/* Generated by Cython 0.29.36 */
/* BEGIN: Cython Metadata
{
"distutils": {
"depends": [
"gensim/models/fast_line_sentence.h",
"gensim/models/voidptr.h"
],
"extra_compile_args": [
"-std=c++11"
],
"extra_link_args": [
"-std=c++11"
],
"include_dirs": [
"gensim/models",
"./gensim/models"
],
"language": "c++",
"name": "gensim.models.word2vec_corpusfile",
"sources": [
"gensim/models/word2vec_corpusfile.pyx"
]
},
"module_name": "gensim.models.word2vec_corpusfile"
}
END: Cython Metadata */
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#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+.
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#define CYTHON_FUTURE_DIVISION 1
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#define CYTHON_USE_DICT_VERSIONS ((PY_VERSION_HEX >= 0x030600B1) && (PY_VERSION_HEX < 0x030C00A5))
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#undef CYTHON_USE_EXC_INFO_STACK
#define CYTHON_USE_EXC_INFO_STACK 0
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#define CYTHON_USE_EXC_INFO_STACK (PY_VERSION_HEX >= 0x030700A3)
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#include "longintrepr.h"
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#undef SHIFT
#undef BASE
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enum { __pyx_check_sizeof_voidp = 1 / (int)(SIZEOF_VOID_P == sizeof(void*)) };
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#define CYTHON_RESTRICT
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#ifndef CYTHON_UNUSED
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# if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4))
# define CYTHON_UNUSED __attribute__ ((__unused__))
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# endif
# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
# define CYTHON_UNUSED __attribute__ ((__unused__))
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# define CYTHON_UNUSED
# endif
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#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)
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# define CYTHON_NCP_UNUSED CYTHON_UNUSED
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#if _MSC_VER < 1300
typedef unsigned char uint8_t;
typedef unsigned int uint32_t;
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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))
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#define CYTHON_FALLTHROUGH
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#if __apple_build_version__ < 7000000
#undef CYTHON_FALLTHROUGH
#define CYTHON_FALLTHROUGH
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#ifndef CYTHON_INLINE
#if defined(__clang__)
#define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
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#define CYTHON_INLINE inline
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template
void __Pyx_call_destructor(T& x) {
x.~T();
}
template
class __Pyx_FakeReference {
public:
__Pyx_FakeReference() : ptr(NULL) { }
__Pyx_FakeReference(const T& ref) : ptr(const_cast(&ref)) { }
T *operator->() { return ptr; }
T *operator&() { return ptr; }
operator T&() { return *ptr; }
template bool operator ==(U other) { return *ptr == other; }
template bool operator !=(U other) { return *ptr != other; }
private:
T *ptr;
};
#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)
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#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);
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#ifndef __PYX_EXTERN_C
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#endif
#define __PYX_HAVE__gensim__models__word2vec_corpusfile
#define __PYX_HAVE_API__gensim__models__word2vec_corpusfile
/* Early includes */
#include
#include
#include "ios"
#include "new"
#include "stdexcept"
#include "typeinfo"
#include
#include
#if __cplusplus >= 201103L || (defined(_MSC_VER) && _MSC_VER >= 1600)
// move should be defined for these versions of MSVC, but __cplusplus isn't set usefully
#include
namespace cython_std {
template typename std::remove_reference::type&& move(T& t) noexcept { return std::move(t); }
template typename std::remove_reference::type&& move(T&& t) noexcept { return std::move(t); }
}
#endif
#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 "fast_line_sentence.h"
#include "voidptr.h"
#ifdef _OPENMP
#include
#endif /* _OPENMP */
#if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS)
#define CYTHON_WITHOUT_ASSERTIONS
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typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding;
const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry;
#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_UTF8 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT (PY_MAJOR_VERSION >= 3 && __PYX_DEFAULT_STRING_ENCODING_IS_UTF8)
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#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
#define __Pyx_uchar_cast(c) ((unsigned char)c)
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#define __Pyx_fits_Py_ssize_t(v, type, is_signed) (\
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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 ||\
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static CYTHON_INLINE int __Pyx_is_valid_index(Py_ssize_t i, Py_ssize_t limit) {
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#include
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#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)
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#define __Pyx_sst_abs(value) ((Py_ssize_t)_abs64(value))
#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
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#elif defined (__GNUC__)
#define __Pyx_sst_abs(value) __builtin_llabs(value)
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#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))
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#define __Pyx_PyBytes_FromString PyBytes_FromString
#define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize
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#define __Pyx_PyStr_FromString __Pyx_PyBytes_FromString
#define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
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#define __Pyx_PyBytes_AsString(s) ((const char*) PyBytes_AS_STRING(s))
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const Py_UNICODE *u_end = u;
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#define __Pyx_NewRef(obj) (Py_INCREF(obj), obj)
#define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None)
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b);
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
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static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
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#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
static int __Pyx_sys_getdefaultencoding_not_ascii;
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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);
