dim[0] < 0:             # <<<<<<<<<<<<<<
 *         dst.data += start * stride
 *     else:
 */
    goto __pyx_L23;
  }

  /* "View.MemoryView":878
 *         dst.data += start * stride
 *     else:
 *         dst.suboffsets[suboffset_dim[0]] += start * stride             # <<<<<<<<<<<<<<
 * 
 *     if suboffset >= 0:
 */
  /*else*/ {
    __pyx_t_3 = (__pyx_v_suboffset_dim[0]);
    (__pyx_v_dst->suboffsets[__pyx_t_3]) = ((__pyx_v_dst->suboffsets[__pyx_t_3]) + (__pyx_v_start * __pyx_v_stride));
  }
  __pyx_L23:;

  /* "View.MemoryView":880
 *         dst.suboffsets[suboffset_dim[0]] += start * stride
 * 
 *     if suboffset >= 0:             # <<<<<<<<<<<<<<
 *         if not is_slice:
 *             if new_ndim == 0:
 */
  __pyx_t_2 = ((__pyx_v_suboffset >= 0) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":881
 * 
 *     if suboffset >= 0:
 *         if not is_slice:             # <<<<<<<<<<<<<<
 *             if new_ndim == 0:
 *                 dst.data = (<char **> dst.data)[0] + suboffset
 */
    __pyx_t_2 = ((!(__pyx_v_is_slice != 0)) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":882
 *     if suboffset >= 0:
 *         if not is_slice:
 *             if new_ndim == 0:             # <<<<<<<<<<<<<<
 *                 dst.data = (<char **> dst.data)[0] + suboffset
 *             else:
 */
      __pyx_t_2 = ((__pyx_v_new_ndim == 0) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":883
 *         if not is_slice:
 *             if new_ndim == 0:
 *                 dst.data = (<char **> dst.data)[0] + suboffset             # <<<<<<<<<<<<<<
 *             else:
 *                 _err_dim(IndexError, "All dimensions preceding dimension %d "
 */
        __pyx_v_dst->data = ((((char **)__pyx_v_dst->data)[0]) + __pyx_v_suboffset);

        /* "View.MemoryView":882
 *     if suboffset >= 0:
 *         if not is_slice:
 *             if new_ndim == 0:             # <<<<<<<<<<<<<<
 *                 dst.data = (<char **> dst.data)[0] + suboffset
 *             else:
 */
        goto __pyx_L26;
      }

      /* "View.MemoryView":885
 *                 dst.data = (<char **> dst.data)[0] + suboffset
 *             else:
 *                 _err_dim(IndexError, "All dimensions preceding dimension %d "             # <<<<<<<<<<<<<<
 *                                      "must be indexed and not sliced", dim)
 *         else:
 */
      /*else*/ {

        /* "View.MemoryView":886
 *             else:
 *                 _err_dim(IndexError, "All dimensions preceding dimension %d "
 *                                      "must be indexed and not sliced", dim)             # <<<<<<<<<<<<<<
 *         else:
 *             suboffset_dim[0] = new_ndim
 */
        __pyx_t_3 = __pyx_memoryview_err_dim(__pyx_builtin_IndexError, ((char *)"All dimensions preceding dimension %d must be indexed and not sliced"), __pyx_v_dim); if (unlikely(__pyx_t_3 == -1)) __PYX_ERR(5, 885, __pyx_L1_error)
      }
      __pyx_L26:;

      /* "View.MemoryView":881
 * 
 *     if suboffset >= 0:
 *         if not is_slice:             # <<<<<<<<<<<<<<
 *             if new_ndim == 0:
 *                 dst.data = (<char **> dst.data)[0] + suboffset
 */
      goto __pyx_L25;
    }

    /* "View.MemoryView":888
 *                                      "must be indexed and not sliced", dim)
 *         else:
 *             suboffset_dim[0] = new_ndim             # <<<<<<<<<<<<<<
 * 
 *     return 0
 */
    /*else*/ {
      (__pyx_v_suboffset_dim[0]) = __pyx_v_new_ndim;
    }
    __pyx_L25:;

    /* "View.MemoryView":880
 *         dst.suboffsets[suboffset_dim[0]] += start * stride
 * 
 *     if suboffset >= 0:             # <<<<<<<<<<<<<<
 *         if not is_slice:
 *             if new_ndim == 0:
 */
  }

  /* "View.MemoryView":890
 *             suboffset_dim[0] = new_ndim
 * 
 *     return 0             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = 0;
  goto __pyx_L0;

  /* "View.MemoryView":793
 * 
 * @cname('__pyx_memoryview_slice_memviewslice')
 * cdef int slice_memviewslice(             # <<<<<<<<<<<<<<
 *         __Pyx_memviewslice *dst,
 *         Py_ssize_t shape, Py_ssize_t stride, Py_ssize_t suboffset,
 */

  /* function exit code */
  __pyx_L1_error:;
  {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
    #endif
    __Pyx_AddTraceback("View.MemoryView.slice_memviewslice", __pyx_clineno, __pyx_lineno, __pyx_filename);
    #ifdef WITH_THREAD
    PyGILState_Release(__pyx_gilstate_save);
    #endif
  }
  __pyx_r = -1;
  __pyx_L0:;
  return __pyx_r;
}

/* "View.MemoryView":896
 * 
 * @cname('__pyx_pybuffer_index')
 * cdef char *pybuffer_index(Py_buffer *view, char *bufp, Py_ssize_t index,             # <<<<<<<<<<<<<<
 *                           Py_ssize_t dim) except NULL:
 *     cdef Py_ssize_t shape, stride, suboffset = -1
 */

static char *__pyx_pybuffer_index(Py_buffer *__pyx_v_view, char *__pyx_v_bufp, Py_ssize_t __pyx_v_index, Py_ssize_t __pyx_v_dim) {
  Py_ssize_t __pyx_v_shape;
  Py_ssize_t __pyx_v_stride;
  Py_ssize_t __pyx_v_suboffset;
  Py_ssize_t __pyx_v_itemsize;
  char *__pyx_v_resultp;
  char *__pyx_r;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  __Pyx_RefNannySetupContext("pybuffer_index", 0);

  /* "View.MemoryView":898
 * cdef char *pybuffer_index(Py_buffer *view, char *bufp, Py_ssize_t index,
 *                           Py_ssize_t dim) except NULL:
 *     cdef Py_ssize_t shape, stride, suboffset = -1             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t itemsize = view.itemsize
 *     cdef char *resultp
 */
  __pyx_v_suboffset = -1L;

  /* "View.MemoryView":899
 *                           Py_ssize_t dim) except NULL:
 *     cdef Py_ssize_t shape, stride, suboffset = -1
 *     cdef Py_ssize_t itemsize = view.itemsize             # <<<<<<<<<<<<<<
 *     cdef char *resultp
 * 
 */
  __pyx_t_1 = __pyx_v_view->itemsize;
  __pyx_v_itemsize = __pyx_t_1;

  /* "View.MemoryView":902
 *     cdef char *resultp
 * 
 *     if view.ndim == 0:             # <<<<<<<<<<<<<<
 *         shape = view.len / itemsize
 *         stride = itemsize
 */
  __pyx_t_2 = ((__pyx_v_view->ndim == 0) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":903
 * 
 *     if view.ndim == 0:
 *         shape = view.len / itemsize             # <<<<<<<<<<<<<<
 *         stride = itemsize
 *     else:
 */
    if (unlikely(__pyx_v_itemsize == 0)) {
      PyErr_SetString(PyExc_ZeroDivisionError, "integer division or modulo by zero");
      __PYX_ERR(5, 903, __pyx_L1_error)
    }
    else if (sizeof(Py_ssize_t) == sizeof(long) && (!(((Py_ssize_t)-1) > 0)) && unlikely(__pyx_v_itemsize == (Py_ssize_t)-1)  && unlikely(UNARY_NEG_WOULD_OVERFLOW(__pyx_v_view->len))) {
      PyErr_SetString(PyExc_OverflowError, "value too large to perform division");
      __PYX_ERR(5, 903, __pyx_L1_error)
    }
    __pyx_v_shape = __Pyx_div_Py_ssize_t(__pyx_v_view->len, __pyx_v_itemsize);

    /* "View.MemoryView":904
 *     if view.ndim == 0:
 *         shape = view.len / itemsize
 *         stride = itemsize             # <<<<<<<<<<<<<<
 *     else:
 *         shape = view.shape[dim]
 */
    __pyx_v_stride = __pyx_v_itemsize;

    /* "View.MemoryView":902
 *     cdef char *resultp
 * 
 *     if view.ndim == 0:             # <<<<<<<<<<<<<<
 *         shape = view.len / itemsize
 *         stride = itemsize
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":906
 *         stride = itemsize
 *     else:
 *         shape = view.shape[dim]             # <<<<<<<<<<<<<<
 *         stride = view.strides[dim]
 *         if view.suboffsets != NULL:
 */
  /*else*/ {
    __pyx_v_shape = (__pyx_v_view->shape[__pyx_v_dim]);

    /* "View.MemoryView":907
 *     else:
 *         shape = view.shape[dim]
 *         stride = view.strides[dim]             # <<<<<<<<<<<<<<
 *         if view.suboffsets != NULL:
 *             suboffset = view.suboffsets[dim]
 */
    __pyx_v_stride = (__pyx_v_view->strides[__pyx_v_dim]);

    /* "View.MemoryView":908
 *         shape = view.shape[dim]
 *         stride = view.strides[dim]
 *         if view.suboffsets != NULL:             # <<<<<<<<<<<<<<
 *             suboffset = view.suboffsets[dim]
 * 
 */
    __pyx_t_2 = ((__pyx_v_view->suboffsets != NULL) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":909
 *         stride = view.strides[dim]
 *         if view.suboffsets != NULL:
 *             suboffset = view.suboffsets[dim]             # <<<<<<<<<<<<<<
 * 
 *     if index < 0:
 */
      __pyx_v_suboffset = (__pyx_v_view->suboffsets[__pyx_v_dim]);

      /* "View.MemoryView":908
 *         shape = view.shape[dim]
 *         stride = view.strides[dim]
 *         if view.suboffsets != NULL:             # <<<<<<<<<<<<<<
 *             suboffset = view.suboffsets[dim]
 * 
 */
    }
  }
  __pyx_L3:;

  /* "View.MemoryView":911
 *             suboffset = view.suboffsets[dim]
 * 
 *     if index < 0:             # <<<<<<<<<<<<<<
 *         index += view.shape[dim]
 *         if index < 0:
 */
  __pyx_t_2 = ((__pyx_v_index < 0) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":912
 * 
 *     if index < 0:
 *         index += view.shape[dim]             # <<<<<<<<<<<<<<
 *         if index < 0:
 *             raise IndexError("Out of bounds on buffer access (axis %d)" % dim)
 */
    __pyx_v_index = (__pyx_v_index + (__pyx_v_view->shape[__pyx_v_dim]));

    /* "View.MemoryView":913
 *     if index < 0:
 *         index += view.shape[dim]
 *         if index < 0:             # <<<<<<<<<<<<<<
 *             raise IndexError("Out of bounds on buffer access (axis %d)" % dim)
 * 
 */
    __pyx_t_2 = ((__pyx_v_index < 0) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":914
 *         index += view.shape[dim]
 *         if index < 0:
 *             raise IndexError("Out of bounds on buffer access (axis %d)" % dim)             # <<<<<<<<<<<<<<
 * 
 *     if index >= shape:
 */
      __pyx_t_3 = PyInt_FromSsize_t(__pyx_v_dim); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 914, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __pyx_t_4 = __Pyx_PyString_Format(__pyx_kp_s_Out_of_bounds_on_buffer_access_a, __pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 914, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 914, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_3);
      __Pyx_GIVEREF(__pyx_t_4);
      PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_4);
      __pyx_t_4 = 0;
      __pyx_t_4 = __Pyx_PyObject_Call(__pyx_builtin_IndexError, __pyx_t_3, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 914, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_4);
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_Raise(__pyx_t_4, 0, 0, 0);
      __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
      __PYX_ERR(5, 914, __pyx_L1_error)

      /* "View.MemoryView":913
 *     if index < 0:
 *         index += view.shape[dim]
 *         if index < 0:             # <<<<<<<<<<<<<<
 *             raise IndexError("Out of bounds on buffer access (axis %d)" % dim)
 * 
 */
    }

    /* "View.MemoryView":911
 *             suboffset = view.suboffsets[dim]
 * 
 *     if index < 0:             # <<<<<<<<<<<<<<
 *         index += view.shape[dim]
 *         if index < 0:
 */
  }

  /* "View.MemoryView":916
 *             raise IndexError("Out of bounds on buffer access (axis %d)" % dim)
 * 
 *     if index >= shape:             # <<<<<<<<<<<<<<
 *         raise IndexError("Out of bounds on buffer access (axis %d)" % dim)
 * 
 */
  __pyx_t_2 = ((__pyx_v_index >= __pyx_v_shape) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":917
 * 
 *     if index >= shape:
 *         raise IndexError("Out of bounds on buffer access (axis %d)" % dim)             # <<<<<<<<<<<<<<
 * 
 *     resultp = bufp + index * stride
 */
    __pyx_t_4 = PyInt_FromSsize_t(__pyx_v_dim); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 917, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __pyx_t_3 = __Pyx_PyString_Format(__pyx_kp_s_Out_of_bounds_on_buffer_access_a, __pyx_t_4); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 917, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 917, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_4);
    __Pyx_GIVEREF(__pyx_t_3);
    PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_3);
    __pyx_t_3 = 0;
    __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_IndexError, __pyx_t_4, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 917, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_Raise(__pyx_t_3, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __PYX_ERR(5, 917, __pyx_L1_error)

    /* "View.MemoryView":916
 *             raise IndexError("Out of bounds on buffer access (axis %d)" % dim)
 * 
 *     if index >= shape:             # <<<<<<<<<<<<<<
 *         raise IndexError("Out of bounds on buffer access (axis %d)" % dim)
 * 
 */
  }

  /* "View.MemoryView":919
 *         raise IndexError("Out of bounds on buffer access (axis %d)" % dim)
 * 
 *     resultp = bufp + index * stride             # <<<<<<<<<<<<<<
 *     if suboffset >= 0:
 *         resultp = (<char **> resultp)[0] + suboffset
 */
  __pyx_v_resultp = (__pyx_v_bufp + (__pyx_v_index * __pyx_v_stride));

  /* "View.MemoryView":920
 * 
 *     resultp = bufp + index * stride
 *     if suboffset >= 0:             # <<<<<<<<<<<<<<
 *         resultp = (<char **> resultp)[0] + suboffset
 * 
 */
  __pyx_t_2 = ((__pyx_v_suboffset >= 0) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":921
 *     resultp = bufp + index * stride
 *     if suboffset >= 0:
 *         resultp = (<char **> resultp)[0] + suboffset             # <<<<<<<<<<<<<<
 * 
 *     return resultp
 */
    __pyx_v_resultp = ((((char **)__pyx_v_resultp)[0]) + __pyx_v_suboffset);

    /* "View.MemoryView":920
 * 
 *     resultp = bufp + index * stride
 *     if suboffset >= 0:             # <<<<<<<<<<<<<<
 *         resultp = (<char **> resultp)[0] + suboffset
 * 
 */
  }

  /* "View.MemoryView":923
 *         resultp = (<char **> resultp)[0] + suboffset
 * 
 *     return resultp             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = __pyx_v_resultp;
  goto __pyx_L0;

  /* "View.MemoryView":896
 * 
 * @cname('__pyx_pybuffer_index')
 * cdef char *pybuffer_index(Py_buffer *view, char *bufp, Py_ssize_t index,             # <<<<<<<<<<<<<<
 *                           Py_ssize_t dim) except NULL:
 *     cdef Py_ssize_t shape, stride, suboffset = -1
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("View.MemoryView.pybuffer_index", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = NULL;
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":929
 * 
 * @cname('__pyx_memslice_transpose')
 * cdef int transpose_memslice(__Pyx_memviewslice *memslice) nogil except 0:             # <<<<<<<<<<<<<<
 *     cdef int ndim = memslice.memview.view.ndim
 * 
 */

static int __pyx_memslice_transpose(__Pyx_memviewslice *__pyx_v_memslice) {
  int __pyx_v_ndim;
  Py_ssize_t *__pyx_v_shape;
  Py_ssize_t *__pyx_v_strides;
  int __pyx_v_i;
  int __pyx_v_j;
  int __pyx_r;
  int __pyx_t_1;
  Py_ssize_t *__pyx_t_2;
  long __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  Py_ssize_t __pyx_t_5;
  int __pyx_t_6;
  int __pyx_t_7;
  int __pyx_t_8;

  /* "View.MemoryView":930
 * @cname('__pyx_memslice_transpose')
 * cdef int transpose_memslice(__Pyx_memviewslice *memslice) nogil except 0:
 *     cdef int ndim = memslice.memview.view.ndim             # <<<<<<<<<<<<<<
 * 
 *     cdef Py_ssize_t *shape = memslice.shape
 */
  __pyx_t_1 = __pyx_v_memslice->memview->view.ndim;
  __pyx_v_ndim = __pyx_t_1;

  /* "View.MemoryView":932
 *     cdef int ndim = memslice.memview.view.ndim
 * 
 *     cdef Py_ssize_t *shape = memslice.shape             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t *strides = memslice.strides
 * 
 */
  __pyx_t_2 = __pyx_v_memslice->shape;
  __pyx_v_shape = __pyx_t_2;

  /* "View.MemoryView":933
 * 
 *     cdef Py_ssize_t *shape = memslice.shape
 *     cdef Py_ssize_t *strides = memslice.strides             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = __pyx_v_memslice->strides;
  __pyx_v_strides = __pyx_t_2;

  /* "View.MemoryView":937
 * 
 *     cdef int i, j
 *     for i in range(ndim / 2):             # <<<<<<<<<<<<<<
 *         j = ndim - 1 - i
 *         strides[i], strides[j] = strides[j], strides[i]
 */
  __pyx_t_3 = __Pyx_div_long(__pyx_v_ndim, 2);
  for (__pyx_t_1 = 0; __pyx_t_1 < __pyx_t_3; __pyx_t_1+=1) {
    __pyx_v_i = __pyx_t_1;

    /* "View.MemoryView":938
 *     cdef int i, j
 *     for i in range(ndim / 2):
 *         j = ndim - 1 - i             # <<<<<<<<<<<<<<
 *         strides[i], strides[j] = strides[j], strides[i]
 *         shape[i], shape[j] = shape[j], shape[i]
 */
    __pyx_v_j = ((__pyx_v_ndim - 1) - __pyx_v_i);

    /* "View.MemoryView":939
 *     for i in range(ndim / 2):
 *         j = ndim - 1 - i
 *         strides[i], strides[j] = strides[j], strides[i]             # <<<<<<<<<<<<<<
 *         shape[i], shape[j] = shape[j], shape[i]
 * 
 */
    __pyx_t_4 = (__pyx_v_strides[__pyx_v_j]);
    __pyx_t_5 = (__pyx_v_strides[__pyx_v_i]);
    (__pyx_v_strides[__pyx_v_i]) = __pyx_t_4;
    (__pyx_v_strides[__pyx_v_j]) = __pyx_t_5;

    /* "View.MemoryView":940
 *         j = ndim - 1 - i
 *         strides[i], strides[j] = strides[j], strides[i]
 *         shape[i], shape[j] = shape[j], shape[i]             # <<<<<<<<<<<<<<
 * 
 *         if memslice.suboffsets[i] >= 0 or memslice.suboffsets[j] >= 0:
 */
    __pyx_t_5 = (__pyx_v_shape[__pyx_v_j]);
    __pyx_t_4 = (__pyx_v_shape[__pyx_v_i]);
    (__pyx_v_shape[__pyx_v_i]) = __pyx_t_5;
    (__pyx_v_shape[__pyx_v_j]) = __pyx_t_4;

    /* "View.MemoryView":942
 *         shape[i], shape[j] = shape[j], shape[i]
 * 
 *         if memslice.suboffsets[i] >= 0 or memslice.suboffsets[j] >= 0:             # <<<<<<<<<<<<<<
 *             _err(ValueError, "Cannot transpose memoryview with indirect dimensions")
 * 
 */
    __pyx_t_7 = (((__pyx_v_memslice->suboffsets[__pyx_v_i]) >= 0) != 0);
    if (!__pyx_t_7) {
    } else {
      __pyx_t_6 = __pyx_t_7;
      goto __pyx_L6_bool_binop_done;
    }
    __pyx_t_7 = (((__pyx_v_memslice->suboffsets[__pyx_v_j]) >= 0) != 0);
    __pyx_t_6 = __pyx_t_7;
    __pyx_L6_bool_binop_done:;
    if (__pyx_t_6) {

      /* "View.MemoryView":943
 * 
 *         if memslice.suboffsets[i] >= 0 or memslice.suboffsets[j] >= 0:
 *             _err(ValueError, "Cannot transpose memoryview with indirect dimensions")             # <<<<<<<<<<<<<<
 * 
 *     return 1
 */
      __pyx_t_8 = __pyx_memoryview_err(__pyx_builtin_ValueError, ((char *)"Cannot transpose memoryview with indirect dimensions")); if (unlikely(__pyx_t_8 == -1)) __PYX_ERR(5, 943, __pyx_L1_error)

      /* "View.MemoryView":942
 *         shape[i], shape[j] = shape[j], shape[i]
 * 
 *         if memslice.suboffsets[i] >= 0 or memslice.suboffsets[j] >= 0:             # <<<<<<<<<<<<<<
 *             _err(ValueError, "Cannot transpose memoryview with indirect dimensions")
 * 
 */
    }
  }

  /* "View.MemoryView":945
 *             _err(ValueError, "Cannot transpose memoryview with indirect dimensions")
 * 
 *     return 1             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = 1;
  goto __pyx_L0;

  /* "View.MemoryView":929
 * 
 * @cname('__pyx_memslice_transpose')
 * cdef int transpose_memslice(__Pyx_memviewslice *memslice) nogil except 0:             # <<<<<<<<<<<<<<
 *     cdef int ndim = memslice.memview.view.ndim
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
    #endif
    __Pyx_AddTraceback("View.MemoryView.transpose_memslice", __pyx_clineno, __pyx_lineno, __pyx_filename);
    #ifdef WITH_THREAD
    PyGILState_Release(__pyx_gilstate_save);
    #endif
  }
  __pyx_r = 0;
  __pyx_L0:;
  return __pyx_r;
}

/* "View.MemoryView":962
 *     cdef int (*to_dtype_func)(char *, object) except 0
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         __PYX_XDEC_MEMVIEW(&self.from_slice, 1)
 * 
 */

/* Python wrapper */
static void __pyx_memoryviewslice___dealloc__(PyObject *__pyx_v_self); /*proto*/
static void __pyx_memoryviewslice___dealloc__(PyObject *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__ (wrapper)", 0);
  __pyx_memoryviewslice___pyx_pf_15View_dot_MemoryView_16_memoryviewslice___dealloc__(((struct __pyx_memoryviewslice_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

static void __pyx_memoryviewslice___pyx_pf_15View_dot_MemoryView_16_memoryviewslice___dealloc__(struct __pyx_memoryviewslice_obj *__pyx_v_self) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__dealloc__", 0);

  /* "View.MemoryView":963
 * 
 *     def __dealloc__(self):
 *         __PYX_XDEC_MEMVIEW(&self.from_slice, 1)             # <<<<<<<<<<<<<<
 * 
 *     cdef convert_item_to_object(self, char *itemp):
 */
  __PYX_XDEC_MEMVIEW((&__pyx_v_self->from_slice), 1);

  /* "View.MemoryView":962
 *     cdef int (*to_dtype_func)(char *, object) except 0
 * 
 *     def __dealloc__(self):             # <<<<<<<<<<<<<<
 *         __PYX_XDEC_MEMVIEW(&self.from_slice, 1)
 * 
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "View.MemoryView":965
 *         __PYX_XDEC_MEMVIEW(&self.from_slice, 1)
 * 
 *     cdef convert_item_to_object(self, char *itemp):             # <<<<<<<<<<<<<<
 *         if self.to_object_func != NULL:
 *             return self.to_object_func(itemp)
 */

static PyObject *__pyx_memoryviewslice_convert_item_to_object(struct __pyx_memoryviewslice_obj *__pyx_v_self, char *__pyx_v_itemp) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  __Pyx_RefNannySetupContext("convert_item_to_object", 0);

  /* "View.MemoryView":966
 * 
 *     cdef convert_item_to_object(self, char *itemp):
 *         if self.to_object_func != NULL:             # <<<<<<<<<<<<<<
 *             return self.to_object_func(itemp)
 *         else:
 */
  __pyx_t_1 = ((__pyx_v_self->to_object_func != NULL) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":967
 *     cdef convert_item_to_object(self, char *itemp):
 *         if self.to_object_func != NULL:
 *             return self.to_object_func(itemp)             # <<<<<<<<<<<<<<
 *         else:
 *             return memoryview.convert_item_to_object(self, itemp)
 */
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_2 = __pyx_v_self->to_object_func(__pyx_v_itemp); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 967, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_r = __pyx_t_2;
    __pyx_t_2 = 0;
    goto __pyx_L0;

    /* "View.MemoryView":966
 * 
 *     cdef convert_item_to_object(self, char *itemp):
 *         if self.to_object_func != NULL:             # <<<<<<<<<<<<<<
 *             return self.to_object_func(itemp)
 *         else:
 */
  }

  /* "View.MemoryView":969
 *             return self.to_object_func(itemp)
 *         else:
 *             return memoryview.convert_item_to_object(self, itemp)             # <<<<<<<<<<<<<<
 * 
 *     cdef assign_item_from_object(self, char *itemp, object value):
 */
  /*else*/ {
    __Pyx_XDECREF(__pyx_r);
    __pyx_t_2 = __pyx_memoryview_convert_item_to_object(((struct __pyx_memoryview_obj *)__pyx_v_self), __pyx_v_itemp); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 969, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_r = __pyx_t_2;
    __pyx_t_2 = 0;
    goto __pyx_L0;
  }

  /* "View.MemoryView":965
 *         __PYX_XDEC_MEMVIEW(&self.from_slice, 1)
 * 
 *     cdef convert_item_to_object(self, char *itemp):             # <<<<<<<<<<<<<<
 *         if self.to_object_func != NULL:
 *             return self.to_object_func(itemp)
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_AddTraceback("View.MemoryView._memoryviewslice.convert_item_to_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":971
 *             return memoryview.convert_item_to_object(self, itemp)
 * 
 *     cdef assign_item_from_object(self, char *itemp, object value):             # <<<<<<<<<<<<<<
 *         if self.to_dtype_func != NULL:
 *             self.to_dtype_func(itemp, value)
 */

static PyObject *__pyx_memoryviewslice_assign_item_from_object(struct __pyx_memoryviewslice_obj *__pyx_v_self, char *__pyx_v_itemp, PyObject *__pyx_v_value) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  __Pyx_RefNannySetupContext("assign_item_from_object", 0);

  /* "View.MemoryView":972
 * 
 *     cdef assign_item_from_object(self, char *itemp, object value):
 *         if self.to_dtype_func != NULL:             # <<<<<<<<<<<<<<
 *             self.to_dtype_func(itemp, value)
 *         else:
 */
  __pyx_t_1 = ((__pyx_v_self->to_dtype_func != NULL) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":973
 *     cdef assign_item_from_object(self, char *itemp, object value):
 *         if self.to_dtype_func != NULL:
 *             self.to_dtype_func(itemp, value)             # <<<<<<<<<<<<<<
 *         else:
 *             memoryview.assign_item_from_object(self, itemp, value)
 */
    __pyx_t_2 = __pyx_v_self->to_dtype_func(__pyx_v_itemp, __pyx_v_value); if (unlikely(__pyx_t_2 == 0)) __PYX_ERR(5, 973, __pyx_L1_error)

    /* "View.MemoryView":972
 * 
 *     cdef assign_item_from_object(self, char *itemp, object value):
 *         if self.to_dtype_func != NULL:             # <<<<<<<<<<<<<<
 *             self.to_dtype_func(itemp, value)
 *         else:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":975
 *             self.to_dtype_func(itemp, value)
 *         else:
 *             memoryview.assign_item_from_object(self, itemp, value)             # <<<<<<<<<<<<<<
 * 
 *     @property
 */
  /*else*/ {
    __pyx_t_3 = __pyx_memoryview_assign_item_from_object(((struct __pyx_memoryview_obj *)__pyx_v_self), __pyx_v_itemp, __pyx_v_value); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 975, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  }
  __pyx_L3:;

  /* "View.MemoryView":971
 *             return memoryview.convert_item_to_object(self, itemp)
 * 
 *     cdef assign_item_from_object(self, char *itemp, object value):             # <<<<<<<<<<<<<<
 *         if self.to_dtype_func != NULL:
 *             self.to_dtype_func(itemp, value)
 */

  /* function exit code */
  __pyx_r = Py_None; __Pyx_INCREF(Py_None);
  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("View.MemoryView._memoryviewslice.assign_item_from_object", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":978
 * 
 *     @property
 *     def base(self):             # <<<<<<<<<<<<<<
 *         return self.from_object
 * 
 */

/* Python wrapper */
static PyObject *__pyx_pw_15View_dot_MemoryView_16_memoryviewslice_4base_1__get__(PyObject *__pyx_v_self); /*proto*/
static PyObject *__pyx_pw_15View_dot_MemoryView_16_memoryviewslice_4base_1__get__(PyObject *__pyx_v_self) {
  PyObject *__pyx_r = 0;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__ (wrapper)", 0);
  __pyx_r = __pyx_pf_15View_dot_MemoryView_16_memoryviewslice_4base___get__(((struct __pyx_memoryviewslice_obj *)__pyx_v_self));

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

static PyObject *__pyx_pf_15View_dot_MemoryView_16_memoryviewslice_4base___get__(struct __pyx_memoryviewslice_obj *__pyx_v_self) {
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__get__", 0);

  /* "View.MemoryView":979
 *     @property
 *     def base(self):
 *         return self.from_object             # <<<<<<<<<<<<<<
 * 
 *     __pyx_getbuffer = capsule(<void *> &__pyx_memoryview_getbuffer, "getbuffer(obj, view, flags)")
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(__pyx_v_self->from_object);
  __pyx_r = __pyx_v_self->from_object;
  goto __pyx_L0;

  /* "View.MemoryView":978
 * 
 *     @property
 *     def base(self):             # <<<<<<<<<<<<<<
 *         return self.from_object
 * 
 */

  /* function exit code */
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":985
 * 
 * @cname('__pyx_memoryview_fromslice')
 * cdef memoryview_fromslice(__Pyx_memviewslice memviewslice,             # <<<<<<<<<<<<<<
 *                           int ndim,
 *                           object (*to_object_func)(char *),
 */

static PyObject *__pyx_memoryview_fromslice(__Pyx_memviewslice __pyx_v_memviewslice, int __pyx_v_ndim, PyObject *(*__pyx_v_to_object_func)(char *), int (*__pyx_v_to_dtype_func)(char *, PyObject *), int __pyx_v_dtype_is_object) {
  struct __pyx_memoryviewslice_obj *__pyx_v_result = 0;
  Py_ssize_t __pyx_v_suboffset;
  PyObject *__pyx_v_length = NULL;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  __Pyx_TypeInfo *__pyx_t_4;
  Py_buffer __pyx_t_5;
  Py_ssize_t *__pyx_t_6;
  Py_ssize_t *__pyx_t_7;
  Py_ssize_t *__pyx_t_8;
  Py_ssize_t __pyx_t_9;
  __Pyx_RefNannySetupContext("memoryview_fromslice", 0);

  /* "View.MemoryView":993
 *     cdef _memoryviewslice result
 * 
 *     if <PyObject *> memviewslice.memview == Py_None:             # <<<<<<<<<<<<<<
 *         return None
 * 
 */
  __pyx_t_1 = ((((PyObject *)__pyx_v_memviewslice.memview) == Py_None) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":994
 * 
 *     if <PyObject *> memviewslice.memview == Py_None:
 *         return None             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __Pyx_XDECREF(__pyx_r);
    __Pyx_INCREF(Py_None);
    __pyx_r = Py_None;
    goto __pyx_L0;

    /* "View.MemoryView":993
 *     cdef _memoryviewslice result
 * 
 *     if <PyObject *> memviewslice.memview == Py_None:             # <<<<<<<<<<<<<<
 *         return None
 * 
 */
  }

  /* "View.MemoryView":999
 * 
 * 
 *     result = _memoryviewslice(None, 0, dtype_is_object)             # <<<<<<<<<<<<<<
 * 
 *     result.from_slice = memviewslice
 */
  __pyx_t_2 = __Pyx_PyBool_FromLong(__pyx_v_dtype_is_object); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 999, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = PyTuple_New(3); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 999, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_INCREF(Py_None);
  __Pyx_GIVEREF(Py_None);
  PyTuple_SET_ITEM(__pyx_t_3, 0, Py_None);
  __Pyx_INCREF(__pyx_int_0);
  __Pyx_GIVEREF(__pyx_int_0);
  PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_int_0);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_t_2);
  __pyx_t_2 = 0;
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_memoryviewslice_type), __pyx_t_3, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 999, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __pyx_v_result = ((struct __pyx_memoryviewslice_obj *)__pyx_t_2);
  __pyx_t_2 = 0;

  /* "View.MemoryView":1001
 *     result = _memoryviewslice(None, 0, dtype_is_object)
 * 
 *     result.from_slice = memviewslice             # <<<<<<<<<<<<<<
 *     __PYX_INC_MEMVIEW(&memviewslice, 1)
 * 
 */
  __pyx_v_result->from_slice = __pyx_v_memviewslice;

  /* "View.MemoryView":1002
 * 
 *     result.from_slice = memviewslice
 *     __PYX_INC_MEMVIEW(&memviewslice, 1)             # <<<<<<<<<<<<<<
 * 
 *     result.from_object = (<memoryview> memviewslice.memview).base
 */
  __PYX_INC_MEMVIEW((&__pyx_v_memviewslice), 1);

  /* "View.MemoryView":1004
 *     __PYX_INC_MEMVIEW(&memviewslice, 1)
 * 
 *     result.from_object = (<memoryview> memviewslice.memview).base             # <<<<<<<<<<<<<<
 *     result.typeinfo = memviewslice.memview.typeinfo
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(((PyObject *)__pyx_v_memviewslice.memview), __pyx_n_s_base); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 1004, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __Pyx_GOTREF(__pyx_v_result->from_object);
  __Pyx_DECREF(__pyx_v_result->from_object);
  __pyx_v_result->from_object = __pyx_t_2;
  __pyx_t_2 = 0;

  /* "View.MemoryView":1005
 * 
 *     result.from_object = (<memoryview> memviewslice.memview).base
 *     result.typeinfo = memviewslice.memview.typeinfo             # <<<<<<<<<<<<<<
 * 
 *     result.view = memviewslice.memview.view
 */
  __pyx_t_4 = __pyx_v_memviewslice.memview->typeinfo;
  __pyx_v_result->__pyx_base.typeinfo = __pyx_t_4;

  /* "View.MemoryView":1007
 *     result.typeinfo = memviewslice.memview.typeinfo
 * 
 *     result.view = memviewslice.memview.view             # <<<<<<<<<<<<<<
 *     result.view.buf = <void *> memviewslice.data
 *     result.view.ndim = ndim
 */
  __pyx_t_5 = __pyx_v_memviewslice.memview->view;
  __pyx_v_result->__pyx_base.view = __pyx_t_5;

  /* "View.MemoryView":1008
 * 
 *     result.view = memviewslice.memview.view
 *     result.view.buf = <void *> memviewslice.data             # <<<<<<<<<<<<<<
 *     result.view.ndim = ndim
 *     (<__pyx_buffer *> &result.view).obj = Py_None
 */
  __pyx_v_result->__pyx_base.view.buf = ((void *)__pyx_v_memviewslice.data);

  /* "View.MemoryView":1009
 *     result.view = memviewslice.memview.view
 *     result.view.buf = <void *> memviewslice.data
 *     result.view.ndim = ndim             # <<<<<<<<<<<<<<
 *     (<__pyx_buffer *> &result.view).obj = Py_None
 *     Py_INCREF(Py_None)
 */
  __pyx_v_result->__pyx_base.view.ndim = __pyx_v_ndim;

  /* "View.MemoryView":1010
 *     result.view.buf = <void *> memviewslice.data
 *     result.view.ndim = ndim
 *     (<__pyx_buffer *> &result.view).obj = Py_None             # <<<<<<<<<<<<<<
 *     Py_INCREF(Py_None)
 * 
 */
  ((Py_buffer *)(&__pyx_v_result->__pyx_base.view))->obj = Py_None;

  /* "View.MemoryView":1011
 *     result.view.ndim = ndim
 *     (<__pyx_buffer *> &result.view).obj = Py_None
 *     Py_INCREF(Py_None)             # <<<<<<<<<<<<<<
 * 
 *     result.flags = PyBUF_RECORDS
 */
  Py_INCREF(Py_None);

  /* "View.MemoryView":1013
 *     Py_INCREF(Py_None)
 * 
 *     result.flags = PyBUF_RECORDS             # <<<<<<<<<<<<<<
 * 
 *     result.view.shape = <Py_ssize_t *> result.from_slice.shape
 */
  __pyx_v_result->__pyx_base.flags = PyBUF_RECORDS;

  /* "View.MemoryView":1015
 *     result.flags = PyBUF_RECORDS
 * 
 *     result.view.shape = <Py_ssize_t *> result.from_slice.shape             # <<<<<<<<<<<<<<
 *     result.view.strides = <Py_ssize_t *> result.from_slice.strides
 * 
 */
  __pyx_v_result->__pyx_base.view.shape = ((Py_ssize_t *)__pyx_v_result->from_slice.shape);

  /* "View.MemoryView":1016
 * 
 *     result.view.shape = <Py_ssize_t *> result.from_slice.shape
 *     result.view.strides = <Py_ssize_t *> result.from_slice.strides             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_v_result->__pyx_base.view.strides = ((Py_ssize_t *)__pyx_v_result->from_slice.strides);

  /* "View.MemoryView":1019
 * 
 * 
 *     result.view.suboffsets = NULL             # <<<<<<<<<<<<<<
 *     for suboffset in result.from_slice.suboffsets[:ndim]:
 *         if suboffset >= 0:
 */
  __pyx_v_result->__pyx_base.view.suboffsets = NULL;

  /* "View.MemoryView":1020
 * 
 *     result.view.suboffsets = NULL
 *     for suboffset in result.from_slice.suboffsets[:ndim]:             # <<<<<<<<<<<<<<
 *         if suboffset >= 0:
 *             result.view.suboffsets = <Py_ssize_t *> result.from_slice.suboffsets
 */
  __pyx_t_7 = (__pyx_v_result->from_slice.suboffsets + __pyx_v_ndim);
  for (__pyx_t_8 = __pyx_v_result->from_slice.suboffsets; __pyx_t_8 < __pyx_t_7; __pyx_t_8++) {
    __pyx_t_6 = __pyx_t_8;
    __pyx_v_suboffset = (__pyx_t_6[0]);

    /* "View.MemoryView":1021
 *     result.view.suboffsets = NULL
 *     for suboffset in result.from_slice.suboffsets[:ndim]:
 *         if suboffset >= 0:             # <<<<<<<<<<<<<<
 *             result.view.suboffsets = <Py_ssize_t *> result.from_slice.suboffsets
 *             break
 */
    __pyx_t_1 = ((__pyx_v_suboffset >= 0) != 0);
    if (__pyx_t_1) {

      /* "View.MemoryView":1022
 *     for suboffset in result.from_slice.suboffsets[:ndim]:
 *         if suboffset >= 0:
 *             result.view.suboffsets = <Py_ssize_t *> result.from_slice.suboffsets             # <<<<<<<<<<<<<<
 *             break
 * 
 */
      __pyx_v_result->__pyx_base.view.suboffsets = ((Py_ssize_t *)__pyx_v_result->from_slice.suboffsets);

      /* "View.MemoryView":1023
 *         if suboffset >= 0:
 *             result.view.suboffsets = <Py_ssize_t *> result.from_slice.suboffsets
 *             break             # <<<<<<<<<<<<<<
 * 
 *     result.view.len = result.view.itemsize
 */
      goto __pyx_L5_break;

      /* "View.MemoryView":1021
 *     result.view.suboffsets = NULL
 *     for suboffset in result.from_slice.suboffsets[:ndim]:
 *         if suboffset >= 0:             # <<<<<<<<<<<<<<
 *             result.view.suboffsets = <Py_ssize_t *> result.from_slice.suboffsets
 *             break
 */
    }
  }
  __pyx_L5_break:;

  /* "View.MemoryView":1025
 *             break
 * 
 *     result.view.len = result.view.itemsize             # <<<<<<<<<<<<<<
 *     for length in result.view.shape[:ndim]:
 *         result.view.len *= length
 */
  __pyx_t_9 = __pyx_v_result->__pyx_base.view.itemsize;
  __pyx_v_result->__pyx_base.view.len = __pyx_t_9;

  /* "View.MemoryView":1026
 * 
 *     result.view.len = result.view.itemsize
 *     for length in result.view.shape[:ndim]:             # <<<<<<<<<<<<<<
 *         result.view.len *= length
 * 
 */
  __pyx_t_7 = (__pyx_v_result->__pyx_base.view.shape + __pyx_v_ndim);
  for (__pyx_t_8 = __pyx_v_result->__pyx_base.view.shape; __pyx_t_8 < __pyx_t_7; __pyx_t_8++) {
    __pyx_t_6 = __pyx_t_8;
    __pyx_t_2 = PyInt_FromSsize_t((__pyx_t_6[0])); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 1026, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __Pyx_XDECREF_SET(__pyx_v_length, __pyx_t_2);
    __pyx_t_2 = 0;

    /* "View.MemoryView":1027
 *     result.view.len = result.view.itemsize
 *     for length in result.view.shape[:ndim]:
 *         result.view.len *= length             # <<<<<<<<<<<<<<
 * 
 *     result.to_object_func = to_object_func
 */
    __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_result->__pyx_base.view.len); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 1027, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_2);
    __pyx_t_3 = PyNumber_InPlaceMultiply(__pyx_t_2, __pyx_v_length); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 1027, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __pyx_t_9 = __Pyx_PyIndex_AsSsize_t(__pyx_t_3); if (unlikely((__pyx_t_9 == (Py_ssize_t)-1) && PyErr_Occurred())) __PYX_ERR(5, 1027, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
    __pyx_v_result->__pyx_base.view.len = __pyx_t_9;
  }

  /* "View.MemoryView":1029
 *         result.view.len *= length
 * 
 *     result.to_object_func = to_object_func             # <<<<<<<<<<<<<<
 *     result.to_dtype_func = to_dtype_func
 * 
 */
  __pyx_v_result->to_object_func = __pyx_v_to_object_func;

  /* "View.MemoryView":1030
 * 
 *     result.to_object_func = to_object_func
 *     result.to_dtype_func = to_dtype_func             # <<<<<<<<<<<<<<
 * 
 *     return result
 */
  __pyx_v_result->to_dtype_func = __pyx_v_to_dtype_func;

  /* "View.MemoryView":1032
 *     result.to_dtype_func = to_dtype_func
 * 
 *     return result             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_get_slice_from_memoryview')
 */
  __Pyx_XDECREF(__pyx_r);
  __Pyx_INCREF(((PyObject *)__pyx_v_result));
  __pyx_r = ((PyObject *)__pyx_v_result);
  goto __pyx_L0;

  /* "View.MemoryView":985
 * 
 * @cname('__pyx_memoryview_fromslice')
 * cdef memoryview_fromslice(__Pyx_memviewslice memviewslice,             # <<<<<<<<<<<<<<
 *                           int ndim,
 *                           object (*to_object_func)(char *),
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_AddTraceback("View.MemoryView.memoryview_fromslice", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_result);
  __Pyx_XDECREF(__pyx_v_length);
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":1035
 * 
 * @cname('__pyx_memoryview_get_slice_from_memoryview')
 * cdef __Pyx_memviewslice *get_slice_from_memview(memoryview memview,             # <<<<<<<<<<<<<<
 *                                                    __Pyx_memviewslice *mslice):
 *     cdef _memoryviewslice obj
 */

static __Pyx_memviewslice *__pyx_memoryview_get_slice_from_memoryview(struct __pyx_memoryview_obj *__pyx_v_memview, __Pyx_memviewslice *__pyx_v_mslice) {
  struct __pyx_memoryviewslice_obj *__pyx_v_obj = 0;
  __Pyx_memviewslice *__pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *__pyx_t_3 = NULL;
  __Pyx_RefNannySetupContext("get_slice_from_memview", 0);

