saad
/
ai-content-maker
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity
ai-content-maker/.venv/Lib/site-packages/spacy/pipeline/multitask.cpp

12790 lines
539 KiB
C++
Raw Normal View History

first commit
2024-05-03 04:18:51 +03:00
/* Generated by Cython 0.29.37 */
/* BEGIN: Cython Metadata
{
"distutils": {
"extra_compile_args": [
"-std=c++11"
],
"include_dirs": [
"C:\\Users\\VssAdministrator\\AppData\\Local\\Temp\\pip-build-env-j_5kk2xi\\overlay\\Lib\\site-packages\\numpy\\core\\include",
"C:\\Users\\VssAdministrator\\AppData\\Local\\pypa\\cibuildwheel\\Cache\\nuget-cpython\\python.3.11.7\\tools\\Include"
],
"language": "c++",
"name": "spacy.pipeline.multitask",
"sources": [
"spacy/pipeline/multitask.pyx"
]
},
"module_name": "spacy.pipeline.multitask"
}
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_37"
#define CYTHON_HEX_VERSION 0x001D25F0
#define CYTHON_FUTURE_DIVISION 0
#include <stddef.h>
#ifndef offsetof
#define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
#endif
#if !defined(WIN32) && !defined(MS_WINDOWS)
#ifndef __stdcall
#define __stdcall
#endif
#ifndef __cdecl
#define __cdecl
#endif
#ifndef __fastcall
#define __fastcall
#endif
#endif
#ifndef DL_IMPORT
#define DL_IMPORT(t) t
#endif
#ifndef DL_EXPORT
#define DL_EXPORT(t) t
#endif
#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
#endif
#ifndef CYTHON_ASSUME_SAFE_MACROS
#define CYTHON_ASSUME_SAFE_MACROS 1
#endif
#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
#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
#endif
#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
#endif
#undef CYTHON_USE_PYTYPE_LOOKUP
#define CYTHON_USE_PYTYPE_LOOKUP 0
#ifndef CYTHON_USE_ASYNC_SLOTS
#define CYTHON_USE_ASYNC_SLOTS 1
#endif
#undef CYTHON_USE_PYLIST_INTERNALS
#define CYTHON_USE_PYLIST_INTERNALS 0
#ifndef CYTHON_USE_UNICODE_INTERNALS
#define CYTHON_USE_UNICODE_INTERNALS 1
#endif
#undef CYTHON_USE_UNICODE_WRITER
#define CYTHON_USE_UNICODE_WRITER 0
#undef CYTHON_USE_PYLONG_INTERNALS
#define CYTHON_USE_PYLONG_INTERNALS 0
#ifndef CYTHON_AVOID_BORROWED_REFS
#define CYTHON_AVOID_BORROWED_REFS 0
#endif
#ifndef CYTHON_ASSUME_SAFE_MACROS
#define CYTHON_ASSUME_SAFE_MACROS 1
#endif
#ifndef CYTHON_UNPACK_METHODS
#define CYTHON_UNPACK_METHODS 1
#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
#endif
#ifndef CYTHON_USE_TP_FINALIZE
#define CYTHON_USE_TP_FINALIZE 1
#endif
#undef CYTHON_USE_DICT_VERSIONS
#define CYTHON_USE_DICT_VERSIONS 0
#undef CYTHON_USE_EXC_INFO_STACK
#define CYTHON_USE_EXC_INFO_STACK 0
#else
#define CYTHON_COMPILING_IN_PYPY 0
#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
#define CYTHON_USE_ASYNC_SLOTS 0
#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<class T> void CYTHON_MAYBE_UNUSED_VAR( const T& ) { }
# else
# define CYTHON_MAYBE_UNUSED_VAR(x) (void)(x)
# endif
#endif
#ifndef CYTHON_NCP_UNUSED
# if CYTHON_COMPILING_IN_CPYTHON
# define CYTHON_NCP_UNUSED
# else
# define CYTHON_NCP_UNUSED CYTHON_UNUSED
# endif
#endif
#define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None)
#ifdef _MSC_VER
#ifndef _MSC_STDINT_H_
#if _MSC_VER < 1300
typedef unsigned char uint8_t;
typedef unsigned int uint32_t;
#else
typedef unsigned __int8 uint8_t;
typedef unsigned __int32 uint32_t;
#endif
#endif
#else
#include <stdint.h>
#endif
#ifndef CYTHON_FALLTHROUGH
#if defined(__cplusplus) && __cplusplus >= 201103L
#if __has_cpp_attribute(fallthrough)
#define CYTHON_FALLTHROUGH [[fallthrough]]
#elif __has_cpp_attribute(clang::fallthrough)
#define CYTHON_FALLTHROUGH [[clang::fallthrough]]
#elif __has_cpp_attribute(gnu::fallthrough)
#define CYTHON_FALLTHROUGH [[gnu::fallthrough]]
#endif
#endif
#ifndef CYTHON_FALLTHROUGH
#if __has_attribute(fallthrough)
#define CYTHON_FALLTHROUGH __attribute__((fallthrough))
#else
#define CYTHON_FALLTHROUGH
#endif
#endif
#if defined(__clang__ ) && defined(__apple_build_version__)
#if __apple_build_version__ < 7000000
#undef CYTHON_FALLTHROUGH
#define CYTHON_FALLTHROUGH
#endif
#endif
#endif
#ifndef __cplusplus
#error "Cython files generated with the C++ option must be compiled with a C++ compiler."