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goto bad;
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Py_DECREF(ascii_chars_u);
Py_DECREF(ascii_chars_b);
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Py_DECREF(default_encoding);
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bad:
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Py_XDECREF(ascii_chars_b);
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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;
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#define likely(x) __builtin_expect(!!(x), 1)
#define unlikely(x) __builtin_expect(!!(x), 0)
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#define likely(x) (x)
#define unlikely(x) (x)
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static CYTHON_INLINE void __Pyx_pretend_to_initialize(void* ptr) { (void)ptr; }
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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;
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static const char *__pyx_filename;
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#if defined(__cplusplus)
#define CYTHON_CCOMPLEX 1
#elif defined(_Complex_I)
#define CYTHON_CCOMPLEX 1
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#define CYTHON_CCOMPLEX 0
#endif
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#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
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static const char *__pyx_f[] = {
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/* ForceInitThreads.proto */
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#define __PYX_FORCE_INIT_THREADS 0
#endif
/* 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()
/* "../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
* ctypedef npy_int8 int8_t
* ctypedef npy_int16 int16_t
* ctypedef npy_int32 int32_t # <<<<<<<<<<<<<<
* ctypedef npy_int64 int64_t
* #ctypedef npy_int96 int96_t
*/
typedef npy_int32 __pyx_t_5numpy_int32_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":693
* ctypedef npy_int16 int16_t
* ctypedef npy_int32 int32_t
* ctypedef npy_int64 int64_t # <<<<<<<<<<<<<<
* #ctypedef npy_int96 int96_t
* #ctypedef npy_int128 int128_t
*/
typedef npy_int64 __pyx_t_5numpy_int64_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":697
* #ctypedef npy_int128 int128_t
*
* ctypedef npy_uint8 uint8_t # <<<<<<<<<<<<<<
* ctypedef npy_uint16 uint16_t
* ctypedef npy_uint32 uint32_t
*/
typedef npy_uint8 __pyx_t_5numpy_uint8_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":698
*
* ctypedef npy_uint8 uint8_t
* ctypedef npy_uint16 uint16_t # <<<<<<<<<<<<<<
* ctypedef npy_uint32 uint32_t
* ctypedef npy_uint64 uint64_t
*/
typedef npy_uint16 __pyx_t_5numpy_uint16_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":699
* ctypedef npy_uint8 uint8_t
* ctypedef npy_uint16 uint16_t
* ctypedef npy_uint32 uint32_t # <<<<<<<<<<<<<<
* ctypedef npy_uint64 uint64_t
* #ctypedef npy_uint96 uint96_t
*/
typedef npy_uint32 __pyx_t_5numpy_uint32_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":700
* ctypedef npy_uint16 uint16_t
* ctypedef npy_uint32 uint32_t
* ctypedef npy_uint64 uint64_t # <<<<<<<<<<<<<<
* #ctypedef npy_uint96 uint96_t
* #ctypedef npy_uint128 uint128_t
*/
typedef npy_uint64 __pyx_t_5numpy_uint64_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":704
* #ctypedef npy_uint128 uint128_t
*
* ctypedef npy_float32 float32_t # <<<<<<<<<<<<<<
* ctypedef npy_float64 float64_t
* #ctypedef npy_float80 float80_t
*/
typedef npy_float32 __pyx_t_5numpy_float32_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":705
*
* ctypedef npy_float32 float32_t
* ctypedef npy_float64 float64_t # <<<<<<<<<<<<<<
* #ctypedef npy_float80 float80_t
* #ctypedef npy_float128 float128_t
*/
typedef npy_float64 __pyx_t_5numpy_float64_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":714
* # The int types are mapped a bit surprising --
* # numpy.int corresponds to 'l' and numpy.long to 'q'
* ctypedef npy_long int_t # <<<<<<<<<<<<<<
* ctypedef npy_longlong long_t
* ctypedef npy_longlong longlong_t
*/
typedef npy_long __pyx_t_5numpy_int_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":715
* # numpy.int corresponds to 'l' and numpy.long to 'q'
* ctypedef npy_long int_t
* ctypedef npy_longlong long_t # <<<<<<<<<<<<<<
* ctypedef npy_longlong longlong_t
*
*/
typedef npy_longlong __pyx_t_5numpy_long_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":716
* ctypedef npy_long int_t
* ctypedef npy_longlong long_t
* ctypedef npy_longlong longlong_t # <<<<<<<<<<<<<<
*
* ctypedef npy_ulong uint_t
*/
typedef npy_longlong __pyx_t_5numpy_longlong_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":718
* ctypedef npy_longlong longlong_t
*
* ctypedef npy_ulong uint_t # <<<<<<<<<<<<<<
* ctypedef npy_ulonglong ulong_t
* ctypedef npy_ulonglong ulonglong_t
*/
typedef npy_ulong __pyx_t_5numpy_uint_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":719
*
* ctypedef npy_ulong uint_t
* ctypedef npy_ulonglong ulong_t # <<<<<<<<<<<<<<
* ctypedef npy_ulonglong ulonglong_t
*
*/
typedef npy_ulonglong __pyx_t_5numpy_ulong_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":720
* ctypedef npy_ulong uint_t
* ctypedef npy_ulonglong ulong_t
* ctypedef npy_ulonglong ulonglong_t # <<<<<<<<<<<<<<
*
* ctypedef npy_intp intp_t
*/
typedef npy_ulonglong __pyx_t_5numpy_ulonglong_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":722
* ctypedef npy_ulonglong ulonglong_t
*
* ctypedef npy_intp intp_t # <<<<<<<<<<<<<<
* ctypedef npy_uintp uintp_t
*
*/
typedef npy_intp __pyx_t_5numpy_intp_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":723
*
* ctypedef npy_intp intp_t
* ctypedef npy_uintp uintp_t # <<<<<<<<<<<<<<
*
* ctypedef npy_double float_t
*/
typedef npy_uintp __pyx_t_5numpy_uintp_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":725
* ctypedef npy_uintp uintp_t
*
* ctypedef npy_double float_t # <<<<<<<<<<<<<<
* ctypedef npy_double double_t
* ctypedef npy_longdouble longdouble_t
*/
typedef npy_double __pyx_t_5numpy_float_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":726
*
* ctypedef npy_double float_t
* ctypedef npy_double double_t # <<<<<<<<<<<<<<
* ctypedef npy_longdouble longdouble_t
*
*/
typedef npy_double __pyx_t_5numpy_double_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":727
* ctypedef npy_double float_t
* ctypedef npy_double double_t
* ctypedef npy_longdouble longdouble_t # <<<<<<<<<<<<<<
*
* ctypedef npy_cfloat cfloat_t
*/
typedef npy_longdouble __pyx_t_5numpy_longdouble_t;
/* "gensim/models/word2vec_inner.pxd":20
* void* PyCObject_AsVoidPtr(object obj)
*
* ctypedef np.float32_t REAL_t # <<<<<<<<<<<<<<
*
* # BLAS routine signatures
*/
typedef __pyx_t_5numpy_float32_t __pyx_t_6gensim_6models_14word2vec_inner_REAL_t;
/* "gensim/models/word2vec_corpusfile.pxd":22
* cimport numpy as np
*
* ctypedef np.float32_t REAL_t # <<<<<<<<<<<<<<
*
*
*/
typedef __pyx_t_5numpy_float32_t __pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t;
/* Declarations.proto */
#if CYTHON_CCOMPLEX
#ifdef __cplusplus