  /* "View.MemoryView":1038
 *                                                    __Pyx_memviewslice *mslice):
 *     cdef _memoryviewslice obj
 *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
 *         obj = memview
 *         return &obj.from_slice
 */
  __pyx_t_1 = __Pyx_TypeCheck(((PyObject *)__pyx_v_memview), __pyx_memoryviewslice_type); 
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1039
 *     cdef _memoryviewslice obj
 *     if isinstance(memview, _memoryviewslice):
 *         obj = memview             # <<<<<<<<<<<<<<
 *         return &obj.from_slice
 *     else:
 */
    if (!(likely(((((PyObject *)__pyx_v_memview)) == Py_None) || likely(__Pyx_TypeTest(((PyObject *)__pyx_v_memview), __pyx_memoryviewslice_type))))) __PYX_ERR(5, 1039, __pyx_L1_error)
    __pyx_t_3 = ((PyObject *)__pyx_v_memview);
    __Pyx_INCREF(__pyx_t_3);
    __pyx_v_obj = ((struct __pyx_memoryviewslice_obj *)__pyx_t_3);
    __pyx_t_3 = 0;

    /* "View.MemoryView":1040
 *     if isinstance(memview, _memoryviewslice):
 *         obj = memview
 *         return &obj.from_slice             # <<<<<<<<<<<<<<
 *     else:
 *         slice_copy(memview, mslice)
 */
    __pyx_r = (&__pyx_v_obj->from_slice);
    goto __pyx_L0;

    /* "View.MemoryView":1038
 *                                                    __Pyx_memviewslice *mslice):
 *     cdef _memoryviewslice obj
 *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
 *         obj = memview
 *         return &obj.from_slice
 */
  }

  /* "View.MemoryView":1042
 *         return &obj.from_slice
 *     else:
 *         slice_copy(memview, mslice)             # <<<<<<<<<<<<<<
 *         return mslice
 * 
 */
  /*else*/ {
    __pyx_memoryview_slice_copy(__pyx_v_memview, __pyx_v_mslice);

    /* "View.MemoryView":1043
 *     else:
 *         slice_copy(memview, mslice)
 *         return mslice             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_slice_copy')
 */
    __pyx_r = __pyx_v_mslice;
    goto __pyx_L0;
  }

  /* "View.MemoryView":1035
 * 
 * @cname('__pyx_memoryview_get_slice_from_memoryview')
 * cdef __Pyx_memviewslice *get_slice_from_memview(memoryview memview,             # <<<<<<<<<<<<<<
 *                                                    __Pyx_memviewslice *mslice):
 *     cdef _memoryviewslice obj
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_WriteUnraisable("View.MemoryView.get_slice_from_memview", __pyx_clineno, __pyx_lineno, __pyx_filename, 0, 0);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XDECREF((PyObject *)__pyx_v_obj);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":1046
 * 
 * @cname('__pyx_memoryview_slice_copy')
 * cdef void slice_copy(memoryview memview, __Pyx_memviewslice *dst):             # <<<<<<<<<<<<<<
 *     cdef int dim
 *     cdef (Py_ssize_t*) shape, strides, suboffsets
 */

static void __pyx_memoryview_slice_copy(struct __pyx_memoryview_obj *__pyx_v_memview, __Pyx_memviewslice *__pyx_v_dst) {
  int __pyx_v_dim;
  Py_ssize_t *__pyx_v_shape;
  Py_ssize_t *__pyx_v_strides;
  Py_ssize_t *__pyx_v_suboffsets;
  __Pyx_RefNannyDeclarations
  Py_ssize_t *__pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  __Pyx_RefNannySetupContext("slice_copy", 0);

  /* "View.MemoryView":1050
 *     cdef (Py_ssize_t*) shape, strides, suboffsets
 * 
 *     shape = memview.view.shape             # <<<<<<<<<<<<<<
 *     strides = memview.view.strides
 *     suboffsets = memview.view.suboffsets
 */
  __pyx_t_1 = __pyx_v_memview->view.shape;
  __pyx_v_shape = __pyx_t_1;

  /* "View.MemoryView":1051
 * 
 *     shape = memview.view.shape
 *     strides = memview.view.strides             # <<<<<<<<<<<<<<
 *     suboffsets = memview.view.suboffsets
 * 
 */
  __pyx_t_1 = __pyx_v_memview->view.strides;
  __pyx_v_strides = __pyx_t_1;

  /* "View.MemoryView":1052
 *     shape = memview.view.shape
 *     strides = memview.view.strides
 *     suboffsets = memview.view.suboffsets             # <<<<<<<<<<<<<<
 * 
 *     dst.memview = <__pyx_memoryview *> memview
 */
  __pyx_t_1 = __pyx_v_memview->view.suboffsets;
  __pyx_v_suboffsets = __pyx_t_1;

  /* "View.MemoryView":1054
 *     suboffsets = memview.view.suboffsets
 * 
 *     dst.memview = <__pyx_memoryview *> memview             # <<<<<<<<<<<<<<
 *     dst.data = <char *> memview.view.buf
 * 
 */
  __pyx_v_dst->memview = ((struct __pyx_memoryview_obj *)__pyx_v_memview);

  /* "View.MemoryView":1055
 * 
 *     dst.memview = <__pyx_memoryview *> memview
 *     dst.data = <char *> memview.view.buf             # <<<<<<<<<<<<<<
 * 
 *     for dim in range(memview.view.ndim):
 */
  __pyx_v_dst->data = ((char *)__pyx_v_memview->view.buf);

  /* "View.MemoryView":1057
 *     dst.data = <char *> memview.view.buf
 * 
 *     for dim in range(memview.view.ndim):             # <<<<<<<<<<<<<<
 *         dst.shape[dim] = shape[dim]
 *         dst.strides[dim] = strides[dim]
 */
  __pyx_t_2 = __pyx_v_memview->view.ndim;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_dim = __pyx_t_3;

    /* "View.MemoryView":1058
 * 
 *     for dim in range(memview.view.ndim):
 *         dst.shape[dim] = shape[dim]             # <<<<<<<<<<<<<<
 *         dst.strides[dim] = strides[dim]
 *         dst.suboffsets[dim] = suboffsets[dim] if suboffsets else -1
 */
    (__pyx_v_dst->shape[__pyx_v_dim]) = (__pyx_v_shape[__pyx_v_dim]);

    /* "View.MemoryView":1059
 *     for dim in range(memview.view.ndim):
 *         dst.shape[dim] = shape[dim]
 *         dst.strides[dim] = strides[dim]             # <<<<<<<<<<<<<<
 *         dst.suboffsets[dim] = suboffsets[dim] if suboffsets else -1
 * 
 */
    (__pyx_v_dst->strides[__pyx_v_dim]) = (__pyx_v_strides[__pyx_v_dim]);

    /* "View.MemoryView":1060
 *         dst.shape[dim] = shape[dim]
 *         dst.strides[dim] = strides[dim]
 *         dst.suboffsets[dim] = suboffsets[dim] if suboffsets else -1             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_copy_object')
 */
    if ((__pyx_v_suboffsets != 0)) {
      __pyx_t_4 = (__pyx_v_suboffsets[__pyx_v_dim]);
    } else {
      __pyx_t_4 = -1L;
    }
    (__pyx_v_dst->suboffsets[__pyx_v_dim]) = __pyx_t_4;
  }

  /* "View.MemoryView":1046
 * 
 * @cname('__pyx_memoryview_slice_copy')
 * cdef void slice_copy(memoryview memview, __Pyx_memviewslice *dst):             # <<<<<<<<<<<<<<
 *     cdef int dim
 *     cdef (Py_ssize_t*) shape, strides, suboffsets
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "View.MemoryView":1063
 * 
 * @cname('__pyx_memoryview_copy_object')
 * cdef memoryview_copy(memoryview memview):             # <<<<<<<<<<<<<<
 *     "Create a new memoryview object"
 *     cdef __Pyx_memviewslice memviewslice
 */

static PyObject *__pyx_memoryview_copy_object(struct __pyx_memoryview_obj *__pyx_v_memview) {
  __Pyx_memviewslice __pyx_v_memviewslice;
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  __Pyx_RefNannySetupContext("memoryview_copy", 0);

  /* "View.MemoryView":1066
 *     "Create a new memoryview object"
 *     cdef __Pyx_memviewslice memviewslice
 *     slice_copy(memview, &memviewslice)             # <<<<<<<<<<<<<<
 *     return memoryview_copy_from_slice(memview, &memviewslice)
 * 
 */
  __pyx_memoryview_slice_copy(__pyx_v_memview, (&__pyx_v_memviewslice));

  /* "View.MemoryView":1067
 *     cdef __Pyx_memviewslice memviewslice
 *     slice_copy(memview, &memviewslice)
 *     return memoryview_copy_from_slice(memview, &memviewslice)             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_copy_object_from_slice')
 */
  __Pyx_XDECREF(__pyx_r);
  __pyx_t_1 = __pyx_memoryview_copy_object_from_slice(__pyx_v_memview, (&__pyx_v_memviewslice)); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 1067, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_r = __pyx_t_1;
  __pyx_t_1 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":1063
 * 
 * @cname('__pyx_memoryview_copy_object')
 * cdef memoryview_copy(memoryview memview):             # <<<<<<<<<<<<<<
 *     "Create a new memoryview object"
 *     cdef __Pyx_memviewslice memviewslice
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_AddTraceback("View.MemoryView.memoryview_copy", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":1070
 * 
 * @cname('__pyx_memoryview_copy_object_from_slice')
 * cdef memoryview_copy_from_slice(memoryview memview, __Pyx_memviewslice *memviewslice):             # <<<<<<<<<<<<<<
 *     """
 *     Create a new memoryview object from a given memoryview object and slice.
 */

static PyObject *__pyx_memoryview_copy_object_from_slice(struct __pyx_memoryview_obj *__pyx_v_memview, __Pyx_memviewslice *__pyx_v_memviewslice) {
  PyObject *(*__pyx_v_to_object_func)(char *);
  int (*__pyx_v_to_dtype_func)(char *, PyObject *);
  PyObject *__pyx_r = NULL;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  int __pyx_t_2;
  PyObject *(*__pyx_t_3)(char *);
  int (*__pyx_t_4)(char *, PyObject *);
  PyObject *__pyx_t_5 = NULL;
  __Pyx_RefNannySetupContext("memoryview_copy_from_slice", 0);

  /* "View.MemoryView":1077
 *     cdef int (*to_dtype_func)(char *, object) except 0
 * 
 *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
 *         to_object_func = (<_memoryviewslice> memview).to_object_func
 *         to_dtype_func = (<_memoryviewslice> memview).to_dtype_func
 */
  __pyx_t_1 = __Pyx_TypeCheck(((PyObject *)__pyx_v_memview), __pyx_memoryviewslice_type); 
  __pyx_t_2 = (__pyx_t_1 != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1078
 * 
 *     if isinstance(memview, _memoryviewslice):
 *         to_object_func = (<_memoryviewslice> memview).to_object_func             # <<<<<<<<<<<<<<
 *         to_dtype_func = (<_memoryviewslice> memview).to_dtype_func
 *     else:
 */
    __pyx_t_3 = ((struct __pyx_memoryviewslice_obj *)__pyx_v_memview)->to_object_func;
    __pyx_v_to_object_func = __pyx_t_3;

    /* "View.MemoryView":1079
 *     if isinstance(memview, _memoryviewslice):
 *         to_object_func = (<_memoryviewslice> memview).to_object_func
 *         to_dtype_func = (<_memoryviewslice> memview).to_dtype_func             # <<<<<<<<<<<<<<
 *     else:
 *         to_object_func = NULL
 */
    __pyx_t_4 = ((struct __pyx_memoryviewslice_obj *)__pyx_v_memview)->to_dtype_func;
    __pyx_v_to_dtype_func = __pyx_t_4;

    /* "View.MemoryView":1077
 *     cdef int (*to_dtype_func)(char *, object) except 0
 * 
 *     if isinstance(memview, _memoryviewslice):             # <<<<<<<<<<<<<<
 *         to_object_func = (<_memoryviewslice> memview).to_object_func
 *         to_dtype_func = (<_memoryviewslice> memview).to_dtype_func
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":1081
 *         to_dtype_func = (<_memoryviewslice> memview).to_dtype_func
 *     else:
 *         to_object_func = NULL             # <<<<<<<<<<<<<<
 *         to_dtype_func = NULL
 * 
 */
  /*else*/ {
    __pyx_v_to_object_func = NULL;

    /* "View.MemoryView":1082
 *     else:
 *         to_object_func = NULL
 *         to_dtype_func = NULL             # <<<<<<<<<<<<<<
 * 
 *     return memoryview_fromslice(memviewslice[0], memview.view.ndim,
 */
    __pyx_v_to_dtype_func = NULL;
  }
  __pyx_L3:;

  /* "View.MemoryView":1084
 *         to_dtype_func = NULL
 * 
 *     return memoryview_fromslice(memviewslice[0], memview.view.ndim,             # <<<<<<<<<<<<<<
 *                                 to_object_func, to_dtype_func,
 *                                 memview.dtype_is_object)
 */
  __Pyx_XDECREF(__pyx_r);

  /* "View.MemoryView":1086
 *     return memoryview_fromslice(memviewslice[0], memview.view.ndim,
 *                                 to_object_func, to_dtype_func,
 *                                 memview.dtype_is_object)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_5 = __pyx_memoryview_fromslice((__pyx_v_memviewslice[0]), __pyx_v_memview->view.ndim, __pyx_v_to_object_func, __pyx_v_to_dtype_func, __pyx_v_memview->dtype_is_object); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 1084, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_5);
  __pyx_r = __pyx_t_5;
  __pyx_t_5 = 0;
  goto __pyx_L0;

  /* "View.MemoryView":1070
 * 
 * @cname('__pyx_memoryview_copy_object_from_slice')
 * cdef memoryview_copy_from_slice(memoryview memview, __Pyx_memviewslice *memviewslice):             # <<<<<<<<<<<<<<
 *     """
 *     Create a new memoryview object from a given memoryview object and slice.
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("View.MemoryView.memoryview_copy_from_slice", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = 0;
  __pyx_L0:;
  __Pyx_XGIVEREF(__pyx_r);
  __Pyx_RefNannyFinishContext();
  return __pyx_r;
}

/* "View.MemoryView":1092
 * 
 * 
 * cdef Py_ssize_t abs_py_ssize_t(Py_ssize_t arg) nogil:             # <<<<<<<<<<<<<<
 *     if arg < 0:
 *         return -arg
 */

static Py_ssize_t abs_py_ssize_t(Py_ssize_t __pyx_v_arg) {
  Py_ssize_t __pyx_r;
  int __pyx_t_1;

  /* "View.MemoryView":1093
 * 
 * cdef Py_ssize_t abs_py_ssize_t(Py_ssize_t arg) nogil:
 *     if arg < 0:             # <<<<<<<<<<<<<<
 *         return -arg
 *     else:
 */
  __pyx_t_1 = ((__pyx_v_arg < 0) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":1094
 * cdef Py_ssize_t abs_py_ssize_t(Py_ssize_t arg) nogil:
 *     if arg < 0:
 *         return -arg             # <<<<<<<<<<<<<<
 *     else:
 *         return arg
 */
    __pyx_r = (-__pyx_v_arg);
    goto __pyx_L0;

    /* "View.MemoryView":1093
 * 
 * cdef Py_ssize_t abs_py_ssize_t(Py_ssize_t arg) nogil:
 *     if arg < 0:             # <<<<<<<<<<<<<<
 *         return -arg
 *     else:
 */
  }

  /* "View.MemoryView":1096
 *         return -arg
 *     else:
 *         return arg             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_get_best_slice_order')
 */
  /*else*/ {
    __pyx_r = __pyx_v_arg;
    goto __pyx_L0;
  }

  /* "View.MemoryView":1092
 * 
 * 
 * cdef Py_ssize_t abs_py_ssize_t(Py_ssize_t arg) nogil:             # <<<<<<<<<<<<<<
 *     if arg < 0:
 *         return -arg
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "View.MemoryView":1099
 * 
 * @cname('__pyx_get_best_slice_order')
 * cdef char get_best_order(__Pyx_memviewslice *mslice, int ndim) nogil:             # <<<<<<<<<<<<<<
 *     """
 *     Figure out the best memory access order for a given slice.
 */

static char __pyx_get_best_slice_order(__Pyx_memviewslice *__pyx_v_mslice, int __pyx_v_ndim) {
  int __pyx_v_i;
  Py_ssize_t __pyx_v_c_stride;
  Py_ssize_t __pyx_v_f_stride;
  char __pyx_r;
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;

  /* "View.MemoryView":1104
 *     """
 *     cdef int i
 *     cdef Py_ssize_t c_stride = 0             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t f_stride = 0
 * 
 */
  __pyx_v_c_stride = 0;

  /* "View.MemoryView":1105
 *     cdef int i
 *     cdef Py_ssize_t c_stride = 0
 *     cdef Py_ssize_t f_stride = 0             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim - 1, -1, -1):
 */
  __pyx_v_f_stride = 0;

  /* "View.MemoryView":1107
 *     cdef Py_ssize_t f_stride = 0
 * 
 *     for i in range(ndim - 1, -1, -1):             # <<<<<<<<<<<<<<
 *         if mslice.shape[i] > 1:
 *             c_stride = mslice.strides[i]
 */
  for (__pyx_t_1 = (__pyx_v_ndim - 1); __pyx_t_1 > -1L; __pyx_t_1-=1) {
    __pyx_v_i = __pyx_t_1;

    /* "View.MemoryView":1108
 * 
 *     for i in range(ndim - 1, -1, -1):
 *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
 *             c_stride = mslice.strides[i]
 *             break
 */
    __pyx_t_2 = (((__pyx_v_mslice->shape[__pyx_v_i]) > 1) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1109
 *     for i in range(ndim - 1, -1, -1):
 *         if mslice.shape[i] > 1:
 *             c_stride = mslice.strides[i]             # <<<<<<<<<<<<<<
 *             break
 * 
 */
      __pyx_v_c_stride = (__pyx_v_mslice->strides[__pyx_v_i]);

      /* "View.MemoryView":1110
 *         if mslice.shape[i] > 1:
 *             c_stride = mslice.strides[i]
 *             break             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim):
 */
      goto __pyx_L4_break;

      /* "View.MemoryView":1108
 * 
 *     for i in range(ndim - 1, -1, -1):
 *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
 *             c_stride = mslice.strides[i]
 *             break
 */
    }
  }
  __pyx_L4_break:;

  /* "View.MemoryView":1112
 *             break
 * 
 *     for i in range(ndim):             # <<<<<<<<<<<<<<
 *         if mslice.shape[i] > 1:
 *             f_stride = mslice.strides[i]
 */
  __pyx_t_1 = __pyx_v_ndim;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_1; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "View.MemoryView":1113
 * 
 *     for i in range(ndim):
 *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
 *             f_stride = mslice.strides[i]
 *             break
 */
    __pyx_t_2 = (((__pyx_v_mslice->shape[__pyx_v_i]) > 1) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1114
 *     for i in range(ndim):
 *         if mslice.shape[i] > 1:
 *             f_stride = mslice.strides[i]             # <<<<<<<<<<<<<<
 *             break
 * 
 */
      __pyx_v_f_stride = (__pyx_v_mslice->strides[__pyx_v_i]);

      /* "View.MemoryView":1115
 *         if mslice.shape[i] > 1:
 *             f_stride = mslice.strides[i]
 *             break             # <<<<<<<<<<<<<<
 * 
 *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):
 */
      goto __pyx_L7_break;

      /* "View.MemoryView":1113
 * 
 *     for i in range(ndim):
 *         if mslice.shape[i] > 1:             # <<<<<<<<<<<<<<
 *             f_stride = mslice.strides[i]
 *             break
 */
    }
  }
  __pyx_L7_break:;

  /* "View.MemoryView":1117
 *             break
 * 
 *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):             # <<<<<<<<<<<<<<
 *         return 'C'
 *     else:
 */
  __pyx_t_2 = ((abs_py_ssize_t(__pyx_v_c_stride) <= abs_py_ssize_t(__pyx_v_f_stride)) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1118
 * 
 *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):
 *         return 'C'             # <<<<<<<<<<<<<<
 *     else:
 *         return 'F'
 */
    __pyx_r = 'C';
    goto __pyx_L0;

    /* "View.MemoryView":1117
 *             break
 * 
 *     if abs_py_ssize_t(c_stride) <= abs_py_ssize_t(f_stride):             # <<<<<<<<<<<<<<
 *         return 'C'
 *     else:
 */
  }

  /* "View.MemoryView":1120
 *         return 'C'
 *     else:
 *         return 'F'             # <<<<<<<<<<<<<<
 * 
 * @cython.cdivision(True)
 */
  /*else*/ {
    __pyx_r = 'F';
    goto __pyx_L0;
  }

  /* "View.MemoryView":1099
 * 
 * @cname('__pyx_get_best_slice_order')
 * cdef char get_best_order(__Pyx_memviewslice *mslice, int ndim) nogil:             # <<<<<<<<<<<<<<
 *     """
 *     Figure out the best memory access order for a given slice.
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "View.MemoryView":1123
 * 
 * @cython.cdivision(True)
 * cdef void _copy_strided_to_strided(char *src_data, Py_ssize_t *src_strides,             # <<<<<<<<<<<<<<
 *                                    char *dst_data, Py_ssize_t *dst_strides,
 *                                    Py_ssize_t *src_shape, Py_ssize_t *dst_shape,
 */

static void _copy_strided_to_strided(char *__pyx_v_src_data, Py_ssize_t *__pyx_v_src_strides, char *__pyx_v_dst_data, Py_ssize_t *__pyx_v_dst_strides, Py_ssize_t *__pyx_v_src_shape, Py_ssize_t *__pyx_v_dst_shape, int __pyx_v_ndim, size_t __pyx_v_itemsize) {
  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
  CYTHON_UNUSED Py_ssize_t __pyx_v_src_extent;
  Py_ssize_t __pyx_v_dst_extent;
  Py_ssize_t __pyx_v_src_stride;
  Py_ssize_t __pyx_v_dst_stride;
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  Py_ssize_t __pyx_t_4;
  Py_ssize_t __pyx_t_5;

  /* "View.MemoryView":1130
 * 
 *     cdef Py_ssize_t i
 *     cdef Py_ssize_t src_extent = src_shape[0]             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t dst_extent = dst_shape[0]
 *     cdef Py_ssize_t src_stride = src_strides[0]
 */
  __pyx_v_src_extent = (__pyx_v_src_shape[0]);

  /* "View.MemoryView":1131
 *     cdef Py_ssize_t i
 *     cdef Py_ssize_t src_extent = src_shape[0]
 *     cdef Py_ssize_t dst_extent = dst_shape[0]             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t src_stride = src_strides[0]
 *     cdef Py_ssize_t dst_stride = dst_strides[0]
 */
  __pyx_v_dst_extent = (__pyx_v_dst_shape[0]);

  /* "View.MemoryView":1132
 *     cdef Py_ssize_t src_extent = src_shape[0]
 *     cdef Py_ssize_t dst_extent = dst_shape[0]
 *     cdef Py_ssize_t src_stride = src_strides[0]             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t dst_stride = dst_strides[0]
 * 
 */
  __pyx_v_src_stride = (__pyx_v_src_strides[0]);

  /* "View.MemoryView":1133
 *     cdef Py_ssize_t dst_extent = dst_shape[0]
 *     cdef Py_ssize_t src_stride = src_strides[0]
 *     cdef Py_ssize_t dst_stride = dst_strides[0]             # <<<<<<<<<<<<<<
 * 
 *     if ndim == 1:
 */
  __pyx_v_dst_stride = (__pyx_v_dst_strides[0]);

  /* "View.MemoryView":1135
 *     cdef Py_ssize_t dst_stride = dst_strides[0]
 * 
 *     if ndim == 1:             # <<<<<<<<<<<<<<
 *        if (src_stride > 0 and dst_stride > 0 and
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):
 */
  __pyx_t_1 = ((__pyx_v_ndim == 1) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":1136
 * 
 *     if ndim == 1:
 *        if (src_stride > 0 and dst_stride > 0 and             # <<<<<<<<<<<<<<
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):
 *            memcpy(dst_data, src_data, itemsize * dst_extent)
 */
    __pyx_t_2 = ((__pyx_v_src_stride > 0) != 0);
    if (__pyx_t_2) {
    } else {
      __pyx_t_1 = __pyx_t_2;
      goto __pyx_L5_bool_binop_done;
    }
    __pyx_t_2 = ((__pyx_v_dst_stride > 0) != 0);
    if (__pyx_t_2) {
    } else {
      __pyx_t_1 = __pyx_t_2;
      goto __pyx_L5_bool_binop_done;
    }

    /* "View.MemoryView":1137
 *     if ndim == 1:
 *        if (src_stride > 0 and dst_stride > 0 and
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):             # <<<<<<<<<<<<<<
 *            memcpy(dst_data, src_data, itemsize * dst_extent)
 *        else:
 */
    __pyx_t_2 = (((size_t)__pyx_v_src_stride) == __pyx_v_itemsize);
    if (__pyx_t_2) {
      __pyx_t_2 = (__pyx_v_itemsize == ((size_t)__pyx_v_dst_stride));
    }
    __pyx_t_3 = (__pyx_t_2 != 0);
    __pyx_t_1 = __pyx_t_3;
    __pyx_L5_bool_binop_done:;

    /* "View.MemoryView":1136
 * 
 *     if ndim == 1:
 *        if (src_stride > 0 and dst_stride > 0 and             # <<<<<<<<<<<<<<
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):
 *            memcpy(dst_data, src_data, itemsize * dst_extent)
 */
    if (__pyx_t_1) {

      /* "View.MemoryView":1138
 *        if (src_stride > 0 and dst_stride > 0 and
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):
 *            memcpy(dst_data, src_data, itemsize * dst_extent)             # <<<<<<<<<<<<<<
 *        else:
 *            for i in range(dst_extent):
 */
      memcpy(__pyx_v_dst_data, __pyx_v_src_data, (__pyx_v_itemsize * __pyx_v_dst_extent));

      /* "View.MemoryView":1136
 * 
 *     if ndim == 1:
 *        if (src_stride > 0 and dst_stride > 0 and             # <<<<<<<<<<<<<<
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):
 *            memcpy(dst_data, src_data, itemsize * dst_extent)
 */
      goto __pyx_L4;
    }

    /* "View.MemoryView":1140
 *            memcpy(dst_data, src_data, itemsize * dst_extent)
 *        else:
 *            for i in range(dst_extent):             # <<<<<<<<<<<<<<
 *                memcpy(dst_data, src_data, itemsize)
 *                src_data += src_stride
 */
    /*else*/ {
      __pyx_t_4 = __pyx_v_dst_extent;
      for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
        __pyx_v_i = __pyx_t_5;

        /* "View.MemoryView":1141
 *        else:
 *            for i in range(dst_extent):
 *                memcpy(dst_data, src_data, itemsize)             # <<<<<<<<<<<<<<
 *                src_data += src_stride
 *                dst_data += dst_stride
 */
        memcpy(__pyx_v_dst_data, __pyx_v_src_data, __pyx_v_itemsize);

        /* "View.MemoryView":1142
 *            for i in range(dst_extent):
 *                memcpy(dst_data, src_data, itemsize)
 *                src_data += src_stride             # <<<<<<<<<<<<<<
 *                dst_data += dst_stride
 *     else:
 */
        __pyx_v_src_data = (__pyx_v_src_data + __pyx_v_src_stride);

        /* "View.MemoryView":1143
 *                memcpy(dst_data, src_data, itemsize)
 *                src_data += src_stride
 *                dst_data += dst_stride             # <<<<<<<<<<<<<<
 *     else:
 *         for i in range(dst_extent):
 */
        __pyx_v_dst_data = (__pyx_v_dst_data + __pyx_v_dst_stride);
      }
    }
    __pyx_L4:;

    /* "View.MemoryView":1135
 *     cdef Py_ssize_t dst_stride = dst_strides[0]
 * 
 *     if ndim == 1:             # <<<<<<<<<<<<<<
 *        if (src_stride > 0 and dst_stride > 0 and
 *            <size_t> src_stride == itemsize == <size_t> dst_stride):
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":1145
 *                dst_data += dst_stride
 *     else:
 *         for i in range(dst_extent):             # <<<<<<<<<<<<<<
 *             _copy_strided_to_strided(src_data, src_strides + 1,
 *                                      dst_data, dst_strides + 1,
 */
  /*else*/ {
    __pyx_t_4 = __pyx_v_dst_extent;
    for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
      __pyx_v_i = __pyx_t_5;

      /* "View.MemoryView":1146
 *     else:
 *         for i in range(dst_extent):
 *             _copy_strided_to_strided(src_data, src_strides + 1,             # <<<<<<<<<<<<<<
 *                                      dst_data, dst_strides + 1,
 *                                      src_shape + 1, dst_shape + 1,
 */
      _copy_strided_to_strided(__pyx_v_src_data, (__pyx_v_src_strides + 1), __pyx_v_dst_data, (__pyx_v_dst_strides + 1), (__pyx_v_src_shape + 1), (__pyx_v_dst_shape + 1), (__pyx_v_ndim - 1), __pyx_v_itemsize);

      /* "View.MemoryView":1150
 *                                      src_shape + 1, dst_shape + 1,
 *                                      ndim - 1, itemsize)
 *             src_data += src_stride             # <<<<<<<<<<<<<<
 *             dst_data += dst_stride
 * 
 */
      __pyx_v_src_data = (__pyx_v_src_data + __pyx_v_src_stride);

      /* "View.MemoryView":1151
 *                                      ndim - 1, itemsize)
 *             src_data += src_stride
 *             dst_data += dst_stride             # <<<<<<<<<<<<<<
 * 
 * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,
 */
      __pyx_v_dst_data = (__pyx_v_dst_data + __pyx_v_dst_stride);
    }
  }
  __pyx_L3:;

  /* "View.MemoryView":1123
 * 
 * @cython.cdivision(True)
 * cdef void _copy_strided_to_strided(char *src_data, Py_ssize_t *src_strides,             # <<<<<<<<<<<<<<
 *                                    char *dst_data, Py_ssize_t *dst_strides,
 *                                    Py_ssize_t *src_shape, Py_ssize_t *dst_shape,
 */

  /* function exit code */
}

/* "View.MemoryView":1153
 *             dst_data += dst_stride
 * 
 * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,             # <<<<<<<<<<<<<<
 *                                   __Pyx_memviewslice *dst,
 *                                   int ndim, size_t itemsize) nogil:
 */

static void copy_strided_to_strided(__Pyx_memviewslice *__pyx_v_src, __Pyx_memviewslice *__pyx_v_dst, int __pyx_v_ndim, size_t __pyx_v_itemsize) {

  /* "View.MemoryView":1156
 *                                   __Pyx_memviewslice *dst,
 *                                   int ndim, size_t itemsize) nogil:
 *     _copy_strided_to_strided(src.data, src.strides, dst.data, dst.strides,             # <<<<<<<<<<<<<<
 *                              src.shape, dst.shape, ndim, itemsize)
 * 
 */
  _copy_strided_to_strided(__pyx_v_src->data, __pyx_v_src->strides, __pyx_v_dst->data, __pyx_v_dst->strides, __pyx_v_src->shape, __pyx_v_dst->shape, __pyx_v_ndim, __pyx_v_itemsize);

  /* "View.MemoryView":1153
 *             dst_data += dst_stride
 * 
 * cdef void copy_strided_to_strided(__Pyx_memviewslice *src,             # <<<<<<<<<<<<<<
 *                                   __Pyx_memviewslice *dst,
 *                                   int ndim, size_t itemsize) nogil:
 */

  /* function exit code */
}

/* "View.MemoryView":1160
 * 
 * @cname('__pyx_memoryview_slice_get_size')
 * cdef Py_ssize_t slice_get_size(__Pyx_memviewslice *src, int ndim) nogil:             # <<<<<<<<<<<<<<
 *     "Return the size of the memory occupied by the slice in number of bytes"
 *     cdef int i
 */

static Py_ssize_t __pyx_memoryview_slice_get_size(__Pyx_memviewslice *__pyx_v_src, int __pyx_v_ndim) {
  int __pyx_v_i;
  Py_ssize_t __pyx_v_size;
  Py_ssize_t __pyx_r;
  Py_ssize_t __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;

  /* "View.MemoryView":1163
 *     "Return the size of the memory occupied by the slice in number of bytes"
 *     cdef int i
 *     cdef Py_ssize_t size = src.memview.view.itemsize             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim):
 */
  __pyx_t_1 = __pyx_v_src->memview->view.itemsize;
  __pyx_v_size = __pyx_t_1;

  /* "View.MemoryView":1165
 *     cdef Py_ssize_t size = src.memview.view.itemsize
 * 
 *     for i in range(ndim):             # <<<<<<<<<<<<<<
 *         size *= src.shape[i]
 * 
 */
  __pyx_t_2 = __pyx_v_ndim;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "View.MemoryView":1166
 * 
 *     for i in range(ndim):
 *         size *= src.shape[i]             # <<<<<<<<<<<<<<
 * 
 *     return size
 */
    __pyx_v_size = (__pyx_v_size * (__pyx_v_src->shape[__pyx_v_i]));
  }

  /* "View.MemoryView":1168
 *         size *= src.shape[i]
 * 
 *     return size             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_fill_contig_strides_array')
 */
  __pyx_r = __pyx_v_size;
  goto __pyx_L0;

  /* "View.MemoryView":1160
 * 
 * @cname('__pyx_memoryview_slice_get_size')
 * cdef Py_ssize_t slice_get_size(__Pyx_memviewslice *src, int ndim) nogil:             # <<<<<<<<<<<<<<
 *     "Return the size of the memory occupied by the slice in number of bytes"
 *     cdef int i
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "View.MemoryView":1171
 * 
 * @cname('__pyx_fill_contig_strides_array')
 * cdef Py_ssize_t fill_contig_strides_array(             # <<<<<<<<<<<<<<
 *                 Py_ssize_t *shape, Py_ssize_t *strides, Py_ssize_t stride,
 *                 int ndim, char order) nogil:
 */

static Py_ssize_t __pyx_fill_contig_strides_array(Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, Py_ssize_t __pyx_v_stride, int __pyx_v_ndim, char __pyx_v_order) {
  int __pyx_v_idx;
  Py_ssize_t __pyx_r;
  int __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;

  /* "View.MemoryView":1180
 *     cdef int idx
 * 
 *     if order == 'F':             # <<<<<<<<<<<<<<
 *         for idx in range(ndim):
 *             strides[idx] = stride
 */
  __pyx_t_1 = ((__pyx_v_order == 'F') != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":1181
 * 
 *     if order == 'F':
 *         for idx in range(ndim):             # <<<<<<<<<<<<<<
 *             strides[idx] = stride
 *             stride = stride * shape[idx]
 */
    __pyx_t_2 = __pyx_v_ndim;
    for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
      __pyx_v_idx = __pyx_t_3;

      /* "View.MemoryView":1182
 *     if order == 'F':
 *         for idx in range(ndim):
 *             strides[idx] = stride             # <<<<<<<<<<<<<<
 *             stride = stride * shape[idx]
 *     else:
 */
      (__pyx_v_strides[__pyx_v_idx]) = __pyx_v_stride;

      /* "View.MemoryView":1183
 *         for idx in range(ndim):
 *             strides[idx] = stride
 *             stride = stride * shape[idx]             # <<<<<<<<<<<<<<
 *     else:
 *         for idx in range(ndim - 1, -1, -1):
 */
      __pyx_v_stride = (__pyx_v_stride * (__pyx_v_shape[__pyx_v_idx]));
    }

    /* "View.MemoryView":1180
 *     cdef int idx
 * 
 *     if order == 'F':             # <<<<<<<<<<<<<<
 *         for idx in range(ndim):
 *             strides[idx] = stride
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":1185
 *             stride = stride * shape[idx]
 *     else:
 *         for idx in range(ndim - 1, -1, -1):             # <<<<<<<<<<<<<<
 *             strides[idx] = stride
 *             stride = stride * shape[idx]
 */
  /*else*/ {
    for (__pyx_t_2 = (__pyx_v_ndim - 1); __pyx_t_2 > -1L; __pyx_t_2-=1) {
      __pyx_v_idx = __pyx_t_2;

      /* "View.MemoryView":1186
 *     else:
 *         for idx in range(ndim - 1, -1, -1):
 *             strides[idx] = stride             # <<<<<<<<<<<<<<
 *             stride = stride * shape[idx]
 * 
 */
      (__pyx_v_strides[__pyx_v_idx]) = __pyx_v_stride;

      /* "View.MemoryView":1187
 *         for idx in range(ndim - 1, -1, -1):
 *             strides[idx] = stride
 *             stride = stride * shape[idx]             # <<<<<<<<<<<<<<
 * 
 *     return stride
 */
      __pyx_v_stride = (__pyx_v_stride * (__pyx_v_shape[__pyx_v_idx]));
    }
  }
  __pyx_L3:;

  /* "View.MemoryView":1189
 *             stride = stride * shape[idx]
 * 
 *     return stride             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_copy_data_to_temp')
 */
  __pyx_r = __pyx_v_stride;
  goto __pyx_L0;

  /* "View.MemoryView":1171
 * 
 * @cname('__pyx_fill_contig_strides_array')
 * cdef Py_ssize_t fill_contig_strides_array(             # <<<<<<<<<<<<<<
 *                 Py_ssize_t *shape, Py_ssize_t *strides, Py_ssize_t stride,
 *                 int ndim, char order) nogil:
 */

  /* function exit code */
  __pyx_L0:;
  return __pyx_r;
}

/* "View.MemoryView":1192
 * 
 * @cname('__pyx_memoryview_copy_data_to_temp')
 * cdef void *copy_data_to_temp(__Pyx_memviewslice *src,             # <<<<<<<<<<<<<<
 *                              __Pyx_memviewslice *tmpslice,
 *                              char order,
 */

static void *__pyx_memoryview_copy_data_to_temp(__Pyx_memviewslice *__pyx_v_src, __Pyx_memviewslice *__pyx_v_tmpslice, char __pyx_v_order, int __pyx_v_ndim) {
  int __pyx_v_i;
  void *__pyx_v_result;
  size_t __pyx_v_itemsize;
  size_t __pyx_v_size;
  void *__pyx_r;
  Py_ssize_t __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  struct __pyx_memoryview_obj *__pyx_t_4;
  int __pyx_t_5;

  /* "View.MemoryView":1203
 *     cdef void *result
 * 
 *     cdef size_t itemsize = src.memview.view.itemsize             # <<<<<<<<<<<<<<
 *     cdef size_t size = slice_get_size(src, ndim)
 * 
 */
  __pyx_t_1 = __pyx_v_src->memview->view.itemsize;
  __pyx_v_itemsize = __pyx_t_1;

  /* "View.MemoryView":1204
 * 
 *     cdef size_t itemsize = src.memview.view.itemsize
 *     cdef size_t size = slice_get_size(src, ndim)             # <<<<<<<<<<<<<<
 * 
 *     result = malloc(size)
 */
  __pyx_v_size = __pyx_memoryview_slice_get_size(__pyx_v_src, __pyx_v_ndim);

  /* "View.MemoryView":1206
 *     cdef size_t size = slice_get_size(src, ndim)
 * 
 *     result = malloc(size)             # <<<<<<<<<<<<<<
 *     if not result:
 *         _err(MemoryError, NULL)
 */
  __pyx_v_result = malloc(__pyx_v_size);

  /* "View.MemoryView":1207
 * 
 *     result = malloc(size)
 *     if not result:             # <<<<<<<<<<<<<<
 *         _err(MemoryError, NULL)
 * 
 */
  __pyx_t_2 = ((!(__pyx_v_result != 0)) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1208
 *     result = malloc(size)
 *     if not result:
 *         _err(MemoryError, NULL)             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_t_3 = __pyx_memoryview_err(__pyx_builtin_MemoryError, NULL); if (unlikely(__pyx_t_3 == -1)) __PYX_ERR(5, 1208, __pyx_L1_error)

    /* "View.MemoryView":1207
 * 
 *     result = malloc(size)
 *     if not result:             # <<<<<<<<<<<<<<
 *         _err(MemoryError, NULL)
 * 
 */
  }

  /* "View.MemoryView":1211
 * 
 * 
 *     tmpslice.data = <char *> result             # <<<<<<<<<<<<<<
 *     tmpslice.memview = src.memview
 *     for i in range(ndim):
 */
  __pyx_v_tmpslice->data = ((char *)__pyx_v_result);

  /* "View.MemoryView":1212
 * 
 *     tmpslice.data = <char *> result
 *     tmpslice.memview = src.memview             # <<<<<<<<<<<<<<
 *     for i in range(ndim):
 *         tmpslice.shape[i] = src.shape[i]
 */
  __pyx_t_4 = __pyx_v_src->memview;
  __pyx_v_tmpslice->memview = __pyx_t_4;

  /* "View.MemoryView":1213
 *     tmpslice.data = <char *> result
 *     tmpslice.memview = src.memview
 *     for i in range(ndim):             # <<<<<<<<<<<<<<
 *         tmpslice.shape[i] = src.shape[i]
 *         tmpslice.suboffsets[i] = -1
 */
  __pyx_t_3 = __pyx_v_ndim;
  for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_3; __pyx_t_5+=1) {
    __pyx_v_i = __pyx_t_5;

    /* "View.MemoryView":1214
 *     tmpslice.memview = src.memview
 *     for i in range(ndim):
 *         tmpslice.shape[i] = src.shape[i]             # <<<<<<<<<<<<<<
 *         tmpslice.suboffsets[i] = -1
 * 
 */
    (__pyx_v_tmpslice->shape[__pyx_v_i]) = (__pyx_v_src->shape[__pyx_v_i]);

    /* "View.MemoryView":1215
 *     for i in range(ndim):
 *         tmpslice.shape[i] = src.shape[i]
 *         tmpslice.suboffsets[i] = -1             # <<<<<<<<<<<<<<
 * 
 *     fill_contig_strides_array(&tmpslice.shape[0], &tmpslice.strides[0], itemsize,
 */
    (__pyx_v_tmpslice->suboffsets[__pyx_v_i]) = -1L;
  }

  /* "View.MemoryView":1217
 *         tmpslice.suboffsets[i] = -1
 * 
 *     fill_contig_strides_array(&tmpslice.shape[0], &tmpslice.strides[0], itemsize,             # <<<<<<<<<<<<<<
 *                               ndim, order)
 * 
 */
  __pyx_fill_contig_strides_array((&(__pyx_v_tmpslice->shape[0])), (&(__pyx_v_tmpslice->strides[0])), __pyx_v_itemsize, __pyx_v_ndim, __pyx_v_order);

  /* "View.MemoryView":1221
 * 
 * 
 *     for i in range(ndim):             # <<<<<<<<<<<<<<
 *         if tmpslice.shape[i] == 1:
 *             tmpslice.strides[i] = 0
 */
  __pyx_t_3 = __pyx_v_ndim;
  for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_3; __pyx_t_5+=1) {
    __pyx_v_i = __pyx_t_5;

    /* "View.MemoryView":1222
 * 
 *     for i in range(ndim):
 *         if tmpslice.shape[i] == 1:             # <<<<<<<<<<<<<<
 *             tmpslice.strides[i] = 0
 * 
 */
    __pyx_t_2 = (((__pyx_v_tmpslice->shape[__pyx_v_i]) == 1) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1223
 *     for i in range(ndim):
 *         if tmpslice.shape[i] == 1:
 *             tmpslice.strides[i] = 0             # <<<<<<<<<<<<<<
 * 
 *     if slice_is_contig(src[0], order, ndim):
 */
      (__pyx_v_tmpslice->strides[__pyx_v_i]) = 0;

      /* "View.MemoryView":1222
 * 
 *     for i in range(ndim):
 *         if tmpslice.shape[i] == 1:             # <<<<<<<<<<<<<<
 *             tmpslice.strides[i] = 0
 * 
 */
    }
  }