#endif
#ifndef CYTHON_INLINE
#if defined(__clang__)
#define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
#else
#define CYTHON_INLINE inline
#endif
#endif
template<typename T>
void __Pyx_call_destructor(T& x) {
x.~T();
}
template<typename T>
class __Pyx_FakeReference {
public:
__Pyx_FakeReference() : ptr(NULL) { }
__Pyx_FakeReference(const T& ref) : ptr(const_cast<T*>(&ref)) { }
T *operator->() { return ptr; }
T *operator&() { return ptr; }
operator T&() { return *ptr; }
template<typename U> bool operator ==(U other) { return *ptr == other; }
template<typename U> 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)
#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
#define __Pyx_PyDict_NewPresized(n) PyDict_New()
#endif
#if PY_MAJOR_VERSION >= 3 || CYTHON_FUTURE_DIVISION
#define __Pyx_PyNumber_Divide(x,y) PyNumber_TrueDivide(x,y)
#define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceTrueDivide(x,y)
#else
#define __Pyx_PyNumber_Divide(x,y) PyNumber_Divide(x,y)
#define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceDivide(x,y)
#endif
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1 && CYTHON_USE_UNICODE_INTERNALS
#define __Pyx_PyDict_GetItemStr(dict, name) _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash)
#else
#define __Pyx_PyDict_GetItemStr(dict, name) PyDict_GetItem(dict, name)
#endif
#if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND)
#define CYTHON_PEP393_ENABLED 1
#if PY_VERSION_HEX >= 0x030C0000
#define __Pyx_PyUnicode_READY(op) (0)
#else
#define __Pyx_PyUnicode_READY(op) (likely(PyUnicode_IS_READY(op)) ?\
0 : _PyUnicode_Ready((PyObject *)(op)))
#endif
#define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_LENGTH(u)
#define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i)
#define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) PyUnicode_MAX_CHAR_VALUE(u)
#define __Pyx_PyUnicode_KIND(u) PyUnicode_KIND(u)
#define __Pyx_PyUnicode_DATA(u) PyUnicode_DATA(u)
#define __Pyx_PyUnicode_READ(k, d, i) PyUnicode_READ(k, d, i)
#define __Pyx_PyUnicode_WRITE(k, d, i, ch) PyUnicode_WRITE(k, d, i, ch)
#if PY_VERSION_HEX >= 0x030C0000
#define __Pyx_PyUnicode_IS_TRUE(u) (0 != PyUnicode_GET_LENGTH(u))
#else
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x03090000
#define __Pyx_PyUnicode_IS_TRUE(u) (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : ((PyCompactUnicodeObject *)(u))->wstr_length))
#else
#define __Pyx_PyUnicode_IS_TRUE(u) (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
#endif
#endif
#else
#define CYTHON_PEP393_ENABLED 0
#define PyUnicode_1BYTE_KIND 1
#define PyUnicode_2BYTE_KIND 2
#define PyUnicode_4BYTE_KIND 4
#define __Pyx_PyUnicode_READY(op) (0)
#define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_SIZE(u)
#define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i]))
#define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) ((sizeof(Py_UNICODE) == 2) ? 65535 : 1114111)
#define __Pyx_PyUnicode_KIND(u) (sizeof(Py_UNICODE))
#define __Pyx_PyUnicode_DATA(u) ((void*)PyUnicode_AS_UNICODE(u))
#define __Pyx_PyUnicode_READ(k, d, i) ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
#define __Pyx_PyUnicode_WRITE(k, d, i, ch) (((void)(k)), ((Py_UNICODE*)d)[i] = ch)
#define __Pyx_PyUnicode_IS_TRUE(u) (0 != PyUnicode_GET_SIZE(u))
#endif
#if CYTHON_COMPILING_IN_PYPY
#define __Pyx_PyUnicode_Concat(a, b) PyNumber_Add(a, b)