typedef ::std::complex< float > __pyx_t_float_complex;
#else
typedef float _Complex __pyx_t_float_complex;
#endif
#else
typedef struct { float real, imag; } __pyx_t_float_complex;
#endif
static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float, float);
/* Declarations.proto */
#if CYTHON_CCOMPLEX
#ifdef __cplusplus
typedef ::std::complex< double > __pyx_t_double_complex;
#else
typedef double _Complex __pyx_t_double_complex;
#endif
#else
typedef struct { double real, imag; } __pyx_t_double_complex;
#endif
static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);
/*--- Type declarations ---*/
struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence;
struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonVocab;
struct __pyx_obj_6gensim_6models_19word2vec_corpusfile___pyx_scope_struct____iter__;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":729
* ctypedef npy_longdouble longdouble_t
*
* ctypedef npy_cfloat cfloat_t # <<<<<<<<<<<<<<
* ctypedef npy_cdouble cdouble_t
* ctypedef npy_clongdouble clongdouble_t
*/
typedef npy_cfloat __pyx_t_5numpy_cfloat_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":730
*
* ctypedef npy_cfloat cfloat_t
* ctypedef npy_cdouble cdouble_t # <<<<<<<<<<<<<<
* ctypedef npy_clongdouble clongdouble_t
*
*/
typedef npy_cdouble __pyx_t_5numpy_cdouble_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":731
* ctypedef npy_cfloat cfloat_t
* ctypedef npy_cdouble cdouble_t
* ctypedef npy_clongdouble clongdouble_t # <<<<<<<<<<<<<<
*
* ctypedef npy_cdouble complex_t
*/
typedef npy_clongdouble __pyx_t_5numpy_clongdouble_t;
/* "../pip-build-env-vo_sekbg/overlay/lib/python3.10/site-packages/numpy/__init__.pxd":733
* ctypedef npy_clongdouble clongdouble_t
*
* ctypedef npy_cdouble complex_t # <<<<<<<<<<<<<<
*
* cdef inline object PyArray_MultiIterNew1(a):
*/
typedef npy_cdouble __pyx_t_5numpy_complex_t;
struct __pyx_t_6gensim_6models_14word2vec_inner_Word2VecConfig;
struct __pyx_opt_args_6gensim_6models_14word2vec_inner_init_w2v_config;
/* "gensim/models/word2vec_inner.pxd":23
*
* # BLAS routine signatures
* 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
*/
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
* 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
* ctypedef double (*dsdot_ptr) (const int *N, const float *X, const int *incX, const float *Y, const int *incY) nogil
*/
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 # <<<<<<<<<<<<<<
* 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
*/
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
* 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_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
* ctypedef void (*sscal_ptr) (const int *N, const float *alpha, const float *X, const int *incX) nogil # <<<<<<<<<<<<<<
*
* cdef scopy_ptr scopy
*/
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
* ctypedef void (*our_saxpy_ptr) (const int *N, const float *alpha, const float *X, const int *incX, float *Y, const int *incY) nogil # <<<<<<<<<<<<<<
*
* cdef our_dot_ptr our_dot
*/
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
*
*
* cdef struct Word2VecConfig: # <<<<<<<<<<<<<<
* int hs, negative, sample, compute_loss, size, window, cbow_mean, workers
* REAL_t running_training_loss, alpha
*/
struct __pyx_t_6gensim_6models_14word2vec_inner_Word2VecConfig {
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;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t alpha;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t *syn0;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t *words_lockf;
__pyx_t_5numpy_uint32_t words_lockf_len;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t *work;
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t *neu1;
int codelens[0x2710];
__pyx_t_5numpy_uint32_t indexes[0x2710];
__pyx_t_5numpy_uint32_t reduced_windows[0x2710];
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];
__pyx_t_6gensim_6models_14word2vec_inner_REAL_t *syn1neg;
__pyx_t_5numpy_uint32_t *cum_table;
unsigned PY_LONG_LONG cum_table_len;
unsigned PY_LONG_LONG next_random;
};
/* "gensim/models/word2vec_inner.pxd":127
*
*
* cdef init_w2v_config(Word2VecConfig *c, model, alpha, compute_loss, _work, _neu1=*) # <<<<<<<<<<<<<<
*/
struct __pyx_opt_args_6gensim_6models_14word2vec_inner_init_w2v_config {
int __pyx_n;
PyObject *_neu1;
};
struct __pyx_t_6gensim_6models_19word2vec_corpusfile_VocabItem;
/* "gensim/models/word2vec_corpusfile.pxd":48
*
*
* cdef struct VocabItem: # <<<<<<<<<<<<<<
* long long sample_int
* np.uint32_t index
*/
struct __pyx_t_6gensim_6models_19word2vec_corpusfile_VocabItem {
PY_LONG_LONG sample_int;
__pyx_t_5numpy_uint32_t index;
__pyx_t_5numpy_uint8_t *code;
int code_len;
__pyx_t_5numpy_uint32_t *point;
int subword_idx_len;
__pyx_t_5numpy_uint32_t *subword_idx;
};
/* "gensim/models/word2vec_corpusfile.pxd":60
*
*
* ctypedef unordered_map[string, VocabItem] cvocab_t # <<<<<<<<<<<<<<
*
* cdef class CythonVocab:
*/
typedef std::unordered_map __pyx_t_6gensim_6models_19word2vec_corpusfile_cvocab_t;
/* "gensim/models/word2vec_corpusfile.pxd":34
*
*
* cdef class CythonLineSentence: # <<<<<<<<<<<<<<
* cdef FastLineSentence* _thisptr
* cdef public bytes source
*/
struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence {
PyObject_HEAD
struct __pyx_vtabstruct_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_vtab;
FastLineSentence *_thisptr;
PyObject *source;
size_t max_sentence_length;
size_t max_words_in_batch;
size_t offset;
std::vector > buf_data;
};
/* "gensim/models/word2vec_corpusfile.pxd":62
* ctypedef unordered_map[string, VocabItem] cvocab_t
*
* cdef class CythonVocab: # <<<<<<<<<<<<<<
* cdef cvocab_t vocab
* cdef subword_arrays
*/
struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonVocab {
PyObject_HEAD
struct __pyx_vtabstruct_6gensim_6models_19word2vec_corpusfile_CythonVocab *__pyx_vtab;
__pyx_t_6gensim_6models_19word2vec_corpusfile_cvocab_t vocab;
PyObject *subword_arrays;
};
/* "gensim/models/word2vec_corpusfile.pyx":126
* self._thisptr.Reset()
*
* def __iter__(self): # <<<<<<<<<<<<<<
* self.reset()
* while not self.is_eof():
*/
struct __pyx_obj_6gensim_6models_19word2vec_corpusfile___pyx_scope_struct____iter__ {
PyObject_HEAD
std::vector __pyx_v_chunk;
std::vector > __pyx_v_chunked_sentence;
struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self;
std::vector > ::iterator __pyx_t_0;
};
/* "gensim/models/word2vec_corpusfile.pyx":81
*
* @cython.final
* cdef class CythonLineSentence: # <<<<<<<<<<<<<<
* def __cinit__(self, source, offset=0, max_sentence_length=MAX_SENTENCE_LEN):
* self._thisptr = new FastLineSentence(to_bytes(source), offset)
*/
struct __pyx_vtabstruct_6gensim_6models_19word2vec_corpusfile_CythonLineSentence {
bool (*is_eof)(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *, int __pyx_skip_dispatch);
std::vector (*read_sentence)(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *, int __pyx_skip_dispatch);
std::vector > (*_read_chunked_sentence)(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *, int __pyx_skip_dispatch);
std::vector > (*_chunk_sentence)(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *, std::vector , int __pyx_skip_dispatch);