  /* "View.MemoryView":1225
 *             tmpslice.strides[i] = 0
 * 
 *     if slice_is_contig(src[0], order, ndim):             # <<<<<<<<<<<<<<
 *         memcpy(result, src.data, size)
 *     else:
 */
  __pyx_t_2 = (__pyx_memviewslice_is_contig((__pyx_v_src[0]), __pyx_v_order, __pyx_v_ndim) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1226
 * 
 *     if slice_is_contig(src[0], order, ndim):
 *         memcpy(result, src.data, size)             # <<<<<<<<<<<<<<
 *     else:
 *         copy_strided_to_strided(src, tmpslice, ndim, itemsize)
 */
    memcpy(__pyx_v_result, __pyx_v_src->data, __pyx_v_size);

    /* "View.MemoryView":1225
 *             tmpslice.strides[i] = 0
 * 
 *     if slice_is_contig(src[0], order, ndim):             # <<<<<<<<<<<<<<
 *         memcpy(result, src.data, size)
 *     else:
 */
    goto __pyx_L9;
  }

  /* "View.MemoryView":1228
 *         memcpy(result, src.data, size)
 *     else:
 *         copy_strided_to_strided(src, tmpslice, ndim, itemsize)             # <<<<<<<<<<<<<<
 * 
 *     return result
 */
  /*else*/ {
    copy_strided_to_strided(__pyx_v_src, __pyx_v_tmpslice, __pyx_v_ndim, __pyx_v_itemsize);
  }
  __pyx_L9:;

  /* "View.MemoryView":1230
 *         copy_strided_to_strided(src, tmpslice, ndim, itemsize)
 * 
 *     return result             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_r = __pyx_v_result;
  goto __pyx_L0;

  /* "View.MemoryView":1192
 * 
 * @cname('__pyx_memoryview_copy_data_to_temp')
 * cdef void *copy_data_to_temp(__Pyx_memviewslice *src,             # <<<<<<<<<<<<<<
 *                              __Pyx_memviewslice *tmpslice,
 *                              char order,
 */

  /* function exit code */
  __pyx_L1_error:;
  {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
    #endif
    __Pyx_AddTraceback("View.MemoryView.copy_data_to_temp", __pyx_clineno, __pyx_lineno, __pyx_filename);
    #ifdef WITH_THREAD
    PyGILState_Release(__pyx_gilstate_save);
    #endif
  }
  __pyx_r = NULL;
  __pyx_L0:;
  return __pyx_r;
}

/* "View.MemoryView":1235
 * 
 * @cname('__pyx_memoryview_err_extents')
 * cdef int _err_extents(int i, Py_ssize_t extent1,             # <<<<<<<<<<<<<<
 *                              Py_ssize_t extent2) except -1 with gil:
 *     raise ValueError("got differing extents in dimension %d (got %d and %d)" %
 */

static int __pyx_memoryview_err_extents(int __pyx_v_i, Py_ssize_t __pyx_v_extent1, Py_ssize_t __pyx_v_extent2) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  #ifdef WITH_THREAD
  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
  #endif
  __Pyx_RefNannySetupContext("_err_extents", 0);

  /* "View.MemoryView":1238
 *                              Py_ssize_t extent2) except -1 with gil:
 *     raise ValueError("got differing extents in dimension %d (got %d and %d)" %
 *                                                         (i, extent1, extent2))             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_err_dim')
 */
  __pyx_t_1 = __Pyx_PyInt_From_int(__pyx_v_i); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 1238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = PyInt_FromSsize_t(__pyx_v_extent1); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 1238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = PyInt_FromSsize_t(__pyx_v_extent2); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 1238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = PyTuple_New(3); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 1238, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_1);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
  __Pyx_GIVEREF(__pyx_t_2);
  PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_4, 2, __pyx_t_3);
  __pyx_t_1 = 0;
  __pyx_t_2 = 0;
  __pyx_t_3 = 0;

  /* "View.MemoryView":1237
 * cdef int _err_extents(int i, Py_ssize_t extent1,
 *                              Py_ssize_t extent2) except -1 with gil:
 *     raise ValueError("got differing extents in dimension %d (got %d and %d)" %             # <<<<<<<<<<<<<<
 *                                                         (i, extent1, extent2))
 * 
 */
  __pyx_t_3 = __Pyx_PyString_Format(__pyx_kp_s_got_differing_extents_in_dimensi, __pyx_t_4); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 1237, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 1237, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_GIVEREF(__pyx_t_3);
  PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_3);
  __pyx_t_3 = 0;
  __pyx_t_3 = __Pyx_PyObject_Call(__pyx_builtin_ValueError, __pyx_t_4, NULL); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 1237, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
  __Pyx_Raise(__pyx_t_3, 0, 0, 0);
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __PYX_ERR(5, 1237, __pyx_L1_error)

  /* "View.MemoryView":1235
 * 
 * @cname('__pyx_memoryview_err_extents')
 * cdef int _err_extents(int i, Py_ssize_t extent1,             # <<<<<<<<<<<<<<
 *                              Py_ssize_t extent2) except -1 with gil:
 *     raise ValueError("got differing extents in dimension %d (got %d and %d)" %
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_AddTraceback("View.MemoryView._err_extents", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __Pyx_RefNannyFinishContext();
  #ifdef WITH_THREAD
  PyGILState_Release(__pyx_gilstate_save);
  #endif
  return __pyx_r;
}

/* "View.MemoryView":1241
 * 
 * @cname('__pyx_memoryview_err_dim')
 * cdef int _err_dim(object error, char *msg, int dim) except -1 with gil:             # <<<<<<<<<<<<<<
 *     raise error(msg.decode('ascii') % dim)
 * 
 */

static int __pyx_memoryview_err_dim(PyObject *__pyx_v_error, char *__pyx_v_msg, int __pyx_v_dim) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  #ifdef WITH_THREAD
  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
  #endif
  __Pyx_RefNannySetupContext("_err_dim", 0);
  __Pyx_INCREF(__pyx_v_error);

  /* "View.MemoryView":1242
 * @cname('__pyx_memoryview_err_dim')
 * cdef int _err_dim(object error, char *msg, int dim) except -1 with gil:
 *     raise error(msg.decode('ascii') % dim)             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_err')
 */
  __pyx_t_2 = __Pyx_decode_c_string(__pyx_v_msg, 0, strlen(__pyx_v_msg), NULL, NULL, PyUnicode_DecodeASCII); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 1242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __pyx_t_3 = __Pyx_PyInt_From_int(__pyx_v_dim); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 1242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_3);
  __pyx_t_4 = PyUnicode_Format(__pyx_t_2, __pyx_t_3); if (unlikely(!__pyx_t_4)) __PYX_ERR(5, 1242, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_4);
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_INCREF(__pyx_v_error);
  __pyx_t_3 = __pyx_v_error; __pyx_t_2 = NULL;
  if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_3))) {
    __pyx_t_2 = PyMethod_GET_SELF(__pyx_t_3);
    if (likely(__pyx_t_2)) {
      PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
      __Pyx_INCREF(__pyx_t_2);
      __Pyx_INCREF(function);
      __Pyx_DECREF_SET(__pyx_t_3, function);
    }
  }
  if (!__pyx_t_2) {
    __pyx_t_1 = __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 1242, __pyx_L1_error)
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_GOTREF(__pyx_t_1);
  } else {
    __pyx_t_5 = PyTuple_New(1+1); if (unlikely(!__pyx_t_5)) __PYX_ERR(5, 1242, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_5);
    __Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_2); __pyx_t_2 = NULL;
    __Pyx_GIVEREF(__pyx_t_4);
    PyTuple_SET_ITEM(__pyx_t_5, 0+1, __pyx_t_4);
    __pyx_t_4 = 0;
    __pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(5, 1242, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_1);
    __Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
  }
  __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
  __Pyx_Raise(__pyx_t_1, 0, 0, 0);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  __PYX_ERR(5, 1242, __pyx_L1_error)

  /* "View.MemoryView":1241
 * 
 * @cname('__pyx_memoryview_err_dim')
 * cdef int _err_dim(object error, char *msg, int dim) except -1 with gil:             # <<<<<<<<<<<<<<
 *     raise error(msg.decode('ascii') % dim)
 * 
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_AddTraceback("View.MemoryView._err_dim", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __Pyx_XDECREF(__pyx_v_error);
  __Pyx_RefNannyFinishContext();
  #ifdef WITH_THREAD
  PyGILState_Release(__pyx_gilstate_save);
  #endif
  return __pyx_r;
}

/* "View.MemoryView":1245
 * 
 * @cname('__pyx_memoryview_err')
 * cdef int _err(object error, char *msg) except -1 with gil:             # <<<<<<<<<<<<<<
 *     if msg != NULL:
 *         raise error(msg.decode('ascii'))
 */

static int __pyx_memoryview_err(PyObject *__pyx_v_error, char *__pyx_v_msg) {
  int __pyx_r;
  __Pyx_RefNannyDeclarations
  int __pyx_t_1;
  PyObject *__pyx_t_2 = NULL;
  PyObject *__pyx_t_3 = NULL;
  PyObject *__pyx_t_4 = NULL;
  PyObject *__pyx_t_5 = NULL;
  PyObject *__pyx_t_6 = NULL;
  #ifdef WITH_THREAD
  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
  #endif
  __Pyx_RefNannySetupContext("_err", 0);
  __Pyx_INCREF(__pyx_v_error);

  /* "View.MemoryView":1246
 * @cname('__pyx_memoryview_err')
 * cdef int _err(object error, char *msg) except -1 with gil:
 *     if msg != NULL:             # <<<<<<<<<<<<<<
 *         raise error(msg.decode('ascii'))
 *     else:
 */
  __pyx_t_1 = ((__pyx_v_msg != NULL) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":1247
 * cdef int _err(object error, char *msg) except -1 with gil:
 *     if msg != NULL:
 *         raise error(msg.decode('ascii'))             # <<<<<<<<<<<<<<
 *     else:
 *         raise error
 */
    __pyx_t_3 = __Pyx_decode_c_string(__pyx_v_msg, 0, strlen(__pyx_v_msg), NULL, NULL, PyUnicode_DecodeASCII); if (unlikely(!__pyx_t_3)) __PYX_ERR(5, 1247, __pyx_L1_error)
    __Pyx_GOTREF(__pyx_t_3);
    __Pyx_INCREF(__pyx_v_error);
    __pyx_t_4 = __pyx_v_error; __pyx_t_5 = NULL;
    if (CYTHON_COMPILING_IN_CPYTHON && unlikely(PyMethod_Check(__pyx_t_4))) {
      __pyx_t_5 = PyMethod_GET_SELF(__pyx_t_4);
      if (likely(__pyx_t_5)) {
        PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
        __Pyx_INCREF(__pyx_t_5);
        __Pyx_INCREF(function);
        __Pyx_DECREF_SET(__pyx_t_4, function);
      }
    }
    if (!__pyx_t_5) {
      __pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_3); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 1247, __pyx_L1_error)
      __Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
      __Pyx_GOTREF(__pyx_t_2);
    } else {
      __pyx_t_6 = PyTuple_New(1+1); if (unlikely(!__pyx_t_6)) __PYX_ERR(5, 1247, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_6);
      __Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_5); __pyx_t_5 = NULL;
      __Pyx_GIVEREF(__pyx_t_3);
      PyTuple_SET_ITEM(__pyx_t_6, 0+1, __pyx_t_3);
      __pyx_t_3 = 0;
      __pyx_t_2 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_6, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 1247, __pyx_L1_error)
      __Pyx_GOTREF(__pyx_t_2);
      __Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
    }
    __Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
    __Pyx_Raise(__pyx_t_2, 0, 0, 0);
    __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
    __PYX_ERR(5, 1247, __pyx_L1_error)

    /* "View.MemoryView":1246
 * @cname('__pyx_memoryview_err')
 * cdef int _err(object error, char *msg) except -1 with gil:
 *     if msg != NULL:             # <<<<<<<<<<<<<<
 *         raise error(msg.decode('ascii'))
 *     else:
 */
  }

  /* "View.MemoryView":1249
 *         raise error(msg.decode('ascii'))
 *     else:
 *         raise error             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_copy_contents')
 */
  /*else*/ {
    __Pyx_Raise(__pyx_v_error, 0, 0, 0);
    __PYX_ERR(5, 1249, __pyx_L1_error)
  }

  /* "View.MemoryView":1245
 * 
 * @cname('__pyx_memoryview_err')
 * cdef int _err(object error, char *msg) except -1 with gil:             # <<<<<<<<<<<<<<
 *     if msg != NULL:
 *         raise error(msg.decode('ascii'))
 */

  /* function exit code */
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_2);
  __Pyx_XDECREF(__pyx_t_3);
  __Pyx_XDECREF(__pyx_t_4);
  __Pyx_XDECREF(__pyx_t_5);
  __Pyx_XDECREF(__pyx_t_6);
  __Pyx_AddTraceback("View.MemoryView._err", __pyx_clineno, __pyx_lineno, __pyx_filename);
  __pyx_r = -1;
  __Pyx_XDECREF(__pyx_v_error);
  __Pyx_RefNannyFinishContext();
  #ifdef WITH_THREAD
  PyGILState_Release(__pyx_gilstate_save);
  #endif
  return __pyx_r;
}

/* "View.MemoryView":1252
 * 
 * @cname('__pyx_memoryview_copy_contents')
 * cdef int memoryview_copy_contents(__Pyx_memviewslice src,             # <<<<<<<<<<<<<<
 *                                   __Pyx_memviewslice dst,
 *                                   int src_ndim, int dst_ndim,
 */

static int __pyx_memoryview_copy_contents(__Pyx_memviewslice __pyx_v_src, __Pyx_memviewslice __pyx_v_dst, int __pyx_v_src_ndim, int __pyx_v_dst_ndim, int __pyx_v_dtype_is_object) {
  void *__pyx_v_tmpdata;
  size_t __pyx_v_itemsize;
  int __pyx_v_i;
  char __pyx_v_order;
  int __pyx_v_broadcasting;
  int __pyx_v_direct_copy;
  __Pyx_memviewslice __pyx_v_tmp;
  int __pyx_v_ndim;
  int __pyx_r;
  Py_ssize_t __pyx_t_1;
  int __pyx_t_2;
  int __pyx_t_3;
  int __pyx_t_4;
  int __pyx_t_5;
  void *__pyx_t_6;
  int __pyx_t_7;

  /* "View.MemoryView":1260
 *     Check for overlapping memory and verify the shapes.
 *     """
 *     cdef void *tmpdata = NULL             # <<<<<<<<<<<<<<
 *     cdef size_t itemsize = src.memview.view.itemsize
 *     cdef int i
 */
  __pyx_v_tmpdata = NULL;

  /* "View.MemoryView":1261
 *     """
 *     cdef void *tmpdata = NULL
 *     cdef size_t itemsize = src.memview.view.itemsize             # <<<<<<<<<<<<<<
 *     cdef int i
 *     cdef char order = get_best_order(&src, src_ndim)
 */
  __pyx_t_1 = __pyx_v_src.memview->view.itemsize;
  __pyx_v_itemsize = __pyx_t_1;

  /* "View.MemoryView":1263
 *     cdef size_t itemsize = src.memview.view.itemsize
 *     cdef int i
 *     cdef char order = get_best_order(&src, src_ndim)             # <<<<<<<<<<<<<<
 *     cdef bint broadcasting = False
 *     cdef bint direct_copy = False
 */
  __pyx_v_order = __pyx_get_best_slice_order((&__pyx_v_src), __pyx_v_src_ndim);

  /* "View.MemoryView":1264
 *     cdef int i
 *     cdef char order = get_best_order(&src, src_ndim)
 *     cdef bint broadcasting = False             # <<<<<<<<<<<<<<
 *     cdef bint direct_copy = False
 *     cdef __Pyx_memviewslice tmp
 */
  __pyx_v_broadcasting = 0;

  /* "View.MemoryView":1265
 *     cdef char order = get_best_order(&src, src_ndim)
 *     cdef bint broadcasting = False
 *     cdef bint direct_copy = False             # <<<<<<<<<<<<<<
 *     cdef __Pyx_memviewslice tmp
 * 
 */
  __pyx_v_direct_copy = 0;

  /* "View.MemoryView":1268
 *     cdef __Pyx_memviewslice tmp
 * 
 *     if src_ndim < dst_ndim:             # <<<<<<<<<<<<<<
 *         broadcast_leading(&src, src_ndim, dst_ndim)
 *     elif dst_ndim < src_ndim:
 */
  __pyx_t_2 = ((__pyx_v_src_ndim < __pyx_v_dst_ndim) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1269
 * 
 *     if src_ndim < dst_ndim:
 *         broadcast_leading(&src, src_ndim, dst_ndim)             # <<<<<<<<<<<<<<
 *     elif dst_ndim < src_ndim:
 *         broadcast_leading(&dst, dst_ndim, src_ndim)
 */
    __pyx_memoryview_broadcast_leading((&__pyx_v_src), __pyx_v_src_ndim, __pyx_v_dst_ndim);

    /* "View.MemoryView":1268
 *     cdef __Pyx_memviewslice tmp
 * 
 *     if src_ndim < dst_ndim:             # <<<<<<<<<<<<<<
 *         broadcast_leading(&src, src_ndim, dst_ndim)
 *     elif dst_ndim < src_ndim:
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":1270
 *     if src_ndim < dst_ndim:
 *         broadcast_leading(&src, src_ndim, dst_ndim)
 *     elif dst_ndim < src_ndim:             # <<<<<<<<<<<<<<
 *         broadcast_leading(&dst, dst_ndim, src_ndim)
 * 
 */
  __pyx_t_2 = ((__pyx_v_dst_ndim < __pyx_v_src_ndim) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1271
 *         broadcast_leading(&src, src_ndim, dst_ndim)
 *     elif dst_ndim < src_ndim:
 *         broadcast_leading(&dst, dst_ndim, src_ndim)             # <<<<<<<<<<<<<<
 * 
 *     cdef int ndim = max(src_ndim, dst_ndim)
 */
    __pyx_memoryview_broadcast_leading((&__pyx_v_dst), __pyx_v_dst_ndim, __pyx_v_src_ndim);

    /* "View.MemoryView":1270
 *     if src_ndim < dst_ndim:
 *         broadcast_leading(&src, src_ndim, dst_ndim)
 *     elif dst_ndim < src_ndim:             # <<<<<<<<<<<<<<
 *         broadcast_leading(&dst, dst_ndim, src_ndim)
 * 
 */
  }
  __pyx_L3:;

  /* "View.MemoryView":1273
 *         broadcast_leading(&dst, dst_ndim, src_ndim)
 * 
 *     cdef int ndim = max(src_ndim, dst_ndim)             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim):
 */
  __pyx_t_3 = __pyx_v_dst_ndim;
  __pyx_t_4 = __pyx_v_src_ndim;
  if (((__pyx_t_3 > __pyx_t_4) != 0)) {
    __pyx_t_5 = __pyx_t_3;
  } else {
    __pyx_t_5 = __pyx_t_4;
  }
  __pyx_v_ndim = __pyx_t_5;

  /* "View.MemoryView":1275
 *     cdef int ndim = max(src_ndim, dst_ndim)
 * 
 *     for i in range(ndim):             # <<<<<<<<<<<<<<
 *         if src.shape[i] != dst.shape[i]:
 *             if src.shape[i] == 1:
 */
  __pyx_t_5 = __pyx_v_ndim;
  for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_5; __pyx_t_3+=1) {
    __pyx_v_i = __pyx_t_3;

    /* "View.MemoryView":1276
 * 
 *     for i in range(ndim):
 *         if src.shape[i] != dst.shape[i]:             # <<<<<<<<<<<<<<
 *             if src.shape[i] == 1:
 *                 broadcasting = True
 */
    __pyx_t_2 = (((__pyx_v_src.shape[__pyx_v_i]) != (__pyx_v_dst.shape[__pyx_v_i])) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1277
 *     for i in range(ndim):
 *         if src.shape[i] != dst.shape[i]:
 *             if src.shape[i] == 1:             # <<<<<<<<<<<<<<
 *                 broadcasting = True
 *                 src.strides[i] = 0
 */
      __pyx_t_2 = (((__pyx_v_src.shape[__pyx_v_i]) == 1) != 0);
      if (__pyx_t_2) {

        /* "View.MemoryView":1278
 *         if src.shape[i] != dst.shape[i]:
 *             if src.shape[i] == 1:
 *                 broadcasting = True             # <<<<<<<<<<<<<<
 *                 src.strides[i] = 0
 *             else:
 */
        __pyx_v_broadcasting = 1;

        /* "View.MemoryView":1279
 *             if src.shape[i] == 1:
 *                 broadcasting = True
 *                 src.strides[i] = 0             # <<<<<<<<<<<<<<
 *             else:
 *                 _err_extents(i, dst.shape[i], src.shape[i])
 */
        (__pyx_v_src.strides[__pyx_v_i]) = 0;

        /* "View.MemoryView":1277
 *     for i in range(ndim):
 *         if src.shape[i] != dst.shape[i]:
 *             if src.shape[i] == 1:             # <<<<<<<<<<<<<<
 *                 broadcasting = True
 *                 src.strides[i] = 0
 */
        goto __pyx_L7;
      }

      /* "View.MemoryView":1281
 *                 src.strides[i] = 0
 *             else:
 *                 _err_extents(i, dst.shape[i], src.shape[i])             # <<<<<<<<<<<<<<
 * 
 *         if src.suboffsets[i] >= 0:
 */
      /*else*/ {
        __pyx_t_4 = __pyx_memoryview_err_extents(__pyx_v_i, (__pyx_v_dst.shape[__pyx_v_i]), (__pyx_v_src.shape[__pyx_v_i])); if (unlikely(__pyx_t_4 == -1)) __PYX_ERR(5, 1281, __pyx_L1_error)
      }
      __pyx_L7:;

      /* "View.MemoryView":1276
 * 
 *     for i in range(ndim):
 *         if src.shape[i] != dst.shape[i]:             # <<<<<<<<<<<<<<
 *             if src.shape[i] == 1:
 *                 broadcasting = True
 */
    }

    /* "View.MemoryView":1283
 *                 _err_extents(i, dst.shape[i], src.shape[i])
 * 
 *         if src.suboffsets[i] >= 0:             # <<<<<<<<<<<<<<
 *             _err_dim(ValueError, "Dimension %d is not direct", i)
 * 
 */
    __pyx_t_2 = (((__pyx_v_src.suboffsets[__pyx_v_i]) >= 0) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1284
 * 
 *         if src.suboffsets[i] >= 0:
 *             _err_dim(ValueError, "Dimension %d is not direct", i)             # <<<<<<<<<<<<<<
 * 
 *     if slices_overlap(&src, &dst, ndim, itemsize):
 */
      __pyx_t_4 = __pyx_memoryview_err_dim(__pyx_builtin_ValueError, ((char *)"Dimension %d is not direct"), __pyx_v_i); if (unlikely(__pyx_t_4 == -1)) __PYX_ERR(5, 1284, __pyx_L1_error)

      /* "View.MemoryView":1283
 *                 _err_extents(i, dst.shape[i], src.shape[i])
 * 
 *         if src.suboffsets[i] >= 0:             # <<<<<<<<<<<<<<
 *             _err_dim(ValueError, "Dimension %d is not direct", i)
 * 
 */
    }
  }

  /* "View.MemoryView":1286
 *             _err_dim(ValueError, "Dimension %d is not direct", i)
 * 
 *     if slices_overlap(&src, &dst, ndim, itemsize):             # <<<<<<<<<<<<<<
 * 
 *         if not slice_is_contig(src, order, ndim):
 */
  __pyx_t_2 = (__pyx_slices_overlap((&__pyx_v_src), (&__pyx_v_dst), __pyx_v_ndim, __pyx_v_itemsize) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1288
 *     if slices_overlap(&src, &dst, ndim, itemsize):
 * 
 *         if not slice_is_contig(src, order, ndim):             # <<<<<<<<<<<<<<
 *             order = get_best_order(&dst, ndim)
 * 
 */
    __pyx_t_2 = ((!(__pyx_memviewslice_is_contig(__pyx_v_src, __pyx_v_order, __pyx_v_ndim) != 0)) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1289
 * 
 *         if not slice_is_contig(src, order, ndim):
 *             order = get_best_order(&dst, ndim)             # <<<<<<<<<<<<<<
 * 
 *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)
 */
      __pyx_v_order = __pyx_get_best_slice_order((&__pyx_v_dst), __pyx_v_ndim);

      /* "View.MemoryView":1288
 *     if slices_overlap(&src, &dst, ndim, itemsize):
 * 
 *         if not slice_is_contig(src, order, ndim):             # <<<<<<<<<<<<<<
 *             order = get_best_order(&dst, ndim)
 * 
 */
    }

    /* "View.MemoryView":1291
 *             order = get_best_order(&dst, ndim)
 * 
 *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)             # <<<<<<<<<<<<<<
 *         src = tmp
 * 
 */
    __pyx_t_6 = __pyx_memoryview_copy_data_to_temp((&__pyx_v_src), (&__pyx_v_tmp), __pyx_v_order, __pyx_v_ndim); if (unlikely(__pyx_t_6 == NULL)) __PYX_ERR(5, 1291, __pyx_L1_error)
    __pyx_v_tmpdata = __pyx_t_6;

    /* "View.MemoryView":1292
 * 
 *         tmpdata = copy_data_to_temp(&src, &tmp, order, ndim)
 *         src = tmp             # <<<<<<<<<<<<<<
 * 
 *     if not broadcasting:
 */
    __pyx_v_src = __pyx_v_tmp;

    /* "View.MemoryView":1286
 *             _err_dim(ValueError, "Dimension %d is not direct", i)
 * 
 *     if slices_overlap(&src, &dst, ndim, itemsize):             # <<<<<<<<<<<<<<
 * 
 *         if not slice_is_contig(src, order, ndim):
 */
  }

  /* "View.MemoryView":1294
 *         src = tmp
 * 
 *     if not broadcasting:             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = ((!(__pyx_v_broadcasting != 0)) != 0);
  if (__pyx_t_2) {

    /* "View.MemoryView":1297
 * 
 * 
 *         if slice_is_contig(src, 'C', ndim):             # <<<<<<<<<<<<<<
 *             direct_copy = slice_is_contig(dst, 'C', ndim)
 *         elif slice_is_contig(src, 'F', ndim):
 */
    __pyx_t_2 = (__pyx_memviewslice_is_contig(__pyx_v_src, 'C', __pyx_v_ndim) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1298
 * 
 *         if slice_is_contig(src, 'C', ndim):
 *             direct_copy = slice_is_contig(dst, 'C', ndim)             # <<<<<<<<<<<<<<
 *         elif slice_is_contig(src, 'F', ndim):
 *             direct_copy = slice_is_contig(dst, 'F', ndim)
 */
      __pyx_v_direct_copy = __pyx_memviewslice_is_contig(__pyx_v_dst, 'C', __pyx_v_ndim);

      /* "View.MemoryView":1297
 * 
 * 
 *         if slice_is_contig(src, 'C', ndim):             # <<<<<<<<<<<<<<
 *             direct_copy = slice_is_contig(dst, 'C', ndim)
 *         elif slice_is_contig(src, 'F', ndim):
 */
      goto __pyx_L12;
    }

    /* "View.MemoryView":1299
 *         if slice_is_contig(src, 'C', ndim):
 *             direct_copy = slice_is_contig(dst, 'C', ndim)
 *         elif slice_is_contig(src, 'F', ndim):             # <<<<<<<<<<<<<<
 *             direct_copy = slice_is_contig(dst, 'F', ndim)
 * 
 */
    __pyx_t_2 = (__pyx_memviewslice_is_contig(__pyx_v_src, 'F', __pyx_v_ndim) != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1300
 *             direct_copy = slice_is_contig(dst, 'C', ndim)
 *         elif slice_is_contig(src, 'F', ndim):
 *             direct_copy = slice_is_contig(dst, 'F', ndim)             # <<<<<<<<<<<<<<
 * 
 *         if direct_copy:
 */
      __pyx_v_direct_copy = __pyx_memviewslice_is_contig(__pyx_v_dst, 'F', __pyx_v_ndim);

      /* "View.MemoryView":1299
 *         if slice_is_contig(src, 'C', ndim):
 *             direct_copy = slice_is_contig(dst, 'C', ndim)
 *         elif slice_is_contig(src, 'F', ndim):             # <<<<<<<<<<<<<<
 *             direct_copy = slice_is_contig(dst, 'F', ndim)
 * 
 */
    }
    __pyx_L12:;

    /* "View.MemoryView":1302
 *             direct_copy = slice_is_contig(dst, 'F', ndim)
 * 
 *         if direct_copy:             # <<<<<<<<<<<<<<
 * 
 *             refcount_copying(&dst, dtype_is_object, ndim, False)
 */
    __pyx_t_2 = (__pyx_v_direct_copy != 0);
    if (__pyx_t_2) {

      /* "View.MemoryView":1304
 *         if direct_copy:
 * 
 *             refcount_copying(&dst, dtype_is_object, ndim, False)             # <<<<<<<<<<<<<<
 *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
 *             refcount_copying(&dst, dtype_is_object, ndim, True)
 */
      __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 0);

      /* "View.MemoryView":1305
 * 
 *             refcount_copying(&dst, dtype_is_object, ndim, False)
 *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))             # <<<<<<<<<<<<<<
 *             refcount_copying(&dst, dtype_is_object, ndim, True)
 *             free(tmpdata)
 */
      memcpy(__pyx_v_dst.data, __pyx_v_src.data, __pyx_memoryview_slice_get_size((&__pyx_v_src), __pyx_v_ndim));

      /* "View.MemoryView":1306
 *             refcount_copying(&dst, dtype_is_object, ndim, False)
 *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
 *             refcount_copying(&dst, dtype_is_object, ndim, True)             # <<<<<<<<<<<<<<
 *             free(tmpdata)
 *             return 0
 */
      __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 1);

      /* "View.MemoryView":1307
 *             memcpy(dst.data, src.data, slice_get_size(&src, ndim))
 *             refcount_copying(&dst, dtype_is_object, ndim, True)
 *             free(tmpdata)             # <<<<<<<<<<<<<<
 *             return 0
 * 
 */
      free(__pyx_v_tmpdata);

      /* "View.MemoryView":1308
 *             refcount_copying(&dst, dtype_is_object, ndim, True)
 *             free(tmpdata)
 *             return 0             # <<<<<<<<<<<<<<
 * 
 *     if order == 'F' == get_best_order(&dst, ndim):
 */
      __pyx_r = 0;
      goto __pyx_L0;

      /* "View.MemoryView":1302
 *             direct_copy = slice_is_contig(dst, 'F', ndim)
 * 
 *         if direct_copy:             # <<<<<<<<<<<<<<
 * 
 *             refcount_copying(&dst, dtype_is_object, ndim, False)
 */
    }

    /* "View.MemoryView":1294
 *         src = tmp
 * 
 *     if not broadcasting:             # <<<<<<<<<<<<<<
 * 
 * 
 */
  }

  /* "View.MemoryView":1310
 *             return 0
 * 
 *     if order == 'F' == get_best_order(&dst, ndim):             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = (__pyx_v_order == 'F');
  if (__pyx_t_2) {
    __pyx_t_2 = ('F' == __pyx_get_best_slice_order((&__pyx_v_dst), __pyx_v_ndim));
  }
  __pyx_t_7 = (__pyx_t_2 != 0);
  if (__pyx_t_7) {

    /* "View.MemoryView":1313
 * 
 * 
 *         transpose_memslice(&src)             # <<<<<<<<<<<<<<
 *         transpose_memslice(&dst)
 * 
 */
    __pyx_t_5 = __pyx_memslice_transpose((&__pyx_v_src)); if (unlikely(__pyx_t_5 == 0)) __PYX_ERR(5, 1313, __pyx_L1_error)

    /* "View.MemoryView":1314
 * 
 *         transpose_memslice(&src)
 *         transpose_memslice(&dst)             # <<<<<<<<<<<<<<
 * 
 *     refcount_copying(&dst, dtype_is_object, ndim, False)
 */
    __pyx_t_5 = __pyx_memslice_transpose((&__pyx_v_dst)); if (unlikely(__pyx_t_5 == 0)) __PYX_ERR(5, 1314, __pyx_L1_error)

    /* "View.MemoryView":1310
 *             return 0
 * 
 *     if order == 'F' == get_best_order(&dst, ndim):             # <<<<<<<<<<<<<<
 * 
 * 
 */
  }

  /* "View.MemoryView":1316
 *         transpose_memslice(&dst)
 * 
 *     refcount_copying(&dst, dtype_is_object, ndim, False)             # <<<<<<<<<<<<<<
 *     copy_strided_to_strided(&src, &dst, ndim, itemsize)
 *     refcount_copying(&dst, dtype_is_object, ndim, True)
 */
  __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 0);

  /* "View.MemoryView":1317
 * 
 *     refcount_copying(&dst, dtype_is_object, ndim, False)
 *     copy_strided_to_strided(&src, &dst, ndim, itemsize)             # <<<<<<<<<<<<<<
 *     refcount_copying(&dst, dtype_is_object, ndim, True)
 * 
 */
  copy_strided_to_strided((&__pyx_v_src), (&__pyx_v_dst), __pyx_v_ndim, __pyx_v_itemsize);

  /* "View.MemoryView":1318
 *     refcount_copying(&dst, dtype_is_object, ndim, False)
 *     copy_strided_to_strided(&src, &dst, ndim, itemsize)
 *     refcount_copying(&dst, dtype_is_object, ndim, True)             # <<<<<<<<<<<<<<
 * 
 *     free(tmpdata)
 */
  __pyx_memoryview_refcount_copying((&__pyx_v_dst), __pyx_v_dtype_is_object, __pyx_v_ndim, 1);

  /* "View.MemoryView":1320
 *     refcount_copying(&dst, dtype_is_object, ndim, True)
 * 
 *     free(tmpdata)             # <<<<<<<<<<<<<<
 *     return 0
 * 
 */
  free(__pyx_v_tmpdata);

  /* "View.MemoryView":1321
 * 
 *     free(tmpdata)
 *     return 0             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_broadcast_leading')
 */
  __pyx_r = 0;
  goto __pyx_L0;

  /* "View.MemoryView":1252
 * 
 * @cname('__pyx_memoryview_copy_contents')
 * cdef int memoryview_copy_contents(__Pyx_memviewslice src,             # <<<<<<<<<<<<<<
 *                                   __Pyx_memviewslice dst,
 *                                   int src_ndim, int dst_ndim,
 */

  /* function exit code */
  __pyx_L1_error:;
  {
    #ifdef WITH_THREAD
    PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
    #endif
    __Pyx_AddTraceback("View.MemoryView.memoryview_copy_contents", __pyx_clineno, __pyx_lineno, __pyx_filename);
    #ifdef WITH_THREAD
    PyGILState_Release(__pyx_gilstate_save);
    #endif
  }
  __pyx_r = -1;
  __pyx_L0:;
  return __pyx_r;
}

/* "View.MemoryView":1324
 * 
 * @cname('__pyx_memoryview_broadcast_leading')
 * cdef void broadcast_leading(__Pyx_memviewslice *mslice,             # <<<<<<<<<<<<<<
 *                             int ndim,
 *                             int ndim_other) nogil:
 */

static void __pyx_memoryview_broadcast_leading(__Pyx_memviewslice *__pyx_v_mslice, int __pyx_v_ndim, int __pyx_v_ndim_other) {
  int __pyx_v_i;
  int __pyx_v_offset;
  int __pyx_t_1;
  int __pyx_t_2;

  /* "View.MemoryView":1328
 *                             int ndim_other) nogil:
 *     cdef int i
 *     cdef int offset = ndim_other - ndim             # <<<<<<<<<<<<<<
 * 
 *     for i in range(ndim - 1, -1, -1):
 */
  __pyx_v_offset = (__pyx_v_ndim_other - __pyx_v_ndim);

  /* "View.MemoryView":1330
 *     cdef int offset = ndim_other - ndim
 * 
 *     for i in range(ndim - 1, -1, -1):             # <<<<<<<<<<<<<<
 *         mslice.shape[i + offset] = mslice.shape[i]
 *         mslice.strides[i + offset] = mslice.strides[i]
 */
  for (__pyx_t_1 = (__pyx_v_ndim - 1); __pyx_t_1 > -1L; __pyx_t_1-=1) {
    __pyx_v_i = __pyx_t_1;

    /* "View.MemoryView":1331
 * 
 *     for i in range(ndim - 1, -1, -1):
 *         mslice.shape[i + offset] = mslice.shape[i]             # <<<<<<<<<<<<<<
 *         mslice.strides[i + offset] = mslice.strides[i]
 *         mslice.suboffsets[i + offset] = mslice.suboffsets[i]
 */
    (__pyx_v_mslice->shape[(__pyx_v_i + __pyx_v_offset)]) = (__pyx_v_mslice->shape[__pyx_v_i]);

    /* "View.MemoryView":1332
 *     for i in range(ndim - 1, -1, -1):
 *         mslice.shape[i + offset] = mslice.shape[i]
 *         mslice.strides[i + offset] = mslice.strides[i]             # <<<<<<<<<<<<<<
 *         mslice.suboffsets[i + offset] = mslice.suboffsets[i]
 * 
 */
    (__pyx_v_mslice->strides[(__pyx_v_i + __pyx_v_offset)]) = (__pyx_v_mslice->strides[__pyx_v_i]);

    /* "View.MemoryView":1333
 *         mslice.shape[i + offset] = mslice.shape[i]
 *         mslice.strides[i + offset] = mslice.strides[i]
 *         mslice.suboffsets[i + offset] = mslice.suboffsets[i]             # <<<<<<<<<<<<<<
 * 
 *     for i in range(offset):
 */
    (__pyx_v_mslice->suboffsets[(__pyx_v_i + __pyx_v_offset)]) = (__pyx_v_mslice->suboffsets[__pyx_v_i]);
  }

  /* "View.MemoryView":1335
 *         mslice.suboffsets[i + offset] = mslice.suboffsets[i]
 * 
 *     for i in range(offset):             # <<<<<<<<<<<<<<
 *         mslice.shape[i] = 1
 *         mslice.strides[i] = mslice.strides[0]
 */
  __pyx_t_1 = __pyx_v_offset;
  for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_1; __pyx_t_2+=1) {
    __pyx_v_i = __pyx_t_2;

    /* "View.MemoryView":1336
 * 
 *     for i in range(offset):
 *         mslice.shape[i] = 1             # <<<<<<<<<<<<<<
 *         mslice.strides[i] = mslice.strides[0]
 *         mslice.suboffsets[i] = -1
 */
    (__pyx_v_mslice->shape[__pyx_v_i]) = 1;

    /* "View.MemoryView":1337
 *     for i in range(offset):
 *         mslice.shape[i] = 1
 *         mslice.strides[i] = mslice.strides[0]             # <<<<<<<<<<<<<<
 *         mslice.suboffsets[i] = -1
 * 
 */
    (__pyx_v_mslice->strides[__pyx_v_i]) = (__pyx_v_mslice->strides[0]);

    /* "View.MemoryView":1338
 *         mslice.shape[i] = 1
 *         mslice.strides[i] = mslice.strides[0]
 *         mslice.suboffsets[i] = -1             # <<<<<<<<<<<<<<
 * 
 * 
 */
    (__pyx_v_mslice->suboffsets[__pyx_v_i]) = -1L;
  }

  /* "View.MemoryView":1324
 * 
 * @cname('__pyx_memoryview_broadcast_leading')
 * cdef void broadcast_leading(__Pyx_memviewslice *mslice,             # <<<<<<<<<<<<<<
 *                             int ndim,
 *                             int ndim_other) nogil:
 */

  /* function exit code */
}

/* "View.MemoryView":1346
 * 
 * @cname('__pyx_memoryview_refcount_copying')
 * cdef void refcount_copying(__Pyx_memviewslice *dst, bint dtype_is_object,             # <<<<<<<<<<<<<<
 *                            int ndim, bint inc) nogil:
 * 
 */

static void __pyx_memoryview_refcount_copying(__Pyx_memviewslice *__pyx_v_dst, int __pyx_v_dtype_is_object, int __pyx_v_ndim, int __pyx_v_inc) {
  int __pyx_t_1;

  /* "View.MemoryView":1350
 * 
 * 
 *     if dtype_is_object:             # <<<<<<<<<<<<<<
 *         refcount_objects_in_slice_with_gil(dst.data, dst.shape,
 *                                            dst.strides, ndim, inc)
 */
  __pyx_t_1 = (__pyx_v_dtype_is_object != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":1351
 * 
 *     if dtype_is_object:
 *         refcount_objects_in_slice_with_gil(dst.data, dst.shape,             # <<<<<<<<<<<<<<
 *                                            dst.strides, ndim, inc)
 * 
 */
    __pyx_memoryview_refcount_objects_in_slice_with_gil(__pyx_v_dst->data, __pyx_v_dst->shape, __pyx_v_dst->strides, __pyx_v_ndim, __pyx_v_inc);

    /* "View.MemoryView":1350
 * 
 * 
 *     if dtype_is_object:             # <<<<<<<<<<<<<<
 *         refcount_objects_in_slice_with_gil(dst.data, dst.shape,
 *                                            dst.strides, ndim, inc)
 */
  }

  /* "View.MemoryView":1346
 * 
 * @cname('__pyx_memoryview_refcount_copying')
 * cdef void refcount_copying(__Pyx_memviewslice *dst, bint dtype_is_object,             # <<<<<<<<<<<<<<
 *                            int ndim, bint inc) nogil:
 * 
 */

  /* function exit code */
}

/* "View.MemoryView":1355
 * 
 * @cname('__pyx_memoryview_refcount_objects_in_slice_with_gil')
 * cdef void refcount_objects_in_slice_with_gil(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
 *                                              Py_ssize_t *strides, int ndim,
 *                                              bint inc) with gil:
 */

static void __pyx_memoryview_refcount_objects_in_slice_with_gil(char *__pyx_v_data, Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, int __pyx_v_ndim, int __pyx_v_inc) {
  __Pyx_RefNannyDeclarations
  #ifdef WITH_THREAD
  PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();
  #endif
  __Pyx_RefNannySetupContext("refcount_objects_in_slice_with_gil", 0);

  /* "View.MemoryView":1358
 *                                              Py_ssize_t *strides, int ndim,
 *                                              bint inc) with gil:
 *     refcount_objects_in_slice(data, shape, strides, ndim, inc)             # <<<<<<<<<<<<<<
 * 
 * @cname('__pyx_memoryview_refcount_objects_in_slice')
 */
  __pyx_memoryview_refcount_objects_in_slice(__pyx_v_data, __pyx_v_shape, __pyx_v_strides, __pyx_v_ndim, __pyx_v_inc);

  /* "View.MemoryView":1355
 * 
 * @cname('__pyx_memoryview_refcount_objects_in_slice_with_gil')
 * cdef void refcount_objects_in_slice_with_gil(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
 *                                              Py_ssize_t *strides, int ndim,
 *                                              bint inc) with gil:
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
  #ifdef WITH_THREAD
  PyGILState_Release(__pyx_gilstate_save);
  #endif
}

/* "View.MemoryView":1361
 * 
 * @cname('__pyx_memoryview_refcount_objects_in_slice')
 * cdef void refcount_objects_in_slice(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
 *                                     Py_ssize_t *strides, int ndim, bint inc):
 *     cdef Py_ssize_t i
 */

static void __pyx_memoryview_refcount_objects_in_slice(char *__pyx_v_data, Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, int __pyx_v_ndim, int __pyx_v_inc) {
  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
  __Pyx_RefNannyDeclarations
  Py_ssize_t __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  int __pyx_t_3;
  __Pyx_RefNannySetupContext("refcount_objects_in_slice", 0);

  /* "View.MemoryView":1365
 *     cdef Py_ssize_t i
 * 
 *     for i in range(shape[0]):             # <<<<<<<<<<<<<<
 *         if ndim == 1:
 *             if inc:
 */
  __pyx_t_1 = (__pyx_v_shape[0]);
  for (__pyx_t_2 = 0; __pyx_t_2 < __pyx_t_1; __pyx_t_2+=1) {
    __pyx_v_i = __pyx_t_2;