#define __Pyx_PyUnicode_ConcatSafe(a, b) PyNumber_Add(a, b)
#else
#define __Pyx_PyUnicode_Concat(a, b) PyUnicode_Concat(a, b)
#define __Pyx_PyUnicode_ConcatSafe(a, b) ((unlikely((a) == Py_None) || unlikely((b) == Py_None)) ?\
PyNumber_Add(a, b) : __Pyx_PyUnicode_Concat(a, b))
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyUnicode_Contains)
#define PyUnicode_Contains(u, s) PySequence_Contains(u, s)
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyByteArray_Check)
#define PyByteArray_Check(obj) PyObject_TypeCheck(obj, &PyByteArray_Type)
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Format)
#define PyObject_Format(obj, fmt) PyObject_CallMethod(obj, "__format__", "O", fmt)
#endif
#define __Pyx_PyString_FormatSafe(a, b) ((unlikely((a) == Py_None || (PyString_Check(b) && !PyString_CheckExact(b)))) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
#define __Pyx_PyUnicode_FormatSafe(a, b) ((unlikely((a) == Py_None || (PyUnicode_Check(b) && !PyUnicode_CheckExact(b)))) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyString_Format(a, b) PyUnicode_Format(a, b)
#else
#define __Pyx_PyString_Format(a, b) PyString_Format(a, b)
#endif
#if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII)
#define PyObject_ASCII(o) PyObject_Repr(o)
#endif
#if PY_MAJOR_VERSION >= 3
#define PyBaseString_Type PyUnicode_Type
#define PyStringObject PyUnicodeObject
#define PyString_Type PyUnicode_Type
#define PyString_Check PyUnicode_Check
#define PyString_CheckExact PyUnicode_CheckExact
#ifndef PyObject_Unicode
#define PyObject_Unicode PyObject_Str
#endif
#endif
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
#define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj)
#else
#define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj))
#define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj))
#endif
#ifndef PySet_CheckExact
#define PySet_CheckExact(obj) (Py_TYPE(obj) == &PySet_Type)
#endif
#if PY_VERSION_HEX >= 0x030900A4
#define __Pyx_SET_REFCNT(obj, refcnt) Py_SET_REFCNT(obj, refcnt)
#define __Pyx_SET_SIZE(obj, size) Py_SET_SIZE(obj, size)
#else
#define __Pyx_SET_REFCNT(obj, refcnt) Py_REFCNT(obj) = (refcnt)
#define __Pyx_SET_SIZE(obj, size) Py_SIZE(obj) = (size)
#endif
#if CYTHON_ASSUME_SAFE_MACROS
#define __Pyx_PySequence_SIZE(seq) Py_SIZE(seq)
#else
#define __Pyx_PySequence_SIZE(seq) PySequence_Size(seq)
#endif
#if PY_MAJOR_VERSION >= 3
#define PyIntObject PyLongObject
#define PyInt_Type PyLong_Type
#define PyInt_Check(op) PyLong_Check(op)
#define PyInt_CheckExact(op) PyLong_CheckExact(op)
#define PyInt_FromString PyLong_FromString
#define PyInt_FromUnicode PyLong_FromUnicode
#define PyInt_FromLong PyLong_FromLong
#define PyInt_FromSize_t PyLong_FromSize_t
#define PyInt_FromSsize_t PyLong_FromSsize_t
#define PyInt_AsLong PyLong_AsLong
#define PyInt_AS_LONG PyLong_AS_LONG
#define PyInt_AsSsize_t PyLong_AsSsize_t
#define PyInt_AsUnsignedLongMask PyLong_AsUnsignedLongMask
#define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask
#define PyNumber_Int PyNumber_Long
#endif
#if PY_MAJOR_VERSION >= 3
#define PyBoolObject PyLongObject
#endif
#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
#ifndef PyUnicode_InternFromString
#define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
#endif
#endif
#if PY_VERSION_HEX < 0x030200A4
typedef long Py_hash_t;
#define __Pyx_PyInt_FromHash_t PyInt_FromLong