void (*reset)(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *, int __pyx_skip_dispatch);
std::vector > (*next_batch)(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *, int __pyx_skip_dispatch);
};
static struct __pyx_vtabstruct_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_vtabptr_6gensim_6models_19word2vec_corpusfile_CythonLineSentence;
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static std::vector > __pyx_f_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence__chunk_sentence(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *, std::vector , int __pyx_skip_dispatch);
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#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))
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static CYTHON_INLINE PyObject* __Pyx_PyInt_From_npy_uint32(npy_uint32 value);
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static CYTHON_INLINE size_t __Pyx_PyInt_As_size_t(PyObject *);
/* CIntFromPy.proto */
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
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static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
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static CYTHON_INLINE PyObject* __Pyx_PyInt_From_PY_LONG_LONG(PY_LONG_LONG value);
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static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);
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static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
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static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
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#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
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#define __Pyx_Generator_New(body, code, closure, name, qualname, module_name)\
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static __pyx_t_6gensim_6models_19word2vec_corpusfile_cvocab_t *__pyx_f_6gensim_6models_19word2vec_corpusfile_11CythonVocab_get_vocab_ptr(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonVocab *__pyx_v_self); /* proto*/
static bool __pyx_f_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_is_eof(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, CYTHON_UNUSED int __pyx_skip_dispatch); /* proto*/
static std::vector __pyx_f_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_read_sentence(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, CYTHON_UNUSED int __pyx_skip_dispatch); /* proto*/
static std::vector > __pyx_f_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence__read_chunked_sentence(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, CYTHON_UNUSED int __pyx_skip_dispatch); /* proto*/
static std::vector > __pyx_f_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence__chunk_sentence(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, std::vector __pyx_v_sent, CYTHON_UNUSED int __pyx_skip_dispatch); /* proto*/
static void __pyx_f_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_reset(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, CYTHON_UNUSED int __pyx_skip_dispatch); /* proto*/
static std::vector > __pyx_f_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_next_batch(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, CYTHON_UNUSED int __pyx_skip_dispatch); /* proto*/
/* Module declarations from 'libc.string' */
/* Module declarations from 'libcpp.string' */
/* Module declarations from 'libcpp.vector' */
/* Module declarations from 'libcpp.utility' */
/* Module declarations from 'libcpp.unordered_map' */
/* Module declarations from 'libcpp' */
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static PyTypeObject *__pyx_ptype_5numpy_character = 0;
static PyTypeObject *__pyx_ptype_5numpy_ufunc = 0;
/* Module declarations from 'cython' */
/* 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_random_int32)(unsigned PY_LONG_LONG *); /*proto*/
static void (*__pyx_f_6gensim_6models_14word2vec_inner_w2v_fast_sentence_sg_hs)(__pyx_t_5numpy_uint32_t const *, __pyx_t_5numpy_uint8_t const *, int const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, int const , __pyx_t_5numpy_uint32_t const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_5numpy_uint32_t const , int const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *); /*proto*/
static unsigned PY_LONG_LONG (*__pyx_f_6gensim_6models_14word2vec_inner_w2v_fast_sentence_sg_neg)(int const , __pyx_t_5numpy_uint32_t *, unsigned PY_LONG_LONG, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, int const , __pyx_t_5numpy_uint32_t const , __pyx_t_5numpy_uint32_t const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, unsigned PY_LONG_LONG, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_5numpy_uint32_t const , int const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *); /*proto*/
static void (*__pyx_f_6gensim_6models_14word2vec_inner_w2v_fast_sentence_cbow_hs)(__pyx_t_5numpy_uint32_t const *, __pyx_t_5numpy_uint8_t const *, int *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, int const , __pyx_t_5numpy_uint32_t const *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, int, int, int, int, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_5numpy_uint32_t const , int const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *); /*proto*/
static unsigned PY_LONG_LONG (*__pyx_f_6gensim_6models_14word2vec_inner_w2v_fast_sentence_cbow_neg)(int const , __pyx_t_5numpy_uint32_t *, unsigned PY_LONG_LONG, int *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, int const , __pyx_t_5numpy_uint32_t const *, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, int, int, int, int, unsigned PY_LONG_LONG, __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *, __pyx_t_5numpy_uint32_t const , int const , __pyx_t_6gensim_6models_14word2vec_inner_REAL_t *); /*proto*/
static PyObject *(*__pyx_f_6gensim_6models_14word2vec_inner_init_w2v_config)(struct __pyx_t_6gensim_6models_14word2vec_inner_Word2VecConfig *, PyObject *, PyObject *, PyObject *, PyObject *, struct __pyx_opt_args_6gensim_6models_14word2vec_inner_init_w2v_config *__pyx_optional_args); /*proto*/
/* Module declarations from 'gensim.models.word2vec_corpusfile' */
static PyTypeObject *__pyx_ptype_6gensim_6models_19word2vec_corpusfile_CythonLineSentence = 0;
static PyTypeObject *__pyx_ptype_6gensim_6models_19word2vec_corpusfile_CythonVocab = 0;
static PyTypeObject *__pyx_ptype_6gensim_6models_19word2vec_corpusfile___pyx_scope_struct____iter__ = 0;
static __pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_f_6gensim_6models_19word2vec_corpusfile_get_alpha(__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t, __pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t, int, int); /*proto*/
static __pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_f_6gensim_6models_19word2vec_corpusfile_get_next_alpha(__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t, __pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t, PY_LONG_LONG, PY_LONG_LONG, PY_LONG_LONG, PY_LONG_LONG, int, int); /*proto*/