    /* "View.MemoryView":1366
 * 
 *     for i in range(shape[0]):
 *         if ndim == 1:             # <<<<<<<<<<<<<<
 *             if inc:
 *                 Py_INCREF((<PyObject **> data)[0])
 */
    __pyx_t_3 = ((__pyx_v_ndim == 1) != 0);
    if (__pyx_t_3) {

      /* "View.MemoryView":1367
 *     for i in range(shape[0]):
 *         if ndim == 1:
 *             if inc:             # <<<<<<<<<<<<<<
 *                 Py_INCREF((<PyObject **> data)[0])
 *             else:
 */
      __pyx_t_3 = (__pyx_v_inc != 0);
      if (__pyx_t_3) {

        /* "View.MemoryView":1368
 *         if ndim == 1:
 *             if inc:
 *                 Py_INCREF((<PyObject **> data)[0])             # <<<<<<<<<<<<<<
 *             else:
 *                 Py_DECREF((<PyObject **> data)[0])
 */
        Py_INCREF((((PyObject **)__pyx_v_data)[0]));

        /* "View.MemoryView":1367
 *     for i in range(shape[0]):
 *         if ndim == 1:
 *             if inc:             # <<<<<<<<<<<<<<
 *                 Py_INCREF((<PyObject **> data)[0])
 *             else:
 */
        goto __pyx_L6;
      }

      /* "View.MemoryView":1370
 *                 Py_INCREF((<PyObject **> data)[0])
 *             else:
 *                 Py_DECREF((<PyObject **> data)[0])             # <<<<<<<<<<<<<<
 *         else:
 *             refcount_objects_in_slice(data, shape + 1, strides + 1,
 */
      /*else*/ {
        Py_DECREF((((PyObject **)__pyx_v_data)[0]));
      }
      __pyx_L6:;

      /* "View.MemoryView":1366
 * 
 *     for i in range(shape[0]):
 *         if ndim == 1:             # <<<<<<<<<<<<<<
 *             if inc:
 *                 Py_INCREF((<PyObject **> data)[0])
 */
      goto __pyx_L5;
    }

    /* "View.MemoryView":1372
 *                 Py_DECREF((<PyObject **> data)[0])
 *         else:
 *             refcount_objects_in_slice(data, shape + 1, strides + 1,             # <<<<<<<<<<<<<<
 *                                       ndim - 1, inc)
 * 
 */
    /*else*/ {

      /* "View.MemoryView":1373
 *         else:
 *             refcount_objects_in_slice(data, shape + 1, strides + 1,
 *                                       ndim - 1, inc)             # <<<<<<<<<<<<<<
 * 
 *         data += strides[0]
 */
      __pyx_memoryview_refcount_objects_in_slice(__pyx_v_data, (__pyx_v_shape + 1), (__pyx_v_strides + 1), (__pyx_v_ndim - 1), __pyx_v_inc);
    }
    __pyx_L5:;

    /* "View.MemoryView":1375
 *                                       ndim - 1, inc)
 * 
 *         data += strides[0]             # <<<<<<<<<<<<<<
 * 
 * 
 */
    __pyx_v_data = (__pyx_v_data + (__pyx_v_strides[0]));
  }

  /* "View.MemoryView":1361
 * 
 * @cname('__pyx_memoryview_refcount_objects_in_slice')
 * cdef void refcount_objects_in_slice(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
 *                                     Py_ssize_t *strides, int ndim, bint inc):
 *     cdef Py_ssize_t i
 */

  /* function exit code */
  __Pyx_RefNannyFinishContext();
}

/* "View.MemoryView":1381
 * 
 * @cname('__pyx_memoryview_slice_assign_scalar')
 * cdef void slice_assign_scalar(__Pyx_memviewslice *dst, int ndim,             # <<<<<<<<<<<<<<
 *                               size_t itemsize, void *item,
 *                               bint dtype_is_object) nogil:
 */

static void __pyx_memoryview_slice_assign_scalar(__Pyx_memviewslice *__pyx_v_dst, int __pyx_v_ndim, size_t __pyx_v_itemsize, void *__pyx_v_item, int __pyx_v_dtype_is_object) {

  /* "View.MemoryView":1384
 *                               size_t itemsize, void *item,
 *                               bint dtype_is_object) nogil:
 *     refcount_copying(dst, dtype_is_object, ndim, False)             # <<<<<<<<<<<<<<
 *     _slice_assign_scalar(dst.data, dst.shape, dst.strides, ndim,
 *                          itemsize, item)
 */
  __pyx_memoryview_refcount_copying(__pyx_v_dst, __pyx_v_dtype_is_object, __pyx_v_ndim, 0);

  /* "View.MemoryView":1385
 *                               bint dtype_is_object) nogil:
 *     refcount_copying(dst, dtype_is_object, ndim, False)
 *     _slice_assign_scalar(dst.data, dst.shape, dst.strides, ndim,             # <<<<<<<<<<<<<<
 *                          itemsize, item)
 *     refcount_copying(dst, dtype_is_object, ndim, True)
 */
  __pyx_memoryview__slice_assign_scalar(__pyx_v_dst->data, __pyx_v_dst->shape, __pyx_v_dst->strides, __pyx_v_ndim, __pyx_v_itemsize, __pyx_v_item);

  /* "View.MemoryView":1387
 *     _slice_assign_scalar(dst.data, dst.shape, dst.strides, ndim,
 *                          itemsize, item)
 *     refcount_copying(dst, dtype_is_object, ndim, True)             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_memoryview_refcount_copying(__pyx_v_dst, __pyx_v_dtype_is_object, __pyx_v_ndim, 1);

  /* "View.MemoryView":1381
 * 
 * @cname('__pyx_memoryview_slice_assign_scalar')
 * cdef void slice_assign_scalar(__Pyx_memviewslice *dst, int ndim,             # <<<<<<<<<<<<<<
 *                               size_t itemsize, void *item,
 *                               bint dtype_is_object) nogil:
 */

  /* function exit code */
}

/* "View.MemoryView":1391
 * 
 * @cname('__pyx_memoryview__slice_assign_scalar')
 * cdef void _slice_assign_scalar(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
 *                               Py_ssize_t *strides, int ndim,
 *                               size_t itemsize, void *item) nogil:
 */

static void __pyx_memoryview__slice_assign_scalar(char *__pyx_v_data, Py_ssize_t *__pyx_v_shape, Py_ssize_t *__pyx_v_strides, int __pyx_v_ndim, size_t __pyx_v_itemsize, void *__pyx_v_item) {
  CYTHON_UNUSED Py_ssize_t __pyx_v_i;
  Py_ssize_t __pyx_v_stride;
  Py_ssize_t __pyx_v_extent;
  int __pyx_t_1;
  Py_ssize_t __pyx_t_2;
  Py_ssize_t __pyx_t_3;

  /* "View.MemoryView":1395
 *                               size_t itemsize, void *item) nogil:
 *     cdef Py_ssize_t i
 *     cdef Py_ssize_t stride = strides[0]             # <<<<<<<<<<<<<<
 *     cdef Py_ssize_t extent = shape[0]
 * 
 */
  __pyx_v_stride = (__pyx_v_strides[0]);

  /* "View.MemoryView":1396
 *     cdef Py_ssize_t i
 *     cdef Py_ssize_t stride = strides[0]
 *     cdef Py_ssize_t extent = shape[0]             # <<<<<<<<<<<<<<
 * 
 *     if ndim == 1:
 */
  __pyx_v_extent = (__pyx_v_shape[0]);

  /* "View.MemoryView":1398
 *     cdef Py_ssize_t extent = shape[0]
 * 
 *     if ndim == 1:             # <<<<<<<<<<<<<<
 *         for i in range(extent):
 *             memcpy(data, item, itemsize)
 */
  __pyx_t_1 = ((__pyx_v_ndim == 1) != 0);
  if (__pyx_t_1) {

    /* "View.MemoryView":1399
 * 
 *     if ndim == 1:
 *         for i in range(extent):             # <<<<<<<<<<<<<<
 *             memcpy(data, item, itemsize)
 *             data += stride
 */
    __pyx_t_2 = __pyx_v_extent;
    for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
      __pyx_v_i = __pyx_t_3;

      /* "View.MemoryView":1400
 *     if ndim == 1:
 *         for i in range(extent):
 *             memcpy(data, item, itemsize)             # <<<<<<<<<<<<<<
 *             data += stride
 *     else:
 */
      memcpy(__pyx_v_data, __pyx_v_item, __pyx_v_itemsize);

      /* "View.MemoryView":1401
 *         for i in range(extent):
 *             memcpy(data, item, itemsize)
 *             data += stride             # <<<<<<<<<<<<<<
 *     else:
 *         for i in range(extent):
 */
      __pyx_v_data = (__pyx_v_data + __pyx_v_stride);
    }

    /* "View.MemoryView":1398
 *     cdef Py_ssize_t extent = shape[0]
 * 
 *     if ndim == 1:             # <<<<<<<<<<<<<<
 *         for i in range(extent):
 *             memcpy(data, item, itemsize)
 */
    goto __pyx_L3;
  }

  /* "View.MemoryView":1403
 *             data += stride
 *     else:
 *         for i in range(extent):             # <<<<<<<<<<<<<<
 *             _slice_assign_scalar(data, shape + 1, strides + 1,
 *                                 ndim - 1, itemsize, item)
 */
  /*else*/ {
    __pyx_t_2 = __pyx_v_extent;
    for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
      __pyx_v_i = __pyx_t_3;

      /* "View.MemoryView":1404
 *     else:
 *         for i in range(extent):
 *             _slice_assign_scalar(data, shape + 1, strides + 1,             # <<<<<<<<<<<<<<
 *                                 ndim - 1, itemsize, item)
 *             data += stride
 */
      __pyx_memoryview__slice_assign_scalar(__pyx_v_data, (__pyx_v_shape + 1), (__pyx_v_strides + 1), (__pyx_v_ndim - 1), __pyx_v_itemsize, __pyx_v_item);

      /* "View.MemoryView":1406
 *             _slice_assign_scalar(data, shape + 1, strides + 1,
 *                                 ndim - 1, itemsize, item)
 *             data += stride             # <<<<<<<<<<<<<<
 * 
 * 
 */
      __pyx_v_data = (__pyx_v_data + __pyx_v_stride);
    }
  }
  __pyx_L3:;

  /* "View.MemoryView":1391
 * 
 * @cname('__pyx_memoryview__slice_assign_scalar')
 * cdef void _slice_assign_scalar(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
 *                               Py_ssize_t *strides, int ndim,
 *                               size_t itemsize, void *item) nogil:
 */

  /* function exit code */
}

static PyObject *__pyx_tp_new_6pandas_9hashtable_HashTable(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_HashTable(PyObject *o) {
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && (!PyType_IS_GC(Py_TYPE(o)) || !_PyGC_FINALIZED(o))) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  (*Py_TYPE(o)->tp_free)(o);
}

static PyTypeObject __pyx_type_6pandas_9hashtable_HashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.HashTable", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_HashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_HashTable, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/
  0, /*tp_doc*/
  0, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  0, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_HashTable, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_9hashtable_Int64HashTable __pyx_vtable_6pandas_9hashtable_Int64HashTable;

static PyObject *__pyx_tp_new_6pandas_9hashtable_Int64HashTable(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_9hashtable_Int64HashTable *p;
  PyObject *o = __pyx_tp_new_6pandas_9hashtable_HashTable(t, a, k);
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_9hashtable_Int64HashTable;
  if (unlikely(__pyx_pw_6pandas_9hashtable_14Int64HashTable_1__cinit__(o, a, k) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_Int64HashTable(PyObject *o) {
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && (!PyType_IS_GC(Py_TYPE(o)) || !_PyGC_FINALIZED(o))) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_9hashtable_14Int64HashTable_5__dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  __pyx_tp_dealloc_6pandas_9hashtable_HashTable(o);
}

static PyMethodDef __pyx_methods_6pandas_9hashtable_Int64HashTable[] = {
  {"get_item", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_9get_item, METH_O, 0},
  {"get_iter_test", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_11get_iter_test, METH_VARARGS|METH_KEYWORDS, 0},
  {"set_item", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_13set_item, METH_VARARGS|METH_KEYWORDS, 0},
  {"map", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_15map, METH_VARARGS|METH_KEYWORDS, 0},
  {"map_locations", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_17map_locations, METH_O, 0},
  {"lookup", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_19lookup, METH_O, 0},
  {"factorize", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_21factorize, METH_O, 0},
  {"get_labels", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_23get_labels, METH_VARARGS|METH_KEYWORDS, 0},
  {"get_labels_groupby", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_25get_labels_groupby, METH_O, 0},
  {"unique", (PyCFunction)__pyx_pw_6pandas_9hashtable_14Int64HashTable_27unique, METH_O, 0},
  {0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_Int64HashTable = {
  __pyx_pw_6pandas_9hashtable_14Int64HashTable_3__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  __pyx_pw_6pandas_9hashtable_14Int64HashTable_7__contains__, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_Int64HashTable = {
  __pyx_pw_6pandas_9hashtable_14Int64HashTable_3__len__, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyTypeObject __pyx_type_6pandas_9hashtable_Int64HashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.Int64HashTable", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_Int64HashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_Int64HashTable, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_Int64HashTable, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Int64HashTable, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/
  0, /*tp_doc*/
  0, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_9hashtable_Int64HashTable, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_Int64HashTable, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_9hashtable_Float64HashTable __pyx_vtable_6pandas_9hashtable_Float64HashTable;

static PyObject *__pyx_tp_new_6pandas_9hashtable_Float64HashTable(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_9hashtable_Float64HashTable *p;
  PyObject *o = __pyx_tp_new_6pandas_9hashtable_HashTable(t, a, k);
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_9hashtable_Float64HashTable *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_9hashtable_Float64HashTable;
  if (unlikely(__pyx_pw_6pandas_9hashtable_16Float64HashTable_1__cinit__(o, a, k) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_Float64HashTable(PyObject *o) {
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && (!PyType_IS_GC(Py_TYPE(o)) || !_PyGC_FINALIZED(o))) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_9hashtable_16Float64HashTable_5__dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  __pyx_tp_dealloc_6pandas_9hashtable_HashTable(o);
}

static PyMethodDef __pyx_methods_6pandas_9hashtable_Float64HashTable[] = {
  {"get_item", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_9get_item, METH_O, 0},
  {"get_iter_test", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_11get_iter_test, METH_VARARGS|METH_KEYWORDS, 0},
  {"set_item", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_13set_item, METH_VARARGS|METH_KEYWORDS, 0},
  {"map", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_15map, METH_VARARGS|METH_KEYWORDS, 0},
  {"map_locations", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_17map_locations, METH_O, 0},
  {"lookup", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_19lookup, METH_O, 0},
  {"factorize", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_21factorize, METH_O, 0},
  {"get_labels", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_23get_labels, METH_VARARGS|METH_KEYWORDS, 0},
  {"get_labels_groupby", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_25get_labels_groupby, METH_O, 0},
  {"unique", (PyCFunction)__pyx_pw_6pandas_9hashtable_16Float64HashTable_27unique, METH_O, 0},
  {0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_Float64HashTable = {
  __pyx_pw_6pandas_9hashtable_16Float64HashTable_3__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  __pyx_pw_6pandas_9hashtable_16Float64HashTable_7__contains__, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_Float64HashTable = {
  __pyx_pw_6pandas_9hashtable_16Float64HashTable_3__len__, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyTypeObject __pyx_type_6pandas_9hashtable_Float64HashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.Float64HashTable", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_Float64HashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_Float64HashTable, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_Float64HashTable, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Float64HashTable, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/
  0, /*tp_doc*/
  0, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_9hashtable_Float64HashTable, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_Float64HashTable, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_9hashtable_PyObjectHashTable __pyx_vtable_6pandas_9hashtable_PyObjectHashTable;

static PyObject *__pyx_tp_new_6pandas_9hashtable_PyObjectHashTable(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *p;
  PyObject *o = __pyx_tp_new_6pandas_9hashtable_HashTable(t, a, k);
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_9hashtable_PyObjectHashTable;
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_PyObjectHashTable(PyObject *o) {
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && (!PyType_IS_GC(Py_TYPE(o)) || !_PyGC_FINALIZED(o))) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_3__dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  __pyx_tp_dealloc_6pandas_9hashtable_HashTable(o);
}

static PyMethodDef __pyx_methods_6pandas_9hashtable_PyObjectHashTable[] = {
  {"destroy", (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_9destroy, METH_NOARGS, 0},
  {"get_item", (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_11get_item, METH_O, 0},
  {"get_iter_test", (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_13get_iter_test, METH_VARARGS|METH_KEYWORDS, 0},
  {"set_item", (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_15set_item, METH_VARARGS|METH_KEYWORDS, 0},
  {"map_locations", (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_17map_locations, METH_O, 0},
  {"lookup", (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_19lookup, METH_O, 0},
  {"unique", (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_21unique, METH_O, 0},
  {"get_labels", (PyCFunction)__pyx_pw_6pandas_9hashtable_17PyObjectHashTable_23get_labels, METH_VARARGS|METH_KEYWORDS, 0},
  {0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_PyObjectHashTable = {
  __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_5__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_7__contains__, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_PyObjectHashTable = {
  __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_5__len__, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyTypeObject __pyx_type_6pandas_9hashtable_PyObjectHashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.PyObjectHashTable", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_PyObjectHashTable, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_PyObjectHashTable, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_PyObjectHashTable, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/
  0, /*tp_doc*/
  0, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_9hashtable_PyObjectHashTable, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_9hashtable_17PyObjectHashTable_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_PyObjectHashTable, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_9hashtable_Float64Vector __pyx_vtable_6pandas_9hashtable_Float64Vector;

static PyObject *__pyx_tp_new_6pandas_9hashtable_Float64Vector(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_9hashtable_Float64Vector *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_9hashtable_Float64Vector *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_9hashtable_Float64Vector;
  p->ao = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  if (unlikely(__pyx_pw_6pandas_9hashtable_13Float64Vector_1__cinit__(o, __pyx_empty_tuple, NULL) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_Float64Vector(PyObject *o) {
  struct __pyx_obj_6pandas_9hashtable_Float64Vector *p = (struct __pyx_obj_6pandas_9hashtable_Float64Vector *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_9hashtable_13Float64Vector_3__dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->ao);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_9hashtable_Float64Vector(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_9hashtable_Float64Vector *p = (struct __pyx_obj_6pandas_9hashtable_Float64Vector *)o;
  if (p->ao) {
    e = (*v)(((PyObject*)p->ao), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_9hashtable_Float64Vector(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_6pandas_9hashtable_Float64Vector *p = (struct __pyx_obj_6pandas_9hashtable_Float64Vector *)o;
  tmp = ((PyObject*)p->ao);
  p->ao = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyMethodDef __pyx_methods_6pandas_9hashtable_Float64Vector[] = {
  {"to_array", (PyCFunction)__pyx_pw_6pandas_9hashtable_13Float64Vector_7to_array, METH_NOARGS, 0},
  {0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_Float64Vector = {
  __pyx_pw_6pandas_9hashtable_13Float64Vector_5__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_Float64Vector = {
  __pyx_pw_6pandas_9hashtable_13Float64Vector_5__len__, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyTypeObject __pyx_type_6pandas_9hashtable_Float64Vector = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.Float64Vector", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_Float64Vector), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_Float64Vector, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_Float64Vector, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Float64Vector, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_6pandas_9hashtable_Float64Vector, /*tp_traverse*/
  __pyx_tp_clear_6pandas_9hashtable_Float64Vector, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_9hashtable_Float64Vector, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_Float64Vector, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_9hashtable_Int64Vector __pyx_vtable_6pandas_9hashtable_Int64Vector;

static PyObject *__pyx_tp_new_6pandas_9hashtable_Int64Vector(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_9hashtable_Int64Vector;
  p->ao = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  if (unlikely(__pyx_pw_6pandas_9hashtable_11Int64Vector_1__cinit__(o, __pyx_empty_tuple, NULL) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_Int64Vector(PyObject *o) {
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *p = (struct __pyx_obj_6pandas_9hashtable_Int64Vector *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_9hashtable_11Int64Vector_3__dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->ao);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_9hashtable_Int64Vector(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *p = (struct __pyx_obj_6pandas_9hashtable_Int64Vector *)o;
  if (p->ao) {
    e = (*v)(((PyObject*)p->ao), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_9hashtable_Int64Vector(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_6pandas_9hashtable_Int64Vector *p = (struct __pyx_obj_6pandas_9hashtable_Int64Vector *)o;
  tmp = ((PyObject*)p->ao);
  p->ao = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyMethodDef __pyx_methods_6pandas_9hashtable_Int64Vector[] = {
  {"to_array", (PyCFunction)__pyx_pw_6pandas_9hashtable_11Int64Vector_7to_array, METH_NOARGS, 0},
  {0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_Int64Vector = {
  __pyx_pw_6pandas_9hashtable_11Int64Vector_5__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_Int64Vector = {
  __pyx_pw_6pandas_9hashtable_11Int64Vector_5__len__, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyTypeObject __pyx_type_6pandas_9hashtable_Int64Vector = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.Int64Vector", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_Int64Vector), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_Int64Vector, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_Int64Vector, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_Int64Vector, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_6pandas_9hashtable_Int64Vector, /*tp_traverse*/
  __pyx_tp_clear_6pandas_9hashtable_Int64Vector, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_9hashtable_Int64Vector, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_Int64Vector, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_9hashtable_ObjectVector __pyx_vtable_6pandas_9hashtable_ObjectVector;

static PyObject *__pyx_tp_new_6pandas_9hashtable_ObjectVector(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_9hashtable_ObjectVector *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_9hashtable_ObjectVector;
  p->ao = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  if (unlikely(__pyx_pw_6pandas_9hashtable_12ObjectVector_1__cinit__(o, __pyx_empty_tuple, NULL) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_ObjectVector(PyObject *o) {
  struct __pyx_obj_6pandas_9hashtable_ObjectVector *p = (struct __pyx_obj_6pandas_9hashtable_ObjectVector *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->ao);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_9hashtable_ObjectVector(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_9hashtable_ObjectVector *p = (struct __pyx_obj_6pandas_9hashtable_ObjectVector *)o;
  if (p->ao) {
    e = (*v)(((PyObject*)p->ao), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_9hashtable_ObjectVector(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_6pandas_9hashtable_ObjectVector *p = (struct __pyx_obj_6pandas_9hashtable_ObjectVector *)o;
  tmp = ((PyObject*)p->ao);
  p->ao = ((PyArrayObject *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyMethodDef __pyx_methods_6pandas_9hashtable_ObjectVector[] = {
  {"to_array", (PyCFunction)__pyx_pw_6pandas_9hashtable_12ObjectVector_5to_array, METH_NOARGS, 0},
  {0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_ObjectVector = {
  __pyx_pw_6pandas_9hashtable_12ObjectVector_3__len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  0, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_ObjectVector = {
  __pyx_pw_6pandas_9hashtable_12ObjectVector_3__len__, /*mp_length*/
  0, /*mp_subscript*/
  0, /*mp_ass_subscript*/
};

static PyTypeObject __pyx_type_6pandas_9hashtable_ObjectVector = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.ObjectVector", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_ObjectVector), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_ObjectVector, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_ObjectVector, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_ObjectVector, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_6pandas_9hashtable_ObjectVector, /*tp_traverse*/
  __pyx_tp_clear_6pandas_9hashtable_ObjectVector, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_9hashtable_ObjectVector, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_ObjectVector, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_6pandas_9hashtable_StringHashTable __pyx_vtable_6pandas_9hashtable_StringHashTable;

static PyObject *__pyx_tp_new_6pandas_9hashtable_StringHashTable(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_obj_6pandas_9hashtable_StringHashTable *p;
  PyObject *o = __pyx_tp_new_6pandas_9hashtable_HashTable(t, a, k);
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_9hashtable_StringHashTable *)o);
  p->__pyx_vtab = __pyx_vtabptr_6pandas_9hashtable_StringHashTable;
  if (unlikely(__pyx_pw_6pandas_9hashtable_15StringHashTable_1__cinit__(o, a, k) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_StringHashTable(PyObject *o) {
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && (!PyType_IS_GC(Py_TYPE(o)) || !_PyGC_FINALIZED(o))) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_pw_6pandas_9hashtable_15StringHashTable_3__dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  __pyx_tp_dealloc_6pandas_9hashtable_HashTable(o);
}

static PyMethodDef __pyx_methods_6pandas_9hashtable_StringHashTable[] = {
  {"get_item", (PyCFunction)__pyx_pw_6pandas_9hashtable_15StringHashTable_5get_item, METH_O, 0},
  {"get_iter_test", (PyCFunction)__pyx_pw_6pandas_9hashtable_15StringHashTable_7get_iter_test, METH_VARARGS|METH_KEYWORDS, 0},
  {"set_item", (PyCFunction)__pyx_pw_6pandas_9hashtable_15StringHashTable_9set_item, METH_VARARGS|METH_KEYWORDS, 0},
  {"get_indexer", (PyCFunction)__pyx_pw_6pandas_9hashtable_15StringHashTable_11get_indexer, METH_O, 0},
  {"unique", (PyCFunction)__pyx_pw_6pandas_9hashtable_15StringHashTable_13unique, METH_O, 0},
  {"factorize", (PyCFunction)__pyx_pw_6pandas_9hashtable_15StringHashTable_15factorize, METH_O, 0},
  {0, 0, 0, 0}
};

static PyTypeObject __pyx_type_6pandas_9hashtable_StringHashTable = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.StringHashTable", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_StringHashTable), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_StringHashTable, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/
  0, /*tp_doc*/
  0, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_9hashtable_StringHashTable, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_StringHashTable, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static PyObject *__pyx_tp_new_6pandas_9hashtable_Factorizer(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_9hashtable_Factorizer *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_9hashtable_Factorizer *)o);
  p->table = ((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)Py_None); Py_INCREF(Py_None);
  p->uniques = ((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_Factorizer(PyObject *o) {
  struct __pyx_obj_6pandas_9hashtable_Factorizer *p = (struct __pyx_obj_6pandas_9hashtable_Factorizer *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->table);
  Py_CLEAR(p->uniques);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_9hashtable_Factorizer(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_9hashtable_Factorizer *p = (struct __pyx_obj_6pandas_9hashtable_Factorizer *)o;
  if (p->table) {
    e = (*v)(((PyObject*)p->table), a); if (e) return e;
  }
  if (p->uniques) {
    e = (*v)(((PyObject*)p->uniques), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_9hashtable_Factorizer(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_6pandas_9hashtable_Factorizer *p = (struct __pyx_obj_6pandas_9hashtable_Factorizer *)o;
  tmp = ((PyObject*)p->table);
  p->table = ((struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->uniques);
  p->uniques = ((struct __pyx_obj_6pandas_9hashtable_ObjectVector *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_9hashtable_10Factorizer_table(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_9hashtable_10Factorizer_5table_1__get__(o);
}

static int __pyx_setprop_6pandas_9hashtable_10Factorizer_table(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_9hashtable_10Factorizer_5table_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_9hashtable_10Factorizer_5table_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_9hashtable_10Factorizer_uniques(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_9hashtable_10Factorizer_7uniques_1__get__(o);
}

static int __pyx_setprop_6pandas_9hashtable_10Factorizer_uniques(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_9hashtable_10Factorizer_7uniques_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_9hashtable_10Factorizer_7uniques_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_9hashtable_10Factorizer_count(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_9hashtable_10Factorizer_5count_1__get__(o);
}

static int __pyx_setprop_6pandas_9hashtable_10Factorizer_count(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_9hashtable_10Factorizer_5count_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyMethodDef __pyx_methods_6pandas_9hashtable_Factorizer[] = {
  {"get_count", (PyCFunction)__pyx_pw_6pandas_9hashtable_10Factorizer_3get_count, METH_NOARGS, 0},
  {"factorize", (PyCFunction)__pyx_pw_6pandas_9hashtable_10Factorizer_5factorize, METH_VARARGS|METH_KEYWORDS, __pyx_doc_6pandas_9hashtable_10Factorizer_4factorize},
  {"unique", (PyCFunction)__pyx_pw_6pandas_9hashtable_10Factorizer_7unique, METH_O, 0},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_9hashtable_Factorizer[] = {
  {(char *)"table", __pyx_getprop_6pandas_9hashtable_10Factorizer_table, __pyx_setprop_6pandas_9hashtable_10Factorizer_table, (char *)0, 0},
  {(char *)"uniques", __pyx_getprop_6pandas_9hashtable_10Factorizer_uniques, __pyx_setprop_6pandas_9hashtable_10Factorizer_uniques, (char *)0, 0},
  {(char *)"count", __pyx_getprop_6pandas_9hashtable_10Factorizer_count, __pyx_setprop_6pandas_9hashtable_10Factorizer_count, (char *)0, 0},
  {0, 0, 0, 0, 0}
};

static PyTypeObject __pyx_type_6pandas_9hashtable_Factorizer = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.Factorizer", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_Factorizer), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_Factorizer, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_6pandas_9hashtable_Factorizer, /*tp_traverse*/
  __pyx_tp_clear_6pandas_9hashtable_Factorizer, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_9hashtable_Factorizer, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_9hashtable_Factorizer, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_9hashtable_10Factorizer_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_Factorizer, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static PyObject *__pyx_tp_new_6pandas_9hashtable_Int64Factorizer(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)o);
  p->table = ((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)Py_None); Py_INCREF(Py_None);
  p->uniques = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)Py_None); Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_6pandas_9hashtable_Int64Factorizer(PyObject *o) {
  struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *p = (struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->table);
  Py_CLEAR(p->uniques);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_6pandas_9hashtable_Int64Factorizer(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *p = (struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)o;
  if (p->table) {
    e = (*v)(((PyObject*)p->table), a); if (e) return e;
  }
  if (p->uniques) {
    e = (*v)(((PyObject*)p->uniques), a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_6pandas_9hashtable_Int64Factorizer(PyObject *o) {
  PyObject* tmp;
  struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *p = (struct __pyx_obj_6pandas_9hashtable_Int64Factorizer *)o;
  tmp = ((PyObject*)p->table);
  p->table = ((struct __pyx_obj_6pandas_9hashtable_Int64HashTable *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->uniques);
  p->uniques = ((struct __pyx_obj_6pandas_9hashtable_Int64Vector *)Py_None); Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyObject *__pyx_getprop_6pandas_9hashtable_15Int64Factorizer_table(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5table_1__get__(o);
}

static int __pyx_setprop_6pandas_9hashtable_15Int64Factorizer_table(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5table_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5table_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_9hashtable_15Int64Factorizer_uniques(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_9hashtable_15Int64Factorizer_7uniques_1__get__(o);
}

static int __pyx_setprop_6pandas_9hashtable_15Int64Factorizer_uniques(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_9hashtable_15Int64Factorizer_7uniques_3__set__(o, v);
  }
  else {
    return __pyx_pw_6pandas_9hashtable_15Int64Factorizer_7uniques_5__del__(o);
  }
}

static PyObject *__pyx_getprop_6pandas_9hashtable_15Int64Factorizer_count(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5count_1__get__(o);
}

static int __pyx_setprop_6pandas_9hashtable_15Int64Factorizer_count(PyObject *o, PyObject *v, CYTHON_UNUSED void *x) {
  if (v) {
    return __pyx_pw_6pandas_9hashtable_15Int64Factorizer_5count_3__set__(o, v);
  }
  else {
    PyErr_SetString(PyExc_NotImplementedError, "__del__");
    return -1;
  }
}

static PyMethodDef __pyx_methods_6pandas_9hashtable_Int64Factorizer[] = {
  {"get_count", (PyCFunction)__pyx_pw_6pandas_9hashtable_15Int64Factorizer_3get_count, METH_NOARGS, 0},
  {"factorize", (PyCFunction)__pyx_pw_6pandas_9hashtable_15Int64Factorizer_5factorize, METH_VARARGS|METH_KEYWORDS, 0},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_6pandas_9hashtable_Int64Factorizer[] = {
  {(char *)"table", __pyx_getprop_6pandas_9hashtable_15Int64Factorizer_table, __pyx_setprop_6pandas_9hashtable_15Int64Factorizer_table, (char *)0, 0},
  {(char *)"uniques", __pyx_getprop_6pandas_9hashtable_15Int64Factorizer_uniques, __pyx_setprop_6pandas_9hashtable_15Int64Factorizer_uniques, (char *)0, 0},
  {(char *)"count", __pyx_getprop_6pandas_9hashtable_15Int64Factorizer_count, __pyx_setprop_6pandas_9hashtable_15Int64Factorizer_count, (char *)0, 0},
  {0, 0, 0, 0, 0}
};

static PyTypeObject __pyx_type_6pandas_9hashtable_Int64Factorizer = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.Int64Factorizer", /*tp_name*/
  sizeof(struct __pyx_obj_6pandas_9hashtable_Int64Factorizer), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_6pandas_9hashtable_Int64Factorizer, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_6pandas_9hashtable_Int64Factorizer, /*tp_traverse*/
  __pyx_tp_clear_6pandas_9hashtable_Int64Factorizer, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_6pandas_9hashtable_Int64Factorizer, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_6pandas_9hashtable_Int64Factorizer, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_pw_6pandas_9hashtable_15Int64Factorizer_1__init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_6pandas_9hashtable_Int64Factorizer, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_array __pyx_vtable_array;

static PyObject *__pyx_tp_new_array(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_array_obj *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_array_obj *)o);
  p->__pyx_vtab = __pyx_vtabptr_array;
  p->mode = ((PyObject*)Py_None); Py_INCREF(Py_None);
  p->_format = ((PyObject*)Py_None); Py_INCREF(Py_None);
  if (unlikely(__pyx_array___cinit__(o, a, k) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_array(PyObject *o) {
  struct __pyx_array_obj *p = (struct __pyx_array_obj *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && (!PyType_IS_GC(Py_TYPE(o)) || !_PyGC_FINALIZED(o))) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_array___dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->mode);
  Py_CLEAR(p->_format);
  (*Py_TYPE(o)->tp_free)(o);
}
static PyObject *__pyx_sq_item_array(PyObject *o, Py_ssize_t i) {
  PyObject *r;
  PyObject *x = PyInt_FromSsize_t(i); if(!x) return 0;
  r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x);
  Py_DECREF(x);
  return r;
}

static int __pyx_mp_ass_subscript_array(PyObject *o, PyObject *i, PyObject *v) {
  if (v) {
    return __pyx_array___setitem__(o, i, v);
  }
  else {
    PyErr_Format(PyExc_NotImplementedError,
      "Subscript deletion not supported by %.200s", Py_TYPE(o)->tp_name);
    return -1;
  }
}

static PyObject *__pyx_tp_getattro_array(PyObject *o, PyObject *n) {
  PyObject *v = PyObject_GenericGetAttr(o, n);
  if (!v && PyErr_ExceptionMatches(PyExc_AttributeError)) {
    PyErr_Clear();
    v = __pyx_array___getattr__(o, n);
  }
  return v;
}

static PyObject *__pyx_getprop___pyx_array_memview(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_5array_7memview_1__get__(o);
}

static PyMethodDef __pyx_methods_array[] = {
  {"__getattr__", (PyCFunction)__pyx_array___getattr__, METH_O|METH_COEXIST, 0},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_array[] = {
  {(char *)"memview", __pyx_getprop___pyx_array_memview, 0, (char *)0, 0},
  {0, 0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_array = {
  0, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  __pyx_sq_item_array, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_array = {
  0, /*mp_length*/
  __pyx_array___getitem__, /*mp_subscript*/
  __pyx_mp_ass_subscript_array, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_array = {
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getreadbuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getwritebuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getsegcount*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getcharbuffer*/
  #endif
  __pyx_array_getbuffer, /*bf_getbuffer*/
  0, /*bf_releasebuffer*/
};

static PyTypeObject __pyx_type___pyx_array = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.array", /*tp_name*/
  sizeof(struct __pyx_array_obj), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_array, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  0, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_array, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_array, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  __pyx_tp_getattro_array, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_array, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/
  0, /*tp_doc*/
  0, /*tp_traverse*/
  0, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_array, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_array, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_array, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static PyObject *__pyx_tp_new_Enum(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
  struct __pyx_MemviewEnum_obj *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_MemviewEnum_obj *)o);
  p->name = Py_None; Py_INCREF(Py_None);
  return o;
}

static void __pyx_tp_dealloc_Enum(PyObject *o) {
  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  Py_CLEAR(p->name);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_Enum(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
  if (p->name) {
    e = (*v)(p->name, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_Enum(PyObject *o) {
  PyObject* tmp;
  struct __pyx_MemviewEnum_obj *p = (struct __pyx_MemviewEnum_obj *)o;
  tmp = ((PyObject*)p->name);
  p->name = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  return 0;
}

static PyMethodDef __pyx_methods_Enum[] = {
  {0, 0, 0, 0}
};

static PyTypeObject __pyx_type___pyx_MemviewEnum = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.Enum", /*tp_name*/
  sizeof(struct __pyx_MemviewEnum_obj), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_Enum, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  __pyx_MemviewEnum___repr__, /*tp_repr*/
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  0, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_Enum, /*tp_traverse*/
  __pyx_tp_clear_Enum, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_Enum, /*tp_methods*/
  0, /*tp_members*/
  0, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  __pyx_MemviewEnum___init__, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_Enum, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct_memoryview __pyx_vtable_memoryview;

static PyObject *__pyx_tp_new_memoryview(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_memoryview_obj *p;
  PyObject *o;
  if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
    o = (*t->tp_alloc)(t, 0);
  } else {
    o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
  }
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_memoryview_obj *)o);
  p->__pyx_vtab = __pyx_vtabptr_memoryview;
  p->obj = Py_None; Py_INCREF(Py_None);
  p->_size = Py_None; Py_INCREF(Py_None);
  p->_array_interface = Py_None; Py_INCREF(Py_None);
  p->view.obj = NULL;
  if (unlikely(__pyx_memoryview___cinit__(o, a, k) < 0)) {
    Py_DECREF(o); o = 0;
  }
  return o;
}

static void __pyx_tp_dealloc_memoryview(PyObject *o) {
  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_memoryview___dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->obj);
  Py_CLEAR(p->_size);
  Py_CLEAR(p->_array_interface);
  (*Py_TYPE(o)->tp_free)(o);
}

static int __pyx_tp_traverse_memoryview(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
  if (p->obj) {
    e = (*v)(p->obj, a); if (e) return e;
  }
  if (p->_size) {
    e = (*v)(p->_size, a); if (e) return e;
  }
  if (p->_array_interface) {
    e = (*v)(p->_array_interface, a); if (e) return e;
  }
  if (p->view.obj) {
    e = (*v)(p->view.obj, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear_memoryview(PyObject *o) {
  PyObject* tmp;
  struct __pyx_memoryview_obj *p = (struct __pyx_memoryview_obj *)o;
  tmp = ((PyObject*)p->obj);
  p->obj = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->_size);
  p->_size = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  tmp = ((PyObject*)p->_array_interface);
  p->_array_interface = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  Py_CLEAR(p->view.obj);
  return 0;
}
static PyObject *__pyx_sq_item_memoryview(PyObject *o, Py_ssize_t i) {
  PyObject *r;
  PyObject *x = PyInt_FromSsize_t(i); if(!x) return 0;
  r = Py_TYPE(o)->tp_as_mapping->mp_subscript(o, x);
  Py_DECREF(x);
  return r;
}

static int __pyx_mp_ass_subscript_memoryview(PyObject *o, PyObject *i, PyObject *v) {
  if (v) {
    return __pyx_memoryview___setitem__(o, i, v);
  }
  else {
    PyErr_Format(PyExc_NotImplementedError,
      "Subscript deletion not supported by %.200s", Py_TYPE(o)->tp_name);
    return -1;
  }
}

static PyObject *__pyx_getprop___pyx_memoryview_T(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_10memoryview_1T_1__get__(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_base(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_10memoryview_4base_1__get__(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_shape(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_10memoryview_5shape_1__get__(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_strides(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_10memoryview_7strides_1__get__(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_suboffsets(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_10memoryview_10suboffsets_1__get__(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_ndim(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_10memoryview_4ndim_1__get__(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_itemsize(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_10memoryview_8itemsize_1__get__(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_nbytes(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_10memoryview_6nbytes_1__get__(o);
}

static PyObject *__pyx_getprop___pyx_memoryview_size(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_10memoryview_4size_1__get__(o);
}

static PyMethodDef __pyx_methods_memoryview[] = {
  {"is_c_contig", (PyCFunction)__pyx_memoryview_is_c_contig, METH_NOARGS, 0},
  {"is_f_contig", (PyCFunction)__pyx_memoryview_is_f_contig, METH_NOARGS, 0},
  {"copy", (PyCFunction)__pyx_memoryview_copy, METH_NOARGS, 0},
  {"copy_fortran", (PyCFunction)__pyx_memoryview_copy_fortran, METH_NOARGS, 0},
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets_memoryview[] = {
  {(char *)"T", __pyx_getprop___pyx_memoryview_T, 0, (char *)0, 0},
  {(char *)"base", __pyx_getprop___pyx_memoryview_base, 0, (char *)0, 0},
  {(char *)"shape", __pyx_getprop___pyx_memoryview_shape, 0, (char *)0, 0},
  {(char *)"strides", __pyx_getprop___pyx_memoryview_strides, 0, (char *)0, 0},
  {(char *)"suboffsets", __pyx_getprop___pyx_memoryview_suboffsets, 0, (char *)0, 0},
  {(char *)"ndim", __pyx_getprop___pyx_memoryview_ndim, 0, (char *)0, 0},
  {(char *)"itemsize", __pyx_getprop___pyx_memoryview_itemsize, 0, (char *)0, 0},
  {(char *)"nbytes", __pyx_getprop___pyx_memoryview_nbytes, 0, (char *)0, 0},
  {(char *)"size", __pyx_getprop___pyx_memoryview_size, 0, (char *)0, 0},
  {0, 0, 0, 0, 0}
};

static PySequenceMethods __pyx_tp_as_sequence_memoryview = {
  __pyx_memoryview___len__, /*sq_length*/
  0, /*sq_concat*/
  0, /*sq_repeat*/
  __pyx_sq_item_memoryview, /*sq_item*/
  0, /*sq_slice*/
  0, /*sq_ass_item*/
  0, /*sq_ass_slice*/
  0, /*sq_contains*/
  0, /*sq_inplace_concat*/
  0, /*sq_inplace_repeat*/
};

static PyMappingMethods __pyx_tp_as_mapping_memoryview = {
  __pyx_memoryview___len__, /*mp_length*/
  __pyx_memoryview___getitem__, /*mp_subscript*/
  __pyx_mp_ass_subscript_memoryview, /*mp_ass_subscript*/
};

static PyBufferProcs __pyx_tp_as_buffer_memoryview = {
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getreadbuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getwritebuffer*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getsegcount*/
  #endif
  #if PY_MAJOR_VERSION < 3
  0, /*bf_getcharbuffer*/
  #endif
  __pyx_memoryview_getbuffer, /*bf_getbuffer*/
  0, /*bf_releasebuffer*/
};

static PyTypeObject __pyx_type___pyx_memoryview = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable.memoryview", /*tp_name*/
  sizeof(struct __pyx_memoryview_obj), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc_memoryview, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  __pyx_memoryview___repr__, /*tp_repr*/
  0, /*tp_as_number*/
  &__pyx_tp_as_sequence_memoryview, /*tp_as_sequence*/
  &__pyx_tp_as_mapping_memoryview, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  __pyx_memoryview___str__, /*tp_str*/
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  &__pyx_tp_as_buffer_memoryview, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  0, /*tp_doc*/
  __pyx_tp_traverse_memoryview, /*tp_traverse*/
  __pyx_tp_clear_memoryview, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods_memoryview, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets_memoryview, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new_memoryview, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};
static struct __pyx_vtabstruct__memoryviewslice __pyx_vtable__memoryviewslice;

static PyObject *__pyx_tp_new__memoryviewslice(PyTypeObject *t, PyObject *a, PyObject *k) {
  struct __pyx_memoryviewslice_obj *p;
  PyObject *o = __pyx_tp_new_memoryview(t, a, k);
  if (unlikely(!o)) return 0;
  p = ((struct __pyx_memoryviewslice_obj *)o);
  p->__pyx_base.__pyx_vtab = (struct __pyx_vtabstruct_memoryview*)__pyx_vtabptr__memoryviewslice;
  p->from_object = Py_None; Py_INCREF(Py_None);
  p->from_slice.memview = NULL;
  return o;
}

static void __pyx_tp_dealloc__memoryviewslice(PyObject *o) {
  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
  #if PY_VERSION_HEX >= 0x030400a1
  if (unlikely(Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
    if (PyObject_CallFinalizerFromDealloc(o)) return;
  }
  #endif
  PyObject_GC_UnTrack(o);
  {
    PyObject *etype, *eval, *etb;
    PyErr_Fetch(&etype, &eval, &etb);
    ++Py_REFCNT(o);
    __pyx_memoryviewslice___dealloc__(o);
    --Py_REFCNT(o);
    PyErr_Restore(etype, eval, etb);
  }
  Py_CLEAR(p->from_object);
  PyObject_GC_Track(o);
  __pyx_tp_dealloc_memoryview(o);
}

static int __pyx_tp_traverse__memoryviewslice(PyObject *o, visitproc v, void *a) {
  int e;
  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
  e = __pyx_tp_traverse_memoryview(o, v, a); if (e) return e;
  if (p->from_object) {
    e = (*v)(p->from_object, a); if (e) return e;
  }
  return 0;
}

static int __pyx_tp_clear__memoryviewslice(PyObject *o) {
  PyObject* tmp;
  struct __pyx_memoryviewslice_obj *p = (struct __pyx_memoryviewslice_obj *)o;
  __pyx_tp_clear_memoryview(o);
  tmp = ((PyObject*)p->from_object);
  p->from_object = Py_None; Py_INCREF(Py_None);
  Py_XDECREF(tmp);
  __PYX_XDEC_MEMVIEW(&p->from_slice, 1);
  return 0;
}

static PyObject *__pyx_getprop___pyx_memoryviewslice_base(PyObject *o, CYTHON_UNUSED void *x) {
  return __pyx_pw_15View_dot_MemoryView_16_memoryviewslice_4base_1__get__(o);
}

static PyMethodDef __pyx_methods__memoryviewslice[] = {
  {0, 0, 0, 0}
};

static struct PyGetSetDef __pyx_getsets__memoryviewslice[] = {
  {(char *)"base", __pyx_getprop___pyx_memoryviewslice_base, 0, (char *)0, 0},
  {0, 0, 0, 0, 0}
};

static PyTypeObject __pyx_type___pyx_memoryviewslice = {
  PyVarObject_HEAD_INIT(0, 0)
  "pandas.hashtable._memoryviewslice", /*tp_name*/
  sizeof(struct __pyx_memoryviewslice_obj), /*tp_basicsize*/
  0, /*tp_itemsize*/
  __pyx_tp_dealloc__memoryviewslice, /*tp_dealloc*/
  0, /*tp_print*/
  0, /*tp_getattr*/
  0, /*tp_setattr*/
  #if PY_MAJOR_VERSION < 3
  0, /*tp_compare*/
  #endif
  #if PY_MAJOR_VERSION >= 3
  0, /*tp_as_async*/
  #endif
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_memoryview___repr__, /*tp_repr*/
  #else
  0, /*tp_repr*/
  #endif
  0, /*tp_as_number*/
  0, /*tp_as_sequence*/
  0, /*tp_as_mapping*/
  0, /*tp_hash*/
  0, /*tp_call*/
  #if CYTHON_COMPILING_IN_PYPY
  __pyx_memoryview___str__, /*tp_str*/
  #else
  0, /*tp_str*/
  #endif
  0, /*tp_getattro*/
  0, /*tp_setattro*/
  0, /*tp_as_buffer*/
  Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
  "Internal class for passing memoryview slices to Python", /*tp_doc*/
  __pyx_tp_traverse__memoryviewslice, /*tp_traverse*/
  __pyx_tp_clear__memoryviewslice, /*tp_clear*/
  0, /*tp_richcompare*/
  0, /*tp_weaklistoffset*/
  0, /*tp_iter*/
  0, /*tp_iternext*/
  __pyx_methods__memoryviewslice, /*tp_methods*/
  0, /*tp_members*/
  __pyx_getsets__memoryviewslice, /*tp_getset*/
  0, /*tp_base*/
  0, /*tp_dict*/
  0, /*tp_descr_get*/
  0, /*tp_descr_set*/
  0, /*tp_dictoffset*/
  0, /*tp_init*/
  0, /*tp_alloc*/
  __pyx_tp_new__memoryviewslice, /*tp_new*/
  0, /*tp_free*/
  0, /*tp_is_gc*/
  0, /*tp_bases*/
  0, /*tp_mro*/
  0, /*tp_cache*/
  0, /*tp_subclasses*/
  0, /*tp_weaklist*/
  0, /*tp_del*/
  0, /*tp_version_tag*/
  #if PY_VERSION_HEX >= 0x030400a1
  0, /*tp_finalize*/
  #endif
};

static PyMethodDef __pyx_methods[] = {
  {"value_count_float64", (PyCFunction)__pyx_pw_6pandas_9hashtable_1value_count_float64, METH_VARARGS|METH_KEYWORDS, 0},
  {"value_count_int64", (PyCFunction)__pyx_pw_6pandas_9hashtable_5value_count_int64, METH_VARARGS|METH_KEYWORDS, 0},
  {"value_count_object", (PyCFunction)__pyx_pw_6pandas_9hashtable_9value_count_object, METH_VARARGS|METH_KEYWORDS, 0},
  {0, 0, 0, 0}
};