#define __Pyx_PyInt_AsHash_t __Pyx_PyIndex_AsHash_t
#else
#define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
#define __Pyx_PyInt_AsHash_t __Pyx_PyIndex_AsSsize_t
#endif
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyMethod_New(func, self, klass) ((self) ? ((void)(klass), PyMethod_New(func, self)) : __Pyx_NewRef(func))
#else
#define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass)
#endif
#if CYTHON_USE_ASYNC_SLOTS
#if PY_VERSION_HEX >= 0x030500B1
#define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
#define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
#else
#define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved))
#endif
#else
#define __Pyx_PyType_AsAsync(obj) NULL
#endif
#ifndef __Pyx_PyAsyncMethodsStruct
typedef struct {
unaryfunc am_await;
unaryfunc am_aiter;
unaryfunc am_anext;
} __Pyx_PyAsyncMethodsStruct;
#endif
#if defined(_WIN32) || defined(WIN32) || defined(MS_WINDOWS)
#if !defined(_USE_MATH_DEFINES)
#define _USE_MATH_DEFINES
#endif
#endif
#include <math.h>
#ifdef NAN
#define __PYX_NAN() ((float) NAN)
#else
static CYTHON_INLINE float __PYX_NAN() {
float value;
memset(&value, 0xFF, sizeof(value));
return value;
}
#endif
#if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL)
#define __Pyx_truncl trunc
#else
#define __Pyx_truncl truncl
#endif
#define __PYX_MARK_ERR_POS(f_index, lineno) \
{ __pyx_filename = __pyx_f[f_index]; (void)__pyx_filename; __pyx_lineno = lineno; (void)__pyx_lineno; __pyx_clineno = __LINE__; (void)__pyx_clineno; }
#define __PYX_ERR(f_index, lineno, Ln_error) \
{ __PYX_MARK_ERR_POS(f_index, lineno) goto Ln_error; }
#ifndef __PYX_EXTERN_C
#ifdef __cplusplus
#define __PYX_EXTERN_C extern "C"
#else
#define __PYX_EXTERN_C extern
#endif
#endif
#define __PYX_HAVE__spacy__pipeline__multitask
#define __PYX_HAVE_API__spacy__pipeline__multitask
/* Early includes */
#ifdef _OPENMP
#include <omp.h>
#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;
}
#if defined (__cplusplus) && __cplusplus >= 201103L
#include <cstdlib>
#define __Pyx_sst_abs(value) std::abs(value)
#elif SIZEOF_INT >= SIZEOF_SIZE_T
#define __Pyx_sst_abs(value) abs(value)
#elif SIZEOF_LONG >= SIZEOF_SIZE_T
#define __Pyx_sst_abs(value) labs(value)
#elif defined (_MSC_VER)
#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))
#else
#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
#endif
#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
#else
#define __Pyx_PyNumber_Int(x) (PyInt_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Int(x))
#endif
#define __Pyx_PyNumber_Float(x) (PyFloat_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Float(x))
#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
static int __Pyx_sys_getdefaultencoding_not_ascii;
static int __Pyx_init_sys_getdefaultencoding_params(void) {
PyObject* sys;
PyObject* default_encoding = NULL;
PyObject* ascii_chars_u = NULL;
PyObject* ascii_chars_b = NULL;
const char* default_encoding_c;
sys = PyImport_ImportModule("sys");
if (!sys) goto bad;
default_encoding = PyObject_CallMethod(sys, (char*) "getdefaultencoding", NULL);
Py_DECREF(sys);
if (!default_encoding) goto bad;
default_encoding_c = PyBytes_AsString(default_encoding);
if (!default_encoding_c) goto bad;
if (strcmp(default_encoding_c, "ascii") == 0) {
__Pyx_sys_getdefaultencoding_not_ascii = 0;
} else {