static PyObject *__pyx_f_6gensim_6models_19word2vec_corpusfile_to_bytes(PyObject *); /*proto*/
static void __pyx_f_6gensim_6models_19word2vec_corpusfile_prepare_c_structures_for_batch(std::vector > &, int, int, int, PY_LONG_LONG *, int *, int *, unsigned PY_LONG_LONG *, __pyx_t_6gensim_6models_19word2vec_corpusfile_cvocab_t *, int *, __pyx_t_5numpy_uint32_t *, int *, __pyx_t_5numpy_uint8_t **, __pyx_t_5numpy_uint32_t **, __pyx_t_5numpy_uint32_t *, int); /*proto*/
static std::string __pyx_convert_string_from_py_std__in_string(PyObject *); /*proto*/
static std::vector __pyx_convert_vector_from_py_std_3a__3a_string(PyObject *); /*proto*/
static CYTHON_INLINE PyObject *__pyx_convert_PyObject_string_to_py_std__in_string(std::string const &); /*proto*/
static CYTHON_INLINE PyObject *__pyx_convert_PyUnicode_string_to_py_std__in_string(std::string const &); /*proto*/
static CYTHON_INLINE PyObject *__pyx_convert_PyStr_string_to_py_std__in_string(std::string const &); /*proto*/
static CYTHON_INLINE PyObject *__pyx_convert_PyBytes_string_to_py_std__in_string(std::string const &); /*proto*/
static CYTHON_INLINE PyObject *__pyx_convert_PyByteArray_string_to_py_std__in_string(std::string const &); /*proto*/
static PyObject *__pyx_convert_vector_to_py_std_3a__3a_string(const std::vector &); /*proto*/
static PyObject *__pyx_convert_vector_to_py_std_3a__3a_vector_3c_std_3a__3a_string_3e___(const std::vector > &); /*proto*/
#define __Pyx_MODULE_NAME "gensim.models.word2vec_corpusfile"
extern int __pyx_module_is_main_gensim__models__word2vec_corpusfile;
int __pyx_module_is_main_gensim__models__word2vec_corpusfile = 0;
/* Implementation of 'gensim.models.word2vec_corpusfile' */
static PyObject *__pyx_builtin_TypeError;
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_ImportError;
static const char __pyx_k_c[] = "c";
static const char __pyx_k_i[] = "i";
static const char __pyx_k_j[] = "j";
static const char __pyx_k_k[] = "k";
static const char __pyx_k_hs[] = "hs";
static const char __pyx_k_np[] = "np";
static const char __pyx_k_wv[] = "wv";
static const char __pyx_k_args[] = "args";
static const char __pyx_k_code[] = "code";
static const char __pyx_k_iter[] = "__iter__";
static const char __pyx_k_keys[] = "keys";
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_send[] = "send";
static const char __pyx_k_test[] = "__test__";
static const char __pyx_k_utf8[] = "utf8";
static const char __pyx_k_work[] = "_work";
static const char __pyx_k_alpha[] = "alpha";
static const char __pyx_k_close[] = "close";
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_throw[] = "throw";
static const char __pyx_k_vocab[] = "vocab";
static const char __pyx_k_encode[] = "encode";
static const char __pyx_k_epochs[] = "epochs";
static const char __pyx_k_import[] = "__import__";
static const char __pyx_k_offset[] = "offset";
static const char __pyx_k_reduce[] = "__reduce__";
static const char __pyx_k_source[] = "source";
static const char __pyx_k_alpha_2[] = "_alpha";
static const char __pyx_k_idx_end[] = "idx_end";
static const char __pyx_k_any2utf8[] = "any2utf8";
static const char __pyx_k_expandos[] = "expandos";
static const char __pyx_k_fasttext[] = "fasttext";
static const char __pyx_k_getstate[] = "__getstate__";
static const char __pyx_k_sent_idx[] = "sent_idx";
static const char __pyx_k_setstate[] = "__setstate__";
static const char __pyx_k_TypeError[] = "TypeError";
static const char __pyx_k_cur_epoch[] = "_cur_epoch";
static const char __pyx_k_end_alpha[] = "end_alpha";
static const char __pyx_k_get_index[] = "get_index";
static const char __pyx_k_idx_start[] = "idx_start";
static const char __pyx_k_min_alpha[] = "min_alpha";
static const char __pyx_k_reduce_ex[] = "__reduce_ex__";
static const char __pyx_k_sentences[] = "sentences";
static const char __pyx_k_num_epochs[] = "num_epochs";
static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
static const char __pyx_k_sample_int[] = "sample_int";
static const char __pyx_k_CythonVocab[] = "CythonVocab";
static const char __pyx_k_ImportError[] = "ImportError";
static const char __pyx_k_corpus_file[] = "corpus_file";
static const char __pyx_k_cur_epoch_2[] = "cur_epoch";
static const char __pyx_k_start_alpha[] = "start_alpha";
static const char __pyx_k_total_words[] = "total_words";
static const char __pyx_k_buckets_word[] = "buckets_word";
static const char __pyx_k_compute_loss[] = "compute_loss";
static const char __pyx_k_cython_vocab[] = "_cython_vocab";
static const char __pyx_k_gensim_utils[] = "gensim.utils";
static const char __pyx_k_input_stream[] = "input_stream";
static const char __pyx_k_key_to_index[] = "key_to_index";
static const char __pyx_k_reduce_cython[] = "__reduce_cython__";
static const char __pyx_k_expected_words[] = "_expected_words";
static const char __pyx_k_shrink_windows[] = "shrink_windows";
static const char __pyx_k_train_epoch_sg[] = "train_epoch_sg";
static const char __pyx_k_effective_words[] = "effective_words";
static const char __pyx_k_setstate_cython[] = "__setstate_cython__";
static const char __pyx_k_total_sentences[] = "total_sentences";
static const char __pyx_k_expected_words_2[] = "expected_words";
static const char __pyx_k_train_epoch_cbow[] = "train_epoch_cbow";
static const char __pyx_k_expected_examples[] = "_expected_examples";
static const char __pyx_k_CORPUSFILE_VERSION[] = "CORPUSFILE_VERSION";
static const char __pyx_k_CythonLineSentence[] = "CythonLineSentence";
static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
static const char __pyx_k_effective_sentences[] = "effective_sentences";
static const char __pyx_k_expected_examples_2[] = "expected_examples";
static const char __pyx_k_max_sentence_length[] = "max_sentence_length";
static const char __pyx_k_running_training_loss[] = "running_training_loss";
static const char __pyx_k_total_effective_words[] = "total_effective_words";
static const char __pyx_k_CythonLineSentence___iter[] = "CythonLineSentence.__iter__";
static const char __pyx_k_rebuild_cython_line_sentence[] = "rebuild_cython_line_sentence";
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_f[] = "Optimized cython functions for file-based training :class:`~gensim.models.word2vec.Word2Vec` model.";
static const char __pyx_k_gensim_models_word2vec_corpusfil[] = "gensim.models.word2vec_corpusfile";
static const char __pyx_k_numpy_core_umath_failed_to_impor[] = "numpy.core.umath failed to import";
static const char __pyx_k_self_vocab_cannot_be_converted_t[] = "self.vocab cannot be converted to a Python object for pickling";
static const char __pyx_k_gensim_models_word2vec_corpusfil_2[] = "gensim/models/word2vec_corpusfile.pyx";
static PyObject *__pyx_n_s_CORPUSFILE_VERSION;
static PyObject *__pyx_n_s_CythonLineSentence;
static PyObject *__pyx_n_s_CythonLineSentence___iter;
static PyObject *__pyx_n_s_CythonVocab;
static PyObject *__pyx_n_s_ImportError;
static PyObject *__pyx_n_s_TypeError;
static PyObject *__pyx_n_s_alpha;
static PyObject *__pyx_n_s_alpha_2;
static PyObject *__pyx_n_s_any2utf8;
static PyObject *__pyx_n_s_args;