#if PY_MAJOR_VERSION >= 3
static struct PyModuleDef __pyx_moduledef = {
  #if PY_VERSION_HEX < 0x03020000
    { PyObject_HEAD_INIT(NULL) NULL, 0, NULL },
  #else
    PyModuleDef_HEAD_INIT,
  #endif
    "hashtable",
    0, /* m_doc */
    -1, /* m_size */
    __pyx_methods /* m_methods */,
    NULL, /* m_reload */
    NULL, /* m_traverse */
    NULL, /* m_clear */
    NULL /* m_free */
};
#endif

static __Pyx_StringTabEntry __pyx_string_tab[] = {
  {&__pyx_n_s_ASCII, __pyx_k_ASCII, sizeof(__pyx_k_ASCII), 0, 0, 1, 1},
  {&__pyx_kp_s_Buffer_view_does_not_expose_stri, __pyx_k_Buffer_view_does_not_expose_stri, sizeof(__pyx_k_Buffer_view_does_not_expose_stri), 0, 0, 1, 0},
  {&__pyx_kp_s_Can_only_create_a_buffer_that_is, __pyx_k_Can_only_create_a_buffer_that_is, sizeof(__pyx_k_Can_only_create_a_buffer_that_is), 0, 0, 1, 0},
  {&__pyx_kp_s_Cannot_index_with_type_s, __pyx_k_Cannot_index_with_type_s, sizeof(__pyx_k_Cannot_index_with_type_s), 0, 0, 1, 0},
  {&__pyx_n_s_Ellipsis, __pyx_k_Ellipsis, sizeof(__pyx_k_Ellipsis), 0, 0, 1, 1},
  {&__pyx_kp_s_Empty_shape_tuple_for_cython_arr, __pyx_k_Empty_shape_tuple_for_cython_arr, sizeof(__pyx_k_Empty_shape_tuple_for_cython_arr), 0, 0, 1, 0},
  {&__pyx_kp_u_Factorize_values_with_nans_repl, __pyx_k_Factorize_values_with_nans_repl, sizeof(__pyx_k_Factorize_values_with_nans_repl), 0, 1, 0, 0},
  {&__pyx_kp_u_Factorizer_factorize_line_55, __pyx_k_Factorizer_factorize_line_55, sizeof(__pyx_k_Factorizer_factorize_line_55), 0, 1, 0, 0},
  {&__pyx_kp_u_Format_string_allocated_too_shor, __pyx_k_Format_string_allocated_too_shor, sizeof(__pyx_k_Format_string_allocated_too_shor), 0, 1, 0, 0},
  {&__pyx_kp_u_Format_string_allocated_too_shor_2, __pyx_k_Format_string_allocated_too_shor_2, sizeof(__pyx_k_Format_string_allocated_too_shor_2), 0, 1, 0, 0},
  {&__pyx_n_s_IndexError, __pyx_k_IndexError, sizeof(__pyx_k_IndexError), 0, 0, 1, 1},
  {&__pyx_kp_s_Indirect_dimensions_not_supporte, __pyx_k_Indirect_dimensions_not_supporte, sizeof(__pyx_k_Indirect_dimensions_not_supporte), 0, 0, 1, 0},
  {&__pyx_kp_s_Invalid_mode_expected_c_or_fortr, __pyx_k_Invalid_mode_expected_c_or_fortr, sizeof(__pyx_k_Invalid_mode_expected_c_or_fortr), 0, 0, 1, 0},
  {&__pyx_kp_s_Invalid_shape_in_axis_d_d, __pyx_k_Invalid_shape_in_axis_d_d, sizeof(__pyx_k_Invalid_shape_in_axis_d_d), 0, 0, 1, 0},
  {&__pyx_n_s_KeyError, __pyx_k_KeyError, sizeof(__pyx_k_KeyError), 0, 0, 1, 1},
  {&__pyx_n_s_MemoryError, __pyx_k_MemoryError, sizeof(__pyx_k_MemoryError), 0, 0, 1, 1},
  {&__pyx_kp_s_MemoryView_of_r_at_0x_x, __pyx_k_MemoryView_of_r_at_0x_x, sizeof(__pyx_k_MemoryView_of_r_at_0x_x), 0, 0, 1, 0},
  {&__pyx_kp_s_MemoryView_of_r_object, __pyx_k_MemoryView_of_r_object, sizeof(__pyx_k_MemoryView_of_r_object), 0, 0, 1, 0},
  {&__pyx_kp_u_Non_native_byte_order_not_suppor, __pyx_k_Non_native_byte_order_not_suppor, sizeof(__pyx_k_Non_native_byte_order_not_suppor), 0, 1, 0, 0},
  {&__pyx_n_b_O, __pyx_k_O, sizeof(__pyx_k_O), 0, 0, 0, 1},
  {&__pyx_kp_s_Out_of_bounds_on_buffer_access_a, __pyx_k_Out_of_bounds_on_buffer_access_a, sizeof(__pyx_k_Out_of_bounds_on_buffer_access_a), 0, 0, 1, 0},
  {&__pyx_n_s_RuntimeError, __pyx_k_RuntimeError, sizeof(__pyx_k_RuntimeError), 0, 0, 1, 1},
  {&__pyx_n_s_SIZE_HINT_LIMIT, __pyx_k_SIZE_HINT_LIMIT, sizeof(__pyx_k_SIZE_HINT_LIMIT), 0, 0, 1, 1},
  {&__pyx_n_s_TypeError, __pyx_k_TypeError, sizeof(__pyx_k_TypeError), 0, 0, 1, 1},
  {&__pyx_kp_s_Unable_to_convert_item_to_object, __pyx_k_Unable_to_convert_item_to_object, sizeof(__pyx_k_Unable_to_convert_item_to_object), 0, 0, 1, 0},
  {&__pyx_n_s_ValueError, __pyx_k_ValueError, sizeof(__pyx_k_ValueError), 0, 0, 1, 1},
  {&__pyx_n_s_allocate_buffer, __pyx_k_allocate_buffer, sizeof(__pyx_k_allocate_buffer), 0, 0, 1, 1},
  {&__pyx_n_s_arange, __pyx_k_arange, sizeof(__pyx_k_arange), 0, 0, 1, 1},
  {&__pyx_n_s_argsort, __pyx_k_argsort, sizeof(__pyx_k_argsort), 0, 0, 1, 1},
  {&__pyx_n_s_arr, __pyx_k_arr, sizeof(__pyx_k_arr), 0, 0, 1, 1},
  {&__pyx_n_s_asarray, __pyx_k_asarray, sizeof(__pyx_k_asarray), 0, 0, 1, 1},
  {&__pyx_kp_s_assignment_destination_is_read_o, __pyx_k_assignment_destination_is_read_o, sizeof(__pyx_k_assignment_destination_is_read_o), 0, 0, 1, 0},
  {&__pyx_n_s_astype, __pyx_k_astype, sizeof(__pyx_k_astype), 0, 0, 1, 1},
  {&__pyx_n_s_base, __pyx_k_base, sizeof(__pyx_k_base), 0, 0, 1, 1},
  {&__pyx_n_s_bool, __pyx_k_bool, sizeof(__pyx_k_bool), 0, 0, 1, 1},
  {&__pyx_n_s_bool_2, __pyx_k_bool_2, sizeof(__pyx_k_bool_2), 0, 0, 1, 1},
  {&__pyx_n_s_c, __pyx_k_c, sizeof(__pyx_k_c), 0, 0, 1, 1},
  {&__pyx_n_u_c, __pyx_k_c, sizeof(__pyx_k_c), 0, 1, 0, 1},
  {&__pyx_n_s_check_null, __pyx_k_check_null, sizeof(__pyx_k_check_null), 0, 0, 1, 1},
  {&__pyx_n_s_class, __pyx_k_class, sizeof(__pyx_k_class), 0, 0, 1, 1},
  {&__pyx_n_s_clip, __pyx_k_clip, sizeof(__pyx_k_clip), 0, 0, 1, 1},
  {&__pyx_kp_s_contiguous_and_direct, __pyx_k_contiguous_and_direct, sizeof(__pyx_k_contiguous_and_direct), 0, 0, 1, 0},
  {&__pyx_kp_s_contiguous_and_indirect, __pyx_k_contiguous_and_indirect, sizeof(__pyx_k_contiguous_and_indirect), 0, 0, 1, 0},
  {&__pyx_n_s_count, __pyx_k_count, sizeof(__pyx_k_count), 0, 0, 1, 1},
  {&__pyx_n_s_count_prior, __pyx_k_count_prior, sizeof(__pyx_k_count_prior), 0, 0, 1, 1},
  {&__pyx_n_s_destroy, __pyx_k_destroy, sizeof(__pyx_k_destroy), 0, 0, 1, 1},
  {&__pyx_n_s_dropna, __pyx_k_dropna, sizeof(__pyx_k_dropna), 0, 0, 1, 1},
  {&__pyx_n_s_dtype, __pyx_k_dtype, sizeof(__pyx_k_dtype), 0, 0, 1, 1},
  {&__pyx_n_s_dtype_is_object, __pyx_k_dtype_is_object, sizeof(__pyx_k_dtype_is_object), 0, 0, 1, 1},
  {&__pyx_n_s_duplicated_float64, __pyx_k_duplicated_float64, sizeof(__pyx_k_duplicated_float64), 0, 0, 1, 1},
  {&__pyx_n_s_duplicated_int64, __pyx_k_duplicated_int64, sizeof(__pyx_k_duplicated_int64), 0, 0, 1, 1},
  {&__pyx_n_s_duplicated_object, __pyx_k_duplicated_object, sizeof(__pyx_k_duplicated_object), 0, 0, 1, 1},
  {&__pyx_n_s_empty, __pyx_k_empty, sizeof(__pyx_k_empty), 0, 0, 1, 1},
  {&__pyx_n_s_encode, __pyx_k_encode, sizeof(__pyx_k_encode), 0, 0, 1, 1},
  {&__pyx_n_s_enumerate, __pyx_k_enumerate, sizeof(__pyx_k_enumerate), 0, 0, 1, 1},
  {&__pyx_n_s_error, __pyx_k_error, sizeof(__pyx_k_error), 0, 0, 1, 1},
  {&__pyx_n_s_first, __pyx_k_first, sizeof(__pyx_k_first), 0, 0, 1, 1},
  {&__pyx_n_s_flags, __pyx_k_flags, sizeof(__pyx_k_flags), 0, 0, 1, 1},
  {&__pyx_n_s_float64, __pyx_k_float64, sizeof(__pyx_k_float64), 0, 0, 1, 1},
  {&__pyx_n_s_format, __pyx_k_format, sizeof(__pyx_k_format), 0, 0, 1, 1},
  {&__pyx_n_s_fortran, __pyx_k_fortran, sizeof(__pyx_k_fortran), 0, 0, 1, 1},
  {&__pyx_n_u_fortran, __pyx_k_fortran, sizeof(__pyx_k_fortran), 0, 1, 0, 1},
  {&__pyx_n_s_get_item, __pyx_k_get_item, sizeof(__pyx_k_get_item), 0, 0, 1, 1},
  {&__pyx_n_s_get_labels, __pyx_k_get_labels, sizeof(__pyx_k_get_labels), 0, 0, 1, 1},
  {&__pyx_kp_s_got_differing_extents_in_dimensi, __pyx_k_got_differing_extents_in_dimensi, sizeof(__pyx_k_got_differing_extents_in_dimensi), 0, 0, 1, 0},
  {&__pyx_kp_s_home_joris_scipy_pandas_pandas, __pyx_k_home_joris_scipy_pandas_pandas, sizeof(__pyx_k_home_joris_scipy_pandas_pandas), 0, 0, 1, 0},
  {&__pyx_n_s_i, __pyx_k_i, sizeof(__pyx_k_i), 0, 0, 1, 1},
  {&__pyx_n_s_id, __pyx_k_id, sizeof(__pyx_k_id), 0, 0, 1, 1},
  {&__pyx_n_s_idx, __pyx_k_idx, sizeof(__pyx_k_idx), 0, 0, 1, 1},
  {&__pyx_n_s_import, __pyx_k_import, sizeof(__pyx_k_import), 0, 0, 1, 1},
  {&__pyx_kp_s_index_out_of_bounds, __pyx_k_index_out_of_bounds, sizeof(__pyx_k_index_out_of_bounds), 0, 0, 1, 0},
  {&__pyx_n_s_inf, __pyx_k_inf, sizeof(__pyx_k_inf), 0, 0, 1, 1},
  {&__pyx_n_s_int64, __pyx_k_int64, sizeof(__pyx_k_int64), 0, 0, 1, 1},
  {&__pyx_n_s_intp, __pyx_k_intp, sizeof(__pyx_k_intp), 0, 0, 1, 1},
  {&__pyx_n_s_itemsize, __pyx_k_itemsize, sizeof(__pyx_k_itemsize), 0, 0, 1, 1},
  {&__pyx_kp_s_itemsize_0_for_cython_array, __pyx_k_itemsize_0_for_cython_array, sizeof(__pyx_k_itemsize_0_for_cython_array), 0, 0, 1, 0},
  {&__pyx_n_s_iterations, __pyx_k_iterations, sizeof(__pyx_k_iterations), 0, 0, 1, 1},
  {&__pyx_n_s_j, __pyx_k_j, sizeof(__pyx_k_j), 0, 0, 1, 1},
  {&__pyx_n_s_k, __pyx_k_k, sizeof(__pyx_k_k), 0, 0, 1, 1},
  {&__pyx_n_s_keep, __pyx_k_keep, sizeof(__pyx_k_keep), 0, 0, 1, 1},
  {&__pyx_kp_s_keep_must_be_either_first_last_o, __pyx_k_keep_must_be_either_first_last_o, sizeof(__pyx_k_keep_must_be_either_first_last_o), 0, 0, 1, 0},
  {&__pyx_n_s_key, __pyx_k_key, sizeof(__pyx_k_key), 0, 0, 1, 1},
  {&__pyx_n_s_keys, __pyx_k_keys, sizeof(__pyx_k_keys), 0, 0, 1, 1},
  {&__pyx_n_s_labels, __pyx_k_labels, sizeof(__pyx_k_labels), 0, 0, 1, 1},
  {&__pyx_n_s_last, __pyx_k_last, sizeof(__pyx_k_last), 0, 0, 1, 1},
  {&__pyx_n_s_main, __pyx_k_main, sizeof(__pyx_k_main), 0, 0, 1, 1},
  {&__pyx_n_s_mask, __pyx_k_mask, sizeof(__pyx_k_mask), 0, 0, 1, 1},
  {&__pyx_n_s_max_count, __pyx_k_max_count, sizeof(__pyx_k_max_count), 0, 0, 1, 1},
  {&__pyx_n_s_memview, __pyx_k_memview, sizeof(__pyx_k_memview), 0, 0, 1, 1},
  {&__pyx_n_s_mode, __pyx_k_mode, sizeof(__pyx_k_mode), 0, 0, 1, 1},
  {&__pyx_n_s_mode_int64, __pyx_k_mode_int64, sizeof(__pyx_k_mode_int64), 0, 0, 1, 1},
  {&__pyx_n_s_mode_object, __pyx_k_mode_object, sizeof(__pyx_k_mode_object), 0, 0, 1, 1},
  {&__pyx_n_s_modes, __pyx_k_modes, sizeof(__pyx_k_modes), 0, 0, 1, 1},
  {&__pyx_n_s_n, __pyx_k_n, sizeof(__pyx_k_n), 0, 0, 1, 1},
  {&__pyx_n_s_na_sentinel, __pyx_k_na_sentinel, sizeof(__pyx_k_na_sentinel), 0, 0, 1, 1},
  {&__pyx_n_s_name, __pyx_k_name, sizeof(__pyx_k_name), 0, 0, 1, 1},
  {&__pyx_n_s_name_2, __pyx_k_name_2, sizeof(__pyx_k_name_2), 0, 0, 1, 1},
  {&__pyx_n_s_nan, __pyx_k_nan, sizeof(__pyx_k_nan), 0, 0, 1, 1},
  {&__pyx_kp_u_ndarray_is_not_C_contiguous, __pyx_k_ndarray_is_not_C_contiguous, sizeof(__pyx_k_ndarray_is_not_C_contiguous), 0, 1, 0, 0},
  {&__pyx_kp_u_ndarray_is_not_Fortran_contiguou, __pyx_k_ndarray_is_not_Fortran_contiguou, sizeof(__pyx_k_ndarray_is_not_Fortran_contiguou), 0, 1, 0, 0},
  {&__pyx_n_s_ndim, __pyx_k_ndim, sizeof(__pyx_k_ndim), 0, 0, 1, 1},
  {&__pyx_n_s_np, __pyx_k_np, sizeof(__pyx_k_np), 0, 0, 1, 1},
  {&__pyx_n_s_numpy, __pyx_k_numpy, sizeof(__pyx_k_numpy), 0, 0, 1, 1},
  {&__pyx_n_s_obj, __pyx_k_obj, sizeof(__pyx_k_obj), 0, 0, 1, 1},
  {&__pyx_n_s_object, __pyx_k_object, sizeof(__pyx_k_object), 0, 0, 1, 1},
  {&__pyx_n_s_object_2, __pyx_k_object_2, sizeof(__pyx_k_object_2), 0, 0, 1, 1},
  {&__pyx_n_s_out, __pyx_k_out, sizeof(__pyx_k_out), 0, 0, 1, 1},
  {&__pyx_n_s_pack, __pyx_k_pack, sizeof(__pyx_k_pack), 0, 0, 1, 1},
  {&__pyx_n_s_pandas_hashtable, __pyx_k_pandas_hashtable, sizeof(__pyx_k_pandas_hashtable), 0, 0, 1, 1},
  {&__pyx_kp_s_pandas_src_hashtable_func_helper, __pyx_k_pandas_src_hashtable_func_helper, sizeof(__pyx_k_pandas_src_hashtable_func_helper), 0, 0, 1, 0},
  {&__pyx_n_s_period, __pyx_k_period, sizeof(__pyx_k_period), 0, 0, 1, 1},
  {&__pyx_n_s_put, __pyx_k_put, sizeof(__pyx_k_put), 0, 0, 1, 1},
  {&__pyx_n_s_pyx_getbuffer, __pyx_k_pyx_getbuffer, sizeof(__pyx_k_pyx_getbuffer), 0, 0, 1, 1},
  {&__pyx_n_s_pyx_vtable, __pyx_k_pyx_vtable, sizeof(__pyx_k_pyx_vtable), 0, 0, 1, 1},
  {&__pyx_n_s_range, __pyx_k_range, sizeof(__pyx_k_range), 0, 0, 1, 1},
  {&__pyx_n_s_resize, __pyx_k_resize, sizeof(__pyx_k_resize), 0, 0, 1, 1},
  {&__pyx_n_s_result, __pyx_k_result, sizeof(__pyx_k_result), 0, 0, 1, 1},
  {&__pyx_n_s_ret, __pyx_k_ret, sizeof(__pyx_k_ret), 0, 0, 1, 1},
  {&__pyx_n_s_row, __pyx_k_row, sizeof(__pyx_k_row), 0, 0, 1, 1},
  {&__pyx_n_s_seen, __pyx_k_seen, sizeof(__pyx_k_seen), 0, 0, 1, 1},
  {&__pyx_n_s_set_item, __pyx_k_set_item, sizeof(__pyx_k_set_item), 0, 0, 1, 1},
  {&__pyx_n_s_shape, __pyx_k_shape, sizeof(__pyx_k_shape), 0, 0, 1, 1},
  {&__pyx_n_s_size, __pyx_k_size, sizeof(__pyx_k_size), 0, 0, 1, 1},
  {&__pyx_n_s_size_hint, __pyx_k_size_hint, sizeof(__pyx_k_size_hint), 0, 0, 1, 1},
  {&__pyx_n_s_sort, __pyx_k_sort, sizeof(__pyx_k_sort), 0, 0, 1, 1},
  {&__pyx_n_s_start, __pyx_k_start, sizeof(__pyx_k_start), 0, 0, 1, 1},
  {&__pyx_n_s_step, __pyx_k_step, sizeof(__pyx_k_step), 0, 0, 1, 1},
  {&__pyx_n_s_stop, __pyx_k_stop, sizeof(__pyx_k_stop), 0, 0, 1, 1},
  {&__pyx_kp_s_strided_and_direct, __pyx_k_strided_and_direct, sizeof(__pyx_k_strided_and_direct), 0, 0, 1, 0},
  {&__pyx_kp_s_strided_and_direct_or_indirect, __pyx_k_strided_and_direct_or_indirect, sizeof(__pyx_k_strided_and_direct_or_indirect), 0, 0, 1, 0},
  {&__pyx_kp_s_strided_and_indirect, __pyx_k_strided_and_indirect, sizeof(__pyx_k_strided_and_indirect), 0, 0, 1, 0},
  {&__pyx_n_s_struct, __pyx_k_struct, sizeof(__pyx_k_struct), 0, 0, 1, 1},
  {&__pyx_n_s_table, __pyx_k_table, sizeof(__pyx_k_table), 0, 0, 1, 1},
  {&__pyx_n_s_take, __pyx_k_take, sizeof(__pyx_k_take), 0, 0, 1, 1},
  {&__pyx_n_s_test, __pyx_k_test, sizeof(__pyx_k_test), 0, 0, 1, 1},
  {&__pyx_n_s_to_array, __pyx_k_to_array, sizeof(__pyx_k_to_array), 0, 0, 1, 1},
  {&__pyx_n_s_typ, __pyx_k_typ, sizeof(__pyx_k_typ), 0, 0, 1, 1},
  {&__pyx_n_s_ud, __pyx_k_ud, sizeof(__pyx_k_ud), 0, 0, 1, 1},
  {&__pyx_n_s_uint8, __pyx_k_uint8, sizeof(__pyx_k_uint8), 0, 0, 1, 1},
  {&__pyx_kp_s_unable_to_allocate_array_data, __pyx_k_unable_to_allocate_array_data, sizeof(__pyx_k_unable_to_allocate_array_data), 0, 0, 1, 0},
  {&__pyx_kp_s_unable_to_allocate_shape_and_str, __pyx_k_unable_to_allocate_shape_and_str, sizeof(__pyx_k_unable_to_allocate_shape_and_str), 0, 0, 1, 0},
  {&__pyx_n_s_unique, __pyx_k_unique, sizeof(__pyx_k_unique), 0, 0, 1, 1},
  {&__pyx_n_s_unique_label_indices, __pyx_k_unique_label_indices, sizeof(__pyx_k_unique_label_indices), 0, 0, 1, 1},
  {&__pyx_n_s_uniques, __pyx_k_uniques, sizeof(__pyx_k_uniques), 0, 0, 1, 1},
  {&__pyx_kp_u_unknown_dtype_code_in_numpy_pxd, __pyx_k_unknown_dtype_code_in_numpy_pxd, sizeof(__pyx_k_unknown_dtype_code_in_numpy_pxd), 0, 1, 0, 0},
  {&__pyx_n_s_unpack, __pyx_k_unpack, sizeof(__pyx_k_unpack), 0, 0, 1, 1},
  {&__pyx_n_s_val, __pyx_k_val, sizeof(__pyx_k_val), 0, 0, 1, 1},
  {&__pyx_n_s_value, __pyx_k_value, sizeof(__pyx_k_value), 0, 0, 1, 1},
  {&__pyx_n_s_values, __pyx_k_values, sizeof(__pyx_k_values), 0, 0, 1, 1},
  {&__pyx_n_s_view, __pyx_k_view, sizeof(__pyx_k_view), 0, 0, 1, 1},
  {&__pyx_n_s_zeros, __pyx_k_zeros, sizeof(__pyx_k_zeros), 0, 0, 1, 1},
  {0, 0, 0, 0, 0, 0, 0}
};
static int __Pyx_InitCachedBuiltins(void) {
  __pyx_builtin_object = __Pyx_GetBuiltinName(__pyx_n_s_object); if (!__pyx_builtin_object) __PYX_ERR(0, 705, __pyx_L1_error)
  __pyx_builtin_MemoryError = __Pyx_GetBuiltinName(__pyx_n_s_MemoryError); if (!__pyx_builtin_MemoryError) __PYX_ERR(0, 60, __pyx_L1_error)
  __pyx_builtin_KeyError = __Pyx_GetBuiltinName(__pyx_n_s_KeyError); if (!__pyx_builtin_KeyError) __PYX_ERR(0, 193, __pyx_L1_error)
  __pyx_builtin_range = __Pyx_GetBuiltinName(__pyx_n_s_range); if (!__pyx_builtin_range) __PYX_ERR(0, 197, __pyx_L1_error)
  __pyx_builtin_ValueError = __Pyx_GetBuiltinName(__pyx_n_s_ValueError); if (!__pyx_builtin_ValueError) __PYX_ERR(1, 77, __pyx_L1_error)
  __pyx_builtin_IndexError = __Pyx_GetBuiltinName(__pyx_n_s_IndexError); if (!__pyx_builtin_IndexError) __PYX_ERR(3, 69, __pyx_L1_error)
  __pyx_builtin_RuntimeError = __Pyx_GetBuiltinName(__pyx_n_s_RuntimeError); if (!__pyx_builtin_RuntimeError) __PYX_ERR(4, 803, __pyx_L1_error)
  __pyx_builtin_enumerate = __Pyx_GetBuiltinName(__pyx_n_s_enumerate); if (!__pyx_builtin_enumerate) __PYX_ERR(5, 149, __pyx_L1_error)
  __pyx_builtin_Ellipsis = __Pyx_GetBuiltinName(__pyx_n_s_Ellipsis); if (!__pyx_builtin_Ellipsis) __PYX_ERR(5, 396, __pyx_L1_error)
  __pyx_builtin_TypeError = __Pyx_GetBuiltinName(__pyx_n_s_TypeError); if (!__pyx_builtin_TypeError) __PYX_ERR(5, 425, __pyx_L1_error)
  __pyx_builtin_id = __Pyx_GetBuiltinName(__pyx_n_s_id); if (!__pyx_builtin_id) __PYX_ERR(5, 599, __pyx_L1_error)
  return 0;
  __pyx_L1_error:;
  return -1;
}

static int __Pyx_InitCachedConstants(void) {
  __Pyx_RefNannyDeclarations
  __Pyx_RefNannySetupContext("__Pyx_InitCachedConstants", 0);

  /* "pandas/src/hashtable_func_helper.pxi":77
 * 
 *     if keep not in ('last', 'first', False):
 *         raise ValueError('keep must be either "first", "last" or False')             # <<<<<<<<<<<<<<
 * 
 *     if keep == 'last':
 */
  __pyx_tuple_ = PyTuple_Pack(1, __pyx_kp_s_keep_must_be_either_first_last_o); if (unlikely(!__pyx_tuple_)) __PYX_ERR(1, 77, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple_);
  __Pyx_GIVEREF(__pyx_tuple_);

  /* "pandas/src/hashtable_func_helper.pxi":171
 * 
 *     if keep not in ('last', 'first', False):
 *         raise ValueError('keep must be either "first", "last" or False')             # <<<<<<<<<<<<<<
 * 
 *     if keep == 'last':
 */
  __pyx_tuple__2 = PyTuple_Pack(1, __pyx_kp_s_keep_must_be_either_first_last_o); if (unlikely(!__pyx_tuple__2)) __PYX_ERR(1, 171, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__2);
  __Pyx_GIVEREF(__pyx_tuple__2);

  /* "pandas/hashtable.pyx":270
 *                 result[i] = 0
 *     else:
 *         raise ValueError('keep must be either "first", "last" or False')             # <<<<<<<<<<<<<<
 * 
 *     return result.view(np.bool_)
 */
  __pyx_tuple__3 = PyTuple_Pack(1, __pyx_kp_s_keep_must_be_either_first_last_o); if (unlikely(!__pyx_tuple__3)) __PYX_ERR(2, 270, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__3);
  __Pyx_GIVEREF(__pyx_tuple__3);

  /* "pandas/hashtable.pyx":307
 *     arr = arr[labels[arr].argsort()]
 * 
 *     return arr[1:] if arr.size != 0 and labels[arr[0]] == -1 else arr             # <<<<<<<<<<<<<<
 */
  __pyx_slice__4 = PySlice_New(__pyx_int_1, Py_None, Py_None); if (unlikely(!__pyx_slice__4)) __PYX_ERR(2, 307, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__4);
  __Pyx_GIVEREF(__pyx_slice__4);

  /* "util.pxd":69
 *         i += sz
 *     elif i >= sz or sz == 0:
 *         raise IndexError('index out of bounds')             # <<<<<<<<<<<<<<
 * 
 *     return get_value_1d(arr, i)
 */
  __pyx_tuple__5 = PyTuple_Pack(1, __pyx_kp_s_index_out_of_bounds); if (unlikely(!__pyx_tuple__5)) __PYX_ERR(3, 69, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__5);
  __Pyx_GIVEREF(__pyx_tuple__5);

  /* "util.pxd":91
 *         i += sz
 *     elif i >= sz:
 *         raise IndexError('index out of bounds')             # <<<<<<<<<<<<<<
 * 
 *     assign_value_1d(arr, i, value)
 */
  __pyx_tuple__6 = PyTuple_Pack(1, __pyx_kp_s_index_out_of_bounds); if (unlikely(!__pyx_tuple__6)) __PYX_ERR(3, 91, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__6);
  __Pyx_GIVEREF(__pyx_tuple__6);

  /* "util.pxd":99
 *     """
 *     if not cnp.PyArray_ISWRITEABLE(arr):
 *         raise ValueError('assignment destination is read-only')             # <<<<<<<<<<<<<<
 * 
 *     set_value_at_unsafe(arr, loc, value)
 */
  __pyx_tuple__7 = PyTuple_Pack(1, __pyx_kp_s_assignment_destination_is_read_o); if (unlikely(!__pyx_tuple__7)) __PYX_ERR(3, 99, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__7);
  __Pyx_GIVEREF(__pyx_tuple__7);

  /* "numpy.pxd":217
 *             if ((flags & pybuf.PyBUF_C_CONTIGUOUS == pybuf.PyBUF_C_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_C_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not C contiguous")             # <<<<<<<<<<<<<<
 * 
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 */
  __pyx_tuple__8 = PyTuple_Pack(1, __pyx_kp_u_ndarray_is_not_C_contiguous); if (unlikely(!__pyx_tuple__8)) __PYX_ERR(4, 217, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__8);
  __Pyx_GIVEREF(__pyx_tuple__8);

  /* "numpy.pxd":221
 *             if ((flags & pybuf.PyBUF_F_CONTIGUOUS == pybuf.PyBUF_F_CONTIGUOUS)
 *                 and not PyArray_CHKFLAGS(self, NPY_F_CONTIGUOUS)):
 *                 raise ValueError(u"ndarray is not Fortran contiguous")             # <<<<<<<<<<<<<<
 * 
 *             info.buf = PyArray_DATA(self)
 */
  __pyx_tuple__9 = PyTuple_Pack(1, __pyx_kp_u_ndarray_is_not_Fortran_contiguou); if (unlikely(!__pyx_tuple__9)) __PYX_ERR(4, 221, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__9);
  __Pyx_GIVEREF(__pyx_tuple__9);

  /* "numpy.pxd":259
 *                 if ((descr.byteorder == '>' and little_endian) or
 *                     (descr.byteorder == '<' and not little_endian)):
 *                     raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *                 if   t == NPY_BYTE:        f = "b"
 *                 elif t == NPY_UBYTE:       f = "B"
 */
  __pyx_tuple__10 = PyTuple_Pack(1, __pyx_kp_u_Non_native_byte_order_not_suppor); if (unlikely(!__pyx_tuple__10)) __PYX_ERR(4, 259, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__10);
  __Pyx_GIVEREF(__pyx_tuple__10);

  /* "numpy.pxd":803
 * 
 *         if (end - f) - (new_offset - offset[0]) < 15:
 *             raise RuntimeError(u"Format string allocated too short, see comment in numpy.pxd")             # <<<<<<<<<<<<<<
 * 
 *         if ((child.byteorder == '>' and little_endian) or
 */
  __pyx_tuple__11 = PyTuple_Pack(1, __pyx_kp_u_Format_string_allocated_too_shor); if (unlikely(!__pyx_tuple__11)) __PYX_ERR(4, 803, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__11);
  __Pyx_GIVEREF(__pyx_tuple__11);

  /* "numpy.pxd":807
 *         if ((child.byteorder == '>' and little_endian) or
 *             (child.byteorder == '<' and not little_endian)):
 *             raise ValueError(u"Non-native byte order not supported")             # <<<<<<<<<<<<<<
 *             # One could encode it in the format string and have Cython
 *             # complain instead, BUT: < and > in format strings also imply
 */
  __pyx_tuple__12 = PyTuple_Pack(1, __pyx_kp_u_Non_native_byte_order_not_suppor); if (unlikely(!__pyx_tuple__12)) __PYX_ERR(4, 807, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__12);
  __Pyx_GIVEREF(__pyx_tuple__12);

  /* "numpy.pxd":827
 *             t = child.type_num
 *             if end - f < 5:
 *                 raise RuntimeError(u"Format string allocated too short.")             # <<<<<<<<<<<<<<
 * 
 *             # Until ticket #99 is fixed, use integers to avoid warnings
 */
  __pyx_tuple__13 = PyTuple_Pack(1, __pyx_kp_u_Format_string_allocated_too_shor_2); if (unlikely(!__pyx_tuple__13)) __PYX_ERR(4, 827, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__13);
  __Pyx_GIVEREF(__pyx_tuple__13);

  /* "View.MemoryView":131
 * 
 *         if not self.ndim:
 *             raise ValueError("Empty shape tuple for cython.array")             # <<<<<<<<<<<<<<
 * 
 *         if itemsize <= 0:
 */
  __pyx_tuple__14 = PyTuple_Pack(1, __pyx_kp_s_Empty_shape_tuple_for_cython_arr); if (unlikely(!__pyx_tuple__14)) __PYX_ERR(5, 131, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__14);
  __Pyx_GIVEREF(__pyx_tuple__14);

  /* "View.MemoryView":134
 * 
 *         if itemsize <= 0:
 *             raise ValueError("itemsize <= 0 for cython.array")             # <<<<<<<<<<<<<<
 * 
 *         if not isinstance(format, bytes):
 */
  __pyx_tuple__15 = PyTuple_Pack(1, __pyx_kp_s_itemsize_0_for_cython_array); if (unlikely(!__pyx_tuple__15)) __PYX_ERR(5, 134, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__15);
  __Pyx_GIVEREF(__pyx_tuple__15);

  /* "View.MemoryView":137
 * 
 *         if not isinstance(format, bytes):
 *             format = format.encode('ASCII')             # <<<<<<<<<<<<<<
 *         self._format = format  # keep a reference to the byte string
 *         self.format = self._format
 */
  __pyx_tuple__16 = PyTuple_Pack(1, __pyx_n_s_ASCII); if (unlikely(!__pyx_tuple__16)) __PYX_ERR(5, 137, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__16);
  __Pyx_GIVEREF(__pyx_tuple__16);

  /* "View.MemoryView":146
 * 
 *         if not self._shape:
 *             raise MemoryError("unable to allocate shape and strides.")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_tuple__17 = PyTuple_Pack(1, __pyx_kp_s_unable_to_allocate_shape_and_str); if (unlikely(!__pyx_tuple__17)) __PYX_ERR(5, 146, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__17);
  __Pyx_GIVEREF(__pyx_tuple__17);

  /* "View.MemoryView":174
 *             self.data = <char *>malloc(self.len)
 *             if not self.data:
 *                 raise MemoryError("unable to allocate array data.")             # <<<<<<<<<<<<<<
 * 
 *             if self.dtype_is_object:
 */
  __pyx_tuple__18 = PyTuple_Pack(1, __pyx_kp_s_unable_to_allocate_array_data); if (unlikely(!__pyx_tuple__18)) __PYX_ERR(5, 174, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__18);
  __Pyx_GIVEREF(__pyx_tuple__18);

  /* "View.MemoryView":190
 *             bufmode = PyBUF_F_CONTIGUOUS | PyBUF_ANY_CONTIGUOUS
 *         if not (flags & bufmode):
 *             raise ValueError("Can only create a buffer that is contiguous in memory.")             # <<<<<<<<<<<<<<
 *         info.buf = self.data
 *         info.len = self.len
 */
  __pyx_tuple__19 = PyTuple_Pack(1, __pyx_kp_s_Can_only_create_a_buffer_that_is); if (unlikely(!__pyx_tuple__19)) __PYX_ERR(5, 190, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__19);
  __Pyx_GIVEREF(__pyx_tuple__19);

  /* "View.MemoryView":484
 *             result = struct.unpack(self.view.format, bytesitem)
 *         except struct.error:
 *             raise ValueError("Unable to convert item to object")             # <<<<<<<<<<<<<<
 *         else:
 *             if len(self.view.format) == 1:
 */
  __pyx_tuple__20 = PyTuple_Pack(1, __pyx_kp_s_Unable_to_convert_item_to_object); if (unlikely(!__pyx_tuple__20)) __PYX_ERR(5, 484, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__20);
  __Pyx_GIVEREF(__pyx_tuple__20);

  /* "View.MemoryView":556
 *         if self.view.strides == NULL:
 * 
 *             raise ValueError("Buffer view does not expose strides")             # <<<<<<<<<<<<<<
 * 
 *         return tuple([stride for stride in self.view.strides[:self.view.ndim]])
 */
  __pyx_tuple__21 = PyTuple_Pack(1, __pyx_kp_s_Buffer_view_does_not_expose_stri); if (unlikely(!__pyx_tuple__21)) __PYX_ERR(5, 556, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__21);
  __Pyx_GIVEREF(__pyx_tuple__21);

  /* "View.MemoryView":563
 *     def suboffsets(self):
 *         if self.view.suboffsets == NULL:
 *             return (-1,) * self.view.ndim             # <<<<<<<<<<<<<<
 * 
 *         return tuple([suboffset for suboffset in self.view.suboffsets[:self.view.ndim]])
 */
  __pyx_tuple__22 = PyTuple_New(1); if (unlikely(!__pyx_tuple__22)) __PYX_ERR(5, 563, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__22);
  __Pyx_INCREF(__pyx_int_neg_1);
  __Pyx_GIVEREF(__pyx_int_neg_1);
  PyTuple_SET_ITEM(__pyx_tuple__22, 0, __pyx_int_neg_1);
  __Pyx_GIVEREF(__pyx_tuple__22);

  /* "View.MemoryView":668
 *         if item is Ellipsis:
 *             if not seen_ellipsis:
 *                 result.extend([slice(None)] * (ndim - len(tup) + 1))             # <<<<<<<<<<<<<<
 *                 seen_ellipsis = True
 *             else:
 */
  __pyx_slice__23 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__23)) __PYX_ERR(5, 668, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__23);
  __Pyx_GIVEREF(__pyx_slice__23);

  /* "View.MemoryView":671
 *                 seen_ellipsis = True
 *             else:
 *                 result.append(slice(None))             # <<<<<<<<<<<<<<
 *             have_slices = True
 *         else:
 */
  __pyx_slice__24 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__24)) __PYX_ERR(5, 671, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__24);
  __Pyx_GIVEREF(__pyx_slice__24);

