/* Generated by Cython 0.29.36 */
/* BEGIN: Cython Metadata
{
"distutils": {
"depends": [
"gensim/models/voidptr.h"
],
"include_dirs": [
"gensim/models",
"./gensim/models"
],
"language": "c",
"name": "gensim.models.fasttext_inner",
"sources": [
"gensim/models/fasttext_inner.pyx"
]
},
"module_name": "gensim.models.fasttext_inner"
}
END: Cython Metadata */
#ifndef PY_SSIZE_T_CLEAN
#define PY_SSIZE_T_CLEAN
#endif /* PY_SSIZE_T_CLEAN */
#include "Python.h"
#ifndef Py_PYTHON_H
#error Python headers needed to compile C extensions, please install development version of Python.
#elif PY_VERSION_HEX < 0x02060000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000)
#error Cython requires Python 2.6+ or Python 3.3+.
#else
#define CYTHON_ABI "0_29_36"
#define CYTHON_HEX_VERSION 0x001D24F0
#define CYTHON_FUTURE_DIVISION 1
#include
#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
#define __PYX_COMMA ,
#ifndef HAVE_LONG_LONG
#if PY_VERSION_HEX >= 0x02070000
#define HAVE_LONG_LONG
#endif
#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_PYSTON 0
#define CYTHON_COMPILING_IN_CPYTHON 0
#define CYTHON_COMPILING_IN_NOGIL 0
#undef CYTHON_USE_TYPE_SLOTS
#define CYTHON_USE_TYPE_SLOTS 0
#undef CYTHON_USE_PYTYPE_LOOKUP
#define CYTHON_USE_PYTYPE_LOOKUP 0
#if PY_VERSION_HEX < 0x03050000
#undef CYTHON_USE_ASYNC_SLOTS
#define CYTHON_USE_ASYNC_SLOTS 0
#elif !defined(CYTHON_USE_ASYNC_SLOTS)
#define CYTHON_USE_ASYNC_SLOTS 1
#endif
#undef CYTHON_USE_PYLIST_INTERNALS
#define CYTHON_USE_PYLIST_INTERNALS 0
#undef CYTHON_USE_UNICODE_INTERNALS
#define CYTHON_USE_UNICODE_INTERNALS 0
#undef CYTHON_USE_UNICODE_WRITER
#define CYTHON_USE_UNICODE_WRITER 0
#undef CYTHON_USE_PYLONG_INTERNALS
#define CYTHON_USE_PYLONG_INTERNALS 0
#undef CYTHON_AVOID_BORROWED_REFS
#define CYTHON_AVOID_BORROWED_REFS 1
#undef CYTHON_ASSUME_SAFE_MACROS
#define CYTHON_ASSUME_SAFE_MACROS 0
#undef CYTHON_UNPACK_METHODS
#define CYTHON_UNPACK_METHODS 0
#undef CYTHON_FAST_THREAD_STATE
#define CYTHON_FAST_THREAD_STATE 0
#undef CYTHON_FAST_PYCALL
#define CYTHON_FAST_PYCALL 0
#if PY_VERSION_HEX < 0x03090000
#undef CYTHON_PEP489_MULTI_PHASE_INIT
#define CYTHON_PEP489_MULTI_PHASE_INIT 0
#elif !defined(CYTHON_PEP489_MULTI_PHASE_INIT)
#define CYTHON_PEP489_MULTI_PHASE_INIT 1
#endif
#undef CYTHON_USE_TP_FINALIZE
#define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1 && PYPY_VERSION_NUM >= 0x07030C00)
#undef CYTHON_USE_DICT_VERSIONS
#define CYTHON_USE_DICT_VERSIONS 0
#undef CYTHON_USE_EXC_INFO_STACK
#define CYTHON_USE_EXC_INFO_STACK 0
#ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
#define CYTHON_UPDATE_DESCRIPTOR_DOC 0
#endif
#elif defined(PYSTON_VERSION)
#define CYTHON_COMPILING_IN_PYPY 0
#define CYTHON_COMPILING_IN_PYSTON 1
#define CYTHON_COMPILING_IN_CPYTHON 0
#define CYTHON_COMPILING_IN_NOGIL 0
#ifndef CYTHON_USE_TYPE_SLOTS
#define CYTHON_USE_TYPE_SLOTS 1
#endif
#undef CYTHON_USE_PYTYPE_LOOKUP
#define CYTHON_USE_PYTYPE_LOOKUP 0
#undef CYTHON_USE_ASYNC_SLOTS
#define CYTHON_USE_ASYNC_SLOTS 0
#undef CYTHON_USE_PYLIST_INTERNALS
#define CYTHON_USE_PYLIST_INTERNALS 0
#ifndef CYTHON_USE_UNICODE_INTERNALS
#define CYTHON_USE_UNICODE_INTERNALS 1
#endif
#undef CYTHON_USE_UNICODE_WRITER
#define CYTHON_USE_UNICODE_WRITER 0
#undef CYTHON_USE_PYLONG_INTERNALS
#define CYTHON_USE_PYLONG_INTERNALS 0
#ifndef CYTHON_AVOID_BORROWED_REFS
#define CYTHON_AVOID_BORROWED_REFS 0
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#ifndef CYTHON_ASSUME_SAFE_MACROS
#define CYTHON_ASSUME_SAFE_MACROS 1
#endif
#ifndef CYTHON_UNPACK_METHODS
#define CYTHON_UNPACK_METHODS 1
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#undef CYTHON_FAST_THREAD_STATE
#define CYTHON_FAST_THREAD_STATE 0
#undef CYTHON_FAST_PYCALL
#define CYTHON_FAST_PYCALL 0
#undef CYTHON_PEP489_MULTI_PHASE_INIT
#define CYTHON_PEP489_MULTI_PHASE_INIT 0
#undef CYTHON_USE_TP_FINALIZE
#define CYTHON_USE_TP_FINALIZE 0
#undef CYTHON_USE_DICT_VERSIONS
#define CYTHON_USE_DICT_VERSIONS 0
#undef CYTHON_USE_EXC_INFO_STACK
#define CYTHON_USE_EXC_INFO_STACK 0
#ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
#define CYTHON_UPDATE_DESCRIPTOR_DOC 0
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#elif defined(PY_NOGIL)
#define CYTHON_COMPILING_IN_PYPY 0
#define CYTHON_COMPILING_IN_PYSTON 0
#define CYTHON_COMPILING_IN_CPYTHON 0
#define CYTHON_COMPILING_IN_NOGIL 1
#ifndef CYTHON_USE_TYPE_SLOTS
#define CYTHON_USE_TYPE_SLOTS 1
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#define CYTHON_USE_PYTYPE_LOOKUP 0
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#define CYTHON_USE_ASYNC_SLOTS 1
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#undef CYTHON_USE_PYLIST_INTERNALS
#define CYTHON_USE_PYLIST_INTERNALS 0
#ifndef CYTHON_USE_UNICODE_INTERNALS
#define CYTHON_USE_UNICODE_INTERNALS 1
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#define CYTHON_USE_PYLONG_INTERNALS 0
#ifndef CYTHON_AVOID_BORROWED_REFS
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#ifndef CYTHON_ASSUME_SAFE_MACROS
#define CYTHON_ASSUME_SAFE_MACROS 1
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#ifndef CYTHON_UNPACK_METHODS
#define CYTHON_UNPACK_METHODS 1
#endif
#undef CYTHON_FAST_THREAD_STATE
#define CYTHON_FAST_THREAD_STATE 0
#undef CYTHON_FAST_PYCALL
#define CYTHON_FAST_PYCALL 0
#ifndef CYTHON_PEP489_MULTI_PHASE_INIT
#define CYTHON_PEP489_MULTI_PHASE_INIT 1
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#ifndef CYTHON_USE_TP_FINALIZE
#define CYTHON_USE_TP_FINALIZE 1
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#undef CYTHON_USE_DICT_VERSIONS
#define CYTHON_USE_DICT_VERSIONS 0
#undef CYTHON_USE_EXC_INFO_STACK
#define CYTHON_USE_EXC_INFO_STACK 0
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#define CYTHON_COMPILING_IN_PYSTON 0
#define CYTHON_COMPILING_IN_CPYTHON 1
#define CYTHON_COMPILING_IN_NOGIL 0
#ifndef CYTHON_USE_TYPE_SLOTS
#define CYTHON_USE_TYPE_SLOTS 1
#endif
#if PY_VERSION_HEX < 0x02070000
#undef CYTHON_USE_PYTYPE_LOOKUP
#define CYTHON_USE_PYTYPE_LOOKUP 0
#elif !defined(CYTHON_USE_PYTYPE_LOOKUP)
#define CYTHON_USE_PYTYPE_LOOKUP 1
#endif
#if PY_MAJOR_VERSION < 3
#undef CYTHON_USE_ASYNC_SLOTS
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#elif !defined(CYTHON_USE_ASYNC_SLOTS)
#define CYTHON_USE_ASYNC_SLOTS 1
#endif
#if PY_VERSION_HEX < 0x02070000
#undef CYTHON_USE_PYLONG_INTERNALS
#define CYTHON_USE_PYLONG_INTERNALS 0
#elif !defined(CYTHON_USE_PYLONG_INTERNALS)
#define CYTHON_USE_PYLONG_INTERNALS (PY_VERSION_HEX < 0x030C00A5)
#endif
#ifndef CYTHON_USE_PYLIST_INTERNALS
#define CYTHON_USE_PYLIST_INTERNALS 1
#endif
#ifndef CYTHON_USE_UNICODE_INTERNALS
#define CYTHON_USE_UNICODE_INTERNALS 1
#endif
#if PY_VERSION_HEX < 0x030300F0 || PY_VERSION_HEX >= 0x030B00A2
#undef CYTHON_USE_UNICODE_WRITER
#define CYTHON_USE_UNICODE_WRITER 0
#elif !defined(CYTHON_USE_UNICODE_WRITER)
#define CYTHON_USE_UNICODE_WRITER 1
#endif
#ifndef CYTHON_AVOID_BORROWED_REFS
#define CYTHON_AVOID_BORROWED_REFS 0
#endif
#ifndef CYTHON_ASSUME_SAFE_MACROS
#define CYTHON_ASSUME_SAFE_MACROS 1
#endif
#ifndef CYTHON_UNPACK_METHODS
#define CYTHON_UNPACK_METHODS 1
#endif
#if PY_VERSION_HEX >= 0x030B00A4
#undef CYTHON_FAST_THREAD_STATE
#define CYTHON_FAST_THREAD_STATE 0
#elif !defined(CYTHON_FAST_THREAD_STATE)
#define CYTHON_FAST_THREAD_STATE 1
#endif
#ifndef CYTHON_FAST_PYCALL
#define CYTHON_FAST_PYCALL (PY_VERSION_HEX < 0x030A0000)
#endif
#ifndef CYTHON_PEP489_MULTI_PHASE_INIT
#define CYTHON_PEP489_MULTI_PHASE_INIT (PY_VERSION_HEX >= 0x03050000)
#endif
#ifndef CYTHON_USE_TP_FINALIZE
#define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1)
#endif
#ifndef CYTHON_USE_DICT_VERSIONS
#define CYTHON_USE_DICT_VERSIONS ((PY_VERSION_HEX >= 0x030600B1) && (PY_VERSION_HEX < 0x030C00A5))
#endif
#if PY_VERSION_HEX >= 0x030B00A4
#undef CYTHON_USE_EXC_INFO_STACK
#define CYTHON_USE_EXC_INFO_STACK 0
#elif !defined(CYTHON_USE_EXC_INFO_STACK)
#define CYTHON_USE_EXC_INFO_STACK (PY_VERSION_HEX >= 0x030700A3)
#endif
#ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
#define CYTHON_UPDATE_DESCRIPTOR_DOC 1
#endif
#endif
#if !defined(CYTHON_FAST_PYCCALL)
#define CYTHON_FAST_PYCCALL (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)
#endif
#if CYTHON_USE_PYLONG_INTERNALS
#if PY_MAJOR_VERSION < 3
#include "longintrepr.h"
#endif
#undef SHIFT
#undef BASE
#undef MASK
#ifdef SIZEOF_VOID_P
enum { __pyx_check_sizeof_voidp = 1 / (int)(SIZEOF_VOID_P == sizeof(void*)) };
#endif
#endif
#ifndef __has_attribute
#define __has_attribute(x) 0
#endif
#ifndef __has_cpp_attribute
#define __has_cpp_attribute(x) 0
#endif
#ifndef CYTHON_RESTRICT
#if defined(__GNUC__)
#define CYTHON_RESTRICT __restrict__
#elif defined(_MSC_VER) && _MSC_VER >= 1400
#define CYTHON_RESTRICT __restrict
#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
#define CYTHON_RESTRICT restrict
#else
#define CYTHON_RESTRICT
#endif
#endif
#ifndef CYTHON_UNUSED
# if defined(__GNUC__)
# if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4))
# define CYTHON_UNUSED __attribute__ ((__unused__))
# else
# define CYTHON_UNUSED
# endif
# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
# define CYTHON_UNUSED __attribute__ ((__unused__))
# else
# define CYTHON_UNUSED
# endif
#endif
#ifndef CYTHON_MAYBE_UNUSED_VAR
# if defined(__cplusplus)
template void CYTHON_MAYBE_UNUSED_VAR( const T& ) { }
# else
# define CYTHON_MAYBE_UNUSED_VAR(x) (void)(x)
# endif
#endif
#ifndef CYTHON_NCP_UNUSED
# if CYTHON_COMPILING_IN_CPYTHON
# define CYTHON_NCP_UNUSED
# else
# define CYTHON_NCP_UNUSED CYTHON_UNUSED
# endif
#endif
#define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None)
#ifdef _MSC_VER
#ifndef _MSC_STDINT_H_
#if _MSC_VER < 1300
typedef unsigned char uint8_t;
typedef unsigned int uint32_t;
#else
typedef unsigned __int8 uint8_t;
typedef unsigned __int32 uint32_t;
#endif
#endif
#else
#include
#endif
#ifndef CYTHON_FALLTHROUGH
#if defined(__cplusplus) && __cplusplus >= 201103L
#if __has_cpp_attribute(fallthrough)
#define CYTHON_FALLTHROUGH [[fallthrough]]
#elif __has_cpp_attribute(clang::fallthrough)
#define CYTHON_FALLTHROUGH [[clang::fallthrough]]
#elif __has_cpp_attribute(gnu::fallthrough)
#define CYTHON_FALLTHROUGH [[gnu::fallthrough]]
#endif
#endif
#ifndef CYTHON_FALLTHROUGH
#if __has_attribute(fallthrough)
#define CYTHON_FALLTHROUGH __attribute__((fallthrough))
#else
#define CYTHON_FALLTHROUGH
#endif
#endif
#if defined(__clang__ ) && defined(__apple_build_version__)
#if __apple_build_version__ < 7000000
#undef CYTHON_FALLTHROUGH
#define CYTHON_FALLTHROUGH
#endif
#endif
#endif
#ifndef CYTHON_INLINE
#if defined(__clang__)
#define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
#elif defined(__GNUC__)
#define CYTHON_INLINE __inline__
#elif defined(_MSC_VER)
#define CYTHON_INLINE __inline
#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
#define CYTHON_INLINE inline
#else
#define CYTHON_INLINE
#endif
#endif
#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_DefaultClassType PyType_Type
#if PY_VERSION_HEX >= 0x030B00A1
static CYTHON_INLINE PyCodeObject* __Pyx_PyCode_New(int a, int k, int l, int s, int f,
PyObject *code, PyObject *c, PyObject* n, PyObject *v,
PyObject *fv, PyObject *cell, PyObject* fn,
PyObject *name, int fline, PyObject *lnos) {
PyObject *kwds=NULL, *argcount=NULL, *posonlyargcount=NULL, *kwonlyargcount=NULL;
PyObject *nlocals=NULL, *stacksize=NULL, *flags=NULL, *replace=NULL, *call_result=NULL, *empty=NULL;
const char *fn_cstr=NULL;
const char *name_cstr=NULL;
PyCodeObject* co=NULL;
PyObject *type, *value, *traceback;
PyErr_Fetch(&type, &value, &traceback);
if (!(kwds=PyDict_New())) goto end;
if (!(argcount=PyLong_FromLong(a))) goto end;
if (PyDict_SetItemString(kwds, "co_argcount", argcount) != 0) goto end;
if (!(posonlyargcount=PyLong_FromLong(0))) goto end;
if (PyDict_SetItemString(kwds, "co_posonlyargcount", posonlyargcount) != 0) goto end;
if (!(kwonlyargcount=PyLong_FromLong(k))) goto end;
if (PyDict_SetItemString(kwds, "co_kwonlyargcount", kwonlyargcount) != 0) goto end;
if (!(nlocals=PyLong_FromLong(l))) goto end;
if (PyDict_SetItemString(kwds, "co_nlocals", nlocals) != 0) goto end;
if (!(stacksize=PyLong_FromLong(s))) goto end;
if (PyDict_SetItemString(kwds, "co_stacksize", stacksize) != 0) goto end;
if (!(flags=PyLong_FromLong(f))) goto end;
if (PyDict_SetItemString(kwds, "co_flags", flags) != 0) goto end;
if (PyDict_SetItemString(kwds, "co_code", code) != 0) goto end;
if (PyDict_SetItemString(kwds, "co_consts", c) != 0) goto end;
if (PyDict_SetItemString(kwds, "co_names", n) != 0) goto end;
if (PyDict_SetItemString(kwds, "co_varnames", v) != 0) goto end;
if (PyDict_SetItemString(kwds, "co_freevars", fv) != 0) goto end;
if (PyDict_SetItemString(kwds, "co_cellvars", cell) != 0) goto end;
if (PyDict_SetItemString(kwds, "co_linetable", lnos) != 0) goto end;
if (!(fn_cstr=PyUnicode_AsUTF8AndSize(fn, NULL))) goto end;
if (!(name_cstr=PyUnicode_AsUTF8AndSize(name, NULL))) goto end;
if (!(co = PyCode_NewEmpty(fn_cstr, name_cstr, fline))) goto end;
if (!(replace = PyObject_GetAttrString((PyObject*)co, "replace"))) goto cleanup_code_too;
if (!(empty = PyTuple_New(0))) goto cleanup_code_too; // unfortunately __pyx_empty_tuple isn't available here
if (!(call_result = PyObject_Call(replace, empty, kwds))) goto cleanup_code_too;
Py_XDECREF((PyObject*)co);
co = (PyCodeObject*)call_result;
call_result = NULL;
if (0) {
cleanup_code_too:
Py_XDECREF((PyObject*)co);
co = NULL;
}
end:
Py_XDECREF(kwds);
Py_XDECREF(argcount);
Py_XDECREF(posonlyargcount);
Py_XDECREF(kwonlyargcount);
Py_XDECREF(nlocals);
Py_XDECREF(stacksize);
Py_XDECREF(replace);
Py_XDECREF(call_result);
Py_XDECREF(empty);
if (type) {
PyErr_Restore(type, value, traceback);
}
return co;
}
#else
#define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
#endif
#define __Pyx_DefaultClassType PyType_Type
#endif
#if PY_VERSION_HEX >= 0x030900F0 && !CYTHON_COMPILING_IN_PYPY
#define __Pyx_PyObject_GC_IsFinalized(o) PyObject_GC_IsFinalized(o)
#else
#define __Pyx_PyObject_GC_IsFinalized(o) _PyGC_FINALIZED(o)
#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
#ifndef METH_STACKLESS
#define METH_STACKLESS 0
#endif
#if PY_VERSION_HEX <= 0x030700A3 || !defined(METH_FASTCALL)
#ifndef METH_FASTCALL
#define METH_FASTCALL 0x80
#endif
typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs);
typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args,
Py_ssize_t nargs, PyObject *kwnames);
#else
#define __Pyx_PyCFunctionFast _PyCFunctionFast
#define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords
#endif
#if CYTHON_FAST_PYCCALL
#define __Pyx_PyFastCFunction_Check(func)\
((PyCFunction_Check(func) && (METH_FASTCALL == (PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS | METH_STACKLESS)))))
#else
#define __Pyx_PyFastCFunction_Check(func) 0
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc)
#define PyObject_Malloc(s) PyMem_Malloc(s)
#define PyObject_Free(p) PyMem_Free(p)
#define PyObject_Realloc(p) PyMem_Realloc(p)
#endif
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030400A1
#define PyMem_RawMalloc(n) PyMem_Malloc(n)
#define PyMem_RawRealloc(p, n) PyMem_Realloc(p, n)
#define PyMem_RawFree(p) PyMem_Free(p)
#endif
#if CYTHON_COMPILING_IN_PYSTON
#define __Pyx_PyCode_HasFreeVars(co) PyCode_HasFreeVars(co)
#define __Pyx_PyFrame_SetLineNumber(frame, lineno) PyFrame_SetLineNumber(frame, lineno)
#else
#define __Pyx_PyCode_HasFreeVars(co) (PyCode_GetNumFree(co) > 0)
#define __Pyx_PyFrame_SetLineNumber(frame, lineno) (frame)->f_lineno = (lineno)