char ascii_chars[128];
int c;
for (c = 0; c < 128; c++) {
ascii_chars[c] = c;
}
__Pyx_sys_getdefaultencoding_not_ascii = 1;
ascii_chars_u = PyUnicode_DecodeASCII(ascii_chars, 128, NULL);
if (!ascii_chars_u) goto bad;
ascii_chars_b = PyUnicode_AsEncodedString(ascii_chars_u, default_encoding_c, NULL);
if (!ascii_chars_b || !PyBytes_Check(ascii_chars_b) || memcmp(ascii_chars, PyBytes_AS_STRING(ascii_chars_b), 128) != 0) {
PyErr_Format(
PyExc_ValueError,
"This module compiled with c_string_encoding=ascii, but default encoding '%.200s' is not a superset of ascii.",
default_encoding_c);
goto bad;
}
Py_DECREF(ascii_chars_u);
Py_DECREF(ascii_chars_b);
}
Py_DECREF(default_encoding);
return 0;
bad:
Py_XDECREF(default_encoding);
Py_XDECREF(ascii_chars_u);
Py_XDECREF(ascii_chars_b);
return -1;
}
#endif
#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT && PY_MAJOR_VERSION >= 3
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL)
#else
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL)
#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
static char* __PYX_DEFAULT_STRING_ENCODING;
static int __Pyx_init_sys_getdefaultencoding_params(void) {
PyObject* sys;
PyObject* default_encoding = NULL;
char* default_encoding_c;
sys = PyImport_ImportModule("sys");
if (!sys) goto bad;
default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
Py_DECREF(sys);
if (!default_encoding) goto bad;
default_encoding_c = PyBytes_AsString(default_encoding);
if (!default_encoding_c) goto bad;
__PYX_DEFAULT_STRING_ENCODING = (char*) malloc(strlen(default_encoding_c) + 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;
static const char *__pyx_f[] = {
"spacy\\pipeline\\multitask.pyx",
};
/*--- Type declarations ---*/
/* --- Runtime support code (head) --- */
/* Refnanny.proto */
#ifndef CYTHON_REFNANNY
#define CYTHON_REFNANNY 0
#endif
#if CYTHON_REFNANNY
typedef struct {
void (*INCREF)(void*, PyObject*, int);
void (*DECREF)(void*, PyObject*, int);
void (*GOTREF)(void*, PyObject*, int);
void (*GIVEREF)(void*, PyObject*, int);
void* (*SetupContext)(const char*, int, const char*);
void (*FinishContext)(void**);
} __Pyx_RefNannyAPIStruct;
static __Pyx_RefNannyAPIStruct *__Pyx_RefNanny = NULL;
static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname);
#define __Pyx_RefNannyDeclarations void *__pyx_refnanny = NULL;
#ifdef WITH_THREAD
#define __Pyx_RefNannySetupContext(name, acquire_gil)\
if (acquire_gil) {\
PyGILState_STATE __pyx_gilstate_save = PyGILState_Ensure();\
__pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__);\
PyGILState_Release(__pyx_gilstate_save);\
} else {\
__pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__);\
}
#else
#define __Pyx_RefNannySetupContext(name, acquire_gil)\
__pyx_refnanny = __Pyx_RefNanny->SetupContext((name), __LINE__, __FILE__)
#endif
#define __Pyx_RefNannyFinishContext()\
__Pyx_RefNanny->FinishContext(&__pyx_refnanny)
#define __Pyx_INCREF(r) __Pyx_RefNanny->INCREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
#define __Pyx_DECREF(r) __Pyx_RefNanny->DECREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
#define __Pyx_GOTREF(r) __Pyx_RefNanny->GOTREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
#define __Pyx_GIVEREF(r) __Pyx_RefNanny->GIVEREF(__pyx_refnanny, (PyObject *)(r), __LINE__)
#define __Pyx_XINCREF(r) do { if((r) != NULL) {__Pyx_INCREF(r); }} while(0)