  /* "View.MemoryView":682
 *     nslices = ndim - len(result)
 *     if nslices:
 *         result.extend([slice(None)] * nslices)             # <<<<<<<<<<<<<<
 * 
 *     return have_slices or nslices, tuple(result)
 */
  __pyx_slice__25 = PySlice_New(Py_None, Py_None, Py_None); if (unlikely(!__pyx_slice__25)) __PYX_ERR(5, 682, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_slice__25);
  __Pyx_GIVEREF(__pyx_slice__25);

  /* "View.MemoryView":689
 *     for suboffset in suboffsets[:ndim]:
 *         if suboffset >= 0:
 *             raise ValueError("Indirect dimensions not supported")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_tuple__26 = PyTuple_Pack(1, __pyx_kp_s_Indirect_dimensions_not_supporte); if (unlikely(!__pyx_tuple__26)) __PYX_ERR(5, 689, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__26);
  __Pyx_GIVEREF(__pyx_tuple__26);

  /* "pandas/src/hashtable_func_helper.pxi":65
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_float64(float64_t[:] values,             # <<<<<<<<<<<<<<
 *                          object keep='first'):
 *     cdef:
 */
  __pyx_tuple__27 = PyTuple_Pack(9, __pyx_n_s_values, __pyx_n_s_keep, __pyx_n_s_ret, __pyx_n_s_k, __pyx_n_s_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_table, __pyx_n_s_out); if (unlikely(!__pyx_tuple__27)) __PYX_ERR(1, 65, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__27);
  __Pyx_GIVEREF(__pyx_tuple__27);
  __pyx_codeobj__28 = (PyObject*)__Pyx_PyCode_New(2, 0, 9, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__27, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_hashtable_func_helper, __pyx_n_s_duplicated_float64, 65, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__28)) __PYX_ERR(1, 65, __pyx_L1_error)

  /* "pandas/src/hashtable_func_helper.pxi":159
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_int64(int64_t[:] values,             # <<<<<<<<<<<<<<
 *                          object keep='first'):
 *     cdef:
 */
  __pyx_tuple__29 = PyTuple_Pack(9, __pyx_n_s_values, __pyx_n_s_keep, __pyx_n_s_ret, __pyx_n_s_k, __pyx_n_s_value, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_table, __pyx_n_s_out); if (unlikely(!__pyx_tuple__29)) __PYX_ERR(1, 159, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__29);
  __Pyx_GIVEREF(__pyx_tuple__29);
  __pyx_codeobj__30 = (PyObject*)__Pyx_PyCode_New(2, 0, 9, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__29, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_pandas_src_hashtable_func_helper, __pyx_n_s_duplicated_int64, 159, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__30)) __PYX_ERR(1, 159, __pyx_L1_error)

  /* "pandas/hashtable.pyx":168
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def mode_object(ndarray[object] values, ndarray[uint8_t, cast=True] mask):             # <<<<<<<<<<<<<<
 *     cdef:
 *         int count, max_count = 2
 */
  __pyx_tuple__31 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_mask, __pyx_n_s_count, __pyx_n_s_max_count, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_modes, __pyx_n_s_table); if (unlikely(!__pyx_tuple__31)) __PYX_ERR(2, 168, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__31);
  __Pyx_GIVEREF(__pyx_tuple__31);
  __pyx_codeobj__32 = (PyObject*)__Pyx_PyCode_New(2, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__31, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_home_joris_scipy_pandas_pandas, __pyx_n_s_mode_object, 168, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__32)) __PYX_ERR(2, 168, __pyx_L1_error)

  /* "pandas/hashtable.pyx":200
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def mode_int64(int64_t[:] values):             # <<<<<<<<<<<<<<
 *     cdef:
 *         int count, max_count = 2
 */
  __pyx_tuple__33 = PyTuple_Pack(8, __pyx_n_s_values, __pyx_n_s_values, __pyx_n_s_count, __pyx_n_s_max_count, __pyx_n_s_j, __pyx_n_s_k, __pyx_n_s_table, __pyx_n_s_modes); if (unlikely(!__pyx_tuple__33)) __PYX_ERR(2, 200, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__33);
  __Pyx_GIVEREF(__pyx_tuple__33);
  __pyx_codeobj__34 = (PyObject*)__Pyx_PyCode_New(1, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__33, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_home_joris_scipy_pandas_pandas, __pyx_n_s_mode_int64, 200, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__34)) __PYX_ERR(2, 200, __pyx_L1_error)

  /* "pandas/hashtable.pyx":235
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_object(ndarray[object] values, object keep='first'):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, n
 */
  __pyx_tuple__35 = PyTuple_Pack(7, __pyx_n_s_values, __pyx_n_s_keep, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_seen, __pyx_n_s_row, __pyx_n_s_result); if (unlikely(!__pyx_tuple__35)) __PYX_ERR(2, 235, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__35);
  __Pyx_GIVEREF(__pyx_tuple__35);
  __pyx_codeobj__36 = (PyObject*)__Pyx_PyCode_New(2, 0, 7, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__35, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_home_joris_scipy_pandas_pandas, __pyx_n_s_duplicated_object, 235, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__36)) __PYX_ERR(2, 235, __pyx_L1_error)

  /* "pandas/hashtable.pyx":277
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def unique_label_indices(ndarray[int64_t, ndim=1] labels):             # <<<<<<<<<<<<<<
 *     """
 *     indices of the first occurrences of the unique labels
 */
  __pyx_tuple__37 = PyTuple_Pack(8, __pyx_n_s_labels, __pyx_n_s_ret, __pyx_n_s_i, __pyx_n_s_n, __pyx_n_s_table, __pyx_n_s_idx, __pyx_n_s_arr, __pyx_n_s_ud); if (unlikely(!__pyx_tuple__37)) __PYX_ERR(2, 277, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__37);
  __Pyx_GIVEREF(__pyx_tuple__37);
  __pyx_codeobj__38 = (PyObject*)__Pyx_PyCode_New(1, 0, 8, 0, 0, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__37, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_home_joris_scipy_pandas_pandas, __pyx_n_s_unique_label_indices, 277, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__38)) __PYX_ERR(2, 277, __pyx_L1_error)

  /* "View.MemoryView":282
 *         return self.name
 * 
 * cdef generic = Enum("<strided and direct or indirect>")             # <<<<<<<<<<<<<<
 * cdef strided = Enum("<strided and direct>") # default
 * cdef indirect = Enum("<strided and indirect>")
 */
  __pyx_tuple__39 = PyTuple_Pack(1, __pyx_kp_s_strided_and_direct_or_indirect); if (unlikely(!__pyx_tuple__39)) __PYX_ERR(5, 282, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__39);
  __Pyx_GIVEREF(__pyx_tuple__39);

  /* "View.MemoryView":283
 * 
 * cdef generic = Enum("<strided and direct or indirect>")
 * cdef strided = Enum("<strided and direct>") # default             # <<<<<<<<<<<<<<
 * cdef indirect = Enum("<strided and indirect>")
 * 
 */
  __pyx_tuple__40 = PyTuple_Pack(1, __pyx_kp_s_strided_and_direct); if (unlikely(!__pyx_tuple__40)) __PYX_ERR(5, 283, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__40);
  __Pyx_GIVEREF(__pyx_tuple__40);

  /* "View.MemoryView":284
 * cdef generic = Enum("<strided and direct or indirect>")
 * cdef strided = Enum("<strided and direct>") # default
 * cdef indirect = Enum("<strided and indirect>")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_tuple__41 = PyTuple_Pack(1, __pyx_kp_s_strided_and_indirect); if (unlikely(!__pyx_tuple__41)) __PYX_ERR(5, 284, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__41);
  __Pyx_GIVEREF(__pyx_tuple__41);

  /* "View.MemoryView":287
 * 
 * 
 * cdef contiguous = Enum("<contiguous and direct>")             # <<<<<<<<<<<<<<
 * cdef indirect_contiguous = Enum("<contiguous and indirect>")
 * 
 */
  __pyx_tuple__42 = PyTuple_Pack(1, __pyx_kp_s_contiguous_and_direct); if (unlikely(!__pyx_tuple__42)) __PYX_ERR(5, 287, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__42);
  __Pyx_GIVEREF(__pyx_tuple__42);

  /* "View.MemoryView":288
 * 
 * cdef contiguous = Enum("<contiguous and direct>")
 * cdef indirect_contiguous = Enum("<contiguous and indirect>")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_tuple__43 = PyTuple_Pack(1, __pyx_kp_s_contiguous_and_indirect); if (unlikely(!__pyx_tuple__43)) __PYX_ERR(5, 288, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_tuple__43);
  __Pyx_GIVEREF(__pyx_tuple__43);
  __Pyx_RefNannyFinishContext();
  return 0;
  __pyx_L1_error:;
  __Pyx_RefNannyFinishContext();
  return -1;
}

static int __Pyx_InitGlobals(void) {
  if (__Pyx_InitStrings(__pyx_string_tab) < 0) __PYX_ERR(2, 1, __pyx_L1_error);
  __pyx_int_0 = PyInt_FromLong(0); if (unlikely(!__pyx_int_0)) __PYX_ERR(2, 1, __pyx_L1_error)
  __pyx_int_1 = PyInt_FromLong(1); if (unlikely(!__pyx_int_1)) __PYX_ERR(2, 1, __pyx_L1_error)
  __pyx_int_15 = PyInt_FromLong(15); if (unlikely(!__pyx_int_15)) __PYX_ERR(2, 1, __pyx_L1_error)
  __pyx_int_1048583 = PyInt_FromLong(1048583L); if (unlikely(!__pyx_int_1048583)) __PYX_ERR(2, 1, __pyx_L1_error)
  __pyx_int_neg_1 = PyInt_FromLong(-1); if (unlikely(!__pyx_int_neg_1)) __PYX_ERR(2, 1, __pyx_L1_error)
  return 0;
  __pyx_L1_error:;
  return -1;
}

#if PY_MAJOR_VERSION < 3
PyMODINIT_FUNC inithashtable(void); /*proto*/
PyMODINIT_FUNC inithashtable(void)
#else
PyMODINIT_FUNC PyInit_hashtable(void); /*proto*/
PyMODINIT_FUNC PyInit_hashtable(void)
#endif
{
  PyObject *__pyx_t_1 = NULL;
  PyObject *__pyx_t_2 = NULL;
  static PyThread_type_lock __pyx_t_3[8];
  __Pyx_RefNannyDeclarations
  #if CYTHON_REFNANNY
  __Pyx_RefNanny = __Pyx_RefNannyImportAPI("refnanny");
  if (!__Pyx_RefNanny) {
      PyErr_Clear();
      __Pyx_RefNanny = __Pyx_RefNannyImportAPI("Cython.Runtime.refnanny");
      if (!__Pyx_RefNanny)
          Py_FatalError("failed to import 'refnanny' module");
  }
  #endif
  __Pyx_RefNannySetupContext("PyMODINIT_FUNC PyInit_hashtable(void)", 0);
  if (__Pyx_check_binary_version() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  __pyx_empty_tuple = PyTuple_New(0); if (unlikely(!__pyx_empty_tuple)) __PYX_ERR(2, 1, __pyx_L1_error)
  __pyx_empty_bytes = PyBytes_FromStringAndSize("", 0); if (unlikely(!__pyx_empty_bytes)) __PYX_ERR(2, 1, __pyx_L1_error)
  __pyx_empty_unicode = PyUnicode_FromStringAndSize("", 0); if (unlikely(!__pyx_empty_unicode)) __PYX_ERR(2, 1, __pyx_L1_error)
  #ifdef __Pyx_CyFunction_USED
  if (__pyx_CyFunction_init() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_FusedFunction_USED
  if (__pyx_FusedFunction_init() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_Coroutine_USED
  if (__pyx_Coroutine_init() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_Generator_USED
  if (__pyx_Generator_init() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  #endif
  #ifdef __Pyx_StopAsyncIteration_USED
  if (__pyx_StopAsyncIteration_init() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  #endif
  /*--- Library function declarations ---*/
  /*--- Threads initialization code ---*/
  #if defined(__PYX_FORCE_INIT_THREADS) && __PYX_FORCE_INIT_THREADS
  #ifdef WITH_THREAD /* Python build with threading support? */
  PyEval_InitThreads();
  #endif
  #endif
  /*--- Module creation code ---*/
  #if PY_MAJOR_VERSION < 3
  __pyx_m = Py_InitModule4("hashtable", __pyx_methods, 0, 0, PYTHON_API_VERSION); Py_XINCREF(__pyx_m);
  #else
  __pyx_m = PyModule_Create(&__pyx_moduledef);
  #endif
  if (unlikely(!__pyx_m)) __PYX_ERR(2, 1, __pyx_L1_error)
  __pyx_d = PyModule_GetDict(__pyx_m); if (unlikely(!__pyx_d)) __PYX_ERR(2, 1, __pyx_L1_error)
  Py_INCREF(__pyx_d);
  __pyx_b = PyImport_AddModule(__Pyx_BUILTIN_MODULE_NAME); if (unlikely(!__pyx_b)) __PYX_ERR(2, 1, __pyx_L1_error)
  #if CYTHON_COMPILING_IN_PYPY
  Py_INCREF(__pyx_b);
  #endif
  if (PyObject_SetAttrString(__pyx_m, "__builtins__", __pyx_b) < 0) __PYX_ERR(2, 1, __pyx_L1_error);
  /*--- Initialize various global constants etc. ---*/
  if (__Pyx_InitGlobals() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  #if PY_MAJOR_VERSION < 3 && (__PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT)
  if (__Pyx_init_sys_getdefaultencoding_params() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  #endif
  if (__pyx_module_is_main_pandas__hashtable) {
    if (PyObject_SetAttrString(__pyx_m, "__name__", __pyx_n_s_main) < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  }
  #if PY_MAJOR_VERSION >= 3
  {
    PyObject *modules = PyImport_GetModuleDict(); if (unlikely(!modules)) __PYX_ERR(2, 1, __pyx_L1_error)
    if (!PyDict_GetItemString(modules, "pandas.hashtable")) {
      if (unlikely(PyDict_SetItemString(modules, "pandas.hashtable", __pyx_m) < 0)) __PYX_ERR(2, 1, __pyx_L1_error)
    }
  }
  #endif
  /*--- Builtin init code ---*/
  if (__Pyx_InitCachedBuiltins() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  /*--- Constants init code ---*/
  if (__Pyx_InitCachedConstants() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  /*--- Global init code ---*/
  generic = Py_None; Py_INCREF(Py_None);
  strided = Py_None; Py_INCREF(Py_None);
  indirect = Py_None; Py_INCREF(Py_None);
  contiguous = Py_None; Py_INCREF(Py_None);
  indirect_contiguous = Py_None; Py_INCREF(Py_None);
  /*--- Variable export code ---*/
  /*--- Function export code ---*/
  /*--- Type init code ---*/
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_HashTable) < 0) __PYX_ERR(0, 166, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_HashTable.tp_print = 0;
  if (PyObject_SetAttrString(__pyx_m, "HashTable", (PyObject *)&__pyx_type_6pandas_9hashtable_HashTable) < 0) __PYX_ERR(0, 166, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_HashTable = &__pyx_type_6pandas_9hashtable_HashTable;
  __pyx_vtabptr_6pandas_9hashtable_Int64HashTable = &__pyx_vtable_6pandas_9hashtable_Int64HashTable;
  __pyx_vtable_6pandas_9hashtable_Int64HashTable.get_item = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *, __pyx_t_5numpy_int64_t, int __pyx_skip_dispatch))__pyx_f_6pandas_9hashtable_14Int64HashTable_get_item;
  __pyx_vtable_6pandas_9hashtable_Int64HashTable.set_item = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_Int64HashTable *, __pyx_t_5numpy_int64_t, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_9hashtable_14Int64HashTable_set_item;
  __pyx_type_6pandas_9hashtable_Int64HashTable.tp_base = __pyx_ptype_6pandas_9hashtable_HashTable;
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_Int64HashTable) < 0) __PYX_ERR(0, 386, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_Int64HashTable.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type_6pandas_9hashtable_Int64HashTable.tp_dict, __pyx_vtabptr_6pandas_9hashtable_Int64HashTable) < 0) __PYX_ERR(0, 386, __pyx_L1_error)
  if (PyObject_SetAttrString(__pyx_m, "Int64HashTable", (PyObject *)&__pyx_type_6pandas_9hashtable_Int64HashTable) < 0) __PYX_ERR(0, 386, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_Int64HashTable = &__pyx_type_6pandas_9hashtable_Int64HashTable;
  __pyx_vtabptr_6pandas_9hashtable_Float64HashTable = &__pyx_vtable_6pandas_9hashtable_Float64HashTable;
  __pyx_vtable_6pandas_9hashtable_Float64HashTable.get_item = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *, __pyx_t_5numpy_float64_t, int __pyx_skip_dispatch))__pyx_f_6pandas_9hashtable_16Float64HashTable_get_item;
  __pyx_vtable_6pandas_9hashtable_Float64HashTable.set_item = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_Float64HashTable *, __pyx_t_5numpy_float64_t, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_9hashtable_16Float64HashTable_set_item;
  __pyx_type_6pandas_9hashtable_Float64HashTable.tp_base = __pyx_ptype_6pandas_9hashtable_HashTable;
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_Float64HashTable) < 0) __PYX_ERR(0, 169, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_Float64HashTable.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type_6pandas_9hashtable_Float64HashTable.tp_dict, __pyx_vtabptr_6pandas_9hashtable_Float64HashTable) < 0) __PYX_ERR(0, 169, __pyx_L1_error)
  if (PyObject_SetAttrString(__pyx_m, "Float64HashTable", (PyObject *)&__pyx_type_6pandas_9hashtable_Float64HashTable) < 0) __PYX_ERR(0, 169, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_Float64HashTable = &__pyx_type_6pandas_9hashtable_Float64HashTable;
  __pyx_vtabptr_6pandas_9hashtable_PyObjectHashTable = &__pyx_vtable_6pandas_9hashtable_PyObjectHashTable;
  __pyx_vtable_6pandas_9hashtable_PyObjectHashTable.get_item = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *, PyObject *, int __pyx_skip_dispatch))__pyx_f_6pandas_9hashtable_17PyObjectHashTable_get_item;
  __pyx_vtable_6pandas_9hashtable_PyObjectHashTable.set_item = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_PyObjectHashTable *, PyObject *, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_9hashtable_17PyObjectHashTable_set_item;
  __pyx_type_6pandas_9hashtable_PyObjectHashTable.tp_base = __pyx_ptype_6pandas_9hashtable_HashTable;
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_PyObjectHashTable) < 0) __PYX_ERR(0, 707, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_PyObjectHashTable.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type_6pandas_9hashtable_PyObjectHashTable.tp_dict, __pyx_vtabptr_6pandas_9hashtable_PyObjectHashTable) < 0) __PYX_ERR(0, 707, __pyx_L1_error)
  if (PyObject_SetAttrString(__pyx_m, "PyObjectHashTable", (PyObject *)&__pyx_type_6pandas_9hashtable_PyObjectHashTable) < 0) __PYX_ERR(0, 707, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_PyObjectHashTable = &__pyx_type_6pandas_9hashtable_PyObjectHashTable;
  __pyx_vtabptr_6pandas_9hashtable_Float64Vector = &__pyx_vtable_6pandas_9hashtable_Float64Vector;
  __pyx_vtable_6pandas_9hashtable_Float64Vector.resize = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_Float64Vector *))__pyx_f_6pandas_9hashtable_13Float64Vector_resize;
  __pyx_vtable_6pandas_9hashtable_Float64Vector.append = (void (*)(struct __pyx_obj_6pandas_9hashtable_Float64Vector *, __pyx_t_5numpy_float64_t))__pyx_f_6pandas_9hashtable_13Float64Vector_append;
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_Float64Vector) < 0) __PYX_ERR(0, 50, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_Float64Vector.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type_6pandas_9hashtable_Float64Vector.tp_dict, __pyx_vtabptr_6pandas_9hashtable_Float64Vector) < 0) __PYX_ERR(0, 50, __pyx_L1_error)
  if (PyObject_SetAttrString(__pyx_m, "Float64Vector", (PyObject *)&__pyx_type_6pandas_9hashtable_Float64Vector) < 0) __PYX_ERR(0, 50, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_Float64Vector = &__pyx_type_6pandas_9hashtable_Float64Vector;
  __pyx_vtabptr_6pandas_9hashtable_Int64Vector = &__pyx_vtable_6pandas_9hashtable_Int64Vector;
  __pyx_vtable_6pandas_9hashtable_Int64Vector.resize = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_Int64Vector *))__pyx_f_6pandas_9hashtable_11Int64Vector_resize;
  __pyx_vtable_6pandas_9hashtable_Int64Vector.append = (void (*)(struct __pyx_obj_6pandas_9hashtable_Int64Vector *, __pyx_t_5numpy_int64_t))__pyx_f_6pandas_9hashtable_11Int64Vector_append;
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_Int64Vector) < 0) __PYX_ERR(0, 89, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_Int64Vector.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type_6pandas_9hashtable_Int64Vector.tp_dict, __pyx_vtabptr_6pandas_9hashtable_Int64Vector) < 0) __PYX_ERR(0, 89, __pyx_L1_error)
  if (PyObject_SetAttrString(__pyx_m, "Int64Vector", (PyObject *)&__pyx_type_6pandas_9hashtable_Int64Vector) < 0) __PYX_ERR(0, 89, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_Int64Vector = &__pyx_type_6pandas_9hashtable_Int64Vector;
  __pyx_vtabptr_6pandas_9hashtable_ObjectVector = &__pyx_vtable_6pandas_9hashtable_ObjectVector;
  __pyx_vtable_6pandas_9hashtable_ObjectVector.append = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_ObjectVector *, PyObject *))__pyx_f_6pandas_9hashtable_12ObjectVector_append;
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_ObjectVector) < 0) __PYX_ERR(0, 129, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_ObjectVector.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type_6pandas_9hashtable_ObjectVector.tp_dict, __pyx_vtabptr_6pandas_9hashtable_ObjectVector) < 0) __PYX_ERR(0, 129, __pyx_L1_error)
  if (PyObject_SetAttrString(__pyx_m, "ObjectVector", (PyObject *)&__pyx_type_6pandas_9hashtable_ObjectVector) < 0) __PYX_ERR(0, 129, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_ObjectVector = &__pyx_type_6pandas_9hashtable_ObjectVector;
  __pyx_vtabptr_6pandas_9hashtable_StringHashTable = &__pyx_vtable_6pandas_9hashtable_StringHashTable;
  __pyx_vtable_6pandas_9hashtable_StringHashTable.get_item = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_StringHashTable *, PyObject *, int __pyx_skip_dispatch))__pyx_f_6pandas_9hashtable_15StringHashTable_get_item;
  __pyx_vtable_6pandas_9hashtable_StringHashTable.set_item = (PyObject *(*)(struct __pyx_obj_6pandas_9hashtable_StringHashTable *, PyObject *, Py_ssize_t, int __pyx_skip_dispatch))__pyx_f_6pandas_9hashtable_15StringHashTable_set_item;
  __pyx_type_6pandas_9hashtable_StringHashTable.tp_base = __pyx_ptype_6pandas_9hashtable_HashTable;
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_StringHashTable) < 0) __PYX_ERR(0, 597, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_StringHashTable.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type_6pandas_9hashtable_StringHashTable.tp_dict, __pyx_vtabptr_6pandas_9hashtable_StringHashTable) < 0) __PYX_ERR(0, 597, __pyx_L1_error)
  if (PyObject_SetAttrString(__pyx_m, "StringHashTable", (PyObject *)&__pyx_type_6pandas_9hashtable_StringHashTable) < 0) __PYX_ERR(0, 597, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_StringHashTable = &__pyx_type_6pandas_9hashtable_StringHashTable;
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_Factorizer) < 0) __PYX_ERR(2, 42, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_Factorizer.tp_print = 0;
  if (PyObject_SetAttrString(__pyx_m, "Factorizer", (PyObject *)&__pyx_type_6pandas_9hashtable_Factorizer) < 0) __PYX_ERR(2, 42, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_Factorizer = &__pyx_type_6pandas_9hashtable_Factorizer;
  if (PyType_Ready(&__pyx_type_6pandas_9hashtable_Int64Factorizer) < 0) __PYX_ERR(2, 82, __pyx_L1_error)
  __pyx_type_6pandas_9hashtable_Int64Factorizer.tp_print = 0;
  if (PyObject_SetAttrString(__pyx_m, "Int64Factorizer", (PyObject *)&__pyx_type_6pandas_9hashtable_Int64Factorizer) < 0) __PYX_ERR(2, 82, __pyx_L1_error)
  __pyx_ptype_6pandas_9hashtable_Int64Factorizer = &__pyx_type_6pandas_9hashtable_Int64Factorizer;
  __pyx_vtabptr_array = &__pyx_vtable_array;
  __pyx_vtable_array.get_memview = (PyObject *(*)(struct __pyx_array_obj *))__pyx_array_get_memview;
  if (PyType_Ready(&__pyx_type___pyx_array) < 0) __PYX_ERR(5, 103, __pyx_L1_error)
  __pyx_type___pyx_array.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type___pyx_array.tp_dict, __pyx_vtabptr_array) < 0) __PYX_ERR(5, 103, __pyx_L1_error)
  __pyx_array_type = &__pyx_type___pyx_array;
  if (PyType_Ready(&__pyx_type___pyx_MemviewEnum) < 0) __PYX_ERR(5, 275, __pyx_L1_error)
  __pyx_type___pyx_MemviewEnum.tp_print = 0;
  __pyx_MemviewEnum_type = &__pyx_type___pyx_MemviewEnum;
  __pyx_vtabptr_memoryview = &__pyx_vtable_memoryview;
  __pyx_vtable_memoryview.get_item_pointer = (char *(*)(struct __pyx_memoryview_obj *, PyObject *))__pyx_memoryview_get_item_pointer;
  __pyx_vtable_memoryview.is_slice = (PyObject *(*)(struct __pyx_memoryview_obj *, PyObject *))__pyx_memoryview_is_slice;
  __pyx_vtable_memoryview.setitem_slice_assignment = (PyObject *(*)(struct __pyx_memoryview_obj *, PyObject *, PyObject *))__pyx_memoryview_setitem_slice_assignment;
  __pyx_vtable_memoryview.setitem_slice_assign_scalar = (PyObject *(*)(struct __pyx_memoryview_obj *, struct __pyx_memoryview_obj *, PyObject *))__pyx_memoryview_setitem_slice_assign_scalar;
  __pyx_vtable_memoryview.setitem_indexed = (PyObject *(*)(struct __pyx_memoryview_obj *, PyObject *, PyObject *))__pyx_memoryview_setitem_indexed;
  __pyx_vtable_memoryview.convert_item_to_object = (PyObject *(*)(struct __pyx_memoryview_obj *, char *))__pyx_memoryview_convert_item_to_object;
  __pyx_vtable_memoryview.assign_item_from_object = (PyObject *(*)(struct __pyx_memoryview_obj *, char *, PyObject *))__pyx_memoryview_assign_item_from_object;
  if (PyType_Ready(&__pyx_type___pyx_memoryview) < 0) __PYX_ERR(5, 326, __pyx_L1_error)
  __pyx_type___pyx_memoryview.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type___pyx_memoryview.tp_dict, __pyx_vtabptr_memoryview) < 0) __PYX_ERR(5, 326, __pyx_L1_error)
  __pyx_memoryview_type = &__pyx_type___pyx_memoryview;
  __pyx_vtabptr__memoryviewslice = &__pyx_vtable__memoryviewslice;
  __pyx_vtable__memoryviewslice.__pyx_base = *__pyx_vtabptr_memoryview;
  __pyx_vtable__memoryviewslice.__pyx_base.convert_item_to_object = (PyObject *(*)(struct __pyx_memoryview_obj *, char *))__pyx_memoryviewslice_convert_item_to_object;
  __pyx_vtable__memoryviewslice.__pyx_base.assign_item_from_object = (PyObject *(*)(struct __pyx_memoryview_obj *, char *, PyObject *))__pyx_memoryviewslice_assign_item_from_object;
  __pyx_type___pyx_memoryviewslice.tp_base = __pyx_memoryview_type;
  if (PyType_Ready(&__pyx_type___pyx_memoryviewslice) < 0) __PYX_ERR(5, 951, __pyx_L1_error)
  __pyx_type___pyx_memoryviewslice.tp_print = 0;
  if (__Pyx_SetVtable(__pyx_type___pyx_memoryviewslice.tp_dict, __pyx_vtabptr__memoryviewslice) < 0) __PYX_ERR(5, 951, __pyx_L1_error)
  __pyx_memoryviewslice_type = &__pyx_type___pyx_memoryviewslice;
  /*--- Type import code ---*/
  __pyx_ptype_7cpython_4type_type = __Pyx_ImportType(__Pyx_BUILTIN_MODULE_NAME, "type", 
  #if CYTHON_COMPILING_IN_PYPY
  sizeof(PyTypeObject),
  #else
  sizeof(PyHeapTypeObject),
  #endif
  0); if (unlikely(!__pyx_ptype_7cpython_4type_type)) __PYX_ERR(6, 9, __pyx_L1_error)
  __pyx_ptype_7cpython_4bool_bool = __Pyx_ImportType(__Pyx_BUILTIN_MODULE_NAME, "bool", sizeof(PyBoolObject), 0); if (unlikely(!__pyx_ptype_7cpython_4bool_bool)) __PYX_ERR(7, 8, __pyx_L1_error)
  __pyx_ptype_7cpython_7complex_complex = __Pyx_ImportType(__Pyx_BUILTIN_MODULE_NAME, "complex", sizeof(PyComplexObject), 0); if (unlikely(!__pyx_ptype_7cpython_7complex_complex)) __PYX_ERR(8, 15, __pyx_L1_error)
  __pyx_ptype_5numpy_dtype = __Pyx_ImportType("numpy", "dtype", sizeof(PyArray_Descr), 0); if (unlikely(!__pyx_ptype_5numpy_dtype)) __PYX_ERR(4, 157, __pyx_L1_error)
  __pyx_ptype_5numpy_flatiter = __Pyx_ImportType("numpy", "flatiter", sizeof(PyArrayIterObject), 0); if (unlikely(!__pyx_ptype_5numpy_flatiter)) __PYX_ERR(4, 167, __pyx_L1_error)
  __pyx_ptype_5numpy_broadcast = __Pyx_ImportType("numpy", "broadcast", sizeof(PyArrayMultiIterObject), 0); if (unlikely(!__pyx_ptype_5numpy_broadcast)) __PYX_ERR(4, 171, __pyx_L1_error)
  __pyx_ptype_5numpy_ndarray = __Pyx_ImportType("numpy", "ndarray", sizeof(PyArrayObject), 0); if (unlikely(!__pyx_ptype_5numpy_ndarray)) __PYX_ERR(4, 180, __pyx_L1_error)
  __pyx_ptype_5numpy_ufunc = __Pyx_ImportType("numpy", "ufunc", sizeof(PyUFuncObject), 0); if (unlikely(!__pyx_ptype_5numpy_ufunc)) __PYX_ERR(4, 865, __pyx_L1_error)
  /*--- Variable import code ---*/
  /*--- Function import code ---*/
  /*--- Execution code ---*/
  #if defined(__Pyx_Generator_USED) || defined(__Pyx_Coroutine_USED)
  if (__Pyx_patch_abc() < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  #endif

  /* "pandas/hashtable.pyx":12
 * cimport util
 * 
 * import numpy as np             # <<<<<<<<<<<<<<
 * nan = np.nan
 * 
 */
  __pyx_t_1 = __Pyx_Import(__pyx_n_s_numpy, 0, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 12, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_np, __pyx_t_1) < 0) __PYX_ERR(2, 12, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;

  /* "pandas/hashtable.pyx":13
 * 
 * import numpy as np
 * nan = np.nan             # <<<<<<<<<<<<<<
 * 
 * cdef extern from "numpy/npy_math.h":
 */
  __pyx_t_1 = __Pyx_GetModuleGlobalName(__pyx_n_s_np); if (unlikely(!__pyx_t_1)) __PYX_ERR(2, 13, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_1);
  __pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_nan); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 13, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_nan, __pyx_t_2) < 0) __PYX_ERR(2, 13, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":21
 * cimport numpy as cnp
 * 
 * cnp.import_array()             # <<<<<<<<<<<<<<
 * cnp.import_ufunc()
 * 
 */
  import_array();

  /* "pandas/hashtable.pyx":22
 * 
 * cnp.import_array()
 * cnp.import_ufunc()             # <<<<<<<<<<<<<<
 * 
 * cdef int64_t iNaT = util.get_nat()
 */
  import_ufunc();

  /* "pandas/hashtable.pyx":24
 * cnp.import_ufunc()
 * 
 * cdef int64_t iNaT = util.get_nat()             # <<<<<<<<<<<<<<
 * _SIZE_HINT_LIMIT = (1 << 20) + 7
 * 
 */
  __pyx_v_6pandas_9hashtable_iNaT = get_nat();

  /* "pandas/hashtable.pyx":25
 * 
 * cdef int64_t iNaT = util.get_nat()
 * _SIZE_HINT_LIMIT = (1 << 20) + 7             # <<<<<<<<<<<<<<
 * 
 * cdef extern from "datetime.h":
 */
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_SIZE_HINT_LIMIT, __pyx_int_1048583) < 0) __PYX_ERR(2, 25, __pyx_L1_error)

  /* "pandas/hashtable.pyx":31
 *     void PyDateTime_IMPORT()
 * 
 * PyDateTime_IMPORT             # <<<<<<<<<<<<<<
 * 
 * cdef extern from "Python.h":
 */
  PyDateTime_IMPORT;

  /* "pandas/hashtable.pyx":36
 *     int PySlice_Check(object)
 * 
 * cdef size_t _INIT_VEC_CAP = 32             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_v_6pandas_9hashtable__INIT_VEC_CAP = 32;

  /* "pandas/src/hashtable_class_helper.pxi":705
 * 
 * 
 * na_sentinel = object             # <<<<<<<<<<<<<<
 * 
 * cdef class PyObjectHashTable(HashTable):
 */
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_na_sentinel, __pyx_builtin_object) < 0) __PYX_ERR(0, 705, __pyx_L1_error)

  /* "pandas/src/hashtable_func_helper.pxi":65
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_float64(float64_t[:] values,             # <<<<<<<<<<<<<<
 *                          object keep='first'):
 *     cdef:
 */
  __pyx_t_2 = PyCFunction_NewEx(&__pyx_mdef_6pandas_9hashtable_3duplicated_float64, NULL, __pyx_n_s_pandas_hashtable); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 65, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_duplicated_float64, __pyx_t_2) < 0) __PYX_ERR(1, 65, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pandas/src/hashtable_func_helper.pxi":159
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_int64(int64_t[:] values,             # <<<<<<<<<<<<<<
 *                          object keep='first'):
 *     cdef:
 */
  __pyx_t_2 = PyCFunction_NewEx(&__pyx_mdef_6pandas_9hashtable_7duplicated_int64, NULL, __pyx_n_s_pandas_hashtable); if (unlikely(!__pyx_t_2)) __PYX_ERR(1, 159, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_duplicated_int64, __pyx_t_2) < 0) __PYX_ERR(1, 159, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":168
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def mode_object(ndarray[object] values, ndarray[uint8_t, cast=True] mask):             # <<<<<<<<<<<<<<
 *     cdef:
 *         int count, max_count = 2
 */
  __pyx_t_2 = PyCFunction_NewEx(&__pyx_mdef_6pandas_9hashtable_11mode_object, NULL, __pyx_n_s_pandas_hashtable); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 168, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_mode_object, __pyx_t_2) < 0) __PYX_ERR(2, 168, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":200
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def mode_int64(int64_t[:] values):             # <<<<<<<<<<<<<<
 *     cdef:
 *         int count, max_count = 2
 */
  __pyx_t_2 = PyCFunction_NewEx(&__pyx_mdef_6pandas_9hashtable_13mode_int64, NULL, __pyx_n_s_pandas_hashtable); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 200, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_mode_int64, __pyx_t_2) < 0) __PYX_ERR(2, 200, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":235
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def duplicated_object(ndarray[object] values, object keep='first'):             # <<<<<<<<<<<<<<
 *     cdef:
 *         Py_ssize_t i, n
 */
  __pyx_t_2 = PyCFunction_NewEx(&__pyx_mdef_6pandas_9hashtable_15duplicated_object, NULL, __pyx_n_s_pandas_hashtable); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 235, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_duplicated_object, __pyx_t_2) < 0) __PYX_ERR(2, 235, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":277
 * @cython.wraparound(False)
 * @cython.boundscheck(False)
 * def unique_label_indices(ndarray[int64_t, ndim=1] labels):             # <<<<<<<<<<<<<<
 *     """
 *     indices of the first occurrences of the unique labels
 */
  __pyx_t_2 = PyCFunction_NewEx(&__pyx_mdef_6pandas_9hashtable_17unique_label_indices, NULL, __pyx_n_s_pandas_hashtable); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 277, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_unique_label_indices, __pyx_t_2) < 0) __PYX_ERR(2, 277, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "pandas/hashtable.pyx":1
 * # cython: profile=False             # <<<<<<<<<<<<<<
 * 
 * from cpython cimport PyObject, Py_INCREF, PyList_Check, PyTuple_Check
 */
  __pyx_t_2 = PyDict_New(); if (unlikely(!__pyx_t_2)) __PYX_ERR(2, 1, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_t_2, __pyx_kp_u_Factorizer_factorize_line_55, __pyx_kp_u_Factorize_values_with_nans_repl) < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  if (PyDict_SetItem(__pyx_d, __pyx_n_s_test, __pyx_t_2) < 0) __PYX_ERR(2, 1, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;

  /* "View.MemoryView":207
 *         info.obj = self
 * 
 *     __pyx_getbuffer = capsule(<void *> &__pyx_array_getbuffer, "getbuffer(obj, view, flags)")             # <<<<<<<<<<<<<<
 * 
 *     def __dealloc__(array self):
 */
  __pyx_t_2 = __pyx_capsule_create(((void *)(&__pyx_array_getbuffer)), ((char *)"getbuffer(obj, view, flags)")); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 207, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_array_type->tp_dict, __pyx_n_s_pyx_getbuffer, __pyx_t_2) < 0) __PYX_ERR(5, 207, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  PyType_Modified(__pyx_array_type);

  /* "View.MemoryView":282
 *         return self.name
 * 
 * cdef generic = Enum("<strided and direct or indirect>")             # <<<<<<<<<<<<<<
 * cdef strided = Enum("<strided and direct>") # default
 * cdef indirect = Enum("<strided and indirect>")
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_MemviewEnum_type), __pyx_tuple__39, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 282, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_XGOTREF(generic);
  __Pyx_DECREF_SET(generic, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __pyx_t_2 = 0;

  /* "View.MemoryView":283
 * 
 * cdef generic = Enum("<strided and direct or indirect>")
 * cdef strided = Enum("<strided and direct>") # default             # <<<<<<<<<<<<<<
 * cdef indirect = Enum("<strided and indirect>")
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_MemviewEnum_type), __pyx_tuple__40, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 283, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_XGOTREF(strided);
  __Pyx_DECREF_SET(strided, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __pyx_t_2 = 0;

  /* "View.MemoryView":284
 * cdef generic = Enum("<strided and direct or indirect>")
 * cdef strided = Enum("<strided and direct>") # default
 * cdef indirect = Enum("<strided and indirect>")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_MemviewEnum_type), __pyx_tuple__41, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 284, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_XGOTREF(indirect);
  __Pyx_DECREF_SET(indirect, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __pyx_t_2 = 0;

  /* "View.MemoryView":287
 * 
 * 
 * cdef contiguous = Enum("<contiguous and direct>")             # <<<<<<<<<<<<<<
 * cdef indirect_contiguous = Enum("<contiguous and indirect>")
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_MemviewEnum_type), __pyx_tuple__42, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 287, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_XGOTREF(contiguous);
  __Pyx_DECREF_SET(contiguous, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __pyx_t_2 = 0;

  /* "View.MemoryView":288
 * 
 * cdef contiguous = Enum("<contiguous and direct>")
 * cdef indirect_contiguous = Enum("<contiguous and indirect>")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = __Pyx_PyObject_Call(((PyObject *)__pyx_MemviewEnum_type), __pyx_tuple__43, NULL); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 288, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  __Pyx_XGOTREF(indirect_contiguous);
  __Pyx_DECREF_SET(indirect_contiguous, __pyx_t_2);
  __Pyx_GIVEREF(__pyx_t_2);
  __pyx_t_2 = 0;

  /* "View.MemoryView":312
 * 
 * DEF THREAD_LOCKS_PREALLOCATED = 8
 * cdef int __pyx_memoryview_thread_locks_used = 0             # <<<<<<<<<<<<<<
 * cdef PyThread_type_lock[THREAD_LOCKS_PREALLOCATED] __pyx_memoryview_thread_locks = [
 *     PyThread_allocate_lock(),
 */
  __pyx_memoryview_thread_locks_used = 0;

  /* "View.MemoryView":313
 * DEF THREAD_LOCKS_PREALLOCATED = 8
 * cdef int __pyx_memoryview_thread_locks_used = 0
 * cdef PyThread_type_lock[THREAD_LOCKS_PREALLOCATED] __pyx_memoryview_thread_locks = [             # <<<<<<<<<<<<<<
 *     PyThread_allocate_lock(),
 *     PyThread_allocate_lock(),
 */
  __pyx_t_3[0] = PyThread_allocate_lock();
  __pyx_t_3[1] = PyThread_allocate_lock();
  __pyx_t_3[2] = PyThread_allocate_lock();
  __pyx_t_3[3] = PyThread_allocate_lock();
  __pyx_t_3[4] = PyThread_allocate_lock();
  __pyx_t_3[5] = PyThread_allocate_lock();
  __pyx_t_3[6] = PyThread_allocate_lock();
  __pyx_t_3[7] = PyThread_allocate_lock();
  memcpy(&(__pyx_memoryview_thread_locks[0]), __pyx_t_3, sizeof(__pyx_memoryview_thread_locks[0]) * (8));

  /* "View.MemoryView":535
 *         info.obj = self
 * 
 *     __pyx_getbuffer = capsule(<void *> &__pyx_memoryview_getbuffer, "getbuffer(obj, view, flags)")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = __pyx_capsule_create(((void *)(&__pyx_memoryview_getbuffer)), ((char *)"getbuffer(obj, view, flags)")); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 535, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_memoryview_type->tp_dict, __pyx_n_s_pyx_getbuffer, __pyx_t_2) < 0) __PYX_ERR(5, 535, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  PyType_Modified(__pyx_memoryview_type);

  /* "View.MemoryView":981
 *         return self.from_object
 * 
 *     __pyx_getbuffer = capsule(<void *> &__pyx_memoryview_getbuffer, "getbuffer(obj, view, flags)")             # <<<<<<<<<<<<<<
 * 
 * 
 */
  __pyx_t_2 = __pyx_capsule_create(((void *)(&__pyx_memoryview_getbuffer)), ((char *)"getbuffer(obj, view, flags)")); if (unlikely(!__pyx_t_2)) __PYX_ERR(5, 981, __pyx_L1_error)
  __Pyx_GOTREF(__pyx_t_2);
  if (PyDict_SetItem(__pyx_memoryviewslice_type->tp_dict, __pyx_n_s_pyx_getbuffer, __pyx_t_2) < 0) __PYX_ERR(5, 981, __pyx_L1_error)
  __Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
  PyType_Modified(__pyx_memoryviewslice_type);

  /* "View.MemoryView":1391
 * 
 * @cname('__pyx_memoryview__slice_assign_scalar')
 * cdef void _slice_assign_scalar(char *data, Py_ssize_t *shape,             # <<<<<<<<<<<<<<
 *                               Py_ssize_t *strides, int ndim,
 *                               size_t itemsize, void *item) nogil:
 */