#endif
#if !CYTHON_FAST_THREAD_STATE || PY_VERSION_HEX < 0x02070000
#define __Pyx_PyThreadState_Current PyThreadState_GET()
#elif PY_VERSION_HEX >= 0x03060000
#define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet()
#elif PY_VERSION_HEX >= 0x03000000
#define __Pyx_PyThreadState_Current PyThreadState_GET()
#else
#define __Pyx_PyThreadState_Current _PyThreadState_Current
#endif
#if PY_VERSION_HEX < 0x030700A2 && !defined(PyThread_tss_create) && !defined(Py_tss_NEEDS_INIT)
#include "pythread.h"
#define Py_tss_NEEDS_INIT 0
typedef int Py_tss_t;
static CYTHON_INLINE int PyThread_tss_create(Py_tss_t *key) {
*key = PyThread_create_key();
return 0;
}
static CYTHON_INLINE Py_tss_t * PyThread_tss_alloc(void) {
Py_tss_t *key = (Py_tss_t *)PyObject_Malloc(sizeof(Py_tss_t));
*key = Py_tss_NEEDS_INIT;
return key;
}
static CYTHON_INLINE void PyThread_tss_free(Py_tss_t *key) {
PyObject_Free(key);
}
static CYTHON_INLINE int PyThread_tss_is_created(Py_tss_t *key) {
return *key != Py_tss_NEEDS_INIT;
}
static CYTHON_INLINE void PyThread_tss_delete(Py_tss_t *key) {
PyThread_delete_key(*key);
*key = Py_tss_NEEDS_INIT;
}
static CYTHON_INLINE int PyThread_tss_set(Py_tss_t *key, void *value) {
return PyThread_set_key_value(*key, value);
}
static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) {
return PyThread_get_key_value(*key);
}
#endif
#if CYTHON_COMPILING_IN_CPYTHON || defined(_PyDict_NewPresized)
#define __Pyx_PyDict_NewPresized(n) ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n))
#else
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#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
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#define PyNumber_Int PyNumber_Long
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#if PY_MAJOR_VERSION >= 3
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#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
#ifndef PyUnicode_InternFromString
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#define __Pyx_PyInt_FromHash_t PyInt_FromLong
#define __Pyx_PyInt_AsHash_t __Pyx_PyIndex_AsHash_t
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#if PY_VERSION_HEX >= 0x030500B1
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#define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
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#ifndef __Pyx_PyAsyncMethodsStruct
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unaryfunc am_aiter;
unaryfunc am_anext;
} __Pyx_PyAsyncMethodsStruct;
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#if defined(_WIN32) || defined(WIN32) || defined(MS_WINDOWS)
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#define _USE_MATH_DEFINES
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#include
#ifdef NAN
#define __PYX_NAN() ((float) NAN)
#else
static CYTHON_INLINE float __PYX_NAN() {
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memset(&value, 0xFF, sizeof(value));
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}
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#if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL)
#define __Pyx_truncl trunc
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#define __PYX_ERR(f_index, lineno, Ln_error) \
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#ifndef __PYX_EXTERN_C
#ifdef __cplusplus
#define __PYX_EXTERN_C extern "C"
#else
#define __PYX_EXTERN_C extern
#endif
#endif
#define __PYX_HAVE__gensim__models__fasttext_inner
#define __PYX_HAVE_API__gensim__models__fasttext_inner
/* Early includes */
#include
#include
#include "numpy/arrayobject.h"
#include "numpy/ndarrayobject.h"
#include "numpy/ndarraytypes.h"
#include "numpy/arrayscalars.h"
#include "numpy/ufuncobject.h"
/* NumPy API declarations from "numpy/__init__.pxd" */
#include "voidptr.h"
#include
#ifdef _OPENMP
#include
#endif /* _OPENMP */
#if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS)
#define CYTHON_WITHOUT_ASSERTIONS
#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_UTF8 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT (PY_MAJOR_VERSION >= 3 && __PYX_DEFAULT_STRING_ENCODING_IS_UTF8)
#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))) )
static CYTHON_INLINE int __Pyx_is_valid_index(Py_ssize_t i, Py_ssize_t limit) {
return (size_t) i < (size_t) limit;
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#include
#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)
#define __Pyx_sst_abs(value) ((Py_ssize_t)_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 const char* __Pyx_PyObject_AsString(PyObject*);
static CYTHON_INLINE const 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_PyBytes_AsWritableString(s) ((char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsWritableSString(s) ((signed char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsWritableUString(s) ((unsigned char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsString(s) ((const char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsSString(s) ((const signed char*) PyBytes_AS_STRING(s))
#define __Pyx_PyBytes_AsUString(s) ((const unsigned char*) PyBytes_AS_STRING(s))
#define __Pyx_PyObject_AsWritableString(s) ((char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsWritableSString(s) ((signed char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsWritableUString(s) ((unsigned char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsSString(s) ((const signed char*) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsUString(s) ((const 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)
static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u) {
const Py_UNICODE *u_end = u;
while (*u_end++) ;
return (size_t)(u_end - u - 1);
}
#define __Pyx_PyUnicode_FromUnicode(u) PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u))
#define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode
#define __Pyx_PyUnicode_AsUnicode PyUnicode_AsUnicode
#define __Pyx_NewRef(obj) (Py_INCREF(obj), obj)
#define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None)
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b);
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject*);
static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x);
#define __Pyx_PySequence_Tuple(obj)\
(likely(PyTuple_CheckExact(obj)) ? __Pyx_NewRef(obj) : PySequence_Tuple(obj))
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject*);
#if CYTHON_ASSUME_SAFE_MACROS
#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
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#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
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#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
#else
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#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);
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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;
}
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#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) + 1);
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 CYTHON_INLINE void __Pyx_pretend_to_initialize(void* ptr) { (void)ptr; }
static PyObject *__pyx_m = NULL;
static PyObject *__pyx_d;
static PyObject *__pyx_b;
static PyObject *__pyx_cython_runtime = NULL;
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;
/* Header.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
#else
#include
#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[] = {
"gensim/models/fasttext_inner.pyx",
"__init__.pxd",
"type.pxd",
};
/* NoFastGil.proto */
#define __Pyx_PyGILState_Ensure PyGILState_Ensure
#define __Pyx_PyGILState_Release PyGILState_Release
#define __Pyx_FastGIL_Remember()
#define __Pyx_FastGIL_Forget()
#define __Pyx_FastGilFuncInit()
/* ForceInitThreads.proto */
#ifndef __PYX_FORCE_INIT_THREADS
#define __PYX_FORCE_INIT_THREADS 0
#endif
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":690
* # 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;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":691
*
* 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;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":692
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typedef npy_int32 __pyx_t_5numpy_int32_t;
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* ctypedef npy_uint8 uint8_t
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struct __pyx_t_6gensim_6models_14word2vec_inner_Word2VecConfig;
struct __pyx_opt_args_6gensim_6models_14word2vec_inner_init_w2v_config;
/* "gensim/models/word2vec_inner.pxd":23
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typedef void (*__pyx_t_6gensim_6models_14word2vec_inner_scopy_ptr)(int const *, float const *, int const *, float *, int const *);
/* "gensim/models/word2vec_inner.pxd":24
* # BLAS routine signatures
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* ctypedef void (*saxpy_ptr) (const int *N, const float *alpha, const float *X, const int *incX, float *Y, const int *incY) nogil # <<<<<<<<<<<<<<
* ctypedef float (*sdot_ptr) (const int *N, const float *X, const int *incX, const float *Y, const int *incY) nogil
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*/
typedef void (*__pyx_t_6gensim_6models_14word2vec_inner_saxpy_ptr)(int const *, float const *, float const *, int const *, float *, int const *);
/* "gensim/models/word2vec_inner.pxd":25
* ctypedef void (*scopy_ptr) (const int *N, const float *X, const int *incX, float *Y, const int *incY) nogil
* ctypedef void (*saxpy_ptr) (const int *N, const float *alpha, const float *X, const int *incX, float *Y, const int *incY) nogil
* ctypedef float (*sdot_ptr) (const int *N, const float *X, const int *incX, const float *Y, const int *incY) nogil # <<<<<<<<<<<<<<
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*/
typedef float (*__pyx_t_6gensim_6models_14word2vec_inner_sdot_ptr)(int const *, float const *, int const *, float const *, int const *);
/* "gensim/models/word2vec_inner.pxd":26
* ctypedef void (*saxpy_ptr) (const int *N, const float *alpha, const float *X, const int *incX, float *Y, const int *incY) nogil
* ctypedef float (*sdot_ptr) (const int *N, const float *X, const int *incX, const float *Y, const int *incY) nogil
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* ctypedef double (*snrm2_ptr) (const int *N, const float *X, const int *incX) nogil
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*/
typedef double (*__pyx_t_6gensim_6models_14word2vec_inner_dsdot_ptr)(int const *, float const *, int const *, float const *, int const *);
/* "gensim/models/word2vec_inner.pxd":27
* ctypedef float (*sdot_ptr) (const int *N, const float *X, const int *incX, const float *Y, const int *incY) nogil
* ctypedef double (*dsdot_ptr) (const int *N, const float *X, const int *incX, const float *Y, const int *incY) nogil
* ctypedef double (*snrm2_ptr) (const int *N, const float *X, const int *incX) nogil # <<<<<<<<<<<<<<
* ctypedef void (*sscal_ptr) (const int *N, const float *alpha, const float *X, const int *incX) nogil
*
*/
typedef double (*__pyx_t_6gensim_6models_14word2vec_inner_snrm2_ptr)(int const *, float const *, int const *);
/* "gensim/models/word2vec_inner.pxd":28
* ctypedef double (*dsdot_ptr) (const int *N, const float *X, const int *incX, const float *Y, const int *incY) nogil
* ctypedef double (*snrm2_ptr) (const int *N, const float *X, const int *incX) nogil
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*
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typedef void (*__pyx_t_6gensim_6models_14word2vec_inner_sscal_ptr)(int const *, float const *, float const *, int const *);
/* "gensim/models/word2vec_inner.pxd":45
*
* # function implementations swapped based on BLAS detected in word2vec_inner.pyx init()
* ctypedef REAL_t (*our_dot_ptr) (const int *N, const float *X, const int *incX, const float *Y, const int *incY) nogil # <<<<<<<<<<<<<<
* ctypedef void (*our_saxpy_ptr) (const int *N, const float *alpha, const float *X, const int *incX, float *Y, const int *incY) nogil
*
*/
typedef __pyx_t_6gensim_6models_14word2vec_inner_REAL_t (*__pyx_t_6gensim_6models_14word2vec_inner_our_dot_ptr)(int const *, float const *, int const *, float const *, int const *);
/* "gensim/models/word2vec_inner.pxd":46
* # function implementations swapped based on BLAS detected in word2vec_inner.pyx init()
* ctypedef REAL_t (*our_dot_ptr) (const int *N, const float *X, const int *incX, const float *Y, const int *incY) nogil
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*
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typedef void (*__pyx_t_6gensim_6models_14word2vec_inner_our_saxpy_ptr)(int const *, float const *, float const *, int const *, float *, int const *);
/* "gensim/models/word2vec_inner.pxd":52
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*
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int hs;
int negative;
int sample;
int compute_loss;
int size;
int window;
int cbow_mean;
int workers;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t running_training_loss;
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struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig;
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int sg;
int hs;
int negative;
int sample;
int size;
int window;
int cbow_mean;
int workers;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t alpha;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t *syn0_vocab;
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__pyx_t_5numpy_uint32_t vocab_lockf_len;
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__pyx_t_6gensim_6models_14word2vec_inner_REAL_t *work;
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int sentence_idx[(0x2710 + 1)];
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t *syn1;
__pyx_t_5numpy_uint32_t *points[0x2710];
__pyx_t_5numpy_uint8_t *codes[0x2710];
int codelens[0x2710];
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t *syn1neg;
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unsigned PY_LONG_LONG cum_table_len;
unsigned PY_LONG_LONG next_random;
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static PyObject *__Pyx_GetBuiltinName(PyObject *name);
/* PyIntCompare.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_NeObjC(PyObject *op1, PyObject *op2, long intval, long inplace);
/* ExtTypeTest.proto */
static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type);
/* 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
/* PyThreadStateGet.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyThreadState_declare PyThreadState *__pyx_tstate;
#define __Pyx_PyThreadState_assign __pyx_tstate = __Pyx_PyThreadState_Current;
#define __Pyx_PyErr_Occurred() __pyx_tstate->curexc_type
#else
#define __Pyx_PyThreadState_declare
#define __Pyx_PyThreadState_assign
#define __Pyx_PyErr_Occurred() PyErr_Occurred()
#endif
/* PyErrFetchRestore.proto */
#if CYTHON_FAST_THREAD_STATE
#define __Pyx_PyErr_Clear() __Pyx_ErrRestore(NULL, NULL, NULL)
#define __Pyx_ErrRestoreWithState(type, value, tb) __Pyx_ErrRestoreInState(PyThreadState_GET(), type, value, tb)
#define __Pyx_ErrFetchWithState(type, value, tb) __Pyx_ErrFetchInState(PyThreadState_GET(), type, value, tb)
#define __Pyx_ErrRestore(type, value, tb) __Pyx_ErrRestoreInState(__pyx_tstate, type, value, tb)
#define __Pyx_ErrFetch(type, value, tb) __Pyx_ErrFetchInState(__pyx_tstate, type, value, tb)