static PyObject *__pyx_n_s_buckets_word;
static PyObject *__pyx_n_s_c;
static PyObject *__pyx_n_s_cline_in_traceback;
static PyObject *__pyx_n_s_close;
static PyObject *__pyx_n_u_code;
static PyObject *__pyx_n_s_compute_loss;
static PyObject *__pyx_n_s_corpus_file;
static PyObject *__pyx_n_s_cur_epoch;
static PyObject *__pyx_n_s_cur_epoch_2;
static PyObject *__pyx_n_s_cython_vocab;
static PyObject *__pyx_n_s_effective_sentences;
static PyObject *__pyx_n_s_effective_words;
static PyObject *__pyx_n_s_encode;
static PyObject *__pyx_n_s_end_alpha;
static PyObject *__pyx_n_s_epochs;
static PyObject *__pyx_n_s_expandos;
static PyObject *__pyx_n_s_expected_examples;
static PyObject *__pyx_n_s_expected_examples_2;
static PyObject *__pyx_n_s_expected_words;
static PyObject *__pyx_n_s_expected_words_2;
static PyObject *__pyx_n_s_fasttext;
static PyObject *__pyx_n_s_gensim_models_word2vec_corpusfil;
static PyObject *__pyx_kp_s_gensim_models_word2vec_corpusfil_2;
static PyObject *__pyx_n_s_gensim_utils;
static PyObject *__pyx_n_s_get_index;
static PyObject *__pyx_n_s_getstate;
static PyObject *__pyx_n_s_hs;
static PyObject *__pyx_n_s_i;
static PyObject *__pyx_n_s_idx_end;
static PyObject *__pyx_n_s_idx_start;
static PyObject *__pyx_n_s_import;
static PyObject *__pyx_n_s_input_stream;
static PyObject *__pyx_n_s_iter;
static PyObject *__pyx_n_s_j;
static PyObject *__pyx_n_s_k;
static PyObject *__pyx_n_s_key_to_index;
static PyObject *__pyx_n_s_keys;
static PyObject *__pyx_n_s_main;
static PyObject *__pyx_n_s_max_sentence_length;
static PyObject *__pyx_n_s_min_alpha;
static PyObject *__pyx_n_s_model;
static PyObject *__pyx_n_s_name;
static PyObject *__pyx_n_s_neu1;
static PyObject *__pyx_n_s_np;
static PyObject *__pyx_n_s_num_epochs;
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_s_offset;
static PyObject *__pyx_n_u_point;
static PyObject *__pyx_n_s_pyx_vtable;
static PyObject *__pyx_n_s_range;
static PyObject *__pyx_n_s_rebuild_cython_line_sentence;
static PyObject *__pyx_n_s_reduce;
static PyObject *__pyx_n_s_reduce_cython;
static PyObject *__pyx_n_s_reduce_ex;
static PyObject *__pyx_n_s_running_training_loss;
static PyObject *__pyx_n_u_sample_int;
static PyObject *__pyx_kp_s_self_vocab_cannot_be_converted_t;
static PyObject *__pyx_n_s_send;
static PyObject *__pyx_n_s_sent_idx;
static PyObject *__pyx_n_s_sentences;
static PyObject *__pyx_n_s_setstate;
static PyObject *__pyx_n_s_setstate_cython;
static PyObject *__pyx_n_s_shrink_windows;
static PyObject *__pyx_n_s_source;
static PyObject *__pyx_n_s_start_alpha;
static PyObject *__pyx_n_s_test;
static PyObject *__pyx_n_s_throw;
static PyObject *__pyx_n_s_total_effective_words;
static PyObject *__pyx_n_s_total_sentences;
static PyObject *__pyx_n_s_total_words;
static PyObject *__pyx_n_s_train_epoch_cbow;
static PyObject *__pyx_n_s_train_epoch_sg;
static PyObject *__pyx_n_u_utf8;
static PyObject *__pyx_n_s_vocab;
static PyObject *__pyx_n_s_work;
static PyObject *__pyx_n_s_wv;
static int __pyx_pf_6gensim_6models_19word2vec_corpusfile_11CythonVocab___init__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonVocab *__pyx_v_self, PyObject *__pyx_v_wv, PyObject *__pyx_v_hs, PyObject *__pyx_v_fasttext); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_11CythonVocab_2__reduce_cython__(CYTHON_UNUSED struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonVocab *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_11CythonVocab_4__setstate_cython__(CYTHON_UNUSED struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonVocab *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v___pyx_state); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_rebuild_cython_line_sentence(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_source, PyObject *__pyx_v_max_sentence_length); /* proto */
static int __pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence___cinit__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, PyObject *__pyx_v_source, PyObject *__pyx_v_offset, CYTHON_UNUSED PyObject *__pyx_v_max_sentence_length); /* proto */
static int __pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_2__init__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, PyObject *__pyx_v_source, PyObject *__pyx_v_offset, PyObject *__pyx_v_max_sentence_length); /* proto */
static void __pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_4__dealloc__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_6is_eof(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_8read_sentence(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_10_read_chunked_sentence(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_12_chunk_sentence(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, std::vector __pyx_v_sent); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_14reset(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_16__iter__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_19__reduce__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_21next_batch(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_6source___get__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static int __pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_6source_2__set__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static int __pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_6source_4__del__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_19max_sentence_length___get__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static int __pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_19max_sentence_length_2__set__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_18max_words_in_batch___get__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
static int __pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_18max_words_in_batch_2__set__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_6gensim_6models_19word2vec_corpusfile_18CythonLineSentence_6offset___get__(struct __pyx_obj_6gensim_6models_19word2vec_corpusfile_CythonLineSentence *__pyx_v_self); /* proto */
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/* "gensim/models/word2vec_corpusfile.pyx":186
*
*
* cdef void prepare_c_structures_for_batch( # <<<<<<<<<<<<<<
* vector[vector[string]] &sentences, int sample, int hs, int window, long long *total_words,
* int *effective_words, int *effective_sentences, unsigned long long *next_random,
*/
static void __pyx_f_6gensim_6models_19word2vec_corpusfile_prepare_c_structures_for_batch(std::vector > &__pyx_v_sentences, int __pyx_v_sample, int __pyx_v_hs, int __pyx_v_window, PY_LONG_LONG *__pyx_v_total_words, int *__pyx_v_effective_words, int *__pyx_v_effective_sentences, unsigned PY_LONG_LONG *__pyx_v_next_random, __pyx_t_6gensim_6models_19word2vec_corpusfile_cvocab_t *__pyx_v_vocab, int *__pyx_v_sentence_idx, __pyx_t_5numpy_uint32_t *__pyx_v_indexes, int *__pyx_v_codelens, __pyx_t_5numpy_uint8_t **__pyx_v_codes, __pyx_t_5numpy_uint32_t **__pyx_v_points, __pyx_t_5numpy_uint32_t *__pyx_v_reduced_windows, int __pyx_v_shrink_windows) {
struct __pyx_t_6gensim_6models_19word2vec_corpusfile_VocabItem __pyx_v_word;
std::string __pyx_v_token;