  /*--- Wrapped vars code ---*/

  goto __pyx_L0;
  __pyx_L1_error:;
  __Pyx_XDECREF(__pyx_t_1);
  __Pyx_XDECREF(__pyx_t_2);
  if (__pyx_m) {
    if (__pyx_d) {
      __Pyx_AddTraceback("init pandas.hashtable", __pyx_clineno, __pyx_lineno, __pyx_filename);
    }
    Py_DECREF(__pyx_m); __pyx_m = 0;
  } else if (!PyErr_Occurred()) {
    PyErr_SetString(PyExc_ImportError, "init pandas.hashtable");
  }
  __pyx_L0:;
  __Pyx_RefNannyFinishContext();
  #if PY_MAJOR_VERSION < 3
  return;
  #else
  return __pyx_m;
  #endif
}

/* --- Runtime support code --- */
/* Refnanny */
#if CYTHON_REFNANNY
static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname) {
    PyObject *m = NULL, *p = NULL;
    void *r = NULL;
    m = PyImport_ImportModule((char *)modname);
    if (!m) goto end;
    p = PyObject_GetAttrString(m, (char *)"RefNannyAPI");
    if (!p) goto end;
    r = PyLong_AsVoidPtr(p);
end:
    Py_XDECREF(p);
    Py_XDECREF(m);
    return (__Pyx_RefNannyAPIStruct *)r;
}
#endif

/* GetBuiltinName */
static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
    PyObject* result = __Pyx_PyObject_GetAttrStr(__pyx_b, name);
    if (unlikely(!result)) {
        PyErr_Format(PyExc_NameError,
#if PY_MAJOR_VERSION >= 3
            "name '%U' is not defined", name);
#else
            "name '%.200s' is not defined", PyString_AS_STRING(name));
#endif
    }
    return result;
}

/* RaiseArgTupleInvalid */
static void __Pyx_RaiseArgtupleInvalid(
    const char* func_name,
    int exact,
    Py_ssize_t num_min,
    Py_ssize_t num_max,
    Py_ssize_t num_found)
{
    Py_ssize_t num_expected;
    const char *more_or_less;
    if (num_found < num_min) {
        num_expected = num_min;
        more_or_less = "at least";
    } else {
        num_expected = num_max;
        more_or_less = "at most";
    }
    if (exact) {
        more_or_less = "exactly";
    }
    PyErr_Format(PyExc_TypeError,
                 "%.200s() takes %.8s %" CYTHON_FORMAT_SSIZE_T "d positional argument%.1s (%" CYTHON_FORMAT_SSIZE_T "d given)",
                 func_name, more_or_less, num_expected,
                 (num_expected == 1) ? "" : "s", num_found);
}

/* KeywordStringCheck */
static CYTHON_INLINE int __Pyx_CheckKeywordStrings(
    PyObject *kwdict,
    const char* function_name,
    int kw_allowed)
{
    PyObject* key = 0;
    Py_ssize_t pos = 0;
#if CYTHON_COMPILING_IN_PYPY
    if (!kw_allowed && PyDict_Next(kwdict, &pos, &key, 0))
        goto invalid_keyword;
    return 1;
#else
    while (PyDict_Next(kwdict, &pos, &key, 0)) {
        #if PY_MAJOR_VERSION < 3
        if (unlikely(!PyString_CheckExact(key)) && unlikely(!PyString_Check(key)))
        #endif
            if (unlikely(!PyUnicode_Check(key)))
                goto invalid_keyword_type;
    }
    if ((!kw_allowed) && unlikely(key))
        goto invalid_keyword;
    return 1;
invalid_keyword_type:
    PyErr_Format(PyExc_TypeError,
        "%.200s() keywords must be strings", function_name);
    return 0;
#endif
invalid_keyword:
    PyErr_Format(PyExc_TypeError,
    #if PY_MAJOR_VERSION < 3
        "%.200s() got an unexpected keyword argument '%.200s'",
        function_name, PyString_AsString(key));
    #else
        "%s() got an unexpected keyword argument '%U'",
        function_name, key);
    #endif
    return 0;
}

/* GetModuleGlobalName */
static CYTHON_INLINE PyObject *__Pyx_GetModuleGlobalName(PyObject *name) {
    PyObject *result;
#if CYTHON_COMPILING_IN_CPYTHON
    result = PyDict_GetItem(__pyx_d, name);
    if (likely(result)) {
        Py_INCREF(result);
    } else {
#else
    result = PyObject_GetItem(__pyx_d, name);
    if (!result) {
        PyErr_Clear();
#endif
        result = __Pyx_GetBuiltinName(name);
    }
    return result;
}

/* PyObjectCall */
  #if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) {
    PyObject *result;
    ternaryfunc call = func->ob_type->tp_call;
    if (unlikely(!call))
        return PyObject_Call(func, arg, kw);
    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
        return NULL;
    result = (*call)(func, arg, kw);
    Py_LeaveRecursiveCall();
    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
        PyErr_SetString(
            PyExc_SystemError,
            "NULL result without error in PyObject_Call");
    }
    return result;
}
#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(PyObject_TypeCheck(obj, type)))
        return 1;
    PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s",
                 Py_TYPE(obj)->tp_name, type->tp_name);
    return 0;
}

/* PyObjectCallMethO */
  #if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) {
    PyObject *self, *result;
    PyCFunction cfunc;
    cfunc = PyCFunction_GET_FUNCTION(func);
    self = PyCFunction_GET_SELF(func);
    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
        return NULL;
    result = cfunc(self, arg);
    Py_LeaveRecursiveCall();
    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
        PyErr_SetString(
            PyExc_SystemError,
            "NULL result without error in PyObject_Call");
    }
    return result;
}
#endif

/* PyObjectCallOneArg */
  #if CYTHON_COMPILING_IN_CPYTHON
static PyObject* __Pyx__PyObject_CallOneArg(PyObject *func, PyObject *arg) {
    PyObject *result;
    PyObject *args = PyTuple_New(1);
    if (unlikely(!args)) return NULL;
    Py_INCREF(arg);
    PyTuple_SET_ITEM(args, 0, arg);
    result = __Pyx_PyObject_Call(func, args, NULL);
    Py_DECREF(args);
    return result;
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
#ifdef __Pyx_CyFunction_USED
    if (likely(PyCFunction_Check(func) || PyObject_TypeCheck(func, __pyx_CyFunctionType))) {
#else
    if (likely(PyCFunction_Check(func))) {
#endif
        if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) {
            return __Pyx_PyObject_CallMethO(func, arg);
        }
    }
    return __Pyx__PyObject_CallOneArg(func, arg);
}
#else
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
    PyObject *result;
    PyObject *args = PyTuple_Pack(1, arg);
    if (unlikely(!args)) return NULL;
    result = __Pyx_PyObject_Call(func, args, NULL);
    Py_DECREF(args);
    return result;
}
#endif

/* PyErrFetchRestore */
    #if CYTHON_COMPILING_IN_CPYTHON
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
}

/* RaiseDoubleKeywords */
    static void __Pyx_RaiseDoubleKeywordsError(
    const char* func_name,
    PyObject* kw_name)
{
    PyErr_Format(PyExc_TypeError,
        #if PY_MAJOR_VERSION >= 3
        "%s() got multiple values for keyword argument '%U'", func_name, kw_name);
        #else
        "%s() got multiple values for keyword argument '%s'", func_name,
        PyString_AsString(kw_name));
        #endif
}

/* ParseKeywords */
    static int __Pyx_ParseOptionalKeywords(
    PyObject *kwds,
    PyObject **argnames[],
    PyObject *kwds2,
    PyObject *values[],
    Py_ssize_t num_pos_args,
    const char* function_name)
{
    PyObject *key = 0, *value = 0;
    Py_ssize_t pos = 0;
    PyObject*** name;
    PyObject*** first_kw_arg = argnames + num_pos_args;
    while (PyDict_Next(kwds, &pos, &key, &value)) {
        name = first_kw_arg;
        while (*name && (**name != key)) name++;
        if (*name) {
            values[name-argnames] = value;
            continue;
        }
        name = first_kw_arg;
        #if PY_MAJOR_VERSION < 3
        if (likely(PyString_CheckExact(key)) || likely(PyString_Check(key))) {
            while (*name) {
                if ((CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**name) == PyString_GET_SIZE(key))
                        && _PyString_Eq(**name, key)) {
                    values[name-argnames] = value;
                    break;
                }
                name++;
            }
            if (*name) continue;
            else {
                PyObject*** argname = argnames;
                while (argname != first_kw_arg) {
                    if ((**argname == key) || (
                            (CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**argname) == PyString_GET_SIZE(key))
                             && _PyString_Eq(**argname, key))) {
                        goto arg_passed_twice;
                    }
                    argname++;
                }
            }
        } else
        #endif
        if (likely(PyUnicode_Check(key))) {
            while (*name) {
                int cmp = (**name == key) ? 0 :
                #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
                    (PyUnicode_GET_SIZE(**name) != PyUnicode_GET_SIZE(key)) ? 1 :
                #endif
                    PyUnicode_Compare(**name, key);
                if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
                if (cmp == 0) {
                    values[name-argnames] = value;
                    break;
                }
                name++;
            }
            if (*name) continue;
            else {
                PyObject*** argname = argnames;
                while (argname != first_kw_arg) {
                    int cmp = (**argname == key) ? 0 :
                    #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
                        (PyUnicode_GET_SIZE(**argname) != PyUnicode_GET_SIZE(key)) ? 1 :
                    #endif
                        PyUnicode_Compare(**argname, key);
                    if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
                    if (cmp == 0) goto arg_passed_twice;
                    argname++;
                }
            }
        } else
            goto invalid_keyword_type;
        if (kwds2) {
            if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
        } else {
            goto invalid_keyword;
        }
    }
    return 0;
arg_passed_twice:
    __Pyx_RaiseDoubleKeywordsError(function_name, key);
    goto bad;
invalid_keyword_type:
    PyErr_Format(PyExc_TypeError,
        "%.200s() keywords must be strings", function_name);
    goto bad;
invalid_keyword:
    PyErr_Format(PyExc_TypeError,
    #if PY_MAJOR_VERSION < 3
        "%.200s() got an unexpected keyword argument '%.200s'",
        function_name, PyString_AsString(key));
    #else
        "%s() got an unexpected keyword argument '%U'",
        function_name, key);
    #endif
bad:
    return -1;
}

/* 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 PY_VERSION_HEX >= 0x03030000
    if (cause) {
#else
    if (cause && cause != Py_None) {
#endif
        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 = PyThreadState_GET();
        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

/* BufferFormatCheck */
      static CYTHON_INLINE int __Pyx_IsLittleEndian(void) {
  unsigned int n = 1;
  return *(unsigned char*)(&n) != 0;
}
static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
                              __Pyx_BufFmt_StackElem* stack,
                              __Pyx_TypeInfo* type) {
  stack[0].field = &ctx->root;
  stack[0].parent_offset = 0;
  ctx->root.type = type;
  ctx->root.name = "buffer dtype";
  ctx->root.offset = 0;
  ctx->head = stack;
  ctx->head->field = &ctx->root;
  ctx->fmt_offset = 0;
  ctx->head->parent_offset = 0;
  ctx->new_packmode = '@';
  ctx->enc_packmode = '@';
  ctx->new_count = 1;
  ctx->enc_count = 0;
  ctx->enc_type = 0;
  ctx->is_complex = 0;
  ctx->is_valid_array = 0;
  ctx->struct_alignment = 0;
  while (type->typegroup == 'S') {
    ++ctx->head;
    ctx->head->field = type->fields;
    ctx->head->parent_offset = 0;
    type = type->fields->type;
  }
}
static int __Pyx_BufFmt_ParseNumber(const char** ts) {
    int count;
    const char* t = *ts;
    if (*t < '0' || *t > '9') {
      return -1;
    } else {
        count = *t++ - '0';
        while (*t >= '0' && *t < '9') {
            count *= 10;
            count += *t++ - '0';
        }
    }
    *ts = t;
    return count;
}
static int __Pyx_BufFmt_ExpectNumber(const char **ts) {
    int number = __Pyx_BufFmt_ParseNumber(ts);
    if (number == -1)
        PyErr_Format(PyExc_ValueError,\
                     "Does not understand character buffer dtype format string ('%c')", **ts);
    return number;
}
static void __Pyx_BufFmt_RaiseUnexpectedChar(char ch) {
  PyErr_Format(PyExc_ValueError,
               "Unexpected format string character: '%c'", ch);
}
static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
  switch (ch) {
    case 'c': return "'char'";
    case 'b': return "'signed char'";
    case 'B': return "'unsigned char'";
    case 'h': return "'short'";
    case 'H': return "'unsigned short'";
    case 'i': return "'int'";
    case 'I': return "'unsigned int'";
    case 'l': return "'long'";
    case 'L': return "'unsigned long'";
    case 'q': return "'long long'";
    case 'Q': return "'unsigned long long'";
    case 'f': return (is_complex ? "'complex float'" : "'float'");
    case 'd': return (is_complex ? "'complex double'" : "'double'");
    case 'g': return (is_complex ? "'complex long double'" : "'long double'");
    case 'T': return "a struct";
    case 'O': return "Python object";
    case 'P': return "a pointer";
    case 's': case 'p': return "a string";
    case 0: return "end";
    default: return "unparseable format string";
  }
}
static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return 2;
    case 'i': case 'I': case 'l': case 'L': return 4;
    case 'q': case 'Q': return 8;
    case 'f': return (is_complex ? 8 : 4);
    case 'd': return (is_complex ? 16 : 8);
    case 'g': {
      PyErr_SetString(PyExc_ValueError, "Python does not define a standard format string size for long double ('g')..");
      return 0;
    }
    case 'O': case 'P': return sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
static size_t __Pyx_BufFmt_TypeCharToNativeSize(char ch, int is_complex) {
  switch (ch) {
    case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(short);
    case 'i': case 'I': return sizeof(int);
    case 'l': case 'L': return sizeof(long);
    #ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(PY_LONG_LONG);
    #endif
    case 'f': return sizeof(float) * (is_complex ? 2 : 1);
    case 'd': return sizeof(double) * (is_complex ? 2 : 1);
    case 'g': return sizeof(long double) * (is_complex ? 2 : 1);
    case 'O': case 'P': return sizeof(void*);
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}
typedef struct { char c; short x; } __Pyx_st_short;
typedef struct { char c; int x; } __Pyx_st_int;
typedef struct { char c; long x; } __Pyx_st_long;
typedef struct { char c; float x; } __Pyx_st_float;
typedef struct { char c; double x; } __Pyx_st_double;
typedef struct { char c; long double x; } __Pyx_st_longdouble;
typedef struct { char c; void *x; } __Pyx_st_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { char c; PY_LONG_LONG x; } __Pyx_st_longlong;
#endif
static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, CYTHON_UNUSED int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(__Pyx_st_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_st_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_st_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_st_longlong) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_st_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_st_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_st_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_st_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
/* These are for computing the padding at the end of the struct to align
   on the first member of the struct. This will probably the same as above,
   but we don't have any guarantees.
 */
typedef struct { short x; char c; } __Pyx_pad_short;
typedef struct { int x; char c; } __Pyx_pad_int;
typedef struct { long x; char c; } __Pyx_pad_long;
typedef struct { float x; char c; } __Pyx_pad_float;
typedef struct { double x; char c; } __Pyx_pad_double;
typedef struct { long double x; char c; } __Pyx_pad_longdouble;
typedef struct { void *x; char c; } __Pyx_pad_void_p;
#ifdef HAVE_LONG_LONG
typedef struct { PY_LONG_LONG x; char c; } __Pyx_pad_longlong;
#endif
static size_t __Pyx_BufFmt_TypeCharToPadding(char ch, CYTHON_UNUSED int is_complex) {
  switch (ch) {
    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
    case 'h': case 'H': return sizeof(__Pyx_pad_short) - sizeof(short);
    case 'i': case 'I': return sizeof(__Pyx_pad_int) - sizeof(int);
    case 'l': case 'L': return sizeof(__Pyx_pad_long) - sizeof(long);
#ifdef HAVE_LONG_LONG
    case 'q': case 'Q': return sizeof(__Pyx_pad_longlong) - sizeof(PY_LONG_LONG);
#endif
    case 'f': return sizeof(__Pyx_pad_float) - sizeof(float);
    case 'd': return sizeof(__Pyx_pad_double) - sizeof(double);
    case 'g': return sizeof(__Pyx_pad_longdouble) - sizeof(long double);
    case 'P': case 'O': return sizeof(__Pyx_pad_void_p) - sizeof(void*);
    default:
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
}
static char __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
  switch (ch) {
    case 'c':
        return 'H';
    case 'b': case 'h': case 'i':
    case 'l': case 'q': case 's': case 'p':
        return 'I';
    case 'B': case 'H': case 'I': case 'L': case 'Q':
        return 'U';
    case 'f': case 'd': case 'g':
        return (is_complex ? 'C' : 'R');
    case 'O':
        return 'O';
    case 'P':
        return 'P';
    default: {
      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
      return 0;
    }
  }
}
static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
  if (ctx->head == NULL || ctx->head->field == &ctx->root) {
    const char* expected;
    const char* quote;
    if (ctx->head == NULL) {
      expected = "end";
      quote = "";
    } else {
      expected = ctx->head->field->type->name;
      quote = "'";
    }
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected %s%s%s but got %s",
                 quote, expected, quote,
                 __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
  } else {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_StructField* parent = (ctx->head - 1)->field;
    PyErr_Format(PyExc_ValueError,
                 "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
                 field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
                 parent->type->name, field->name);
  }
}
static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
  char group;
  size_t size, offset, arraysize = 1;
  if (ctx->enc_type == 0) return 0;
  if (ctx->head->field->type->arraysize[0]) {
    int i, ndim = 0;
    if (ctx->enc_type == 's' || ctx->enc_type == 'p') {
        ctx->is_valid_array = ctx->head->field->type->ndim == 1;
        ndim = 1;
        if (ctx->enc_count != ctx->head->field->type->arraysize[0]) {
            PyErr_Format(PyExc_ValueError,
                         "Expected a dimension of size %zu, got %zu",
                         ctx->head->field->type->arraysize[0], ctx->enc_count);
            return -1;
        }
    }
    if (!ctx->is_valid_array) {
      PyErr_Format(PyExc_ValueError, "Expected %d dimensions, got %d",
                   ctx->head->field->type->ndim, ndim);
      return -1;
    }
    for (i = 0; i < ctx->head->field->type->ndim; i++) {
      arraysize *= ctx->head->field->type->arraysize[i];
    }
    ctx->is_valid_array = 0;
    ctx->enc_count = 1;
  }
  group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
  do {
    __Pyx_StructField* field = ctx->head->field;
    __Pyx_TypeInfo* type = field->type;
    if (ctx->enc_packmode == '@' || ctx->enc_packmode == '^') {
      size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
    } else {
      size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
    }
    if (ctx->enc_packmode == '@') {
      size_t align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
      size_t align_mod_offset;
      if (align_at == 0) return -1;
      align_mod_offset = ctx->fmt_offset % align_at;
      if (align_mod_offset > 0) ctx->fmt_offset += align_at - align_mod_offset;
      if (ctx->struct_alignment == 0)
          ctx->struct_alignment = __Pyx_BufFmt_TypeCharToPadding(ctx->enc_type,
                                                                 ctx->is_complex);
    }
    if (type->size != size || type->typegroup != group) {
      if (type->typegroup == 'C' && type->fields != NULL) {
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        ++ctx->head;
        ctx->head->field = type->fields;
        ctx->head->parent_offset = parent_offset;
        continue;
      }
      if ((type->typegroup == 'H' || group == 'H') && type->size == size) {
      } else {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
      }
    }
    offset = ctx->head->parent_offset + field->offset;
    if (ctx->fmt_offset != offset) {
      PyErr_Format(PyExc_ValueError,
                   "Buffer dtype mismatch; next field is at offset %" CYTHON_FORMAT_SSIZE_T "d but %" CYTHON_FORMAT_SSIZE_T "d expected",
                   (Py_ssize_t)ctx->fmt_offset, (Py_ssize_t)offset);
      return -1;
    }
    ctx->fmt_offset += size;
    if (arraysize)
      ctx->fmt_offset += (arraysize - 1) * size;
    --ctx->enc_count;
    while (1) {
      if (field == &ctx->root) {
        ctx->head = NULL;
        if (ctx->enc_count != 0) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return -1;
        }
        break;
      }
      ctx->head->field = ++field;
      if (field->type == NULL) {
        --ctx->head;
        field = ctx->head->field;
        continue;
      } else if (field->type->typegroup == 'S') {
        size_t parent_offset = ctx->head->parent_offset + field->offset;
        if (field->type->fields->type == NULL) continue;
        field = field->type->fields;
        ++ctx->head;
        ctx->head->field = field;
        ctx->head->parent_offset = parent_offset;
        break;
      } else {
        break;
      }
    }
  } while (ctx->enc_count);
  ctx->enc_type = 0;
  ctx->is_complex = 0;
  return 0;
}
static CYTHON_INLINE PyObject *
__pyx_buffmt_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp)
{
    const char *ts = *tsp;
    int i = 0, number;
    int ndim = ctx->head->field->type->ndim;
;
    ++ts;
    if (ctx->new_count != 1) {
        PyErr_SetString(PyExc_ValueError,
                        "Cannot handle repeated arrays in format string");
        return NULL;
    }
    if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
    while (*ts && *ts != ')') {
        switch (*ts) {
            case ' ': case '\f': case '\r': case '\n': case '\t': case '\v':  continue;
            default:  break;
        }
        number = __Pyx_BufFmt_ExpectNumber(&ts);
        if (number == -1) return NULL;
        if (i < ndim && (size_t) number != ctx->head->field->type->arraysize[i])
            return PyErr_Format(PyExc_ValueError,
                        "Expected a dimension of size %zu, got %d",
                        ctx->head->field->type->arraysize[i], number);
        if (*ts != ',' && *ts != ')')
            return PyErr_Format(PyExc_ValueError,
                                "Expected a comma in format string, got '%c'", *ts);
        if (*ts == ',') ts++;
        i++;
    }
    if (i != ndim)
        return PyErr_Format(PyExc_ValueError, "Expected %d dimension(s), got %d",
                            ctx->head->field->type->ndim, i);
    if (!*ts) {
        PyErr_SetString(PyExc_ValueError,
                        "Unexpected end of format string, expected ')'");
        return NULL;
    }
    ctx->is_valid_array = 1;
    ctx->new_count = 1;
    *tsp = ++ts;
    return Py_None;
}
static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts) {
  int got_Z = 0;
  while (1) {
    switch(*ts) {
      case 0:
        if (ctx->enc_type != 0 && ctx->head == NULL) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return NULL;
        }
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        if (ctx->head != NULL) {
          __Pyx_BufFmt_RaiseExpected(ctx);
          return NULL;
        }
        return ts;
      case ' ':
      case '\r':
      case '\n':
        ++ts;
        break;
      case '<':
        if (!__Pyx_IsLittleEndian()) {
          PyErr_SetString(PyExc_ValueError, "Little-endian buffer not supported on big-endian compiler");
          return NULL;
        }
        ctx->new_packmode = '=';
        ++ts;
        break;
      case '>':
      case '!':
        if (__Pyx_IsLittleEndian()) {
          PyErr_SetString(PyExc_ValueError, "Big-endian buffer not supported on little-endian compiler");
          return NULL;
        }
        ctx->new_packmode = '=';
        ++ts;
        break;
      case '=':
      case '@':
      case '^':
        ctx->new_packmode = *ts++;
        break;
      case 'T':
        {
          const char* ts_after_sub;
          size_t i, struct_count = ctx->new_count;
          size_t struct_alignment = ctx->struct_alignment;
          ctx->new_count = 1;
          ++ts;
          if (*ts != '{') {
            PyErr_SetString(PyExc_ValueError, "Buffer acquisition: Expected '{' after 'T'");
            return NULL;
          }
          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
          ctx->enc_type = 0;
          ctx->enc_count = 0;
          ctx->struct_alignment = 0;
          ++ts;
          ts_after_sub = ts;
          for (i = 0; i != struct_count; ++i) {
            ts_after_sub = __Pyx_BufFmt_CheckString(ctx, ts);
            if (!ts_after_sub) return NULL;
          }
          ts = ts_after_sub;
          if (struct_alignment) ctx->struct_alignment = struct_alignment;
        }
        break;
      case '}':
        {
          size_t alignment = ctx->struct_alignment;
          ++ts;
          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
          ctx->enc_type = 0;
          if (alignment && ctx->fmt_offset % alignment) {
            ctx->fmt_offset += alignment - (ctx->fmt_offset % alignment);
          }
        }
        return ts;
      case 'x':
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        ctx->fmt_offset += ctx->new_count;
        ctx->new_count = 1;
        ctx->enc_count = 0;
        ctx->enc_type = 0;
        ctx->enc_packmode = ctx->new_packmode;
        ++ts;
        break;
      case 'Z':
        got_Z = 1;
        ++ts;
        if (*ts != 'f' && *ts != 'd' && *ts != 'g') {
          __Pyx_BufFmt_RaiseUnexpectedChar('Z');
          return NULL;
        }
      case 'c': case 'b': case 'B': case 'h': case 'H': case 'i': case 'I':
      case 'l': case 'L': case 'q': case 'Q':
      case 'f': case 'd': case 'g':
      case 'O': case 'p':
        if (ctx->enc_type == *ts && got_Z == ctx->is_complex &&
            ctx->enc_packmode == ctx->new_packmode) {
          ctx->enc_count += ctx->new_count;
          ctx->new_count = 1;
          got_Z = 0;
          ++ts;
          break;
        }
      case 's':
        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
        ctx->enc_count = ctx->new_count;
        ctx->enc_packmode = ctx->new_packmode;
        ctx->enc_type = *ts;
        ctx->is_complex = got_Z;
        ++ts;
        ctx->new_count = 1;
        got_Z = 0;
        break;
      case ':':
        ++ts;
        while(*ts != ':') ++ts;
        ++ts;
        break;
      case '(':
        if (!__pyx_buffmt_parse_array(ctx, &ts)) return NULL;
        break;
      default:
        {
          int number = __Pyx_BufFmt_ExpectNumber(&ts);
          if (number == -1) return NULL;
          ctx->new_count = (size_t)number;
        }
    }
  }
}
static CYTHON_INLINE void __Pyx_ZeroBuffer(Py_buffer* buf) {
  buf->buf = NULL;
  buf->obj = NULL;
  buf->strides = __Pyx_zeros;
  buf->shape = __Pyx_zeros;
  buf->suboffsets = __Pyx_minusones;
}
static CYTHON_INLINE int __Pyx_GetBufferAndValidate(
        Py_buffer* buf, PyObject* obj,  __Pyx_TypeInfo* dtype, int flags,
        int nd, int cast, __Pyx_BufFmt_StackElem* stack)
{
  if (obj == Py_None || obj == NULL) {
    __Pyx_ZeroBuffer(buf);
    return 0;
  }
  buf->buf = NULL;
  if (__Pyx_GetBuffer(obj, buf, flags) == -1) goto fail;
  if (buf->ndim != nd) {
    PyErr_Format(PyExc_ValueError,
                 "Buffer has wrong number of dimensions (expected %d, got %d)",
                 nd, buf->ndim);
    goto fail;
  }
  if (!cast) {
    __Pyx_BufFmt_Context ctx;
    __Pyx_BufFmt_Init(&ctx, stack, dtype);
    if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
  }
  if ((unsigned)buf->itemsize != dtype->size) {
    PyErr_Format(PyExc_ValueError,
      "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "d byte%s) does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "d byte%s)",
      buf->itemsize, (buf->itemsize > 1) ? "s" : "",
      dtype->name, (Py_ssize_t)dtype->size, (dtype->size > 1) ? "s" : "");
    goto fail;
  }
  if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
  return 0;
fail:;
  __Pyx_ZeroBuffer(buf);
  return -1;
}
static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
  if (info->buf == NULL) return;
  if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
  __Pyx_ReleaseBuffer(info);
}

/* MemviewSliceInit */
        static int
__Pyx_init_memviewslice(struct __pyx_memoryview_obj *memview,
                        int ndim,
                        __Pyx_memviewslice *memviewslice,
                        int memview_is_new_reference)
{
    __Pyx_RefNannyDeclarations
    int i, retval=-1;
    Py_buffer *buf = &memview->view;
    __Pyx_RefNannySetupContext("init_memviewslice", 0);
    if (!buf) {
        PyErr_SetString(PyExc_ValueError,
            "buf is NULL.");
        goto fail;
    } else if (memviewslice->memview || memviewslice->data) {
        PyErr_SetString(PyExc_ValueError,
            "memviewslice is already initialized!");
        goto fail;
    }
    if (buf->strides) {
        for (i = 0; i < ndim; i++) {
            memviewslice->strides[i] = buf->strides[i];
        }
    } else {
        Py_ssize_t stride = buf->itemsize;
        for (i = ndim - 1; i >= 0; i--) {
            memviewslice->strides[i] = stride;
            stride *= buf->shape[i];
        }
    }
    for (i = 0; i < ndim; i++) {
        memviewslice->shape[i]   = buf->shape[i];
        if (buf->suboffsets) {
            memviewslice->suboffsets[i] = buf->suboffsets[i];
        } else {
            memviewslice->suboffsets[i] = -1;
        }
    }
    memviewslice->memview = memview;
    memviewslice->data = (char *)buf->buf;
    if (__pyx_add_acquisition_count(memview) == 0 && !memview_is_new_reference) {
        Py_INCREF(memview);
    }
    retval = 0;
    goto no_fail;
fail:
    memviewslice->memview = 0;
    memviewslice->data = 0;
    retval = -1;
no_fail:
    __Pyx_RefNannyFinishContext();
    return retval;
}
static CYTHON_INLINE void __pyx_fatalerror(const char *fmt, ...) {
    va_list vargs;
    char msg[200];
#ifdef HAVE_STDARG_PROTOTYPES
    va_start(vargs, fmt);
#else
    va_start(vargs);
#endif
    vsnprintf(msg, 200, fmt, vargs);
    Py_FatalError(msg);
    va_end(vargs);
}
static CYTHON_INLINE int
__pyx_add_acquisition_count_locked(__pyx_atomic_int *acquisition_count,
                                   PyThread_type_lock lock)
{
    int result;
    PyThread_acquire_lock(lock, 1);
    result = (*acquisition_count)++;
    PyThread_release_lock(lock);
    return result;
}
static CYTHON_INLINE int
__pyx_sub_acquisition_count_locked(__pyx_atomic_int *acquisition_count,
                                   PyThread_type_lock lock)
{
    int result;
    PyThread_acquire_lock(lock, 1);
    result = (*acquisition_count)--;
    PyThread_release_lock(lock);
    return result;
}
static CYTHON_INLINE void
__Pyx_INC_MEMVIEW(__Pyx_memviewslice *memslice, int have_gil, int lineno)
{
    int first_time;
    struct __pyx_memoryview_obj *memview = memslice->memview;
    if (!memview || (PyObject *) memview == Py_None)
        return;
    if (__pyx_get_slice_count(memview) < 0)
        __pyx_fatalerror("Acquisition count is %d (line %d)",
                         __pyx_get_slice_count(memview), lineno);
    first_time = __pyx_add_acquisition_count(memview) == 0;
    if (first_time) {
        if (have_gil) {
            Py_INCREF((PyObject *) memview);
        } else {
            PyGILState_STATE _gilstate = PyGILState_Ensure();
            Py_INCREF((PyObject *) memview);
            PyGILState_Release(_gilstate);
        }
    }
}
static CYTHON_INLINE void __Pyx_XDEC_MEMVIEW(__Pyx_memviewslice *memslice,
                                             int have_gil, int lineno) {
    int last_time;
    struct __pyx_memoryview_obj *memview = memslice->memview;
    if (!memview ) {
        return;
    } else if ((PyObject *) memview == Py_None) {
        memslice->memview = NULL;
        return;
    }
    if (__pyx_get_slice_count(memview) <= 0)
        __pyx_fatalerror("Acquisition count is %d (line %d)",
                         __pyx_get_slice_count(memview), lineno);
    last_time = __pyx_sub_acquisition_count(memview) == 1;
    memslice->data = NULL;
    if (last_time) {
        if (have_gil) {
            Py_CLEAR(memslice->memview);
        } else {
            PyGILState_STATE _gilstate = PyGILState_Ensure();
            Py_CLEAR(memslice->memview);
            PyGILState_Release(_gilstate);
        }
    } else {
        memslice->memview = NULL;
    }
}

/* ArgTypeTest */
        static void __Pyx_RaiseArgumentTypeInvalid(const char* name, PyObject *obj, PyTypeObject *type) {
    PyErr_Format(PyExc_TypeError,
        "Argument '%.200s' has incorrect type (expected %.200s, got %.200s)",
        name, type->tp_name, Py_TYPE(obj)->tp_name);
}
static CYTHON_INLINE int __Pyx_ArgTypeTest(PyObject *obj, PyTypeObject *type, int none_allowed,
    const char *name, int exact)
{
    if (unlikely(!type)) {
        PyErr_SetString(PyExc_SystemError, "Missing type object");
        return 0;
    }
    if (none_allowed && obj == Py_None) return 1;
    else if (exact) {
        if (likely(Py_TYPE(obj) == type)) return 1;
        #if PY_MAJOR_VERSION == 2
        else if ((type == &PyBaseString_Type) && likely(__Pyx_PyBaseString_CheckExact(obj))) return 1;
        #endif
    }
    else {
        if (likely(PyObject_TypeCheck(obj, type))) return 1;
    }
    __Pyx_RaiseArgumentTypeInvalid(name, obj, type);
    return 0;
}

/* PyObjectCallNoArg */
        #if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
#ifdef __Pyx_CyFunction_USED
    if (likely(PyCFunction_Check(func) || PyObject_TypeCheck(func, __pyx_CyFunctionType))) {
#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

/* BufferIndexError */
          static void __Pyx_RaiseBufferIndexError(int axis) {
  PyErr_Format(PyExc_IndexError,
     "Out of bounds on buffer access (axis %d)", axis);
}

/* None */
          static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname) {
    PyErr_Format(PyExc_UnboundLocalError, "local variable '%s' referenced before assignment", varname);
}

/* 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 = 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;
        }
        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_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
}

/* None */
          static CYTHON_INLINE Py_ssize_t __Pyx_div_Py_ssize_t(Py_ssize_t a, Py_ssize_t b) {
    Py_ssize_t q = a / b;
    Py_ssize_t r = a - q*b;
    q -= ((r != 0) & ((r ^ b) < 0));
    return q;
}

/* SetItemInt */
          static CYTHON_INLINE int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v) {
    int r;
    if (!j) return -1;
    r = PyObject_SetItem(o, j, v);
    Py_DECREF(j);
    return r;
}
static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v, int is_list,
                                               CYTHON_NCP_UNUSED int wraparound, CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (is_list || PyList_CheckExact(o)) {
        Py_ssize_t n = (!wraparound) ? i : ((likely(i >= 0)) ? i : i + PyList_GET_SIZE(o));
        if ((!boundscheck) || likely((n >= 0) & (n < PyList_GET_SIZE(o)))) {
            PyObject* old = PyList_GET_ITEM(o, n);
            Py_INCREF(v);
            PyList_SET_ITEM(o, n, v);
            Py_DECREF(old);
            return 1;
        }
    } else {
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
        if (likely(m && m->sq_ass_item)) {
            if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
                Py_ssize_t l = m->sq_length(o);
                if (likely(l >= 0)) {
                    i += l;
                } else {
                    if (!PyErr_ExceptionMatches(PyExc_OverflowError))
                        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);
}

/* BufferFallbackError */
            static void __Pyx_RaiseBufferFallbackError(void) {
  PyErr_SetString(PyExc_ValueError,
     "Buffer acquisition failed on assignment; and then reacquiring the old buffer failed too!");
}

/* SliceObject */
            static CYTHON_INLINE PyObject* __Pyx_PyObject_GetSlice(PyObject* obj,
        Py_ssize_t cstart, Py_ssize_t cstop,
        PyObject** _py_start, PyObject** _py_stop, PyObject** _py_slice,
        int has_cstart, int has_cstop, CYTHON_UNUSED int wraparound) {
#if CYTHON_COMPILING_IN_CPYTHON
    PyMappingMethods* mp;
#if PY_MAJOR_VERSION < 3
    PySequenceMethods* ms = Py_TYPE(obj)->tp_as_sequence;
    if (likely(ms && ms->sq_slice)) {
        if (!has_cstart) {
            if (_py_start && (*_py_start != Py_None)) {
                cstart = __Pyx_PyIndex_AsSsize_t(*_py_start);
                if ((cstart == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
            } else
                cstart = 0;
        }
        if (!has_cstop) {
            if (_py_stop && (*_py_stop != Py_None)) {
                cstop = __Pyx_PyIndex_AsSsize_t(*_py_stop);
                if ((cstop == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
            } else
                cstop = PY_SSIZE_T_MAX;
        }
        if (wraparound && unlikely((cstart < 0) | (cstop < 0)) && likely(ms->sq_length)) {
            Py_ssize_t l = ms->sq_length(obj);
            if (likely(l >= 0)) {
                if (cstop < 0) {
                    cstop += l;
                    if (cstop < 0) cstop = 0;
                }
                if (cstart < 0) {
                    cstart += l;
                    if (cstart < 0) cstart = 0;
                }
            } else {
                if (!PyErr_ExceptionMatches(PyExc_OverflowError))
                    goto bad;
                PyErr_Clear();
            }
        }
        return ms->sq_slice(obj, cstart, cstop);
    }
#endif
    mp = Py_TYPE(obj)->tp_as_mapping;
    if (likely(mp && mp->mp_subscript))
#endif
    {
        PyObject* result;
        PyObject *py_slice, *py_start, *py_stop;
        if (_py_slice) {
            py_slice = *_py_slice;
        } else {
            PyObject* owned_start = NULL;
            PyObject* owned_stop = NULL;
            if (_py_start) {
                py_start = *_py_start;
            } else {
                if (has_cstart) {
                    owned_start = py_start = PyInt_FromSsize_t(cstart);
                    if (unlikely(!py_start)) goto bad;
                } else
                    py_start = Py_None;
            }
            if (_py_stop) {
                py_stop = *_py_stop;
            } else {
                if (has_cstop) {
                    owned_stop = py_stop = PyInt_FromSsize_t(cstop);
                    if (unlikely(!py_stop)) {
                        Py_XDECREF(owned_start);
                        goto bad;
                    }
                } else
                    py_stop = Py_None;
            }
            py_slice = PySlice_New(py_start, py_stop, Py_None);
            Py_XDECREF(owned_start);
            Py_XDECREF(owned_stop);
            if (unlikely(!py_slice)) goto bad;
        }
#if CYTHON_COMPILING_IN_CPYTHON
        result = mp->mp_subscript(obj, py_slice);
#else
        result = PyObject_GetItem(obj, py_slice);
#endif
        if (!_py_slice) {
            Py_DECREF(py_slice);
        }
        return result;
    }
    PyErr_Format(PyExc_TypeError,
        "'%.200s' object is unsliceable", Py_TYPE(obj)->tp_name);
bad:
    return NULL;
}

/* SaveResetException */
            #if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
    *type = tstate->exc_type;
    *value = tstate->exc_value;
    *tb = tstate->exc_traceback;
    Py_XINCREF(*type);
    Py_XINCREF(*value);
    Py_XINCREF(*tb);
}
static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    tmp_type = tstate->exc_type;
    tmp_value = tstate->exc_value;
    tmp_tb = tstate->exc_traceback;
    tstate->exc_type = type;
    tstate->exc_value = value;
    tstate->exc_traceback = tb;
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
}
#endif

/* PyErrExceptionMatches */
            #if CYTHON_COMPILING_IN_CPYTHON
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;
    return PyErr_GivenExceptionMatches(exc_type, err);
}
#endif

/* GetException */
            #if CYTHON_COMPILING_IN_CPYTHON
static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
#else
static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb) {
#endif
    PyObject *local_type, *local_value, *local_tb;
#if CYTHON_COMPILING_IN_CPYTHON
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    local_type = tstate->curexc_type;
    local_value = tstate->curexc_value;
    local_tb = tstate->curexc_traceback;
    tstate->curexc_type = 0;
    tstate->curexc_value = 0;
    tstate->curexc_traceback = 0;
#else
    PyErr_Fetch(&local_type, &local_value, &local_tb);
#endif
    PyErr_NormalizeException(&local_type, &local_value, &local_tb);
#if CYTHON_COMPILING_IN_CPYTHON
    if (unlikely(tstate->curexc_type))
#else
    if (unlikely(PyErr_Occurred()))
#endif
        goto bad;
    #if PY_MAJOR_VERSION >= 3
    if (local_tb) {
        if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
            goto bad;
    }
    #endif
    Py_XINCREF(local_tb);
    Py_XINCREF(local_type);
    Py_XINCREF(local_value);
    *type = local_type;
    *value = local_value;
    *tb = local_tb;
#if CYTHON_COMPILING_IN_CPYTHON
    tmp_type = tstate->exc_type;
    tmp_value = tstate->exc_value;
    tmp_tb = tstate->exc_traceback;
    tstate->exc_type = local_type;
    tstate->exc_value = local_value;
    tstate->exc_traceback = local_tb;
    Py_XDECREF(tmp_type);
    Py_XDECREF(tmp_value);
    Py_XDECREF(tmp_tb);
#else
    PyErr_SetExcInfo(local_type, local_value, local_tb);
#endif
    return 0;
bad:
    *type = 0;
    *value = 0;
    *tb = 0;
    Py_XDECREF(local_type);
    Py_XDECREF(local_value);
    Py_XDECREF(local_tb);
    return -1;
}

/* 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_VERSION_HEX < 0x03030000
    PyObject *py_import;
    py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s_import);
    if (!py_import)
        goto bad;
    #endif
    if (from_list)
        list = from_list;
    else {
        empty_list = PyList_New(0);
        if (!empty_list)
            goto bad;
        list = empty_list;
    }
    global_dict = PyModule_GetDict(__pyx_m);
    if (!global_dict)
        goto bad;
    empty_dict = PyDict_New();
    if (!empty_dict)
        goto bad;
    {
        #if PY_MAJOR_VERSION >= 3
        if (level == -1) {
            if (strchr(__Pyx_MODULE_NAME, '.')) {
                #if PY_VERSION_HEX < 0x03030000
                PyObject *py_level = PyInt_FromLong(1);
                if (!py_level)
                    goto bad;
                module = PyObject_CallFunctionObjArgs(py_import,
                    name, global_dict, empty_dict, list, py_level, NULL);
                Py_DECREF(py_level);
                #else
                module = PyImport_ImportModuleLevelObject(
                    name, global_dict, empty_dict, list, 1);
                #endif
                if (!module) {
                    if (!PyErr_ExceptionMatches(PyExc_ImportError))
                        goto bad;
                    PyErr_Clear();
                }
            }
            level = 0;
        }
        #endif
        if (!module) {
            #if PY_VERSION_HEX < 0x03030000
            PyObject *py_level = PyInt_FromLong(level);
            if (!py_level)
                goto bad;
            module = PyObject_CallFunctionObjArgs(py_import,
                name, global_dict, empty_dict, list, py_level, NULL);
            Py_DECREF(py_level);
            #else
            module = PyImport_ImportModuleLevelObject(
                name, global_dict, empty_dict, list, level);
            #endif
        }
    }
bad:
    #if PY_VERSION_HEX < 0x03030000
    Py_XDECREF(py_import);
    #endif
    Py_XDECREF(empty_list);
    Py_XDECREF(empty_dict);
    return module;
}

/* GetAttr */
              static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *o, PyObject *n) {
#if CYTHON_COMPILING_IN_CPYTHON
#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 CYTHON_INLINE PyObject *__Pyx_GetAttr3(PyObject *o, PyObject *n, PyObject *d) {
    PyObject *r = __Pyx_GetAttr(o, n);
    if (unlikely(!r)) {
        if (!PyErr_ExceptionMatches(PyExc_AttributeError))
            goto bad;
        PyErr_Clear();
        r = d;
        Py_INCREF(d);
    }
    return r;
bad:
    return NULL;
}

/* RaiseTooManyValuesToUnpack */
              static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
    PyErr_Format(PyExc_ValueError,
                 "too many values to unpack (expected %" CYTHON_FORMAT_SSIZE_T "d)", expected);
}

/* RaiseNeedMoreValuesToUnpack */
              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");
}

/* RaiseNoneIterError */
              static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void) {
    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
}