static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_PyErr_SetNone(exc) (Py_INCREF(exc), __Pyx_ErrRestore((exc), NULL, NULL))
#else
#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
#endif
#else
#define __Pyx_PyErr_Clear() PyErr_Clear()
#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
#define __Pyx_ErrRestoreWithState(type, value, tb) PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetchWithState(type, value, tb) PyErr_Fetch(type, value, tb)
#define __Pyx_ErrRestoreInState(tstate, type, value, tb) PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetchInState(tstate, type, value, tb) PyErr_Fetch(type, value, tb)
#define __Pyx_ErrRestore(type, value, tb) PyErr_Restore(type, value, tb)
#define __Pyx_ErrFetch(type, value, tb) PyErr_Fetch(type, value, tb)
#endif
/* WriteUnraisableException.proto */
static void __Pyx_WriteUnraisable(const char *name, int clineno,
int lineno, const char *filename,
int full_traceback, int nogil);
/* DictGetItem.proto */
#if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key);
#define __Pyx_PyObject_Dict_GetItem(obj, name)\
(likely(PyDict_CheckExact(obj)) ?\
__Pyx_PyDict_GetItem(obj, name) : PyObject_GetItem(obj, name))
#else
#define __Pyx_PyDict_GetItem(d, key) PyObject_GetItem(d, key)
#define __Pyx_PyObject_Dict_GetItem(obj, name) PyObject_GetItem(obj, name)
#endif
/* PyFunctionFastCall.proto */
#if CYTHON_FAST_PYCALL
#define __Pyx_PyFunction_FastCall(func, args, nargs)\
__Pyx_PyFunction_FastCallDict((func), (args), (nargs), NULL)
#if 1 || PY_VERSION_HEX < 0x030600B1
static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, Py_ssize_t nargs, PyObject *kwargs);
#else
#define __Pyx_PyFunction_FastCallDict(func, args, nargs, kwargs) _PyFunction_FastCallDict(func, args, nargs, kwargs)
#endif
#define __Pyx_BUILD_ASSERT_EXPR(cond)\
(sizeof(char [1 - 2*!(cond)]) - 1)
#ifndef Py_MEMBER_SIZE
#define Py_MEMBER_SIZE(type, member) sizeof(((type *)0)->member)
#endif
#if CYTHON_FAST_PYCALL
static size_t __pyx_pyframe_localsplus_offset = 0;
#include "frameobject.h"
#if PY_VERSION_HEX >= 0x030b00a6
#ifndef Py_BUILD_CORE
#define Py_BUILD_CORE 1
#endif
#include "internal/pycore_frame.h"
#endif
#define __Pxy_PyFrame_Initialize_Offsets()\
((void)__Pyx_BUILD_ASSERT_EXPR(sizeof(PyFrameObject) == offsetof(PyFrameObject, f_localsplus) + Py_MEMBER_SIZE(PyFrameObject, f_localsplus)),\
(void)(__pyx_pyframe_localsplus_offset = ((size_t)PyFrame_Type.tp_basicsize) - Py_MEMBER_SIZE(PyFrameObject, f_localsplus)))
#define __Pyx_PyFrame_GetLocalsplus(frame)\
(assert(__pyx_pyframe_localsplus_offset), (PyObject **)(((char *)(frame)) + __pyx_pyframe_localsplus_offset))
#endif // CYTHON_FAST_PYCALL
#endif
/* PyCFunctionFastCall.proto */
#if CYTHON_FAST_PYCCALL
static CYTHON_INLINE PyObject *__Pyx_PyCFunction_FastCall(PyObject *func, PyObject **args, Py_ssize_t nargs);
#else
#define __Pyx_PyCFunction_FastCall(func, args, nargs) (assert(0), NULL)
#endif
/* GetItemInt.proto */
#define __Pyx_GetItemInt(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
(__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
__Pyx_GetItemInt_Fast(o, (Py_ssize_t)i, is_list, wraparound, boundscheck) :\
(is_list ? (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL) :\
__Pyx_GetItemInt_Generic(o, to_py_func(i))))
#define __Pyx_GetItemInt_List(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
(__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
__Pyx_GetItemInt_List_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
(PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
int wraparound, int boundscheck);
#define __Pyx_GetItemInt_Tuple(o, i, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
(__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
__Pyx_GetItemInt_Tuple_Fast(o, (Py_ssize_t)i, wraparound, boundscheck) :\
(PyErr_SetString(PyExc_IndexError, "tuple index out of range"), (PyObject*)NULL))
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
int wraparound, int boundscheck);
static PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j);
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i,
int is_list, int wraparound, int boundscheck);
/* ObjectGetItem.proto */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject* key);
#else
#define __Pyx_PyObject_GetItem(obj, key) PyObject_GetItem(obj, key)
#endif
/* None.proto */
static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);
/* 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);
/* 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);
/* RaiseTooManyValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected);
/* RaiseNeedMoreValuesToUnpack.proto */
static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index);
/* IterFinish.proto */
static CYTHON_INLINE int __Pyx_IterFinish(void);
/* UnpackItemEndCheck.proto */
static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected);
/* PyIntBinop.proto */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_AddObjC(PyObject *op1, PyObject *op2, long intval, int inplace, int zerodivision_check);
#else
#define __Pyx_PyInt_AddObjC(op1, op2, intval, inplace, zerodivision_check)\
(inplace ? PyNumber_InPlaceAdd(op1, op2) : PyNumber_Add(op1, op2))
#endif
/* 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);
/* ArgTypeTest.proto */
#define __Pyx_ArgTypeTest(obj, type, none_allowed, name, exact)\
((likely((Py_TYPE(obj) == type) | (none_allowed && (obj == Py_None)))) ? 1 :\
__Pyx__ArgTypeTest(obj, type, name, exact))
static int __Pyx__ArgTypeTest(PyObject *obj, PyTypeObject *type, const char *name, int exact);
/* PyObjectFormatSimple.proto */
#if CYTHON_COMPILING_IN_PYPY
#define __Pyx_PyObject_FormatSimple(s, f) (\
likely(PyUnicode_CheckExact(s)) ? (Py_INCREF(s), s) :\
PyObject_Format(s, f))
#elif PY_MAJOR_VERSION < 3
#define __Pyx_PyObject_FormatSimple(s, f) (\
likely(PyUnicode_CheckExact(s)) ? (Py_INCREF(s), s) :\
likely(PyString_CheckExact(s)) ? PyUnicode_FromEncodedObject(s, NULL, "strict") :\
PyObject_Format(s, f))
#elif CYTHON_USE_TYPE_SLOTS
#define __Pyx_PyObject_FormatSimple(s, f) (\
likely(PyUnicode_CheckExact(s)) ? (Py_INCREF(s), s) :\
likely(PyLong_CheckExact(s)) ? PyLong_Type.tp_str(s) :\
likely(PyFloat_CheckExact(s)) ? PyFloat_Type.tp_str(s) :\
PyObject_Format(s, f))
#else
#define __Pyx_PyObject_FormatSimple(s, f) (\
likely(PyUnicode_CheckExact(s)) ? (Py_INCREF(s), s) :\
PyObject_Format(s, f))
#endif
/* IncludeStringH.proto */
#include
/* JoinPyUnicode.proto */
static PyObject* __Pyx_PyUnicode_Join(PyObject* value_tuple, Py_ssize_t value_count, Py_ssize_t result_ulength,
Py_UCS4 max_char);
/* ListAppend.proto */
#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
static CYTHON_INLINE int __Pyx_PyList_Append(PyObject* list, PyObject* x) {
PyListObject* L = (PyListObject*) list;
Py_ssize_t len = Py_SIZE(list);
if (likely(L->allocated > len) & likely(len > (L->allocated >> 1))) {
Py_INCREF(x);
PyList_SET_ITEM(list, len, x);
__Pyx_SET_SIZE(list, len + 1);
return 0;
}
return PyList_Append(list, x);
}
#else
#define __Pyx_PyList_Append(L,x) PyList_Append(L,x)
#endif
/* PyUnicode_Substring.proto */
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_Substring(
PyObject* text, Py_ssize_t start, Py_ssize_t stop);
/* GetTopmostException.proto */
#if CYTHON_USE_EXC_INFO_STACK
static _PyErr_StackItem * __Pyx_PyErr_GetTopmostException(PyThreadState *tstate);
#endif
/* SaveResetException.proto */
#if CYTHON_FAST_THREAD_STATE
#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_FAST_THREAD_STATE
#define __Pyx_PyErr_ExceptionMatches(err) __Pyx_PyErr_ExceptionMatchesInState(__pyx_tstate, err)
static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err);
#else
#define __Pyx_PyErr_ExceptionMatches(err) PyErr_ExceptionMatches(err)
#endif
/* GetException.proto */
#if CYTHON_FAST_THREAD_STATE
#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
/* RaiseException.proto */
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);
/* TypeImport.proto */
#ifndef __PYX_HAVE_RT_ImportType_proto_0_29_36
#define __PYX_HAVE_RT_ImportType_proto_0_29_36
#if __STDC_VERSION__ >= 201112L
#include
#endif
#if __STDC_VERSION__ >= 201112L || __cplusplus >= 201103L
#define __PYX_GET_STRUCT_ALIGNMENT_0_29_36(s) alignof(s)
#else
#define __PYX_GET_STRUCT_ALIGNMENT_0_29_36(s) sizeof(void*)
#endif
enum __Pyx_ImportType_CheckSize_0_29_36 {
__Pyx_ImportType_CheckSize_Error_0_29_36 = 0,
__Pyx_ImportType_CheckSize_Warn_0_29_36 = 1,
__Pyx_ImportType_CheckSize_Ignore_0_29_36 = 2
};
static PyTypeObject *__Pyx_ImportType_0_29_36(PyObject* module, const char *module_name, const char *class_name, size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_0_29_36 check_size);
#endif
/* Import.proto */
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);
/* PyDictVersioning.proto */
#if CYTHON_USE_DICT_VERSIONS && CYTHON_USE_TYPE_SLOTS
#define __PYX_DICT_VERSION_INIT ((PY_UINT64_T) -1)
#define __PYX_GET_DICT_VERSION(dict) (((PyDictObject*)(dict))->ma_version_tag)
#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)\
(version_var) = __PYX_GET_DICT_VERSION(dict);\
(cache_var) = (value);
#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP) {\
static PY_UINT64_T __pyx_dict_version = 0;\
static PyObject *__pyx_dict_cached_value = NULL;\
if (likely(__PYX_GET_DICT_VERSION(DICT) == __pyx_dict_version)) {\
(VAR) = __pyx_dict_cached_value;\
} else {\
(VAR) = __pyx_dict_cached_value = (LOOKUP);\
__pyx_dict_version = __PYX_GET_DICT_VERSION(DICT);\
}\
}
static CYTHON_INLINE PY_UINT64_T __Pyx_get_tp_dict_version(PyObject *obj);
static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj);
static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version);
#else
#define __PYX_GET_DICT_VERSION(dict) (0)
#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)
#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP) (VAR) = (LOOKUP);
#endif
/* GetModuleGlobalName.proto */
#if CYTHON_USE_DICT_VERSIONS
#define __Pyx_GetModuleGlobalName(var, name) do {\
static PY_UINT64_T __pyx_dict_version = 0;\
static PyObject *__pyx_dict_cached_value = NULL;\
(var) = (likely(__pyx_dict_version == __PYX_GET_DICT_VERSION(__pyx_d))) ?\
(likely(__pyx_dict_cached_value) ? __Pyx_NewRef(__pyx_dict_cached_value) : __Pyx_GetBuiltinName(name)) :\
__Pyx__GetModuleGlobalName(name, &__pyx_dict_version, &__pyx_dict_cached_value);\
} while(0)
#define __Pyx_GetModuleGlobalNameUncached(var, name) do {\
PY_UINT64_T __pyx_dict_version;\
PyObject *__pyx_dict_cached_value;\
(var) = __Pyx__GetModuleGlobalName(name, &__pyx_dict_version, &__pyx_dict_cached_value);\
} while(0)
static PyObject *__Pyx__GetModuleGlobalName(PyObject *name, PY_UINT64_T *dict_version, PyObject **dict_cached_value);
#else
#define __Pyx_GetModuleGlobalName(var, name) (var) = __Pyx__GetModuleGlobalName(name)
#define __Pyx_GetModuleGlobalNameUncached(var, name) (var) = __Pyx__GetModuleGlobalName(name)
static CYTHON_INLINE PyObject *__Pyx__GetModuleGlobalName(PyObject *name);
#endif
/* 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
/* CLineInTraceback.proto */
#ifdef CYTHON_CLINE_IN_TRACEBACK
#define __Pyx_CLineForTraceback(tstate, c_line) (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0)
#else
static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line);
#endif
/* CodeObjectCache.proto */
typedef struct {
PyCodeObject* code_object;
int code_line;
} __Pyx_CodeObjectCacheEntry;
struct __Pyx_CodeObjectCache {
int count;
int max_count;
__Pyx_CodeObjectCacheEntry* entries;
};
static struct __Pyx_CodeObjectCache __pyx_code_cache = {0,0,NULL};
static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line);
static PyCodeObject *__pyx_find_code_object(int code_line);
static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object);
/* AddTraceback.proto */
static void __Pyx_AddTraceback(const char *funcname, int c_line,
int py_line, const char *filename);
/* GCCDiagnostics.proto */
#if defined(__GNUC__) && (__GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 6))
#define __Pyx_HAS_GCC_DIAGNOSTIC
#endif
/* RealImag.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
/* Arithmetic.proto */
#if CYTHON_CCOMPLEX
#define __Pyx_c_eq_float(a, b) ((a)==(b))
#define __Pyx_c_sum_float(a, b) ((a)+(b))
#define __Pyx_c_diff_float(a, b) ((a)-(b))
#define __Pyx_c_prod_float(a, b) ((a)*(b))
#define __Pyx_c_quot_float(a, b) ((a)/(b))
#define __Pyx_c_neg_float(a) (-(a))
#ifdef __cplusplus
#define __Pyx_c_is_zero_float(z) ((z)==(float)0)
#define __Pyx_c_conj_float(z) (::std::conj(z))
#if 1
#define __Pyx_c_abs_float(z) (::std::abs(z))
#define __Pyx_c_pow_float(a, b) (::std::pow(a, b))
#endif
#else
#define __Pyx_c_is_zero_float(z) ((z)==0)
#define __Pyx_c_conj_float(z) (conjf(z))
#if 1
#define __Pyx_c_abs_float(z) (cabsf(z))
#define __Pyx_c_pow_float(a, b) (cpowf(a, b))
#endif
#endif
#else
static CYTHON_INLINE int __Pyx_c_eq_float(__pyx_t_float_complex, __pyx_t_float_complex);
static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sum_float(__pyx_t_float_complex, __pyx_t_float_complex);
static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_diff_float(__pyx_t_float_complex, __pyx_t_float_complex);
static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prod_float(__pyx_t_float_complex, __pyx_t_float_complex);
static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex, __pyx_t_float_complex);
static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_neg_float(__pyx_t_float_complex);
static CYTHON_INLINE int __Pyx_c_is_zero_float(__pyx_t_float_complex);
static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conj_float(__pyx_t_float_complex);
#if 1
static CYTHON_INLINE float __Pyx_c_abs_float(__pyx_t_float_complex);
static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_pow_float(__pyx_t_float_complex, __pyx_t_float_complex);
#endif
#endif
/* Arithmetic.proto */
#if CYTHON_CCOMPLEX
#define __Pyx_c_eq_double(a, b) ((a)==(b))
#define __Pyx_c_sum_double(a, b) ((a)+(b))
#define __Pyx_c_diff_double(a, b) ((a)-(b))
#define __Pyx_c_prod_double(a, b) ((a)*(b))
#define __Pyx_c_quot_double(a, b) ((a)/(b))
#define __Pyx_c_neg_double(a) (-(a))
#ifdef __cplusplus
#define __Pyx_c_is_zero_double(z) ((z)==(double)0)
#define __Pyx_c_conj_double(z) (::std::conj(z))
#if 1
#define __Pyx_c_abs_double(z) (::std::abs(z))
#define __Pyx_c_pow_double(a, b) (::std::pow(a, b))
#endif
#else
#define __Pyx_c_is_zero_double(z) ((z)==0)
#define __Pyx_c_conj_double(z) (conj(z))
#if 1
#define __Pyx_c_abs_double(z) (cabs(z))
#define __Pyx_c_pow_double(a, b) (cpow(a, b))
#endif
#endif
#else
static CYTHON_INLINE int __Pyx_c_eq_double(__pyx_t_double_complex, __pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex, __pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff_double(__pyx_t_double_complex, __pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex, __pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex, __pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex);
static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__pyx_t_double_complex);
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static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex, __pyx_t_double_complex);
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/* CIntFromPy.proto */
static CYTHON_INLINE unsigned int __Pyx_PyInt_As_unsigned_int(PyObject *);
/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint32(npy_uint32 value);
/* CIntFromPy.proto */
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);