std::vector __pyx_v_sent;
int __pyx_v_i;
std::vector > ::iterator __pyx_t_1;
std::vector __pyx_t_2;
int __pyx_t_3;
long __pyx_t_4;
std::vector ::iterator __pyx_t_5;
std::string __pyx_t_6;
int __pyx_t_7;
__pyx_t_5numpy_uint32_t __pyx_t_8;
int __pyx_t_9;
__pyx_t_5numpy_uint8_t *__pyx_t_10;
__pyx_t_5numpy_uint32_t *__pyx_t_11;
int __pyx_t_12;
int __pyx_t_13;
/* "gensim/models/word2vec_corpusfile.pyx":197
* cdef vector[string] sent
*
* sentence_idx[0] = 0 # indices of the first sentence always start at 0 # <<<<<<<<<<<<<<
* for sent in sentences:
* if sent.empty():
*/
(__pyx_v_sentence_idx[0]) = 0;
/* "gensim/models/word2vec_corpusfile.pyx":198
*
* sentence_idx[0] = 0 # indices of the first sentence always start at 0
* for sent in sentences: # <<<<<<<<<<<<<<
* if sent.empty():
* continue # ignore empty sentences; leave effective_sentences unchanged
*/
__pyx_t_1 = __pyx_v_sentences.begin();
for (;;) {
if (!(__pyx_t_1 != __pyx_v_sentences.end())) break;
__pyx_t_2 = *__pyx_t_1;
++__pyx_t_1;
__pyx_v_sent = __pyx_t_2;
/* "gensim/models/word2vec_corpusfile.pyx":199
* sentence_idx[0] = 0 # indices of the first sentence always start at 0
* for sent in sentences:
* if sent.empty(): # <<<<<<<<<<<<<<
* continue # ignore empty sentences; leave effective_sentences unchanged
* total_words[0] += sent.size()
*/
__pyx_t_3 = (__pyx_v_sent.empty() != 0);
if (__pyx_t_3) {
/* "gensim/models/word2vec_corpusfile.pyx":200
* for sent in sentences:
* if sent.empty():
* continue # ignore empty sentences; leave effective_sentences unchanged # <<<<<<<<<<<<<<
* total_words[0] += sent.size()
*
*/
goto __pyx_L3_continue;
/* "gensim/models/word2vec_corpusfile.pyx":199
* sentence_idx[0] = 0 # indices of the first sentence always start at 0
* for sent in sentences:
* if sent.empty(): # <<<<<<<<<<<<<<
* continue # ignore empty sentences; leave effective_sentences unchanged
* total_words[0] += sent.size()
*/
}
/* "gensim/models/word2vec_corpusfile.pyx":201
* if sent.empty():
* continue # ignore empty sentences; leave effective_sentences unchanged
* total_words[0] += sent.size() # <<<<<<<<<<<<<<
*
* for token in sent:
*/
__pyx_t_4 = 0;
(__pyx_v_total_words[__pyx_t_4]) = ((__pyx_v_total_words[__pyx_t_4]) + __pyx_v_sent.size());
/* "gensim/models/word2vec_corpusfile.pyx":203
* total_words[0] += sent.size()
*
* for token in sent: # <<<<<<<<<<<<<<
* # leaving `effective_words` unchanged = shortening the sentence = expanding the window
* if vocab[0].find(token) == vocab[0].end():
*/
__pyx_t_5 = __pyx_v_sent.begin();
for (;;) {
if (!(__pyx_t_5 != __pyx_v_sent.end())) break;
__pyx_t_6 = *__pyx_t_5;
++__pyx_t_5;
__pyx_v_token = __pyx_t_6;
/* "gensim/models/word2vec_corpusfile.pyx":205
* for token in sent:
* # leaving `effective_words` unchanged = shortening the sentence = expanding the window
* if vocab[0].find(token) == vocab[0].end(): # <<<<<<<<<<<<<<
* continue
*
*/
__pyx_t_3 = (((__pyx_v_vocab[0]).find(__pyx_v_token) == (__pyx_v_vocab[0]).end()) != 0);
if (__pyx_t_3) {
/* "gensim/models/word2vec_corpusfile.pyx":206
* # leaving `effective_words` unchanged = shortening the sentence = expanding the window
* if vocab[0].find(token) == vocab[0].end():
* continue # <<<<<<<<<<<<<<
*
* word = vocab[0][token]
*/
goto __pyx_L6_continue;
/* "gensim/models/word2vec_corpusfile.pyx":205
* for token in sent:
* # leaving `effective_words` unchanged = shortening the sentence = expanding the window
* if vocab[0].find(token) == vocab[0].end(): # <<<<<<<<<<<<<<
* continue
*
*/
}
/* "gensim/models/word2vec_corpusfile.pyx":208
* continue
*
* word = vocab[0][token] # <<<<<<<<<<<<<<
* if sample and word.sample_int < random_int32(next_random):
* continue
*/
__pyx_v_word = ((__pyx_v_vocab[0])[__pyx_v_token]);
/* "gensim/models/word2vec_corpusfile.pyx":209
*
* word = vocab[0][token]
* if sample and word.sample_int < random_int32(next_random): # <<<<<<<<<<<<<<
* continue
* indexes[effective_words[0]] = word.index
*/
__pyx_t_7 = (__pyx_v_sample != 0);
if (__pyx_t_7) {
} else {
__pyx_t_3 = __pyx_t_7;
goto __pyx_L10_bool_binop_done;
}
__pyx_t_7 = ((__pyx_v_word.sample_int < __pyx_f_6gensim_6models_14word2vec_inner_random_int32(__pyx_v_next_random)) != 0);
__pyx_t_3 = __pyx_t_7;
__pyx_L10_bool_binop_done:;
if (__pyx_t_3) {
/* "gensim/models/word2vec_corpusfile.pyx":210
* word = vocab[0][token]
* if sample and word.sample_int < random_int32(next_random):
* continue # <<<<<<<<<<<<<<
* indexes[effective_words[0]] = word.index
* if hs:
*/
goto __pyx_L6_continue;
/* "gensim/models/word2vec_corpusfile.pyx":209
*
* word = vocab[0][token]
* if sample and word.sample_int < random_int32(next_random): # <<<<<<<<<<<<<<
* continue
* indexes[effective_words[0]] = word.index
*/
}
/* "gensim/models/word2vec_corpusfile.pyx":211
* if sample and word.sample_int < random_int32(next_random):
* continue
* indexes[effective_words[0]] = word.index # <<<<<<<<<<<<<<
* if hs:
* codelens[effective_words[0]] = word.code_len
*/
__pyx_t_8 = __pyx_v_word.index;
(__pyx_v_indexes[(__pyx_v_effective_words[0])]) = __pyx_t_8;
/* "gensim/models/word2vec_corpusfile.pyx":212
* continue
* indexes[effective_words[0]] = word.index
* if hs: # <<<<<<<<<<<<<<
* codelens[effective_words[0]] = word.code_len
* codes[effective_words[0]] = word.code
*/
__pyx_t_3 = (__pyx_v_hs != 0);
if (__pyx_t_3) {
/* "gensim/models/word2vec_corpusfile.pyx":213
* indexes[effective_words[0]] = word.index
* if hs:
* codelens[effective_words[0]] = word.code_len # <<<<<<<<<<<<<<
* codes[effective_words[0]] = word.code
* points[effective_words[0]] = word.point
*/
__pyx_t_9 = __pyx_v_word.code_len;
(__pyx_v_codelens[(__pyx_v_effective_words[0])]) = __pyx_t_9;
/* "gensim/models/word2vec_corpusfile.pyx":214
* if hs:
* codelens[effective_words[0]] = word.code_len
* codes[effective_words[0]] = word.code # <<<<<<<<<<<<<<
* points[effective_words[0]] = word.point
* effective_words[0] += 1
*/
__pyx_t_10 = __pyx_v_word.code;
(__pyx_v_codes[(__pyx_v_effective_words[0])]) = __pyx_t_10;
/* "gensim/models/word2vec_corpusfile.pyx":215
* codelens[effective_words[0]] = word.code_len
* codes[effective_words[0]] = word.code
* points[effective_words[0]] = word.point # <<<<<<<<<<<<<<
* effective_words[0] += 1
* if effective_words[0] == MAX_SENTENCE_LEN:
*/
__pyx_t_11 = __pyx_v_word.point;
(__pyx_v_points[(__pyx_v_effective_words[0])]) = __pyx_t_11;
/* "gensim/models/word2vec_corpusfile.pyx":212
* continue
* indexes[effective_words[0]] = word.index
* if hs: # <<<<<<<<<<<<<<
* codelens[effective_words[0]] = word.code_len
* codes[effective_words[0]] = word.code
*/
}
/* "gensim/models/word2vec_corpusfile.pyx":216
* codes[effective_words[0]] = word.code
* points[effective_words[0]] = word.point
* effective_words[0] += 1 # <<<<<<<<<<<<<<
* if effective_words[0] == MAX_SENTENCE_LEN:
* break # TODO: log warning, tally overflow?
*/
__pyx_t_4 = 0;
(__pyx_v_effective_words[__pyx_t_4]) = ((__pyx_v_effective_words[__pyx_t_4]) + 1);
/* "gensim/models/word2vec_corpusfile.pyx":217
* points[effective_words[0]] = word.point
* effective_words[0] += 1
* if effective_words[0] == MAX_SENTENCE_LEN: # <<<<<<<<<<<<<<
* break # TODO: log warning, tally overflow?