/* decode_c_string */
              static CYTHON_INLINE PyObject* __Pyx_decode_c_string(
         const char* cstring, Py_ssize_t start, Py_ssize_t stop,
         const char* encoding, const char* errors,
         PyObject* (*decode_func)(const char *s, Py_ssize_t size, const char *errors)) {
    Py_ssize_t length;
    if (unlikely((start < 0) | (stop < 0))) {
        size_t slen = strlen(cstring);
        if (unlikely(slen > (size_t) PY_SSIZE_T_MAX)) {
            PyErr_SetString(PyExc_OverflowError,
                            "c-string too long to convert to Python");
            return NULL;
        }
        length = (Py_ssize_t) slen;
        if (start < 0) {
            start += length;
            if (start < 0)
                start = 0;
        }
        if (stop < 0)
            stop += length;
    }
    length = stop - start;
    if (unlikely(length <= 0))
        return PyUnicode_FromUnicode(NULL, 0);
    cstring += start;
    if (decode_func) {
        return decode_func(cstring, length, errors);
    } else {
        return PyUnicode_Decode(cstring, length, encoding, errors);
    }
}

/* SwapException */
              #if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE void __Pyx__ExceptionSwap(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    tmp_type = tstate->exc_type;
    tmp_value = tstate->exc_value;
    tmp_tb = tstate->exc_traceback;
    tstate->exc_type = *type;
    tstate->exc_value = *value;
    tstate->exc_traceback = *tb;
    *type = tmp_type;
    *value = tmp_value;
    *tb = tmp_tb;
}
#else
static CYTHON_INLINE void __Pyx_ExceptionSwap(PyObject **type, PyObject **value, PyObject **tb) {
    PyObject *tmp_type, *tmp_value, *tmp_tb;
    PyErr_GetExcInfo(&tmp_type, &tmp_value, &tmp_tb);
    PyErr_SetExcInfo(*type, *value, *tb);
    *type = tmp_type;
    *value = tmp_value;
    *tb = tmp_tb;
}
#endif

/* GetItemInt */
              static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j) {
    PyObject *r;
    if (!j) return NULL;
    r = PyObject_GetItem(o, j);
    Py_DECREF(j);
    return r;
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
                                                              CYTHON_NCP_UNUSED int wraparound,
                                                              CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (wraparound & unlikely(i < 0)) i += PyList_GET_SIZE(o);
    if ((!boundscheck) || likely((0 <= i) & (i < PyList_GET_SIZE(o)))) {
        PyObject *r = PyList_GET_ITEM(o, i);
        Py_INCREF(r);
        return r;
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
    return PySequence_GetItem(o, i);
#endif
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
                                                              CYTHON_NCP_UNUSED int wraparound,
                                                              CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (wraparound & unlikely(i < 0)) i += PyTuple_GET_SIZE(o);
    if ((!boundscheck) || likely((0 <= i) & (i < PyTuple_GET_SIZE(o)))) {
        PyObject *r = PyTuple_GET_ITEM(o, i);
        Py_INCREF(r);
        return r;
    }
    return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
    return PySequence_GetItem(o, i);
#endif
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i, int is_list,
                                                     CYTHON_NCP_UNUSED int wraparound,
                                                     CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_COMPILING_IN_CPYTHON
    if (is_list || PyList_CheckExact(o)) {
        Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
        if ((!boundscheck) || (likely((n >= 0) & (n < PyList_GET_SIZE(o))))) {
            PyObject *r = PyList_GET_ITEM(o, n);
            Py_INCREF(r);
            return r;
        }
    }
    else if (PyTuple_CheckExact(o)) {
        Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyTuple_GET_SIZE(o);
        if ((!boundscheck) || likely((n >= 0) & (n < PyTuple_GET_SIZE(o)))) {
            PyObject *r = PyTuple_GET_ITEM(o, n);
            Py_INCREF(r);
            return r;
        }
    } else {
        PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
        if (likely(m && m->sq_item)) {
            if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
                Py_ssize_t l = m->sq_length(o);
                if (likely(l >= 0)) {
                    i += l;
                } else {
                    if (!PyErr_ExceptionMatches(PyExc_OverflowError))
                        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));
}

/* PyIntBinop */
              #if CYTHON_COMPILING_IN_CPYTHON
static PyObject* __Pyx_PyInt_AddObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, CYTHON_UNUSED int inplace) {
    #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 && PY_MAJOR_VERSION >= 3
    if (likely(PyLong_CheckExact(op1))) {
        const long b = intval;
        long a, x;
        const PY_LONG_LONG llb = intval;
        PY_LONG_LONG lla, llx;
        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;
                    } 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;
                    }
                case 2:
                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
                        a = (long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
                        break;
                    } 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;
                    }
                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;
                    } 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;
                    }
                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;
                    } 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;
                    }
                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;
                    } 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;
                    }
                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;
                    } 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;
                    }
                default: return PyLong_Type.tp_as_number->nb_add(op1, op2);
            }
        }
                x = a + b;
            return PyLong_FromLong(x);
        long_long:
                llx = lla + llb;
            return PyLong_FromLongLong(llx);
    }
    #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

/* None */
              static CYTHON_INLINE long __Pyx_div_long(long a, long b) {
    long q = a / b;
    long r = a - q*b;
    q -= ((r != 0) & ((r ^ b) < 0));
    return q;
}

/* 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;
}

/* 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;
    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(
        PyThreadState_GET(), /*PyThreadState *tstate,*/
        py_code,             /*PyCodeObject *code,*/
        __pyx_d,      /*PyObject *globals,*/
        0                    /*PyObject *locals*/
    );
    if (!py_frame) goto bad;
    py_frame->f_lineno = py_line;
    PyTraceBack_Here(py_frame);
bad:
    Py_XDECREF(py_code);
    Py_XDECREF(py_frame);
}

#if PY_MAJOR_VERSION < 3
static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags) {
    if (PyObject_CheckBuffer(obj)) return PyObject_GetBuffer(obj, view, flags);
        if (PyObject_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) return __pyx_pw_5numpy_7ndarray_1__getbuffer__(obj, view, flags);
        if (PyObject_TypeCheck(obj, __pyx_array_type)) return __pyx_array_getbuffer(obj, view, flags);
        if (PyObject_TypeCheck(obj, __pyx_memoryview_type)) return __pyx_memoryview_getbuffer(obj, view, flags);
    PyErr_Format(PyExc_TypeError, "'%.200s' does not have the buffer interface", Py_TYPE(obj)->tp_name);
    return -1;
}
static void __Pyx_ReleaseBuffer(Py_buffer *view) {
    PyObject *obj = view->obj;
    if (!obj) return;
    if (PyObject_CheckBuffer(obj)) {
        PyBuffer_Release(view);
        return;
    }
        if (PyObject_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) { __pyx_pw_5numpy_7ndarray_3__releasebuffer__(obj, view); return; }
    Py_DECREF(obj);
    view->obj = NULL;
}
#endif


              /* MemviewSliceIsContig */
              static int
__pyx_memviewslice_is_contig(const __Pyx_memviewslice mvs,
                             char order, int ndim)
{
    int i, index, step, start;
    Py_ssize_t itemsize = mvs.memview->view.itemsize;
    if (order == 'F') {
        step = 1;
        start = 0;
    } else {
        step = -1;
        start = ndim - 1;
    }
    for (i = 0; i < ndim; i++) {
        index = start + step * i;
        if (mvs.suboffsets[index] >= 0 || mvs.strides[index] != itemsize)
            return 0;
        itemsize *= mvs.shape[index];
    }
    return 1;
}

/* OverlappingSlices */
              static void
__pyx_get_array_memory_extents(__Pyx_memviewslice *slice,
                               void **out_start, void **out_end,
                               int ndim, size_t itemsize)
{
    char *start, *end;
    int i;
    start = end = slice->data;
    for (i = 0; i < ndim; i++) {
        Py_ssize_t stride = slice->strides[i];
        Py_ssize_t extent = slice->shape[i];
        if (extent == 0) {
            *out_start = *out_end = start;
            return;
        } else {
            if (stride > 0)
                end += stride * (extent - 1);
            else
                start += stride * (extent - 1);
        }
    }
    *out_start = start;
    *out_end = end + itemsize;
}
static int
__pyx_slices_overlap(__Pyx_memviewslice *slice1,
                     __Pyx_memviewslice *slice2,
                     int ndim, size_t itemsize)
{
    void *start1, *end1, *start2, *end2;
    __pyx_get_array_memory_extents(slice1, &start1, &end1, ndim, itemsize);
    __pyx_get_array_memory_extents(slice2, &start2, &end2, ndim, itemsize);
    return (start1 < end2) && (start2 < end1);
}

/* Capsule */
              static CYTHON_INLINE PyObject *
__pyx_capsule_create(void *p, CYTHON_UNUSED const char *sig)
{
    PyObject *cobj;
#if PY_VERSION_HEX >= 0x02070000
    cobj = PyCapsule_New(p, sig, NULL);
#else
    cobj = PyCObject_FromVoidPtr(p, NULL);
#endif
    return cobj;
}

/* TypeInfoCompare */
              static int
__pyx_typeinfo_cmp(__Pyx_TypeInfo *a, __Pyx_TypeInfo *b)
{
    int i;
    if (!a || !b)
        return 0;
    if (a == b)
        return 1;
    if (a->size != b->size || a->typegroup != b->typegroup ||
            a->is_unsigned != b->is_unsigned || a->ndim != b->ndim) {
        if (a->typegroup == 'H' || b->typegroup == 'H') {
            return a->size == b->size;
        } else {
            return 0;
        }
    }
    if (a->ndim) {
        for (i = 0; i < a->ndim; i++)
            if (a->arraysize[i] != b->arraysize[i])
                return 0;
    }
    if (a->typegroup == 'S') {
        if (a->flags != b->flags)
            return 0;
        if (a->fields || b->fields) {
            if (!(a->fields && b->fields))
                return 0;
            for (i = 0; a->fields[i].type && b->fields[i].type; i++) {
                __Pyx_StructField *field_a = a->fields + i;
                __Pyx_StructField *field_b = b->fields + i;
                if (field_a->offset != field_b->offset ||
                    !__pyx_typeinfo_cmp(field_a->type, field_b->type))
                    return 0;
            }
            return !a->fields[i].type && !b->fields[i].type;
        }
    }
    return 1;
}

/* MemviewSliceValidateAndInit */
              static int
__pyx_check_strides(Py_buffer *buf, int dim, int ndim, int spec)
{
    if (buf->shape[dim] <= 1)
        return 1;
    if (buf->strides) {
        if (spec & __Pyx_MEMVIEW_CONTIG) {
            if (spec & (__Pyx_MEMVIEW_PTR|__Pyx_MEMVIEW_FULL)) {
                if (buf->strides[dim] != sizeof(void *)) {
                    PyErr_Format(PyExc_ValueError,
                                 "Buffer is not indirectly contiguous "
                                 "in dimension %d.", dim);
                    goto fail;
                }
            } else if (buf->strides[dim] != buf->itemsize) {
                PyErr_SetString(PyExc_ValueError,
                                "Buffer and memoryview are not contiguous "
                                "in the same dimension.");
                goto fail;
            }
        }
        if (spec & __Pyx_MEMVIEW_FOLLOW) {
            Py_ssize_t stride = buf->strides[dim];
            if (stride < 0)
                stride = -stride;
            if (stride < buf->itemsize) {
                PyErr_SetString(PyExc_ValueError,
                                "Buffer and memoryview are not contiguous "
                                "in the same dimension.");
                goto fail;
            }
        }
    } else {
        if (spec & __Pyx_MEMVIEW_CONTIG && dim != ndim - 1) {
            PyErr_Format(PyExc_ValueError,
                         "C-contiguous buffer is not contiguous in "
                         "dimension %d", dim);
            goto fail;
        } else if (spec & (__Pyx_MEMVIEW_PTR)) {
            PyErr_Format(PyExc_ValueError,
                         "C-contiguous buffer is not indirect in "
                         "dimension %d", dim);
            goto fail;
        } else if (buf->suboffsets) {
            PyErr_SetString(PyExc_ValueError,
                            "Buffer exposes suboffsets but no strides");
            goto fail;
        }
    }
    return 1;
fail:
    return 0;
}
static int
__pyx_check_suboffsets(Py_buffer *buf, int dim, CYTHON_UNUSED int ndim, int spec)
{
    if (spec & __Pyx_MEMVIEW_DIRECT) {
        if (buf->suboffsets && buf->suboffsets[dim] >= 0) {
            PyErr_Format(PyExc_ValueError,
                         "Buffer not compatible with direct access "
                         "in dimension %d.", dim);
            goto fail;
        }
    }
    if (spec & __Pyx_MEMVIEW_PTR) {
        if (!buf->suboffsets || (buf->suboffsets && buf->suboffsets[dim] < 0)) {
            PyErr_Format(PyExc_ValueError,
                         "Buffer is not indirectly accessible "
                         "in dimension %d.", dim);
            goto fail;
        }
    }
    return 1;
fail:
    return 0;
}
static int
__pyx_verify_contig(Py_buffer *buf, int ndim, int c_or_f_flag)
{
    int i;
    if (c_or_f_flag & __Pyx_IS_F_CONTIG) {
        Py_ssize_t stride = 1;
        for (i = 0; i < ndim; i++) {
            if (stride * buf->itemsize != buf->strides[i] &&
                    buf->shape[i] > 1)
            {
                PyErr_SetString(PyExc_ValueError,
                    "Buffer not fortran contiguous.");
                goto fail;
            }
            stride = stride * buf->shape[i];
        }
    } else if (c_or_f_flag & __Pyx_IS_C_CONTIG) {
        Py_ssize_t stride = 1;
        for (i = ndim - 1; i >- 1; i--) {
            if (stride * buf->itemsize != buf->strides[i] &&
                    buf->shape[i] > 1) {
                PyErr_SetString(PyExc_ValueError,
                    "Buffer not C contiguous.");
                goto fail;
            }
            stride = stride * buf->shape[i];
        }
    }
    return 1;
fail:
    return 0;
}
static int __Pyx_ValidateAndInit_memviewslice(
                int *axes_specs,
                int c_or_f_flag,
                int buf_flags,
                int ndim,
                __Pyx_TypeInfo *dtype,
                __Pyx_BufFmt_StackElem stack[],
                __Pyx_memviewslice *memviewslice,
                PyObject *original_obj)
{
    struct __pyx_memoryview_obj *memview, *new_memview;
    __Pyx_RefNannyDeclarations
    Py_buffer *buf;
    int i, spec = 0, retval = -1;
    __Pyx_BufFmt_Context ctx;
    int from_memoryview = __pyx_memoryview_check(original_obj);
    __Pyx_RefNannySetupContext("ValidateAndInit_memviewslice", 0);
    if (from_memoryview && __pyx_typeinfo_cmp(dtype, ((struct __pyx_memoryview_obj *)
                                                            original_obj)->typeinfo)) {
        memview = (struct __pyx_memoryview_obj *) original_obj;
        new_memview = NULL;
    } else {
        memview = (struct __pyx_memoryview_obj *) __pyx_memoryview_new(
                                            original_obj, buf_flags, 0, dtype);
        new_memview = memview;
        if (unlikely(!memview))
            goto fail;
    }
    buf = &memview->view;
    if (buf->ndim != ndim) {
        PyErr_Format(PyExc_ValueError,
                "Buffer has wrong number of dimensions (expected %d, got %d)",
                ndim, buf->ndim);
        goto fail;
    }
    if (new_memview) {
        __Pyx_BufFmt_Init(&ctx, stack, dtype);
        if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
    }
    if ((unsigned) buf->itemsize != dtype->size) {
        PyErr_Format(PyExc_ValueError,
                     "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "u byte%s) "
                     "does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "u byte%s)",
                     buf->itemsize,
                     (buf->itemsize > 1) ? "s" : "",
                     dtype->name,
                     dtype->size,
                     (dtype->size > 1) ? "s" : "");
        goto fail;
    }
    for (i = 0; i < ndim; i++) {
        spec = axes_specs[i];
        if (!__pyx_check_strides(buf, i, ndim, spec))
            goto fail;
        if (!__pyx_check_suboffsets(buf, i, ndim, spec))
            goto fail;
    }
    if (buf->strides && !__pyx_verify_contig(buf, ndim, c_or_f_flag))
        goto fail;
    if (unlikely(__Pyx_init_memviewslice(memview, ndim, memviewslice,
                                         new_memview != NULL) == -1)) {
        goto fail;
    }
    retval = 0;
    goto no_fail;
fail:
    Py_XDECREF(new_memview);
    retval = -1;
no_fail:
    __Pyx_RefNannyFinishContext();
    return retval;
}

/* ObjectToMemviewSlice */
              static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_float64_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_float64_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

/* ObjectToMemviewSlice */
              static CYTHON_INLINE __Pyx_memviewslice __Pyx_PyObject_to_MemoryviewSlice_ds_nn___pyx_t_5numpy_int64_t(PyObject *obj) {
    __Pyx_memviewslice result = { 0, 0, { 0 }, { 0 }, { 0 } };
    __Pyx_BufFmt_StackElem stack[1];
    int axes_specs[] = { (__Pyx_MEMVIEW_DIRECT | __Pyx_MEMVIEW_STRIDED) };
    int retcode;
    if (obj == Py_None) {
        result.memview = (struct __pyx_memoryview_obj *) Py_None;
        return result;
    }
    retcode = __Pyx_ValidateAndInit_memviewslice(axes_specs, 0,
                                                 PyBUF_RECORDS, 1,
                                                 &__Pyx_TypeInfo_nn___pyx_t_5numpy_int64_t, stack,
                                                 &result, obj);
    if (unlikely(retcode == -1))
        goto __pyx_fail;
    return result;
__pyx_fail:
    result.memview = NULL;
    result.data = NULL;
    return result;
}

/* 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_npy_int64(npy_int64 value) {
    const npy_int64 neg_one = (npy_int64) -1, const_zero = (npy_int64) 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_int64) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int64) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_int64) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
        }
    } else {
        if (sizeof(npy_int64) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_int64) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_int64),
                                     little, !is_unsigned);
    }
}

/* MemviewDtypeToObject */
              static CYTHON_INLINE PyObject *__pyx_memview_get_nn___pyx_t_5numpy_int64_t(const char *itemp) {
    return (PyObject *) __Pyx_PyInt_From_npy_int64(*(__pyx_t_5numpy_int64_t *) itemp);
}
static CYTHON_INLINE int __pyx_memview_set_nn___pyx_t_5numpy_int64_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_int64_t value = __Pyx_PyInt_As_npy_int64(obj);
    if ((value == (npy_int64)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_int64_t *) itemp = value;
    return 1;
}

/* MemviewDtypeToObject */
              static CYTHON_INLINE PyObject *__pyx_memview_get_nn___pyx_t_5numpy_float64_t(const char *itemp) {
    return (PyObject *) PyFloat_FromDouble(*(__pyx_t_5numpy_float64_t *) itemp);
}
static CYTHON_INLINE int __pyx_memview_set_nn___pyx_t_5numpy_float64_t(const char *itemp, PyObject *obj) {
    __pyx_t_5numpy_float64_t value = __pyx_PyFloat_AsDouble(obj);
    if ((value == (npy_float64)-1) && PyErr_Occurred())
        return 0;
    *(__pyx_t_5numpy_float64_t *) itemp = value;
    return 1;
}

/* CIntToPy */
              static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
    const int neg_one = (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);
        } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
        }
    } else {
        if (sizeof(int) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
        }
    }
    {
        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_npy_uint32(npy_uint32 value) {
    const npy_uint32 neg_one = (npy_uint32) -1, const_zero = (npy_uint32) 0;
    const int is_unsigned = neg_one > const_zero;
    if (is_unsigned) {
        if (sizeof(npy_uint32) < sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint32) <= sizeof(unsigned long)) {
            return PyLong_FromUnsignedLong((unsigned long) value);
        } else if (sizeof(npy_uint32) <= sizeof(unsigned PY_LONG_LONG)) {
            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
        }
    } else {
        if (sizeof(npy_uint32) <= sizeof(long)) {
            return PyInt_FromLong((long) value);
        } else if (sizeof(npy_uint32) <= sizeof(PY_LONG_LONG)) {
            return PyLong_FromLongLong((PY_LONG_LONG) value);
        }
    }
    {
        int one = 1; int little = (int)*(unsigned char *)&one;
        unsigned char *bytes = (unsigned char *)&value;
        return _PyLong_FromByteArray(bytes, sizeof(npy_uint32),
                                     little, !is_unsigned);
    }
}

/* None */
              #if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
      return ::std::complex< float >(x, y);
    }
  #else
    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
      return x + y*(__pyx_t_float_complex)_Complex_I;
    }
  #endif
#else
    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
      __pyx_t_float_complex z;
      z.real = x;
      z.imag = y;
      return z;
    }
#endif

/* None */
              #if CYTHON_CCOMPLEX
#else
    static CYTHON_INLINE int __Pyx_c_eqf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
       return (a.real == b.real) && (a.imag == b.imag);
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sumf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        __pyx_t_float_complex z;
        z.real = a.real + b.real;
        z.imag = a.imag + b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_difff(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        __pyx_t_float_complex z;
        z.real = a.real - b.real;
        z.imag = a.imag - b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prodf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        __pyx_t_float_complex z;
        z.real = a.real * b.real - a.imag * b.imag;
        z.imag = a.real * b.imag + a.imag * b.real;
        return z;
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quotf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
        __pyx_t_float_complex z;
        float denom = b.real * b.real + b.imag * b.imag;
        z.real = (a.real * b.real + a.imag * b.imag) / denom;
        z.imag = (a.imag * b.real - a.real * b.imag) / denom;
        return z;
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_negf(__pyx_t_float_complex a) {
        __pyx_t_float_complex z;
        z.real = -a.real;
        z.imag = -a.imag;
        return z;
    }
    static CYTHON_INLINE int __Pyx_c_is_zerof(__pyx_t_float_complex a) {
       return (a.real == 0) && (a.imag == 0);
    }
    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conjf(__pyx_t_float_complex a) {
        __pyx_t_float_complex z;
        z.real =  a.real;
        z.imag = -a.imag;
        return z;
    }
    #if 1
        static CYTHON_INLINE float __Pyx_c_absf(__pyx_t_float_complex z) {
          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
            return sqrtf(z.real*z.real + z.imag*z.imag);
          #else
            return hypotf(z.real, z.imag);
          #endif
        }
        static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_powf(__pyx_t_float_complex a, __pyx_t_float_complex b) {
            __pyx_t_float_complex z;
            float r, lnr, theta, z_r, z_theta;
            if (b.imag == 0 && b.real == (int)b.real) {
                if (b.real < 0) {
                    float denom = a.real * a.real + a.imag * a.imag;
                    a.real = a.real / denom;
                    a.imag = -a.imag / denom;
                    b.real = -b.real;
                }
                switch ((int)b.real) {
                    case 0:
                        z.real = 1;
                        z.imag = 0;
                        return z;
                    case 1:
                        return a;
                    case 2:
                        z = __Pyx_c_prodf(a, a);
                        return __Pyx_c_prodf(a, a);
                    case 3:
                        z = __Pyx_c_prodf(a, a);
                        return __Pyx_c_prodf(z, a);
                    case 4:
                        z = __Pyx_c_prodf(a, a);
                        return __Pyx_c_prodf(z, z);
                }
            }
            if (a.imag == 0) {
                if (a.real == 0) {
                    return a;
                }
                r = a.real;
                theta = 0;
            } else {
                r = __Pyx_c_absf(a);
                theta = atan2f(a.imag, a.real);
            }
            lnr = logf(r);
            z_r = expf(lnr * b.real - theta * b.imag);
            z_theta = theta * b.real + lnr * b.imag;
            z.real = z_r * cosf(z_theta);
            z.imag = z_r * sinf(z_theta);
            return z;
        }
    #endif
#endif

/* None */
              #if CYTHON_CCOMPLEX
  #ifdef __cplusplus
    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
      return ::std::complex< double >(x, y);
    }
  #else
    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
      return x + y*(__pyx_t_double_complex)_Complex_I;
    }
  #endif
#else
    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
      __pyx_t_double_complex z;
      z.real = x;
      z.imag = y;
      return z;
    }
#endif

/* None */
              #if CYTHON_CCOMPLEX
#else
    static CYTHON_INLINE int __Pyx_c_eq(__pyx_t_double_complex a, __pyx_t_double_complex b) {
       return (a.real == b.real) && (a.imag == b.imag);
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        __pyx_t_double_complex z;
        z.real = a.real + b.real;
        z.imag = a.imag + b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        __pyx_t_double_complex z;
        z.real = a.real - b.real;
        z.imag = a.imag - b.imag;
        return z;
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        __pyx_t_double_complex z;
        z.real = a.real * b.real - a.imag * b.imag;
        z.imag = a.real * b.imag + a.imag * b.real;
        return z;
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot(__pyx_t_double_complex a, __pyx_t_double_complex b) {
        __pyx_t_double_complex z;
        double denom = b.real * b.real + b.imag * b.imag;
        z.real = (a.real * b.real + a.imag * b.imag) / denom;
        z.imag = (a.imag * b.real - a.real * b.imag) / denom;
        return z;
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg(__pyx_t_double_complex a) {
        __pyx_t_double_complex z;
        z.real = -a.real;
        z.imag = -a.imag;
        return z;
    }
    static CYTHON_INLINE int __Pyx_c_is_zero(__pyx_t_double_complex a) {
       return (a.real == 0) && (a.imag == 0);
    }
    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj(__pyx_t_double_complex a) {
        __pyx_t_double_complex z;
        z.real =  a.real;
        z.imag = -a.imag;
        return z;
    }
    #if 1
        static CYTHON_INLINE double __Pyx_c_abs(__pyx_t_double_complex z) {
          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
            return sqrt(z.real*z.real + z.imag*z.imag);
          #else
            return hypot(z.real, z.imag);
          #endif
        }
        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow(__pyx_t_double_complex a, __pyx_t_double_complex b) {
            __pyx_t_double_complex z;
            double r, lnr, theta, z_r, z_theta;
            if (b.imag == 0 && b.real == (int)b.real) {
                if (b.real < 0) {
                    double denom = a.real * a.real + a.imag * a.imag;
                    a.real = a.real / denom;
                    a.imag = -a.imag / denom;
                    b.real = -b.real;
                }
                switch ((int)b.real) {
                    case 0:
                        z.real = 1;
                        z.imag = 0;
                        return z;
                    case 1:
                        return a;
                    case 2:
                        z = __Pyx_c_prod(a, a);
                        return __Pyx_c_prod(a, a);
                    case 3:
                        z = __Pyx_c_prod(a, a);
                        return __Pyx_c_prod(z, a);
                    case 4:
                        z = __Pyx_c_prod(a, a);
                        return __Pyx_c_prod(z, z);
                }
            }
            if (a.imag == 0) {
                if (a.real == 0) {
                    return a;
                }
                r = a.real;
                theta = 0;
            } else {
                r = __Pyx_c_abs(a);
                theta = atan2(a.imag, a.real);
            }
            lnr = log(r);
            z_r = exp(lnr * b.real - theta * b.imag);
            z_theta = theta * b.real + lnr * b.imag;
            z.real = z_r * cos(z_theta);
            z.imag = z_r * sin(z_theta);
            return z;
        }
    #endif
#endif

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

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

/* MemviewSliceCopyTemplate */
              static __Pyx_memviewslice
__pyx_memoryview_copy_new_contig(const __Pyx_memviewslice *from_mvs,
                                 const char *mode, int ndim,
                                 size_t sizeof_dtype, int contig_flag,
                                 int dtype_is_object)
{
    __Pyx_RefNannyDeclarations
    int i;
    __Pyx_memviewslice new_mvs = { 0, 0, { 0 }, { 0 }, { 0 } };
    struct __pyx_memoryview_obj *from_memview = from_mvs->memview;
    Py_buffer *buf = &from_memview->view;
    PyObject *shape_tuple = NULL;
    PyObject *temp_int = NULL;
    struct __pyx_array_obj *array_obj = NULL;
    struct __pyx_memoryview_obj *memview_obj = NULL;
    __Pyx_RefNannySetupContext("__pyx_memoryview_copy_new_contig", 0);
    for (i = 0; i < ndim; i++) {
        if (from_mvs->suboffsets[i] >= 0) {
            PyErr_Format(PyExc_ValueError, "Cannot copy memoryview slice with "
                                           "indirect dimensions (axis %d)", i);
            goto fail;
        }
    }
    shape_tuple = PyTuple_New(ndim);
    if (unlikely(!shape_tuple)) {
        goto fail;
    }
    __Pyx_GOTREF(shape_tuple);
    for(i = 0; i < ndim; i++) {
        temp_int = PyInt_FromSsize_t(from_mvs->shape[i]);
        if(unlikely(!temp_int)) {
            goto fail;
        } else {
            PyTuple_SET_ITEM(shape_tuple, i, temp_int);
            temp_int = NULL;
        }
    }
    array_obj = __pyx_array_new(shape_tuple, sizeof_dtype, buf->format, (char *) mode, NULL);
    if (unlikely(!array_obj)) {
        goto fail;
    }
    __Pyx_GOTREF(array_obj);
    memview_obj = (struct __pyx_memoryview_obj *) __pyx_memoryview_new(
                                    (PyObject *) array_obj, contig_flag,
                                    dtype_is_object,
                                    from_mvs->memview->typeinfo);
    if (unlikely(!memview_obj))
        goto fail;
    if (unlikely(__Pyx_init_memviewslice(memview_obj, ndim, &new_mvs, 1) < 0))
        goto fail;
    if (unlikely(__pyx_memoryview_copy_contents(*from_mvs, new_mvs, ndim, ndim,
                                                dtype_is_object) < 0))
        goto fail;
    goto no_fail;
fail:
    __Pyx_XDECREF(new_mvs.memview);
    new_mvs.memview = NULL;
    new_mvs.data = NULL;
no_fail:
    __Pyx_XDECREF(shape_tuple);
    __Pyx_XDECREF(temp_int);
    __Pyx_XDECREF(array_obj);
    __Pyx_RefNannyFinishContext();
    return new_mvs;
}

/* CIntFromPy */
              static CYTHON_INLINE npy_int64 __Pyx_PyInt_As_npy_int64(PyObject *x) {
    const npy_int64 neg_one = (npy_int64) -1, const_zero = (npy_int64) 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_int64) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_int64, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_int64) 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 (npy_int64) 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_int64, digit, digits[0])
                case 2:
                    if (8 * sizeof(npy_int64) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_int64, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_int64) >= 2 * PyLong_SHIFT) {
                            return (npy_int64) (((((npy_int64)digits[1]) << PyLong_SHIFT) | (npy_int64)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(npy_int64) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_int64, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_int64) >= 3 * PyLong_SHIFT) {
                            return (npy_int64) (((((((npy_int64)digits[2]) << PyLong_SHIFT) | (npy_int64)digits[1]) << PyLong_SHIFT) | (npy_int64)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(npy_int64) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_int64, 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(npy_int64) >= 4 * PyLong_SHIFT) {
                            return (npy_int64) (((((((((npy_int64)digits[3]) << PyLong_SHIFT) | (npy_int64)digits[2]) << PyLong_SHIFT) | (npy_int64)digits[1]) << PyLong_SHIFT) | (npy_int64)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 (npy_int64) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(npy_int64) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(npy_int64, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_int64) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(npy_int64, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (npy_int64) 0;
                case -1: __PYX_VERIFY_RETURN_INT(npy_int64, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(npy_int64,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(npy_int64) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_int64, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_int64) - 1 > 2 * PyLong_SHIFT) {
                            return (npy_int64) (((npy_int64)-1)*(((((npy_int64)digits[1]) << PyLong_SHIFT) | (npy_int64)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(npy_int64) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_int64, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_int64) - 1 > 2 * PyLong_SHIFT) {
                            return (npy_int64) ((((((npy_int64)digits[1]) << PyLong_SHIFT) | (npy_int64)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(npy_int64) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_int64, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_int64) - 1 > 3 * PyLong_SHIFT) {
                            return (npy_int64) (((npy_int64)-1)*(((((((npy_int64)digits[2]) << PyLong_SHIFT) | (npy_int64)digits[1]) << PyLong_SHIFT) | (npy_int64)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(npy_int64) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_int64, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_int64) - 1 > 3 * PyLong_SHIFT) {
                            return (npy_int64) ((((((((npy_int64)digits[2]) << PyLong_SHIFT) | (npy_int64)digits[1]) << PyLong_SHIFT) | (npy_int64)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(npy_int64) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_int64, 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(npy_int64) - 1 > 4 * PyLong_SHIFT) {
                            return (npy_int64) (((npy_int64)-1)*(((((((((npy_int64)digits[3]) << PyLong_SHIFT) | (npy_int64)digits[2]) << PyLong_SHIFT) | (npy_int64)digits[1]) << PyLong_SHIFT) | (npy_int64)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(npy_int64) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_int64, 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(npy_int64) - 1 > 4 * PyLong_SHIFT) {
                            return (npy_int64) ((((((((((npy_int64)digits[3]) << PyLong_SHIFT) | (npy_int64)digits[2]) << PyLong_SHIFT) | (npy_int64)digits[1]) << PyLong_SHIFT) | (npy_int64)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(npy_int64) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(npy_int64, long, PyLong_AsLong(x))
            } else if (sizeof(npy_int64) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(npy_int64, PY_LONG_LONG, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_int64 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 (npy_int64) -1;
        }
    } else {
        npy_int64 val;
        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
        if (!tmp) return (npy_int64) -1;
        val = __Pyx_PyInt_As_npy_int64(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_int64");
    return (npy_int64) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_int64");
    return (npy_int64) -1;
}

/* CIntFromPy */
              static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
    const int neg_one = (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))
            } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
            }
        } 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))
            } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
            }
        }
        {
#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 npy_uint32 __Pyx_PyInt_As_npy_uint32(PyObject *x) {
    const npy_uint32 neg_one = (npy_uint32) -1, const_zero = (npy_uint32) 0;
    const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
    if (likely(PyInt_Check(x))) {
        if (sizeof(npy_uint32) < sizeof(long)) {
            __PYX_VERIFY_RETURN_INT(npy_uint32, long, PyInt_AS_LONG(x))
        } else {
            long val = PyInt_AS_LONG(x);
            if (is_unsigned && unlikely(val < 0)) {
                goto raise_neg_overflow;
            }
            return (npy_uint32) 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 (npy_uint32) 0;
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint32, digit, digits[0])
                case 2:
                    if (8 * sizeof(npy_uint32) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_uint32, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_uint32) >= 2 * PyLong_SHIFT) {
                            return (npy_uint32) (((((npy_uint32)digits[1]) << PyLong_SHIFT) | (npy_uint32)digits[0]));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(npy_uint32) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_uint32, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_uint32) >= 3 * PyLong_SHIFT) {
                            return (npy_uint32) (((((((npy_uint32)digits[2]) << PyLong_SHIFT) | (npy_uint32)digits[1]) << PyLong_SHIFT) | (npy_uint32)digits[0]));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(npy_uint32) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_uint32, 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(npy_uint32) >= 4 * PyLong_SHIFT) {
                            return (npy_uint32) (((((((((npy_uint32)digits[3]) << PyLong_SHIFT) | (npy_uint32)digits[2]) << PyLong_SHIFT) | (npy_uint32)digits[1]) << PyLong_SHIFT) | (npy_uint32)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 (npy_uint32) -1;
                if (unlikely(result == 1))
                    goto raise_neg_overflow;
            }
#endif
            if (sizeof(npy_uint32) <= sizeof(unsigned long)) {
                __PYX_VERIFY_RETURN_INT_EXC(npy_uint32, unsigned long, PyLong_AsUnsignedLong(x))
            } else if (sizeof(npy_uint32) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(npy_uint32, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
            }
        } else {
#if CYTHON_USE_PYLONG_INTERNALS
            const digit* digits = ((PyLongObject*)x)->ob_digit;
            switch (Py_SIZE(x)) {
                case  0: return (npy_uint32) 0;
                case -1: __PYX_VERIFY_RETURN_INT(npy_uint32, sdigit, (sdigit) (-(sdigit)digits[0]))
                case  1: __PYX_VERIFY_RETURN_INT(npy_uint32,  digit, +digits[0])
                case -2:
                    if (8 * sizeof(npy_uint32) - 1 > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_uint32, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_uint32) - 1 > 2 * PyLong_SHIFT) {
                            return (npy_uint32) (((npy_uint32)-1)*(((((npy_uint32)digits[1]) << PyLong_SHIFT) | (npy_uint32)digits[0])));
                        }
                    }
                    break;
                case 2:
                    if (8 * sizeof(npy_uint32) > 1 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_uint32, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_uint32) - 1 > 2 * PyLong_SHIFT) {
                            return (npy_uint32) ((((((npy_uint32)digits[1]) << PyLong_SHIFT) | (npy_uint32)digits[0])));
                        }
                    }
                    break;
                case -3:
                    if (8 * sizeof(npy_uint32) - 1 > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_uint32, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_uint32) - 1 > 3 * PyLong_SHIFT) {
                            return (npy_uint32) (((npy_uint32)-1)*(((((((npy_uint32)digits[2]) << PyLong_SHIFT) | (npy_uint32)digits[1]) << PyLong_SHIFT) | (npy_uint32)digits[0])));
                        }
                    }
                    break;
                case 3:
                    if (8 * sizeof(npy_uint32) > 2 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_uint32, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
                        } else if (8 * sizeof(npy_uint32) - 1 > 3 * PyLong_SHIFT) {
                            return (npy_uint32) ((((((((npy_uint32)digits[2]) << PyLong_SHIFT) | (npy_uint32)digits[1]) << PyLong_SHIFT) | (npy_uint32)digits[0])));
                        }
                    }
                    break;
                case -4:
                    if (8 * sizeof(npy_uint32) - 1 > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_uint32, 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(npy_uint32) - 1 > 4 * PyLong_SHIFT) {
                            return (npy_uint32) (((npy_uint32)-1)*(((((((((npy_uint32)digits[3]) << PyLong_SHIFT) | (npy_uint32)digits[2]) << PyLong_SHIFT) | (npy_uint32)digits[1]) << PyLong_SHIFT) | (npy_uint32)digits[0])));
                        }
                    }
                    break;
                case 4:
                    if (8 * sizeof(npy_uint32) > 3 * PyLong_SHIFT) {
                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
                            __PYX_VERIFY_RETURN_INT(npy_uint32, 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(npy_uint32) - 1 > 4 * PyLong_SHIFT) {
                            return (npy_uint32) ((((((((((npy_uint32)digits[3]) << PyLong_SHIFT) | (npy_uint32)digits[2]) << PyLong_SHIFT) | (npy_uint32)digits[1]) << PyLong_SHIFT) | (npy_uint32)digits[0])));
                        }
                    }
                    break;
            }
#endif
            if (sizeof(npy_uint32) <= sizeof(long)) {
                __PYX_VERIFY_RETURN_INT_EXC(npy_uint32, long, PyLong_AsLong(x))
            } else if (sizeof(npy_uint32) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(npy_uint32, PY_LONG_LONG, PyLong_AsLongLong(x))
            }
        }
        {
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
            PyErr_SetString(PyExc_RuntimeError,
                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
            npy_uint32 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 (npy_uint32) -1;
        }
    } else {
        npy_uint32 val;
        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
        if (!tmp) return (npy_uint32) -1;
        val = __Pyx_PyInt_As_npy_uint32(tmp);
        Py_DECREF(tmp);
        return val;
    }
raise_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "value too large to convert to npy_uint32");
    return (npy_uint32) -1;
raise_neg_overflow:
    PyErr_SetString(PyExc_OverflowError,
        "can't convert negative value to npy_uint32");
    return (npy_uint32) -1;
}

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

/* CIntFromPy */
              static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
    const long neg_one = (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))
            } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
            }
        } 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))
            } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
                __PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
            }
        }
        {
#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;
}

/* 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;
}

/* ModuleImport */
              #ifndef __PYX_HAVE_RT_ImportModule
#define __PYX_HAVE_RT_ImportModule
static PyObject *__Pyx_ImportModule(const char *name) {
    PyObject *py_name = 0;
    PyObject *py_module = 0;
    py_name = __Pyx_PyIdentifier_FromString(name);
    if (!py_name)
        goto bad;
    py_module = PyImport_Import(py_name);
    Py_DECREF(py_name);
    return py_module;
bad:
    Py_XDECREF(py_name);
    return 0;
}
#endif

/* TypeImport */
              #ifndef __PYX_HAVE_RT_ImportType
#define __PYX_HAVE_RT_ImportType
static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name,
    size_t size, int strict)
{
    PyObject *py_module = 0;
    PyObject *result = 0;
    PyObject *py_name = 0;
    char warning[200];
    Py_ssize_t basicsize;
#ifdef Py_LIMITED_API
    PyObject *py_basicsize;
#endif
    py_module = __Pyx_ImportModule(module_name);
    if (!py_module)
        goto bad;
    py_name = __Pyx_PyIdentifier_FromString(class_name);
    if (!py_name)
        goto bad;
    result = PyObject_GetAttr(py_module, py_name);
    Py_DECREF(py_name);
    py_name = 0;
    Py_DECREF(py_module);
    py_module = 0;
    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 (!strict && (size_t)basicsize > size) {
        PyOS_snprintf(warning, sizeof(warning),
            "%s.%s size changed, may indicate binary incompatibility. Expected %zd, got %zd",
            module_name, class_name, basicsize, size);
        if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad;
    }
    else if ((size_t)basicsize != size) {
        PyErr_Format(PyExc_ValueError,
            "%.200s.%.200s has the wrong size, try recompiling. Expected %zd, got %zd",
            module_name, class_name, basicsize, size);
        goto bad;
    }
    return (PyTypeObject *)result;
bad:
    Py_XDECREF(py_module);
    Py_XDECREF(result);
    return NULL;
}
#endif

/* 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;
        ++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 char* __Pyx_PyObject_AsString(PyObject* o) {
    Py_ssize_t ignore;
    return __Pyx_PyObject_AsStringAndSize(o, &ignore);
}
static CYTHON_INLINE char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
#if CYTHON_COMPILING_IN_CPYTHON && (__PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT)
    if (
#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
            __Pyx_sys_getdefaultencoding_not_ascii &&
#endif
            PyUnicode_Check(o)) {
#if PY_VERSION_HEX < 0x03030000
        char* defenc_c;
        PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL);
        if (!defenc) return NULL;
        defenc_c = PyBytes_AS_STRING(defenc);
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
        {
            char* end = defenc_c + PyBytes_GET_SIZE(defenc);
            char* c;
            for (c = defenc_c; c < end; c++) {
                if ((unsigned char) (*c) >= 128) {
                    PyUnicode_AsASCIIString(o);
                    return NULL;
                }
            }
        }
#endif
        *length = PyBytes_GET_SIZE(defenc);
        return defenc_c;
#else
        if (__Pyx_PyUnicode_READY(o) == -1) return NULL;
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
        if (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
    } 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 PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
  PyNumberMethods *m;
  const char *name = NULL;
  PyObject *res = NULL;
#if PY_MAJOR_VERSION < 3
  if (PyInt_Check(x) || PyLong_Check(x))
#else
  if (PyLong_Check(x))
#endif
    return __Pyx_NewRef(x);
  m = Py_TYPE(x)->tp_as_number;
#if PY_MAJOR_VERSION < 3
  if (m && m->nb_int) {
    name = "int";
    res = PyNumber_Int(x);
  }
  else if (m && m->nb_long) {
    name = "long";
    res = PyNumber_Long(x);
  }
#else
  if (m && m->nb_int) {
    name = "int";
    res = PyNumber_Long(x);
  }
#endif
  if (res) {
#if PY_MAJOR_VERSION < 3
    if (!PyInt_Check(res) && !PyLong_Check(res)) {
#else
    if (!PyLong_Check(res)) {
#endif
      PyErr_Format(PyExc_TypeError,
                   "__%.4s__ returned non-%.4s (type %.200s)",
                   name, name, Py_TYPE(res)->tp_name);
      Py_DECREF(res);
      return NULL;
    }
  }
  else if (!PyErr_Occurred()) {
    PyErr_SetString(PyExc_TypeError,
                    "an integer is required");
  }
  return res;
}
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) {
  Py_ssize_t ival;
  PyObject *x;
#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(x);
  }
#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_PyInt_FromSize_t(size_t ival) {
    return PyInt_FromSize_t(ival);
}


#endif /* Py_PYTHON_H */