/* CIntFromPy.proto */
static CYTHON_INLINE npy_uint32 __Pyx_PyInt_As_npy_uint32(PyObject *);
/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
/* CIntFromPy.proto */
static CYTHON_INLINE PY_LONG_LONG __Pyx_PyInt_As_PY_LONG_LONG(PyObject *);
/* CIntFromPy.proto */
static CYTHON_INLINE unsigned PY_LONG_LONG __Pyx_PyInt_As_unsigned_PY_LONG_LONG(PyObject *);
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static CYTHON_INLINE char __Pyx_PyInt_As_char(PyObject *);
/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_unsigned_int(unsigned int value);
/* CIntFromPy.proto */
static CYTHON_INLINE size_t __Pyx_PyInt_As_size_t(PyObject *);
/* CIntFromPy.proto */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);
/* FastTypeChecks.proto */
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#define __Pyx_TypeCheck(obj, type) __Pyx_IsSubtype(Py_TYPE(obj), (PyTypeObject *)type)
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject *type);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
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#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
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#define __Pyx_PyException_Check(obj) __Pyx_TypeCheck(obj, PyExc_Exception)
/* CheckBinaryVersion.proto */
static int __Pyx_check_binary_version(void);
/* FunctionExport.proto */
static int __Pyx_ExportFunction(const char *name, void (*f)(void), const char *sig);
/* VoidPtrImport.proto */
static int __Pyx_ImportVoidPtr_0_29_36(PyObject *module, const char *name, void **p, const char *sig);
/* FunctionImport.proto */
static int __Pyx_ImportFunction_0_29_36(PyObject *module, const char *funcname, void (**f)(void), const char *sig);
/* InitStrings.proto */
static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);
/* Module declarations from 'cpython.buffer' */
/* Module declarations from 'libc.string' */
/* Module declarations from 'libc.stdio' */
/* Module declarations from '__builtin__' */
/* Module declarations from 'cpython.type' */
static PyTypeObject *__pyx_ptype_7cpython_4type_type = 0;
/* Module declarations from 'cpython' */
/* Module declarations from 'cpython.object' */
/* Module declarations from 'cpython.ref' */
/* Module declarations from 'cpython.mem' */
/* 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_generic = 0;
static PyTypeObject *__pyx_ptype_5numpy_number = 0;
static PyTypeObject *__pyx_ptype_5numpy_integer = 0;
static PyTypeObject *__pyx_ptype_5numpy_signedinteger = 0;
static PyTypeObject *__pyx_ptype_5numpy_unsignedinteger = 0;
static PyTypeObject *__pyx_ptype_5numpy_inexact = 0;
static PyTypeObject *__pyx_ptype_5numpy_floating = 0;
static PyTypeObject *__pyx_ptype_5numpy_complexfloating = 0;
static PyTypeObject *__pyx_ptype_5numpy_flexible = 0;
static PyTypeObject *__pyx_ptype_5numpy_character = 0;
static PyTypeObject *__pyx_ptype_5numpy_ufunc = 0;
/* Module declarations from 'gensim.models.word2vec_inner' */
static __pyx_t_6gensim_6models_14word2vec_inner_scopy_ptr *__pyx_vp_6gensim_6models_14word2vec_inner_scopy = 0;
#define __pyx_v_6gensim_6models_14word2vec_inner_scopy (*__pyx_vp_6gensim_6models_14word2vec_inner_scopy)
static __pyx_t_6gensim_6models_14word2vec_inner_saxpy_ptr *__pyx_vp_6gensim_6models_14word2vec_inner_saxpy = 0;
#define __pyx_v_6gensim_6models_14word2vec_inner_saxpy (*__pyx_vp_6gensim_6models_14word2vec_inner_saxpy)
static __pyx_t_6gensim_6models_14word2vec_inner_sdot_ptr *__pyx_vp_6gensim_6models_14word2vec_inner_sdot = 0;
#define __pyx_v_6gensim_6models_14word2vec_inner_sdot (*__pyx_vp_6gensim_6models_14word2vec_inner_sdot)
static __pyx_t_6gensim_6models_14word2vec_inner_dsdot_ptr *__pyx_vp_6gensim_6models_14word2vec_inner_dsdot = 0;
#define __pyx_v_6gensim_6models_14word2vec_inner_dsdot (*__pyx_vp_6gensim_6models_14word2vec_inner_dsdot)
static __pyx_t_6gensim_6models_14word2vec_inner_snrm2_ptr *__pyx_vp_6gensim_6models_14word2vec_inner_snrm2 = 0;
#define __pyx_v_6gensim_6models_14word2vec_inner_snrm2 (*__pyx_vp_6gensim_6models_14word2vec_inner_snrm2)
static __pyx_t_6gensim_6models_14word2vec_inner_sscal_ptr *__pyx_vp_6gensim_6models_14word2vec_inner_sscal = 0;
#define __pyx_v_6gensim_6models_14word2vec_inner_sscal (*__pyx_vp_6gensim_6models_14word2vec_inner_sscal)
static __pyx_t_6gensim_6models_14word2vec_inner_REAL_t (*__pyx_vp_6gensim_6models_14word2vec_inner_EXP_TABLE)[0x3E8] = 0;
#define __pyx_v_6gensim_6models_14word2vec_inner_EXP_TABLE (*__pyx_vp_6gensim_6models_14word2vec_inner_EXP_TABLE)
static __pyx_t_6gensim_6models_14word2vec_inner_our_dot_ptr *__pyx_vp_6gensim_6models_14word2vec_inner_our_dot = 0;
#define __pyx_v_6gensim_6models_14word2vec_inner_our_dot (*__pyx_vp_6gensim_6models_14word2vec_inner_our_dot)
static __pyx_t_6gensim_6models_14word2vec_inner_our_saxpy_ptr *__pyx_vp_6gensim_6models_14word2vec_inner_our_saxpy = 0;
#define __pyx_v_6gensim_6models_14word2vec_inner_our_saxpy (*__pyx_vp_6gensim_6models_14word2vec_inner_our_saxpy)
static unsigned PY_LONG_LONG (*__pyx_f_6gensim_6models_14word2vec_inner_bisect_left)(__pyx_t_5numpy_uint32_t *, unsigned PY_LONG_LONG, unsigned PY_LONG_LONG, unsigned PY_LONG_LONG); /*proto*/
static unsigned PY_LONG_LONG (*__pyx_f_6gensim_6models_14word2vec_inner_random_int32)(unsigned PY_LONG_LONG *); /*proto*/
/* Module declarations from 'cython' */
/* Module declarations from 'libc.math' */
/* Module declarations from 'gensim.models.fasttext_inner' */
static __pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_6gensim_6models_14fasttext_inner_EXP_TABLE[0x200];
static __pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_6gensim_6models_14fasttext_inner_LOG_TABLE[0x200];
static int __pyx_v_6gensim_6models_14fasttext_inner_ONE;
static __pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_6gensim_6models_14fasttext_inner_ONEF;
static unsigned char __pyx_v_6gensim_6models_14fasttext_inner__MB_MASK;
static unsigned char __pyx_v_6gensim_6models_14fasttext_inner__MB_START;
static void __pyx_f_6gensim_6models_14fasttext_inner_init_ft_config(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *, PyObject *, PyObject *, PyObject *, PyObject *); /*proto*/
static PyObject *__pyx_f_6gensim_6models_14fasttext_inner_populate_ft_config(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *, PyObject *, PyObject *, PyObject *); /*proto*/
static void __pyx_f_6gensim_6models_14fasttext_inner_fasttext_fast_sentence_sg_neg(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *, int, int); /*proto*/
static void __pyx_f_6gensim_6models_14fasttext_inner_fasttext_fast_sentence_sg_hs(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *, int, int); /*proto*/
static void __pyx_f_6gensim_6models_14fasttext_inner_fasttext_fast_sentence_cbow_neg(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *, int, int, int); /*proto*/
static void __pyx_f_6gensim_6models_14fasttext_inner_fasttext_fast_sentence_cbow_hs(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *, int, int, int); /*proto*/
static void __pyx_f_6gensim_6models_14fasttext_inner_fasttext_train_any(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *, int); /*proto*/
static PyObject *__pyx_f_6gensim_6models_14fasttext_inner_ft_hash_bytes(PyObject *, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6gensim_6models_14fasttext_inner_compute_ngrams(PyObject *, unsigned int, unsigned int, int __pyx_skip_dispatch); /*proto*/
static PyObject *__pyx_f_6gensim_6models_14fasttext_inner_compute_ngrams_bytes(PyObject *, unsigned int, unsigned int, int __pyx_skip_dispatch); /*proto*/
#define __Pyx_MODULE_NAME "gensim.models.fasttext_inner"
extern int __pyx_module_is_main_gensim__models__fasttext_inner;
int __pyx_module_is_main_gensim__models__fasttext_inner = 0;
/* Implementation of 'gensim.models.fasttext_inner' */
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_enumerate;
static PyObject *__pyx_builtin_ImportError;
static const char __pyx_k_c[] = "c";
static const char __pyx_k_i[] = "i";
static const char __pyx_k_s[] = "<%s>";
static const char __pyx_k__2[] = "<";
static const char __pyx_k__3[] = ">";
static const char __pyx_k_hs[] = "hs";
static const char __pyx_k_np[] = "np";
static const char __pyx_k_sg[] = "sg";
static const char __pyx_k_wv[] = "wv";
static const char __pyx_k_get[] = "get";
static const char __pyx_k_code[] = "code";
static const char __pyx_k_init[] = "init";
static const char __pyx_k_main[] = "__main__";
static const char __pyx_k_name[] = "__name__";
static const char __pyx_k_neu1[] = "_neu1";
static const char __pyx_k_syn1[] = "syn1";
static const char __pyx_k_test[] = "__test__";
static const char __pyx_k_word[] = "word";
static const char __pyx_k_work[] = "_work";
static const char __pyx_k_alpha[] = "alpha";
static const char __pyx_k_max_n[] = "max_n";
static const char __pyx_k_min_n[] = "min_n";
static const char __pyx_k_model[] = "model";
static const char __pyx_k_numpy[] = "numpy";
static const char __pyx_k_point[] = "point";
static const char __pyx_k_range[] = "range";
static const char __pyx_k_bucket[] = "bucket";
static const char __pyx_k_import[] = "__import__";
static const char __pyx_k_random[] = "random";
static const char __pyx_k_sample[] = "sample";
static const char __pyx_k_window[] = "window";
static const char __pyx_k_randint[] = "randint";
static const char __pyx_k_syn1neg[] = "syn1neg";
static const char __pyx_k_workers[] = "workers";
static const char __pyx_k_expandos[] = "expandos";
static const char __pyx_k_negative[] = "negative";
static const char __pyx_k_cbow_mean[] = "cbow_mean";
static const char __pyx_k_cum_table[] = "cum_table";
static const char __pyx_k_enumerate[] = "enumerate";
static const char __pyx_k_num_words[] = "num_words";
static const char __pyx_k_sentences[] = "sentences";
static const char __pyx_k_sample_int[] = "sample_int";
static const char __pyx_k_ImportError[] = "ImportError";
static const char __pyx_k_vector_size[] = "vector_size";
static const char __pyx_k_buckets_word[] = "buckets_word";
static const char __pyx_k_key_to_index[] = "key_to_index";
static const char __pyx_k_num_sentences[] = "num_sentences";
static const char __pyx_k_vectors_vocab[] = "vectors_vocab";
static const char __pyx_k_shrink_windows[] = "shrink_windows";
static const char __pyx_k_vectors_ngrams[] = "vectors_ngrams";
static const char __pyx_k_train_batch_any[] = "train_batch_any";
static const char __pyx_k_MAX_WORDS_IN_BATCH[] = "MAX_WORDS_IN_BATCH";
static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
static const char __pyx_k_vectors_vocab_lockf[] = "vectors_vocab_lockf";
static const char __pyx_k_vectors_ngrams_lockf[] = "vectors_ngrams_lockf";
static const char __pyx_k_gensim_models_fasttext_inner[] = "gensim.models.fasttext_inner";
static const char __pyx_k_numpy_core_multiarray_failed_to[] = "numpy.core.multiarray failed to import";
static const char __pyx_k_Optimized_Cython_functions_for_t[] = "Optimized Cython functions for training a :class:`~gensim.models.fasttext.FastText` model.\n\nThe main entry point is :func:`~gensim.models.fasttext_inner.train_batch_any`\nwhich may be called directly from Python code.\n\nNotes\n-----\nThe implementation of the above functions heavily depends on the\nFastTextConfig struct defined in :file:`gensim/models/fasttext_inner.pxd`.\n\nThe gensim.models.word2vec.FAST_VERSION value reports what flavor of BLAS\nwe're currently using:\n\n 0: double\n 1: float\n 2: no BLAS, use Cython loops instead\n\nSee Also\n--------\n`Basic Linear Algebra Subprograms `_\n\n";
static const char __pyx_k_gensim_models_fasttext_inner_pyx[] = "gensim/models/fasttext_inner.pyx";
static const char __pyx_k_numpy_core_umath_failed_to_impor[] = "numpy.core.umath failed to import";
static PyObject *__pyx_n_s_ImportError;
static PyObject *__pyx_n_s_MAX_WORDS_IN_BATCH;
static PyObject *__pyx_kp_u__2;
static PyObject *__pyx_kp_u__3;
static PyObject *__pyx_n_s_alpha;
static PyObject *__pyx_n_s_bucket;
static PyObject *__pyx_n_s_buckets_word;
static PyObject *__pyx_n_s_c;
static PyObject *__pyx_n_s_cbow_mean;
static PyObject *__pyx_n_s_cline_in_traceback;
static PyObject *__pyx_n_u_code;
static PyObject *__pyx_n_s_cum_table;
static PyObject *__pyx_n_s_enumerate;
static PyObject *__pyx_n_s_expandos;
static PyObject *__pyx_n_s_gensim_models_fasttext_inner;
static PyObject *__pyx_kp_s_gensim_models_fasttext_inner_pyx;
static PyObject *__pyx_n_s_get;
static PyObject *__pyx_n_s_hs;
static PyObject *__pyx_n_s_i;
static PyObject *__pyx_n_s_import;
static PyObject *__pyx_n_s_init;
static PyObject *__pyx_n_s_key_to_index;
static PyObject *__pyx_n_s_main;
static PyObject *__pyx_n_s_max_n;
static PyObject *__pyx_n_s_min_n;
static PyObject *__pyx_n_s_model;
static PyObject *__pyx_n_s_name;
static PyObject *__pyx_n_s_negative;
static PyObject *__pyx_n_s_neu1;
static PyObject *__pyx_n_s_np;
static PyObject *__pyx_n_s_num_sentences;
static PyObject *__pyx_n_s_num_words;
static PyObject *__pyx_n_s_numpy;
static PyObject *__pyx_kp_u_numpy_core_multiarray_failed_to;
static PyObject *__pyx_kp_u_numpy_core_umath_failed_to_impor;
static PyObject *__pyx_n_u_point;
static PyObject *__pyx_n_s_randint;
static PyObject *__pyx_n_s_random;
static PyObject *__pyx_n_s_range;
static PyObject *__pyx_kp_u_s;
static PyObject *__pyx_n_s_sample;
static PyObject *__pyx_n_u_sample_int;
static PyObject *__pyx_n_s_sentences;
static PyObject *__pyx_n_s_sg;
static PyObject *__pyx_n_s_shrink_windows;
static PyObject *__pyx_n_s_syn1;
static PyObject *__pyx_n_s_syn1neg;
static PyObject *__pyx_n_s_test;
static PyObject *__pyx_n_s_train_batch_any;
static PyObject *__pyx_n_s_vector_size;
static PyObject *__pyx_n_s_vectors_ngrams;
static PyObject *__pyx_n_s_vectors_ngrams_lockf;
static PyObject *__pyx_n_s_vectors_vocab;
static PyObject *__pyx_n_s_vectors_vocab_lockf;
static PyObject *__pyx_n_s_window;
static PyObject *__pyx_n_s_word;
static PyObject *__pyx_n_s_work;
static PyObject *__pyx_n_s_workers;
static PyObject *__pyx_n_s_wv;
static PyObject *__pyx_pf_6gensim_6models_14fasttext_inner_train_batch_any(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_model, PyObject *__pyx_v_sentences, PyObject *__pyx_v_alpha, PyObject *__pyx_v__work, PyObject *__pyx_v__neu1); /* proto */
static PyObject *__pyx_pf_6gensim_6models_14fasttext_inner_2ft_hash_bytes(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_bytez); /* proto */
static PyObject *__pyx_pf_6gensim_6models_14fasttext_inner_4compute_ngrams(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_word, unsigned int __pyx_v_min_n, unsigned int __pyx_v_max_n); /* proto */
static PyObject *__pyx_pf_6gensim_6models_14fasttext_inner_6compute_ngrams_bytes(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_word, unsigned int __pyx_v_min_n, unsigned int __pyx_v_max_n); /* proto */
static PyObject *__pyx_pf_6gensim_6models_14fasttext_inner_8init(CYTHON_UNUSED PyObject *__pyx_self); /* proto */
static PyObject *__pyx_int_0;
static PyObject *__pyx_int_1;
static PyObject *__pyx_int_10000;
static PyObject *__pyx_int_16777216;
static PyObject *__pyx_tuple_;
static PyObject *__pyx_tuple__4;
static PyObject *__pyx_tuple__5;
static PyObject *__pyx_tuple__6;
static PyObject *__pyx_tuple__8;
static PyObject *__pyx_codeobj__7;
static PyObject *__pyx_codeobj__9;
/* Late includes */
/* "gensim/models/fasttext_inner.pyx":75
*
*
* cdef void fasttext_fast_sentence_sg_neg(FastTextConfig *c, int i, int j) nogil: # <<<<<<<<<<<<<<
* """Perform skipgram training with negative sampling.