*
*/
__pyx_t_3 = (((__pyx_v_effective_words[0]) == 0x2710) != 0);
if (__pyx_t_3) {
/* "gensim/models/word2vec_corpusfile.pyx":218
* effective_words[0] += 1
* if effective_words[0] == MAX_SENTENCE_LEN:
* break # TODO: log warning, tally overflow? # <<<<<<<<<<<<<<
*
* # keep track of which words go into which sentence, so we don't train
*/
goto __pyx_L7_break;
/* "gensim/models/word2vec_corpusfile.pyx":217
* points[effective_words[0]] = word.point
* effective_words[0] += 1
* if effective_words[0] == MAX_SENTENCE_LEN: # <<<<<<<<<<<<<<
* break # TODO: log warning, tally overflow?
*
*/
}
/* "gensim/models/word2vec_corpusfile.pyx":203
* total_words[0] += sent.size()
*
* for token in sent: # <<<<<<<<<<<<<<
* # leaving `effective_words` unchanged = shortening the sentence = expanding the window
* if vocab[0].find(token) == vocab[0].end():
*/
__pyx_L6_continue:;
}
__pyx_L7_break:;
/* "gensim/models/word2vec_corpusfile.pyx":223
* # across sentence boundaries.
* # indices of sentence number X are between cur_epoch) / num_epochs)
*
*/
static __pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_f_6gensim_6models_19word2vec_corpusfile_get_alpha(__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_v_alpha, __pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_v_end_alpha, int __pyx_v_cur_epoch, int __pyx_v_num_epochs) {
__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_r;
/* "gensim/models/word2vec_corpusfile.pyx":239
*
* cdef REAL_t get_alpha(REAL_t alpha, REAL_t end_alpha, int cur_epoch, int num_epochs) nogil:
* return alpha - ((alpha - end_alpha) * ( cur_epoch) / num_epochs) # <<<<<<<<<<<<<<
*
*
*/
__pyx_r = (__pyx_v_alpha - (((__pyx_v_alpha - __pyx_v_end_alpha) * ((__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t)__pyx_v_cur_epoch)) / ((__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t)__pyx_v_num_epochs)));
goto __pyx_L0;
/* "gensim/models/word2vec_corpusfile.pyx":238
*
*
* cdef REAL_t get_alpha(REAL_t alpha, REAL_t end_alpha, int cur_epoch, int num_epochs) nogil: # <<<<<<<<<<<<<<
* return alpha - ((alpha - end_alpha) * ( cur_epoch) / num_epochs)
*
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
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/* "gensim/models/word2vec_corpusfile.pyx":242
*
*
* cdef REAL_t get_next_alpha( # <<<<<<<<<<<<<<
* REAL_t start_alpha, REAL_t end_alpha, long long total_examples, long long total_words,
* long long expected_examples, long long expected_words, int cur_epoch, int num_epochs) nogil:
*/
static __pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_f_6gensim_6models_19word2vec_corpusfile_get_next_alpha(__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_v_start_alpha, __pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_v_end_alpha, PY_LONG_LONG __pyx_v_total_examples, PY_LONG_LONG __pyx_v_total_words, PY_LONG_LONG __pyx_v_expected_examples, PY_LONG_LONG __pyx_v_expected_words, int __pyx_v_cur_epoch, int __pyx_v_num_epochs) {
__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_v_epoch_progress;
__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_v_progress;
__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_v_next_alpha;
__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_r;
int __pyx_t_1;
__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_t_2;
__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_t_3;
__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t __pyx_t_4;
/* "gensim/models/word2vec_corpusfile.pyx":247
* cdef REAL_t epoch_progress
*
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* # examples-based decay
* epoch_progress = ( total_examples) / expected_examples
*/
__pyx_t_1 = ((__pyx_v_expected_examples != -1LL) != 0);
if (__pyx_t_1) {
/* "gensim/models/word2vec_corpusfile.pyx":249
* if expected_examples != -1:
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* epoch_progress = ( total_examples) / expected_examples # <<<<<<<<<<<<<<
* else:
* # word-based decay
*/
__pyx_v_epoch_progress = (((__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t)__pyx_v_total_examples) / ((__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t)__pyx_v_expected_examples));
/* "gensim/models/word2vec_corpusfile.pyx":247
* cdef REAL_t epoch_progress
*
* if expected_examples != -1: # <<<<<<<<<<<<<<
* # examples-based decay
* epoch_progress = ( total_examples) / expected_examples
*/
goto __pyx_L3;
}
/* "gensim/models/word2vec_corpusfile.pyx":252
* else:
* # word-based decay
* epoch_progress = ( total_words) / expected_words # <<<<<<<<<<<<<<
*
* cdef REAL_t progress = (cur_epoch + epoch_progress) / num_epochs
*/
/*else*/ {
__pyx_v_epoch_progress = (((__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t)__pyx_v_total_words) / ((__pyx_t_6gensim_6models_19word2vec_corpusfile_REAL_t)__pyx_v_expected_words));
}
__pyx_L3:;
/* "gensim/models/word2vec_corpusfile.pyx":254
* epoch_progress = ( total_words) / expected_words
*
* cdef REAL_t progress = (cur_epoch + epoch_progress) / num_epochs # <<<<<<<<<<<<<<
* cdef REAL_t next_alpha = start_alpha - (start_alpha - end_alpha) * progress
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*/
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*
*/
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/* "gensim/models/word2vec_corpusfile.pyx":319
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*
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*/
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/* "gensim/models/word2vec_corpusfile.pyx":324
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*
* for sent_idx in range(effective_sentences): # <<<<<<<<<<<<<<
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__pyx_t_11 = __pyx_t_1;
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__pyx_v_sent_idx = __pyx_t_12;
/* "gensim/models/word2vec_corpusfile.pyx":325
*
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*/
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/* "gensim/models/word2vec_corpusfile.pyx":326
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/* "gensim/models/word2vec_corpusfile.pyx":327
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*/
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/* "gensim/models/word2vec_corpusfile.pyx":328
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/* "gensim/models/word2vec_corpusfile.pyx":329
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if (__pyx_t_8) {
/* "gensim/models/word2vec_corpusfile.pyx":330
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/* "gensim/models/word2vec_corpusfile.pyx":329
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/* "gensim/models/word2vec_corpusfile.pyx":331
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/* "gensim/models/word2vec_corpusfile.pyx":332
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*/
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/* "gensim/models/word2vec_corpusfile.pyx":333
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/* "gensim/models/word2vec_corpusfile.pyx":332
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*/
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/* "gensim/models/word2vec_corpusfile.pyx":334
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for (__pyx_t_18 = __pyx_v_j; __pyx_t_18 < __pyx_t_17; __pyx_t_18+=1) {
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/* "gensim/models/word2vec_corpusfile.pyx":335
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/* "gensim/models/word2vec_corpusfile.pyx":336
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*/
goto __pyx_L16_continue;
/* "gensim/models/word2vec_corpusfile.pyx":335
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*/
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/* "gensim/models/word2vec_corpusfile.pyx":337
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*/
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/* "gensim/models/word2vec_corpusfile.pyx":338
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*/
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/* "gensim/models/word2vec_corpusfile.pyx":337
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/* "gensim/models/word2vec_corpusfile.pyx":342
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/* "gensim/models/word2vec_corpusfile.pyx":311
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__pyx_L5:;
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/* "gensim/models/word2vec_corpusfile.pyx":356
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/* "gensim/models/word2vec_corpusfile.pyx":259
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