*
*/
static void __pyx_f_6gensim_6models_14fasttext_inner_fasttext_fast_sentence_sg_neg(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *__pyx_v_c, int __pyx_v_i, int __pyx_v_j) {
__pyx_t_5numpy_uint32_t __pyx_v_word_index;
__pyx_t_5numpy_uint32_t __pyx_v_word2_index;
__pyx_t_5numpy_uint32_t *__pyx_v_subwords_index;
__pyx_t_5numpy_uint32_t __pyx_v_subwords_len;
PY_LONG_LONG __pyx_v_row1;
PY_LONG_LONG __pyx_v_row2;
unsigned PY_LONG_LONG __pyx_v_modulo;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_f;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_g;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_label;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_f_dot;
__pyx_t_5numpy_uint32_t __pyx_v_target_index;
int __pyx_v_d;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_norm_factor;
int __pyx_t_1;
__pyx_t_5numpy_uint32_t __pyx_t_2;
__pyx_t_5numpy_uint32_t __pyx_t_3;
int __pyx_t_4;
long __pyx_t_5;
long __pyx_t_6;
int __pyx_t_7;
/* "gensim/models/fasttext_inner.pyx":96
*
* cdef:
* np.uint32_t word_index = c.indexes[j] # <<<<<<<<<<<<<<
* np.uint32_t word2_index = c.indexes[i]
* np.uint32_t *subwords_index = c.subwords_idx[i]
*/
__pyx_v_word_index = (__pyx_v_c->indexes[__pyx_v_j]);
/* "gensim/models/fasttext_inner.pyx":97
* cdef:
* np.uint32_t word_index = c.indexes[j]
* np.uint32_t word2_index = c.indexes[i] # <<<<<<<<<<<<<<
* np.uint32_t *subwords_index = c.subwords_idx[i]
* np.uint32_t subwords_len = c.subwords_idx_len[i]
*/
__pyx_v_word2_index = (__pyx_v_c->indexes[__pyx_v_i]);
/* "gensim/models/fasttext_inner.pyx":98
* np.uint32_t word_index = c.indexes[j]
* np.uint32_t word2_index = c.indexes[i]
* np.uint32_t *subwords_index = c.subwords_idx[i] # <<<<<<<<<<<<<<
* np.uint32_t subwords_len = c.subwords_idx_len[i]
*
*/
__pyx_v_subwords_index = (__pyx_v_c->subwords_idx[__pyx_v_i]);
/* "gensim/models/fasttext_inner.pyx":99
* np.uint32_t word2_index = c.indexes[i]
* np.uint32_t *subwords_index = c.subwords_idx[i]
* np.uint32_t subwords_len = c.subwords_idx_len[i] # <<<<<<<<<<<<<<
*
* cdef long long row1 = word2_index * c.size, row2
*/
__pyx_v_subwords_len = (__pyx_v_c->subwords_idx_len[__pyx_v_i]);
/* "gensim/models/fasttext_inner.pyx":101
* np.uint32_t subwords_len = c.subwords_idx_len[i]
*
* cdef long long row1 = word2_index * c.size, row2 # <<<<<<<<<<<<<<
* cdef unsigned long long modulo = 281474976710655ULL
* cdef REAL_t f, g, label, f_dot
*/
__pyx_v_row1 = (__pyx_v_word2_index * __pyx_v_c->size);
/* "gensim/models/fasttext_inner.pyx":102
*
* cdef long long row1 = word2_index * c.size, row2
* cdef unsigned long long modulo = 281474976710655ULL # <<<<<<<<<<<<<<
* cdef REAL_t f, g, label, f_dot
* cdef np.uint32_t target_index
*/
__pyx_v_modulo = 281474976710655ULL;
/* "gensim/models/fasttext_inner.pyx":107
* cdef int d
*
* memset(c.work, 0, c.size * cython.sizeof(REAL_t)) # <<<<<<<<<<<<<<
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t))
*
*/
(void)(memset(__pyx_v_c->work, 0, (__pyx_v_c->size * (sizeof(__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)))));
/* "gensim/models/fasttext_inner.pyx":108
*
* memset(c.work, 0, c.size * cython.sizeof(REAL_t))
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t)) # <<<<<<<<<<<<<<
*
* scopy(&c.size, &c.syn0_vocab[row1], &ONE, c.neu1, &ONE)
*/
(void)(memset(__pyx_v_c->neu1, 0, (__pyx_v_c->size * (sizeof(__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)))));
/* "gensim/models/fasttext_inner.pyx":110
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t))
*
* scopy(&c.size, &c.syn0_vocab[row1], &ONE, c.neu1, &ONE) # <<<<<<<<<<<<<<
*
* #
*/
__pyx_v_6gensim_6models_14word2vec_inner_scopy((&__pyx_v_c->size), (&(__pyx_v_c->syn0_vocab[__pyx_v_row1])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":116
* #
* cdef REAL_t norm_factor
* if subwords_len: # <<<<<<<<<<<<<<
* for d in range(subwords_len):
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[subwords_index[d] * c.size], &ONE, c.neu1, &ONE)
*/
__pyx_t_1 = (__pyx_v_subwords_len != 0);
if (__pyx_t_1) {
/* "gensim/models/fasttext_inner.pyx":117
* cdef REAL_t norm_factor
* if subwords_len:
* for d in range(subwords_len): # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[subwords_index[d] * c.size], &ONE, c.neu1, &ONE)
* norm_factor = ONEF / subwords_len
*/
__pyx_t_2 = __pyx_v_subwords_len;
__pyx_t_3 = __pyx_t_2;
for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
__pyx_v_d = __pyx_t_4;
/* "gensim/models/fasttext_inner.pyx":118
* if subwords_len:
* for d in range(subwords_len):
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[subwords_index[d] * c.size], &ONE, c.neu1, &ONE) # <<<<<<<<<<<<<<
* norm_factor = ONEF / subwords_len
* sscal(&c.size, &norm_factor, c.neu1, &ONE)
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_6gensim_6models_14fasttext_inner_ONEF), (&(__pyx_v_c->syn0_ngrams[((__pyx_v_subwords_index[__pyx_v_d]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
}
/* "gensim/models/fasttext_inner.pyx":119
* for d in range(subwords_len):
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[subwords_index[d] * c.size], &ONE, c.neu1, &ONE)
* norm_factor = ONEF / subwords_len # <<<<<<<<<<<<<<
* sscal(&c.size, &norm_factor, c.neu1, &ONE)
*
*/
__pyx_v_norm_factor = (__pyx_v_6gensim_6models_14fasttext_inner_ONEF / ((__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)__pyx_v_subwords_len));
/* "gensim/models/fasttext_inner.pyx":120
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[subwords_index[d] * c.size], &ONE, c.neu1, &ONE)
* norm_factor = ONEF / subwords_len
* sscal(&c.size, &norm_factor, c.neu1, &ONE) # <<<<<<<<<<<<<<
*
* for d in range(c.negative+1):
*/
__pyx_v_6gensim_6models_14word2vec_inner_sscal((&__pyx_v_c->size), (&__pyx_v_norm_factor), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":116
* #
* cdef REAL_t norm_factor
* if subwords_len: # <<<<<<<<<<<<<<
* for d in range(subwords_len):
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[subwords_index[d] * c.size], &ONE, c.neu1, &ONE)
*/
}
/* "gensim/models/fasttext_inner.pyx":122
* sscal(&c.size, &norm_factor, c.neu1, &ONE)
*
* for d in range(c.negative+1): # <<<<<<<<<<<<<<
* if d == 0:
* target_index = word_index
*/
__pyx_t_5 = (__pyx_v_c->negative + 1);
__pyx_t_6 = __pyx_t_5;
for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_6; __pyx_t_4+=1) {
__pyx_v_d = __pyx_t_4;
/* "gensim/models/fasttext_inner.pyx":123
*
* for d in range(c.negative+1):
* if d == 0: # <<<<<<<<<<<<<<
* target_index = word_index
* label = ONEF
*/
__pyx_t_1 = ((__pyx_v_d == 0) != 0);
if (__pyx_t_1) {
/* "gensim/models/fasttext_inner.pyx":124
* for d in range(c.negative+1):
* if d == 0:
* target_index = word_index # <<<<<<<<<<<<<<
* label = ONEF
* else:
*/
__pyx_v_target_index = __pyx_v_word_index;
/* "gensim/models/fasttext_inner.pyx":125
* if d == 0:
* target_index = word_index
* label = ONEF # <<<<<<<<<<<<<<
* else:
* target_index = bisect_left(
*/
__pyx_v_label = __pyx_v_6gensim_6models_14fasttext_inner_ONEF;
/* "gensim/models/fasttext_inner.pyx":123
*
* for d in range(c.negative+1):
* if d == 0: # <<<<<<<<<<<<<<
* target_index = word_index
* label = ONEF
*/
goto __pyx_L8;
}
/* "gensim/models/fasttext_inner.pyx":127
* label = ONEF
* else:
* target_index = bisect_left( # <<<<<<<<<<<<<<
* c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len)
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo
*/
/*else*/ {
/* "gensim/models/fasttext_inner.pyx":128
* else:
* target_index = bisect_left(
* c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len) # <<<<<<<<<<<<<<
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo
* if target_index == word_index:
*/
__pyx_v_target_index = __pyx_f_6gensim_6models_14word2vec_inner_bisect_left(__pyx_v_c->cum_table, ((__pyx_v_c->next_random >> 16) % (__pyx_v_c->cum_table[(__pyx_v_c->cum_table_len - 1)])), 0, __pyx_v_c->cum_table_len);
/* "gensim/models/fasttext_inner.pyx":129
* target_index = bisect_left(
* c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len)
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo # <<<<<<<<<<<<<<
* if target_index == word_index:
* continue
*/
__pyx_v_c->next_random = (((__pyx_v_c->next_random * ((unsigned PY_LONG_LONG)25214903917ULL)) + 11) & __pyx_v_modulo);
/* "gensim/models/fasttext_inner.pyx":130
* c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len)
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo
* if target_index == word_index: # <<<<<<<<<<<<<<
* continue
* label = 0.0
*/
__pyx_t_1 = ((__pyx_v_target_index == __pyx_v_word_index) != 0);
if (__pyx_t_1) {
/* "gensim/models/fasttext_inner.pyx":131
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo
* if target_index == word_index:
* continue # <<<<<<<<<<<<<<
* label = 0.0
*
*/
goto __pyx_L6_continue;
/* "gensim/models/fasttext_inner.pyx":130
* c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len)
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo
* if target_index == word_index: # <<<<<<<<<<<<<<
* continue
* label = 0.0
*/
}
/* "gensim/models/fasttext_inner.pyx":132
* if target_index == word_index:
* continue
* label = 0.0 # <<<<<<<<<<<<<<
*
* row2 = target_index * c.size
*/
__pyx_v_label = ((__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)0.0);
}
__pyx_L8:;
/* "gensim/models/fasttext_inner.pyx":134
* label = 0.0
*
* row2 = target_index * c.size # <<<<<<<<<<<<<<
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
*/
__pyx_v_row2 = (__pyx_v_target_index * __pyx_v_c->size);
/* "gensim/models/fasttext_inner.pyx":135
*
* row2 = target_index * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE) # <<<<<<<<<<<<<<
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
* continue
*/
__pyx_v_f_dot = __pyx_v_6gensim_6models_14word2vec_inner_our_dot((&__pyx_v_c->size), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn1neg[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":136
* row2 = target_index * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP: # <<<<<<<<<<<<<<
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
*/
__pyx_t_7 = ((__pyx_v_f_dot <= -8.0) != 0);
if (!__pyx_t_7) {
} else {
__pyx_t_1 = __pyx_t_7;
goto __pyx_L11_bool_binop_done;
}
__pyx_t_7 = ((__pyx_v_f_dot >= 8.0) != 0);
__pyx_t_1 = __pyx_t_7;
__pyx_L11_bool_binop_done:;
if (__pyx_t_1) {
/* "gensim/models/fasttext_inner.pyx":137
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
* continue # <<<<<<<<<<<<<<
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
* g = (label - f) * c.alpha
*/
goto __pyx_L6_continue;
/* "gensim/models/fasttext_inner.pyx":136
* row2 = target_index * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP: # <<<<<<<<<<<<<<
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
*/
}
/* "gensim/models/fasttext_inner.pyx":138
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))] # <<<<<<<<<<<<<<
* g = (label - f) * c.alpha
* our_saxpy(&c.size, &g, &c.syn1neg[row2], &ONE, c.work, &ONE)
*/
__pyx_v_f = (__pyx_v_6gensim_6models_14fasttext_inner_EXP_TABLE[((int)((__pyx_v_f_dot + 8.0) * ((0x200 / 8) / 2)))]);
/* "gensim/models/fasttext_inner.pyx":139
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
* g = (label - f) * c.alpha # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &g, &c.syn1neg[row2], &ONE, c.work, &ONE)
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
*/
__pyx_v_g = ((__pyx_v_label - __pyx_v_f) * __pyx_v_c->alpha);
/* "gensim/models/fasttext_inner.pyx":140
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
* g = (label - f) * c.alpha
* our_saxpy(&c.size, &g, &c.syn1neg[row2], &ONE, c.work, &ONE) # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* our_saxpy(&c.size, &c.vocab_lockf[word2_index % c.vocab_lockf_len], c.work, &ONE, &c.syn0_vocab[row1], &ONE)
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_g), (&(__pyx_v_c->syn1neg[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":141
* g = (label - f) * c.alpha
* our_saxpy(&c.size, &g, &c.syn1neg[row2], &ONE, c.work, &ONE)
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1neg[row2], &ONE) # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &c.vocab_lockf[word2_index % c.vocab_lockf_len], c.work, &ONE, &c.syn0_vocab[row1], &ONE)
* for d in range(subwords_len):
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_g), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn1neg[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
__pyx_L6_continue:;
}
/* "gensim/models/fasttext_inner.pyx":142
* our_saxpy(&c.size, &g, &c.syn1neg[row2], &ONE, c.work, &ONE)
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* our_saxpy(&c.size, &c.vocab_lockf[word2_index % c.vocab_lockf_len], c.work, &ONE, &c.syn0_vocab[row1], &ONE) # <<<<<<<<<<<<<<
* for d in range(subwords_len):
* our_saxpy(&c.size, &c.ngrams_lockf[subwords_index[d] % c.ngrams_lockf_len],
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&(__pyx_v_c->vocab_lockf[(__pyx_v_word2_index % __pyx_v_c->vocab_lockf_len)])), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn0_vocab[__pyx_v_row1])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":143
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* our_saxpy(&c.size, &c.vocab_lockf[word2_index % c.vocab_lockf_len], c.work, &ONE, &c.syn0_vocab[row1], &ONE)
* for d in range(subwords_len): # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &c.ngrams_lockf[subwords_index[d] % c.ngrams_lockf_len],
* c.work, &ONE, &c.syn0_ngrams[subwords_index[d]*c.size], &ONE)
*/
__pyx_t_2 = __pyx_v_subwords_len;
__pyx_t_3 = __pyx_t_2;
for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
__pyx_v_d = __pyx_t_4;
/* "gensim/models/fasttext_inner.pyx":144
* our_saxpy(&c.size, &c.vocab_lockf[word2_index % c.vocab_lockf_len], c.work, &ONE, &c.syn0_vocab[row1], &ONE)
* for d in range(subwords_len):
* our_saxpy(&c.size, &c.ngrams_lockf[subwords_index[d] % c.ngrams_lockf_len], # <<<<<<<<<<<<<<
* c.work, &ONE, &c.syn0_ngrams[subwords_index[d]*c.size], &ONE)
*
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&(__pyx_v_c->ngrams_lockf[((__pyx_v_subwords_index[__pyx_v_d]) % __pyx_v_c->ngrams_lockf_len)])), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn0_ngrams[((__pyx_v_subwords_index[__pyx_v_d]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
}
/* "gensim/models/fasttext_inner.pyx":75
*
*
* cdef void fasttext_fast_sentence_sg_neg(FastTextConfig *c, int i, int j) nogil: # <<<<<<<<<<<<<<
* """Perform skipgram training with negative sampling.
*
*/
/* function exit code */
}
/* "gensim/models/fasttext_inner.pyx":148
*
*
* cdef void fasttext_fast_sentence_sg_hs(FastTextConfig *c, int i, int j) nogil: # <<<<<<<<<<<<<<
* """Perform skipgram training with hierarchical sampling.
*
*/
static void __pyx_f_6gensim_6models_14fasttext_inner_fasttext_fast_sentence_sg_hs(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *__pyx_v_c, int __pyx_v_i, int __pyx_v_j) {
__pyx_t_5numpy_uint32_t *__pyx_v_word_point;
__pyx_t_5numpy_uint8_t *__pyx_v_word_code;
int __pyx_v_codelen;
__pyx_t_5numpy_uint32_t __pyx_v_word2_index;
__pyx_t_5numpy_uint32_t *__pyx_v_subwords_index;
__pyx_t_5numpy_uint32_t __pyx_v_subwords_len;
PY_LONG_LONG __pyx_v_b;
PY_LONG_LONG __pyx_v_row1;
PY_LONG_LONG __pyx_v_row2;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_f;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_g;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_f_dot;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_norm_factor;
__pyx_t_5numpy_uint32_t __pyx_v_d;
int __pyx_t_1;
__pyx_t_5numpy_uint32_t __pyx_t_2;
__pyx_t_5numpy_uint32_t __pyx_t_3;
__pyx_t_5numpy_uint32_t __pyx_t_4;
int __pyx_t_5;
int __pyx_t_6;
PY_LONG_LONG __pyx_t_7;
int __pyx_t_8;
/* "gensim/models/fasttext_inner.pyx":164
* """
* cdef:
* np.uint32_t *word_point = c.points[j] # <<<<<<<<<<<<<<
* np.uint8_t *word_code = c.codes[j]
* int codelen = c.codelens[j]
*/
__pyx_v_word_point = (__pyx_v_c->points[__pyx_v_j]);
/* "gensim/models/fasttext_inner.pyx":165
* cdef:
* np.uint32_t *word_point = c.points[j]
* np.uint8_t *word_code = c.codes[j] # <<<<<<<<<<<<<<
* int codelen = c.codelens[j]
* np.uint32_t word2_index = c.indexes[i]
*/
__pyx_v_word_code = (__pyx_v_c->codes[__pyx_v_j]);
/* "gensim/models/fasttext_inner.pyx":166
* np.uint32_t *word_point = c.points[j]
* np.uint8_t *word_code = c.codes[j]
* int codelen = c.codelens[j] # <<<<<<<<<<<<<<
* np.uint32_t word2_index = c.indexes[i]
* np.uint32_t *subwords_index = c.subwords_idx[i]
*/
__pyx_v_codelen = (__pyx_v_c->codelens[__pyx_v_j]);
/* "gensim/models/fasttext_inner.pyx":167
* np.uint8_t *word_code = c.codes[j]
* int codelen = c.codelens[j]
* np.uint32_t word2_index = c.indexes[i] # <<<<<<<<<<<<<<
* np.uint32_t *subwords_index = c.subwords_idx[i]
* np.uint32_t subwords_len = c.subwords_idx_len[i]
*/
__pyx_v_word2_index = (__pyx_v_c->indexes[__pyx_v_i]);
/* "gensim/models/fasttext_inner.pyx":168
* int codelen = c.codelens[j]
* np.uint32_t word2_index = c.indexes[i]
* np.uint32_t *subwords_index = c.subwords_idx[i] # <<<<<<<<<<<<<<
* np.uint32_t subwords_len = c.subwords_idx_len[i]
*
*/
__pyx_v_subwords_index = (__pyx_v_c->subwords_idx[__pyx_v_i]);
/* "gensim/models/fasttext_inner.pyx":169
* np.uint32_t word2_index = c.indexes[i]
* np.uint32_t *subwords_index = c.subwords_idx[i]
* np.uint32_t subwords_len = c.subwords_idx_len[i] # <<<<<<<<<<<<<<
*
* #
*/
__pyx_v_subwords_len = (__pyx_v_c->subwords_idx_len[__pyx_v_i]);
/* "gensim/models/fasttext_inner.pyx":186
* #
* cdef long long b
* cdef long long row1 = word2_index * c.size, row2 # <<<<<<<<<<<<<<
* cdef REAL_t f, g, f_dot
*
*/
__pyx_v_row1 = (__pyx_v_word2_index * __pyx_v_c->size);
/* "gensim/models/fasttext_inner.pyx":189
* cdef REAL_t f, g, f_dot
*
* memset(c.work, 0, c.size * cython.sizeof(REAL_t)) # <<<<<<<<<<<<<<
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t))
*
*/
(void)(memset(__pyx_v_c->work, 0, (__pyx_v_c->size * (sizeof(__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)))));
/* "gensim/models/fasttext_inner.pyx":190
*
* memset(c.work, 0, c.size * cython.sizeof(REAL_t))
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t)) # <<<<<<<<<<<<<<
*
* scopy(&c.size, &c.syn0_vocab[row1], &ONE, c.neu1, &ONE)
*/
(void)(memset(__pyx_v_c->neu1, 0, (__pyx_v_c->size * (sizeof(__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)))));
/* "gensim/models/fasttext_inner.pyx":192
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t))
*
* scopy(&c.size, &c.syn0_vocab[row1], &ONE, c.neu1, &ONE) # <<<<<<<<<<<<<<
*
* #
*/
__pyx_v_6gensim_6models_14word2vec_inner_scopy((&__pyx_v_c->size), (&(__pyx_v_c->syn0_vocab[__pyx_v_row1])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":198
* #
* cdef REAL_t norm_factor
* if subwords_len: # <<<<<<<<<<<<<<
* for d in range(subwords_len):
* row2 = subwords_index[d] * c.size
*/
__pyx_t_1 = (__pyx_v_subwords_len != 0);
if (__pyx_t_1) {
/* "gensim/models/fasttext_inner.pyx":199
* cdef REAL_t norm_factor
* if subwords_len:
* for d in range(subwords_len): # <<<<<<<<<<<<<<
* row2 = subwords_index[d] * c.size
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[row2], &ONE, c.neu1, &ONE)
*/
__pyx_t_2 = __pyx_v_subwords_len;
__pyx_t_3 = __pyx_t_2;
for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
__pyx_v_d = __pyx_t_4;
/* "gensim/models/fasttext_inner.pyx":200
* if subwords_len:
* for d in range(subwords_len):
* row2 = subwords_index[d] * c.size # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[row2], &ONE, c.neu1, &ONE)
* norm_factor = ONEF / subwords_len
*/
__pyx_v_row2 = ((__pyx_v_subwords_index[__pyx_v_d]) * __pyx_v_c->size);
/* "gensim/models/fasttext_inner.pyx":201
* for d in range(subwords_len):
* row2 = subwords_index[d] * c.size
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[row2], &ONE, c.neu1, &ONE) # <<<<<<<<<<<<<<
* norm_factor = ONEF / subwords_len
* sscal(&c.size, &norm_factor, c.neu1, &ONE)
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_6gensim_6models_14fasttext_inner_ONEF), (&(__pyx_v_c->syn0_ngrams[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
}
/* "gensim/models/fasttext_inner.pyx":202
* row2 = subwords_index[d] * c.size
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[row2], &ONE, c.neu1, &ONE)
* norm_factor = ONEF / subwords_len # <<<<<<<<<<<<<<
* sscal(&c.size, &norm_factor, c.neu1, &ONE)
*
*/
__pyx_v_norm_factor = (__pyx_v_6gensim_6models_14fasttext_inner_ONEF / ((__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)__pyx_v_subwords_len));
/* "gensim/models/fasttext_inner.pyx":203
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[row2], &ONE, c.neu1, &ONE)
* norm_factor = ONEF / subwords_len
* sscal(&c.size, &norm_factor, c.neu1, &ONE) # <<<<<<<<<<<<<<
*
* for b in range(codelen):
*/
__pyx_v_6gensim_6models_14word2vec_inner_sscal((&__pyx_v_c->size), (&__pyx_v_norm_factor), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":198
* #
* cdef REAL_t norm_factor
* if subwords_len: # <<<<<<<<<<<<<<
* for d in range(subwords_len):
* row2 = subwords_index[d] * c.size
*/
}
/* "gensim/models/fasttext_inner.pyx":205
* sscal(&c.size, &norm_factor, c.neu1, &ONE)
*
* for b in range(codelen): # <<<<<<<<<<<<<<
* row2 = word_point[b] * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
*/
__pyx_t_5 = __pyx_v_codelen;
__pyx_t_6 = __pyx_t_5;
for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_6; __pyx_t_7+=1) {
__pyx_v_b = __pyx_t_7;
/* "gensim/models/fasttext_inner.pyx":206
*
* for b in range(codelen):
* row2 = word_point[b] * c.size # <<<<<<<<<<<<<<
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
*/
__pyx_v_row2 = ((__pyx_v_word_point[__pyx_v_b]) * __pyx_v_c->size);
/* "gensim/models/fasttext_inner.pyx":207
* for b in range(codelen):
* row2 = word_point[b] * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE) # <<<<<<<<<<<<<<
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
* continue
*/
__pyx_v_f_dot = __pyx_v_6gensim_6models_14word2vec_inner_our_dot((&__pyx_v_c->size), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn1[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":208
* row2 = word_point[b] * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP: # <<<<<<<<<<<<<<
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
*/
__pyx_t_8 = ((__pyx_v_f_dot <= -8.0) != 0);
if (!__pyx_t_8) {
} else {
__pyx_t_1 = __pyx_t_8;
goto __pyx_L9_bool_binop_done;
}
__pyx_t_8 = ((__pyx_v_f_dot >= 8.0) != 0);
__pyx_t_1 = __pyx_t_8;
__pyx_L9_bool_binop_done:;
if (__pyx_t_1) {
/* "gensim/models/fasttext_inner.pyx":209
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
* continue # <<<<<<<<<<<<<<
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
* g = (1 - word_code[b] - f) * c.alpha
*/
goto __pyx_L6_continue;
/* "gensim/models/fasttext_inner.pyx":208
* row2 = word_point[b] * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP: # <<<<<<<<<<<<<<
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
*/
}
/* "gensim/models/fasttext_inner.pyx":210
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))] # <<<<<<<<<<<<<<
* g = (1 - word_code[b] - f) * c.alpha
*
*/
__pyx_v_f = (__pyx_v_6gensim_6models_14fasttext_inner_EXP_TABLE[((int)((__pyx_v_f_dot + 8.0) * ((0x200 / 8) / 2)))]);
/* "gensim/models/fasttext_inner.pyx":211
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
* g = (1 - word_code[b] - f) * c.alpha # <<<<<<<<<<<<<<
*
* our_saxpy(&c.size, &g, &c.syn1[row2], &ONE, c.work, &ONE)
*/
__pyx_v_g = (((1 - (__pyx_v_word_code[__pyx_v_b])) - __pyx_v_f) * __pyx_v_c->alpha);
/* "gensim/models/fasttext_inner.pyx":213
* g = (1 - word_code[b] - f) * c.alpha
*
* our_saxpy(&c.size, &g, &c.syn1[row2], &ONE, c.work, &ONE) # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1[row2], &ONE)
*
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_g), (&(__pyx_v_c->syn1[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":214
*
* our_saxpy(&c.size, &g, &c.syn1[row2], &ONE, c.work, &ONE)
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1[row2], &ONE) # <<<<<<<<<<<<<<
*
* our_saxpy(&c.size, &c.vocab_lockf[word2_index % c.vocab_lockf_len], c.work, &ONE, &c.syn0_vocab[row1], &ONE)
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_g), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn1[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
__pyx_L6_continue:;
}
/* "gensim/models/fasttext_inner.pyx":216
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1[row2], &ONE)
*
* our_saxpy(&c.size, &c.vocab_lockf[word2_index % c.vocab_lockf_len], c.work, &ONE, &c.syn0_vocab[row1], &ONE) # <<<<<<<<<<<<<<
* for d in range(subwords_len):
* row2 = subwords_index[d] * c.size
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&(__pyx_v_c->vocab_lockf[(__pyx_v_word2_index % __pyx_v_c->vocab_lockf_len)])), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn0_vocab[__pyx_v_row1])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":217
*
* our_saxpy(&c.size, &c.vocab_lockf[word2_index % c.vocab_lockf_len], c.work, &ONE, &c.syn0_vocab[row1], &ONE)
* for d in range(subwords_len): # <<<<<<<<<<<<<<
* row2 = subwords_index[d] * c.size
* our_saxpy(
*/
__pyx_t_2 = __pyx_v_subwords_len;
__pyx_t_3 = __pyx_t_2;
for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
__pyx_v_d = __pyx_t_4;
/* "gensim/models/fasttext_inner.pyx":218
* our_saxpy(&c.size, &c.vocab_lockf[word2_index % c.vocab_lockf_len], c.work, &ONE, &c.syn0_vocab[row1], &ONE)
* for d in range(subwords_len):
* row2 = subwords_index[d] * c.size # <<<<<<<<<<<<<<
* our_saxpy(
* &c.size, &c.ngrams_lockf[subwords_index[d] % c.ngrams_lockf_len], c.work, &ONE,
*/
__pyx_v_row2 = ((__pyx_v_subwords_index[__pyx_v_d]) * __pyx_v_c->size);
/* "gensim/models/fasttext_inner.pyx":219
* for d in range(subwords_len):
* row2 = subwords_index[d] * c.size
* our_saxpy( # <<<<<<<<<<<<<<
* &c.size, &c.ngrams_lockf[subwords_index[d] % c.ngrams_lockf_len], c.work, &ONE,
* &c.syn0_ngrams[row2], &ONE)
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&(__pyx_v_c->ngrams_lockf[((__pyx_v_subwords_index[__pyx_v_d]) % __pyx_v_c->ngrams_lockf_len)])), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn0_ngrams[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
}
/* "gensim/models/fasttext_inner.pyx":148
*
*
* cdef void fasttext_fast_sentence_sg_hs(FastTextConfig *c, int i, int j) nogil: # <<<<<<<<<<<<<<
* """Perform skipgram training with hierarchical sampling.
*
*/
/* function exit code */
}
/* "gensim/models/fasttext_inner.pyx":224
*
*
* cdef void fasttext_fast_sentence_cbow_neg(FastTextConfig *c, int i, int j, int k) nogil: # <<<<<<<<<<<<<<
* """Perform CBOW training with negative sampling.
*
*/
static void __pyx_f_6gensim_6models_14fasttext_inner_fasttext_fast_sentence_cbow_neg(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *__pyx_v_c, int __pyx_v_i, int __pyx_v_j, int __pyx_v_k) {
PY_LONG_LONG __pyx_v_row2;
unsigned PY_LONG_LONG __pyx_v_modulo;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_f;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_g;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_count;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_inv_count;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_label;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_f_dot;
__pyx_t_5numpy_uint32_t __pyx_v_target_index;
__pyx_t_5numpy_uint32_t __pyx_v_word_index;
int __pyx_v_d;
int __pyx_v_m;
int __pyx_t_1;
int __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
int __pyx_t_5;
int __pyx_t_6;
int __pyx_t_7;
long __pyx_t_8;
long __pyx_t_9;
/* "gensim/models/fasttext_inner.pyx":245
*
* cdef long long row2
* cdef unsigned long long modulo = 281474976710655ULL # <<<<<<<<<<<<<<
* cdef REAL_t f, g, count, inv_count = 1.0, label, f_dot
* cdef np.uint32_t target_index, word_index
*/
__pyx_v_modulo = 281474976710655ULL;
/* "gensim/models/fasttext_inner.pyx":246
* cdef long long row2
* cdef unsigned long long modulo = 281474976710655ULL
* cdef REAL_t f, g, count, inv_count = 1.0, label, f_dot # <<<<<<<<<<<<<<
* cdef np.uint32_t target_index, word_index
* cdef int d, m
*/
__pyx_v_inv_count = 1.0;
/* "gensim/models/fasttext_inner.pyx":250
* cdef int d, m
*
* word_index = c.indexes[i] # <<<<<<<<<<<<<<
*
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t))
*/
__pyx_v_word_index = (__pyx_v_c->indexes[__pyx_v_i]);
/* "gensim/models/fasttext_inner.pyx":252
* word_index = c.indexes[i]
*
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t)) # <<<<<<<<<<<<<<
* count = 0.0
* for m in range(j, k):
*/
(void)(memset(__pyx_v_c->neu1, 0, (__pyx_v_c->size * (sizeof(__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)))));
/* "gensim/models/fasttext_inner.pyx":253
*
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t))
* count = 0.0 # <<<<<<<<<<<<<<
* for m in range(j, k):
* if m == i:
*/
__pyx_v_count = ((__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)0.0);
/* "gensim/models/fasttext_inner.pyx":254
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t))
* count = 0.0
* for m in range(j, k): # <<<<<<<<<<<<<<
* if m == i:
* continue
*/
__pyx_t_1 = __pyx_v_k;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = __pyx_v_j; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_m = __pyx_t_3;
/* "gensim/models/fasttext_inner.pyx":255
* count = 0.0
* for m in range(j, k):
* if m == i: # <<<<<<<<<<<<<<
* continue
* count += ONEF
*/
__pyx_t_4 = ((__pyx_v_m == __pyx_v_i) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":256
* for m in range(j, k):
* if m == i:
* continue # <<<<<<<<<<<<<<
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE)
*/
goto __pyx_L3_continue;
/* "gensim/models/fasttext_inner.pyx":255
* count = 0.0
* for m in range(j, k):
* if m == i: # <<<<<<<<<<<<<<
* continue
* count += ONEF
*/
}
/* "gensim/models/fasttext_inner.pyx":257
* if m == i:
* continue
* count += ONEF # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE)
* for d in range(c.subwords_idx_len[m]):
*/
__pyx_v_count = (__pyx_v_count + __pyx_v_6gensim_6models_14fasttext_inner_ONEF);
/* "gensim/models/fasttext_inner.pyx":258
* continue
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE) # <<<<<<<<<<<<<<
* for d in range(c.subwords_idx_len[m]):
* count += ONEF
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_6gensim_6models_14fasttext_inner_ONEF), (&(__pyx_v_c->syn0_vocab[((__pyx_v_c->indexes[__pyx_v_m]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":259
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE)
* for d in range(c.subwords_idx_len[m]): # <<<<<<<<<<<<<<
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE)
*/
__pyx_t_5 = (__pyx_v_c->subwords_idx_len[__pyx_v_m]);
__pyx_t_6 = __pyx_t_5;
for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_6; __pyx_t_7+=1) {
__pyx_v_d = __pyx_t_7;
/* "gensim/models/fasttext_inner.pyx":260
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE)
* for d in range(c.subwords_idx_len[m]):
* count += ONEF # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE)
*
*/
__pyx_v_count = (__pyx_v_count + __pyx_v_6gensim_6models_14fasttext_inner_ONEF);
/* "gensim/models/fasttext_inner.pyx":261
* for d in range(c.subwords_idx_len[m]):
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE) # <<<<<<<<<<<<<<
*
* if count > (0.5):
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_6gensim_6models_14fasttext_inner_ONEF), (&(__pyx_v_c->syn0_ngrams[(((__pyx_v_c->subwords_idx[__pyx_v_m])[__pyx_v_d]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
}
__pyx_L3_continue:;
}
/* "gensim/models/fasttext_inner.pyx":263
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE)
*
* if count > (0.5): # <<<<<<<<<<<<<<
* inv_count = ONEF / count
* if c.cbow_mean:
*/
__pyx_t_4 = ((__pyx_v_count > ((__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)0.5)) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":264
*
* if count > (0.5):
* inv_count = ONEF / count # <<<<<<<<<<<<<<
* if c.cbow_mean:
* sscal(&c.size, &inv_count, c.neu1, &ONE)
*/
__pyx_v_inv_count = (__pyx_v_6gensim_6models_14fasttext_inner_ONEF / __pyx_v_count);
/* "gensim/models/fasttext_inner.pyx":263
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE)
*
* if count > (0.5): # <<<<<<<<<<<<<<
* inv_count = ONEF / count
* if c.cbow_mean:
*/
}
/* "gensim/models/fasttext_inner.pyx":265
* if count > (0.5):
* inv_count = ONEF / count
* if c.cbow_mean: # <<<<<<<<<<<<<<
* sscal(&c.size, &inv_count, c.neu1, &ONE)
*
*/
__pyx_t_4 = (__pyx_v_c->cbow_mean != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":266
* inv_count = ONEF / count
* if c.cbow_mean:
* sscal(&c.size, &inv_count, c.neu1, &ONE) # <<<<<<<<<<<<<<
*
* memset(c.work, 0, c.size * cython.sizeof(REAL_t))
*/
__pyx_v_6gensim_6models_14word2vec_inner_sscal((&__pyx_v_c->size), (&__pyx_v_inv_count), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":265
* if count > (0.5):
* inv_count = ONEF / count
* if c.cbow_mean: # <<<<<<<<<<<<<<
* sscal(&c.size, &inv_count, c.neu1, &ONE)
*
*/
}
/* "gensim/models/fasttext_inner.pyx":268
* sscal(&c.size, &inv_count, c.neu1, &ONE)
*
* memset(c.work, 0, c.size * cython.sizeof(REAL_t)) # <<<<<<<<<<<<<<
*
* for d in range(c.negative+1):
*/
(void)(memset(__pyx_v_c->work, 0, (__pyx_v_c->size * (sizeof(__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)))));
/* "gensim/models/fasttext_inner.pyx":270
* memset(c.work, 0, c.size * cython.sizeof(REAL_t))
*
* for d in range(c.negative+1): # <<<<<<<<<<<<<<
* if d == 0:
* target_index = word_index
*/
__pyx_t_8 = (__pyx_v_c->negative + 1);
__pyx_t_9 = __pyx_t_8;
for (__pyx_t_1 = 0; __pyx_t_1 < __pyx_t_9; __pyx_t_1+=1) {
__pyx_v_d = __pyx_t_1;
/* "gensim/models/fasttext_inner.pyx":271
*
* for d in range(c.negative+1):
* if d == 0: # <<<<<<<<<<<<<<
* target_index = word_index
* label = ONEF
*/
__pyx_t_4 = ((__pyx_v_d == 0) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":272
* for d in range(c.negative+1):
* if d == 0:
* target_index = word_index # <<<<<<<<<<<<<<
* label = ONEF
* else:
*/
__pyx_v_target_index = __pyx_v_word_index;
/* "gensim/models/fasttext_inner.pyx":273
* if d == 0:
* target_index = word_index
* label = ONEF # <<<<<<<<<<<<<<
* else:
* target_index = bisect_left(c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len)
*/
__pyx_v_label = __pyx_v_6gensim_6models_14fasttext_inner_ONEF;
/* "gensim/models/fasttext_inner.pyx":271
*
* for d in range(c.negative+1):
* if d == 0: # <<<<<<<<<<<<<<
* target_index = word_index
* label = ONEF
*/
goto __pyx_L12;
}
/* "gensim/models/fasttext_inner.pyx":275
* label = ONEF
* else:
* target_index = bisect_left(c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len) # <<<<<<<<<<<<<<
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo
* if target_index == word_index:
*/
/*else*/ {
__pyx_v_target_index = __pyx_f_6gensim_6models_14word2vec_inner_bisect_left(__pyx_v_c->cum_table, ((__pyx_v_c->next_random >> 16) % (__pyx_v_c->cum_table[(__pyx_v_c->cum_table_len - 1)])), 0, __pyx_v_c->cum_table_len);
/* "gensim/models/fasttext_inner.pyx":276
* else:
* target_index = bisect_left(c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len)
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo # <<<<<<<<<<<<<<
* if target_index == word_index:
* continue
*/
__pyx_v_c->next_random = (((__pyx_v_c->next_random * ((unsigned PY_LONG_LONG)25214903917ULL)) + 11) & __pyx_v_modulo);
/* "gensim/models/fasttext_inner.pyx":277
* target_index = bisect_left(c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len)
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo
* if target_index == word_index: # <<<<<<<<<<<<<<
* continue
* label = 0.0
*/
__pyx_t_4 = ((__pyx_v_target_index == __pyx_v_word_index) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":278
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo
* if target_index == word_index:
* continue # <<<<<<<<<<<<<<
* label = 0.0
*
*/
goto __pyx_L10_continue;
/* "gensim/models/fasttext_inner.pyx":277
* target_index = bisect_left(c.cum_table, (c.next_random >> 16) % c.cum_table[c.cum_table_len-1], 0, c.cum_table_len)
* c.next_random = (c.next_random * 25214903917ULL + 11) & modulo
* if target_index == word_index: # <<<<<<<<<<<<<<
* continue
* label = 0.0
*/
}
/* "gensim/models/fasttext_inner.pyx":279
* if target_index == word_index:
* continue
* label = 0.0 # <<<<<<<<<<<<<<
*
* row2 = target_index * c.size
*/
__pyx_v_label = ((__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)0.0);
}
__pyx_L12:;
/* "gensim/models/fasttext_inner.pyx":281
* label = 0.0
*
* row2 = target_index * c.size # <<<<<<<<<<<<<<
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* if f_dot <= -MAX_EXP:
*/
__pyx_v_row2 = (__pyx_v_target_index * __pyx_v_c->size);
/* "gensim/models/fasttext_inner.pyx":282
*
* row2 = target_index * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE) # <<<<<<<<<<<<<<
* if f_dot <= -MAX_EXP:
* f = 0.0
*/
__pyx_v_f_dot = __pyx_v_6gensim_6models_14word2vec_inner_our_dot((&__pyx_v_c->size), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn1neg[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":283
* row2 = target_index * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* if f_dot <= -MAX_EXP: # <<<<<<<<<<<<<<
* f = 0.0
* elif f_dot >= MAX_EXP:
*/
__pyx_t_4 = ((__pyx_v_f_dot <= -8.0) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":284
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* if f_dot <= -MAX_EXP:
* f = 0.0 # <<<<<<<<<<<<<<
* elif f_dot >= MAX_EXP:
* f = 1.0
*/
__pyx_v_f = 0.0;
/* "gensim/models/fasttext_inner.pyx":283
* row2 = target_index * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
* if f_dot <= -MAX_EXP: # <<<<<<<<<<<<<<
* f = 0.0
* elif f_dot >= MAX_EXP:
*/
goto __pyx_L14;
}
/* "gensim/models/fasttext_inner.pyx":285
* if f_dot <= -MAX_EXP:
* f = 0.0
* elif f_dot >= MAX_EXP: # <<<<<<<<<<<<<<
* f = 1.0
* else:
*/
__pyx_t_4 = ((__pyx_v_f_dot >= 8.0) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":286
* f = 0.0
* elif f_dot >= MAX_EXP:
* f = 1.0 # <<<<<<<<<<<<<<
* else:
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
*/
__pyx_v_f = 1.0;
/* "gensim/models/fasttext_inner.pyx":285
* if f_dot <= -MAX_EXP:
* f = 0.0
* elif f_dot >= MAX_EXP: # <<<<<<<<<<<<<<
* f = 1.0
* else:
*/
goto __pyx_L14;
}
/* "gensim/models/fasttext_inner.pyx":288
* f = 1.0
* else:
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))] # <<<<<<<<<<<<<<
* g = (label - f) * c.alpha
*
*/
/*else*/ {
__pyx_v_f = (__pyx_v_6gensim_6models_14fasttext_inner_EXP_TABLE[((int)((__pyx_v_f_dot + 8.0) * ((0x200 / 8) / 2)))]);
}
__pyx_L14:;
/* "gensim/models/fasttext_inner.pyx":289
* else:
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
* g = (label - f) * c.alpha # <<<<<<<<<<<<<<
*
* our_saxpy(&c.size, &g, &c.syn1neg[row2], &ONE, c.work, &ONE)
*/
__pyx_v_g = ((__pyx_v_label - __pyx_v_f) * __pyx_v_c->alpha);
/* "gensim/models/fasttext_inner.pyx":291
* g = (label - f) * c.alpha
*
* our_saxpy(&c.size, &g, &c.syn1neg[row2], &ONE, c.work, &ONE) # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
*
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_g), (&(__pyx_v_c->syn1neg[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":292
*
* our_saxpy(&c.size, &g, &c.syn1neg[row2], &ONE, c.work, &ONE)
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1neg[row2], &ONE) # <<<<<<<<<<<<<<
*
* if not c.cbow_mean: # divide error over summed window vectors
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_g), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn1neg[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
__pyx_L10_continue:;
}
/* "gensim/models/fasttext_inner.pyx":294
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
*
* if not c.cbow_mean: # divide error over summed window vectors # <<<<<<<<<<<<<<
* sscal(&c.size, &inv_count, c.work, &ONE)
*
*/
__pyx_t_4 = ((!(__pyx_v_c->cbow_mean != 0)) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":295
*
* if not c.cbow_mean: # divide error over summed window vectors
* sscal(&c.size, &inv_count, c.work, &ONE) # <<<<<<<<<<<<<<
*
* for m in range(j,k):
*/
__pyx_v_6gensim_6models_14word2vec_inner_sscal((&__pyx_v_c->size), (&__pyx_v_inv_count), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":294
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1neg[row2], &ONE)
*
* if not c.cbow_mean: # divide error over summed window vectors # <<<<<<<<<<<<<<
* sscal(&c.size, &inv_count, c.work, &ONE)
*
*/
}
/* "gensim/models/fasttext_inner.pyx":297
* sscal(&c.size, &inv_count, c.work, &ONE)
*
* for m in range(j,k): # <<<<<<<<<<<<<<
* if m == i:
* continue
*/
__pyx_t_1 = __pyx_v_k;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = __pyx_v_j; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_m = __pyx_t_3;
/* "gensim/models/fasttext_inner.pyx":298
*
* for m in range(j,k):
* if m == i: # <<<<<<<<<<<<<<
* continue
* our_saxpy(
*/
__pyx_t_4 = ((__pyx_v_m == __pyx_v_i) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":299
* for m in range(j,k):
* if m == i:
* continue # <<<<<<<<<<<<<<
* our_saxpy(
* &c.size, &c.vocab_lockf[c.indexes[m] % c.vocab_lockf_len], c.work, &ONE,
*/
goto __pyx_L16_continue;
/* "gensim/models/fasttext_inner.pyx":298
*
* for m in range(j,k):
* if m == i: # <<<<<<<<<<<<<<
* continue
* our_saxpy(
*/
}
/* "gensim/models/fasttext_inner.pyx":300
* if m == i:
* continue
* our_saxpy( # <<<<<<<<<<<<<<
* &c.size, &c.vocab_lockf[c.indexes[m] % c.vocab_lockf_len], c.work, &ONE,
* &c.syn0_vocab[c.indexes[m]*c.size], &ONE)
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&(__pyx_v_c->vocab_lockf[((__pyx_v_c->indexes[__pyx_v_m]) % __pyx_v_c->vocab_lockf_len)])), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn0_vocab[((__pyx_v_c->indexes[__pyx_v_m]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":303
* &c.size, &c.vocab_lockf[c.indexes[m] % c.vocab_lockf_len], c.work, &ONE,
* &c.syn0_vocab[c.indexes[m]*c.size], &ONE)
* for d in range(c.subwords_idx_len[m]): # <<<<<<<<<<<<<<
* our_saxpy(
* &c.size, &c.ngrams_lockf[c.subwords_idx[m][d] % c.ngrams_lockf_len], c.work, &ONE,
*/
__pyx_t_5 = (__pyx_v_c->subwords_idx_len[__pyx_v_m]);
__pyx_t_6 = __pyx_t_5;
for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_6; __pyx_t_7+=1) {
__pyx_v_d = __pyx_t_7;
/* "gensim/models/fasttext_inner.pyx":304
* &c.syn0_vocab[c.indexes[m]*c.size], &ONE)
* for d in range(c.subwords_idx_len[m]):
* our_saxpy( # <<<<<<<<<<<<<<
* &c.size, &c.ngrams_lockf[c.subwords_idx[m][d] % c.ngrams_lockf_len], c.work, &ONE,
* &c.syn0_ngrams[c.subwords_idx[m][d]*c.size], &ONE)
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&(__pyx_v_c->ngrams_lockf[(((__pyx_v_c->subwords_idx[__pyx_v_m])[__pyx_v_d]) % __pyx_v_c->ngrams_lockf_len)])), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn0_ngrams[(((__pyx_v_c->subwords_idx[__pyx_v_m])[__pyx_v_d]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
}
__pyx_L16_continue:;
}
/* "gensim/models/fasttext_inner.pyx":224
*
*
* cdef void fasttext_fast_sentence_cbow_neg(FastTextConfig *c, int i, int j, int k) nogil: # <<<<<<<<<<<<<<
* """Perform CBOW training with negative sampling.
*
*/
/* function exit code */
}
/* "gensim/models/fasttext_inner.pyx":309
*
*
* cdef void fasttext_fast_sentence_cbow_hs(FastTextConfig *c, int i, int j, int k) nogil: # <<<<<<<<<<<<<<
* """Perform CBOW training with hierarchical sampling.
*
*/
static void __pyx_f_6gensim_6models_14fasttext_inner_fasttext_fast_sentence_cbow_hs(struct __pyx_t_6gensim_6models_14fasttext_inner_FastTextConfig *__pyx_v_c, int __pyx_v_i, int __pyx_v_j, int __pyx_v_k) {
__pyx_t_5numpy_uint32_t *__pyx_v_word_point;
__pyx_t_5numpy_uint8_t *__pyx_v_word_code;
PY_LONG_LONG __pyx_v_b;
PY_LONG_LONG __pyx_v_row2;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_f;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_g;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_count;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_inv_count;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t __pyx_v_f_dot;
int __pyx_v_m;
int __pyx_v_d;
int __pyx_t_1;
int __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
int __pyx_t_5;
int __pyx_t_6;
int __pyx_t_7;
PY_LONG_LONG __pyx_t_8;
int __pyx_t_9;
/* "gensim/models/fasttext_inner.pyx":326
*
* cdef:
* np.uint32_t *word_point = c.points[i] # <<<<<<<<<<<<<<
* np.uint8_t *word_code = c.codes[i]
*
*/
__pyx_v_word_point = (__pyx_v_c->points[__pyx_v_i]);
/* "gensim/models/fasttext_inner.pyx":327
* cdef:
* np.uint32_t *word_point = c.points[i]
* np.uint8_t *word_code = c.codes[i] # <<<<<<<<<<<<<<
*
* cdef long long b
*/
__pyx_v_word_code = (__pyx_v_c->codes[__pyx_v_i]);
/* "gensim/models/fasttext_inner.pyx":331
* cdef long long b
* cdef long long row2
* cdef REAL_t f, g, count, inv_count = 1.0, f_dot # <<<<<<<<<<<<<<
* cdef int m
*
*/
__pyx_v_inv_count = 1.0;
/* "gensim/models/fasttext_inner.pyx":334
* cdef int m
*
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t)) # <<<<<<<<<<<<<<
* count = 0.0
* for m in range(j, k):
*/
(void)(memset(__pyx_v_c->neu1, 0, (__pyx_v_c->size * (sizeof(__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)))));
/* "gensim/models/fasttext_inner.pyx":335
*
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t))
* count = 0.0 # <<<<<<<<<<<<<<
* for m in range(j, k):
* if m == i:
*/
__pyx_v_count = ((__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)0.0);
/* "gensim/models/fasttext_inner.pyx":336
* memset(c.neu1, 0, c.size * cython.sizeof(REAL_t))
* count = 0.0
* for m in range(j, k): # <<<<<<<<<<<<<<
* if m == i:
* continue
*/
__pyx_t_1 = __pyx_v_k;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = __pyx_v_j; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_m = __pyx_t_3;
/* "gensim/models/fasttext_inner.pyx":337
* count = 0.0
* for m in range(j, k):
* if m == i: # <<<<<<<<<<<<<<
* continue
* count += ONEF
*/
__pyx_t_4 = ((__pyx_v_m == __pyx_v_i) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":338
* for m in range(j, k):
* if m == i:
* continue # <<<<<<<<<<<<<<
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE)
*/
goto __pyx_L3_continue;
/* "gensim/models/fasttext_inner.pyx":337
* count = 0.0
* for m in range(j, k):
* if m == i: # <<<<<<<<<<<<<<
* continue
* count += ONEF
*/
}
/* "gensim/models/fasttext_inner.pyx":339
* if m == i:
* continue
* count += ONEF # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE)
* for d in range(c.subwords_idx_len[m]):
*/
__pyx_v_count = (__pyx_v_count + __pyx_v_6gensim_6models_14fasttext_inner_ONEF);
/* "gensim/models/fasttext_inner.pyx":340
* continue
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE) # <<<<<<<<<<<<<<
* for d in range(c.subwords_idx_len[m]):
* count += ONEF
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_6gensim_6models_14fasttext_inner_ONEF), (&(__pyx_v_c->syn0_vocab[((__pyx_v_c->indexes[__pyx_v_m]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":341
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE)
* for d in range(c.subwords_idx_len[m]): # <<<<<<<<<<<<<<
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE)
*/
__pyx_t_5 = (__pyx_v_c->subwords_idx_len[__pyx_v_m]);
__pyx_t_6 = __pyx_t_5;
for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_6; __pyx_t_7+=1) {
__pyx_v_d = __pyx_t_7;
/* "gensim/models/fasttext_inner.pyx":342
* our_saxpy(&c.size, &ONEF, &c.syn0_vocab[c.indexes[m] * c.size], &ONE, c.neu1, &ONE)
* for d in range(c.subwords_idx_len[m]):
* count += ONEF # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE)
* if count > (0.5):
*/
__pyx_v_count = (__pyx_v_count + __pyx_v_6gensim_6models_14fasttext_inner_ONEF);
/* "gensim/models/fasttext_inner.pyx":343
* for d in range(c.subwords_idx_len[m]):
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE) # <<<<<<<<<<<<<<
* if count > (0.5):
* inv_count = ONEF / count
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_6gensim_6models_14fasttext_inner_ONEF), (&(__pyx_v_c->syn0_ngrams[(((__pyx_v_c->subwords_idx[__pyx_v_m])[__pyx_v_d]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
}
__pyx_L3_continue:;
}
/* "gensim/models/fasttext_inner.pyx":344
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE)
* if count > (0.5): # <<<<<<<<<<<<<<
* inv_count = ONEF / count
* if c.cbow_mean:
*/
__pyx_t_4 = ((__pyx_v_count > ((__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)0.5)) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":345
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE)
* if count > (0.5):
* inv_count = ONEF / count # <<<<<<<<<<<<<<
* if c.cbow_mean:
* sscal(&c.size, &inv_count, c.neu1, &ONE)
*/
__pyx_v_inv_count = (__pyx_v_6gensim_6models_14fasttext_inner_ONEF / __pyx_v_count);
/* "gensim/models/fasttext_inner.pyx":344
* count += ONEF
* our_saxpy(&c.size, &ONEF, &c.syn0_ngrams[c.subwords_idx[m][d] * c.size], &ONE, c.neu1, &ONE)
* if count > (0.5): # <<<<<<<<<<<<<<
* inv_count = ONEF / count
* if c.cbow_mean:
*/
}
/* "gensim/models/fasttext_inner.pyx":346
* if count > (0.5):
* inv_count = ONEF / count
* if c.cbow_mean: # <<<<<<<<<<<<<<
* sscal(&c.size, &inv_count, c.neu1, &ONE)
*
*/
__pyx_t_4 = (__pyx_v_c->cbow_mean != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":347
* inv_count = ONEF / count
* if c.cbow_mean:
* sscal(&c.size, &inv_count, c.neu1, &ONE) # <<<<<<<<<<<<<<
*
* memset(c.work, 0, c.size * cython.sizeof(REAL_t))
*/
__pyx_v_6gensim_6models_14word2vec_inner_sscal((&__pyx_v_c->size), (&__pyx_v_inv_count), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":346
* if count > (0.5):
* inv_count = ONEF / count
* if c.cbow_mean: # <<<<<<<<<<<<<<
* sscal(&c.size, &inv_count, c.neu1, &ONE)
*
*/
}
/* "gensim/models/fasttext_inner.pyx":349
* sscal(&c.size, &inv_count, c.neu1, &ONE)
*
* memset(c.work, 0, c.size * cython.sizeof(REAL_t)) # <<<<<<<<<<<<<<
* for b in range(c.codelens[i]):
* row2 = word_point[b] * c.size
*/
(void)(memset(__pyx_v_c->work, 0, (__pyx_v_c->size * (sizeof(__pyx_t_6gensim_6models_14word2vec_inner_REAL_t)))));
/* "gensim/models/fasttext_inner.pyx":350
*
* memset(c.work, 0, c.size * cython.sizeof(REAL_t))
* for b in range(c.codelens[i]): # <<<<<<<<<<<<<<
* row2 = word_point[b] * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
*/
__pyx_t_1 = (__pyx_v_c->codelens[__pyx_v_i]);
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_2; __pyx_t_8+=1) {
__pyx_v_b = __pyx_t_8;
/* "gensim/models/fasttext_inner.pyx":351
* memset(c.work, 0, c.size * cython.sizeof(REAL_t))
* for b in range(c.codelens[i]):
* row2 = word_point[b] * c.size # <<<<<<<<<<<<<<
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
*/
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/* "gensim/models/fasttext_inner.pyx":352
* for b in range(c.codelens[i]):
* row2 = word_point[b] * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE) # <<<<<<<<<<<<<<
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
* continue
*/
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/* "gensim/models/fasttext_inner.pyx":353
* row2 = word_point[b] * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP: # <<<<<<<<<<<<<<
* continue
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*/
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if (!__pyx_t_9) {
} else {
__pyx_t_4 = __pyx_t_9;
goto __pyx_L13_bool_binop_done;
}
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__pyx_t_4 = __pyx_t_9;
__pyx_L13_bool_binop_done:;
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":354
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
* continue # <<<<<<<<<<<<<<
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
* g = (1 - word_code[b] - f) * c.alpha
*/
goto __pyx_L10_continue;
/* "gensim/models/fasttext_inner.pyx":353
* row2 = word_point[b] * c.size
* f_dot = our_dot(&c.size, c.neu1, &ONE, &c.syn1[row2], &ONE)
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP: # <<<<<<<<<<<<<<
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
*/
}
/* "gensim/models/fasttext_inner.pyx":355
* if f_dot <= -MAX_EXP or f_dot >= MAX_EXP:
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))] # <<<<<<<<<<<<<<
* g = (1 - word_code[b] - f) * c.alpha
*
*/
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/* "gensim/models/fasttext_inner.pyx":356
* continue
* f = EXP_TABLE[((f_dot + MAX_EXP) * (EXP_TABLE_SIZE / MAX_EXP / 2))]
* g = (1 - word_code[b] - f) * c.alpha # <<<<<<<<<<<<<<
*
* our_saxpy(&c.size, &g, &c.syn1[row2], &ONE, c.work, &ONE)
*/
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/* "gensim/models/fasttext_inner.pyx":358
* g = (1 - word_code[b] - f) * c.alpha
*
* our_saxpy(&c.size, &g, &c.syn1[row2], &ONE, c.work, &ONE) # <<<<<<<<<<<<<<
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1[row2], &ONE)
*
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_g), (&(__pyx_v_c->syn1[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":359
*
* our_saxpy(&c.size, &g, &c.syn1[row2], &ONE, c.work, &ONE)
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1[row2], &ONE) # <<<<<<<<<<<<<<
*
* if not c.cbow_mean: # divide error over summed window vectors
*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&__pyx_v_g), __pyx_v_c->neu1, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn1[__pyx_v_row2])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
__pyx_L10_continue:;
}
/* "gensim/models/fasttext_inner.pyx":361
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1[row2], &ONE)
*
* if not c.cbow_mean: # divide error over summed window vectors # <<<<<<<<<<<<<<
* sscal(&c.size, &inv_count, c.work, &ONE)
*
*/
__pyx_t_4 = ((!(__pyx_v_c->cbow_mean != 0)) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":362
*
* if not c.cbow_mean: # divide error over summed window vectors
* sscal(&c.size, &inv_count, c.work, &ONE) # <<<<<<<<<<<<<<
*
* for m in range(j,k):
*/
__pyx_v_6gensim_6models_14word2vec_inner_sscal((&__pyx_v_c->size), (&__pyx_v_inv_count), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":361
* our_saxpy(&c.size, &g, c.neu1, &ONE, &c.syn1[row2], &ONE)
*
* if not c.cbow_mean: # divide error over summed window vectors # <<<<<<<<<<<<<<
* sscal(&c.size, &inv_count, c.work, &ONE)
*
*/
}
/* "gensim/models/fasttext_inner.pyx":364
* sscal(&c.size, &inv_count, c.work, &ONE)
*
* for m in range(j,k): # <<<<<<<<<<<<<<
* if m == i:
* continue
*/
__pyx_t_1 = __pyx_v_k;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = __pyx_v_j; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_m = __pyx_t_3;
/* "gensim/models/fasttext_inner.pyx":365
*
* for m in range(j,k):
* if m == i: # <<<<<<<<<<<<<<
* continue
* our_saxpy(
*/
__pyx_t_4 = ((__pyx_v_m == __pyx_v_i) != 0);
if (__pyx_t_4) {
/* "gensim/models/fasttext_inner.pyx":366
* for m in range(j,k):
* if m == i:
* continue # <<<<<<<<<<<<<<
* our_saxpy(
* &c.size, &c.vocab_lockf[c.indexes[m] % c.vocab_lockf_len], c.work, &ONE,
*/
goto __pyx_L16_continue;
/* "gensim/models/fasttext_inner.pyx":365
*
* for m in range(j,k):
* if m == i: # <<<<<<<<<<<<<<
* continue
* our_saxpy(
*/
}
/* "gensim/models/fasttext_inner.pyx":367
* if m == i:
* continue
* our_saxpy( # <<<<<<<<<<<<<<
* &c.size, &c.vocab_lockf[c.indexes[m] % c.vocab_lockf_len], c.work, &ONE,
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*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&(__pyx_v_c->vocab_lockf[((__pyx_v_c->indexes[__pyx_v_m]) % __pyx_v_c->vocab_lockf_len)])), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn0_vocab[((__pyx_v_c->indexes[__pyx_v_m]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
/* "gensim/models/fasttext_inner.pyx":370
* &c.size, &c.vocab_lockf[c.indexes[m] % c.vocab_lockf_len], c.work, &ONE,
* &c.syn0_vocab[c.indexes[m]*c.size], &ONE)
* for d in range(c.subwords_idx_len[m]): # <<<<<<<<<<<<<<
* our_saxpy(
* &c.size, &c.ngrams_lockf[c.subwords_idx[m][d] % c.ngrams_lockf_len], c.work, &ONE,
*/
__pyx_t_5 = (__pyx_v_c->subwords_idx_len[__pyx_v_m]);
__pyx_t_6 = __pyx_t_5;
for (__pyx_t_7 = 0; __pyx_t_7 < __pyx_t_6; __pyx_t_7+=1) {
__pyx_v_d = __pyx_t_7;
/* "gensim/models/fasttext_inner.pyx":371
* &c.syn0_vocab[c.indexes[m]*c.size], &ONE)
* for d in range(c.subwords_idx_len[m]):
* our_saxpy( # <<<<<<<<<<<<<<
* &c.size, &c.ngrams_lockf[c.subwords_idx[m][d] % c.ngrams_lockf_len], c.work, &ONE,
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*/
__pyx_v_6gensim_6models_14word2vec_inner_our_saxpy((&__pyx_v_c->size), (&(__pyx_v_c->ngrams_lockf[(((__pyx_v_c->subwords_idx[__pyx_v_m])[__pyx_v_d]) % __pyx_v_c->ngrams_lockf_len)])), __pyx_v_c->work, (&__pyx_v_6gensim_6models_14fasttext_inner_ONE), (&(__pyx_v_c->syn0_ngrams[(((__pyx_v_c->subwords_idx[__pyx_v_m])[__pyx_v_d]) * __pyx_v_c->size)])), (&__pyx_v_6gensim_6models_14fasttext_inner_ONE));
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__pyx_L16_continue:;
}
/* "gensim/models/fasttext_inner.pyx":309
*
*
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* """Perform CBOW training with hierarchical sampling.
*
*/
/* function exit code */
}
/* "gensim/models/fasttext_inner.pyx":376
*
*
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*/
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__Pyx_RefNannyDeclarations
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int __pyx_t_6;
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/* "gensim/models/fasttext_inner.pyx":395
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__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_model, __pyx_n_s_sg); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 395, __pyx_L1_error)
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/* "gensim/models/fasttext_inner.pyx":396
* """
* c.sg = model.sg
* c.hs = model.hs # <<<<<<<<<<<<<<
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*/
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_model, __pyx_n_s_hs); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 396, __pyx_L1_error)
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__pyx_v_c->hs = __pyx_t_2;
/* "gensim/models/fasttext_inner.pyx":397
* c.sg = model.sg
* c.hs = model.hs
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