#define __Pyx_XDECREF(r) do { if((r) != NULL) {__Pyx_DECREF(r); }} while(0)
#define __Pyx_XGOTREF(r) do { if((r) != NULL) {__Pyx_GOTREF(r); }} while(0)
#define __Pyx_XGIVEREF(r) do { if((r) != NULL) {__Pyx_GIVEREF(r);}} while(0)
#else
#define __Pyx_RefNannyDeclarations
#define __Pyx_RefNannySetupContext(name, acquire_gil)
#define __Pyx_RefNannyFinishContext()
#define __Pyx_INCREF(r) Py_INCREF(r)
#define __Pyx_DECREF(r) Py_DECREF(r)
#define __Pyx_GOTREF(r)
#define __Pyx_GIVEREF(r)
#define __Pyx_XINCREF(r) Py_XINCREF(r)
#define __Pyx_XDECREF(r) Py_XDECREF(r)
#define __Pyx_XGOTREF(r)
#define __Pyx_XGIVEREF(r)
#endif
#define __Pyx_XDECREF_SET(r, v) do {\
PyObject *tmp = (PyObject *) r;\
r = v; __Pyx_XDECREF(tmp);\
} while (0)
#define __Pyx_DECREF_SET(r, v) do {\
PyObject *tmp = (PyObject *) r;\
r = v; __Pyx_DECREF(tmp);\
} while (0)
#define __Pyx_CLEAR(r) do { PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);} while(0)
#define __Pyx_XCLEAR(r) do { if((r) != NULL) {PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);}} while(0)
/* PyObjectGetAttrStr.proto */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name);
#else
#define __Pyx_PyObject_GetAttrStr(o,n) PyObject_GetAttr(o,n)
#endif
/* GetBuiltinName.proto */
static PyObject *__Pyx_GetBuiltinName(PyObject *name);
/* RaiseArgTupleInvalid.proto */
static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,
Py_ssize_t num_min, Py_ssize_t num_max, Py_ssize_t num_found);
/* 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);
/* 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
/* Profile.proto */
#ifndef CYTHON_PROFILE
#if CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_PYSTON
#define CYTHON_PROFILE 0
#else
#define CYTHON_PROFILE 1
#endif
#endif
#ifndef CYTHON_TRACE_NOGIL
#define CYTHON_TRACE_NOGIL 0
#else
#if CYTHON_TRACE_NOGIL && !defined(CYTHON_TRACE)
#define CYTHON_TRACE 1
#endif
#endif
#ifndef CYTHON_TRACE
#define CYTHON_TRACE 0
#endif
#if CYTHON_TRACE
#undef CYTHON_PROFILE_REUSE_FRAME
#endif
#ifndef CYTHON_PROFILE_REUSE_FRAME
#define CYTHON_PROFILE_REUSE_FRAME 0
#endif
#if CYTHON_PROFILE || CYTHON_TRACE
#include "compile.h"
#include "frameobject.h"
#include "traceback.h"
#if PY_VERSION_HEX >= 0x030b00a6
#ifndef Py_BUILD_CORE
#define Py_BUILD_CORE 1
#endif
#include "internal/pycore_frame.h"
#endif
#if CYTHON_PROFILE_REUSE_FRAME
#define CYTHON_FRAME_MODIFIER static
#define CYTHON_FRAME_DEL(frame)
#else
#define CYTHON_FRAME_MODIFIER
#define CYTHON_FRAME_DEL(frame) Py_CLEAR(frame)
#endif
#define __Pyx_TraceDeclarations\
static PyCodeObject *__pyx_frame_code = NULL;\
CYTHON_FRAME_MODIFIER PyFrameObject *__pyx_frame = NULL;\
int __Pyx_use_tracing = 0;
#define __Pyx_TraceFrameInit(codeobj)\
if (codeobj) __pyx_frame_code = (PyCodeObject*) codeobj;
#if PY_VERSION_HEX >= 0x030b00a2
#define __Pyx_IsTracing(tstate, check_tracing, check_funcs)\
(unlikely((tstate)->cframe->use_tracing) &&\
(!(check_tracing) || !(tstate)->tracing) &&\
(!(check_funcs) || (tstate)->c_profilefunc || (CYTHON_TRACE && (tstate)->c_tracefunc)))
#define __Pyx_EnterTracing(tstate) PyThreadState_EnterTracing(tstate)
#define __Pyx_LeaveTracing(tstate) PyThreadState_LeaveTracing(tstate)
#elif PY_VERSION_HEX >= 0x030a00b1
#define __Pyx_IsTracing(tstate, check_tracing, check_funcs)\
(unlikely((tstate)->cframe->use_tracing) &&\
(!(check_tracing) || !(tstate)->tracing) &&\
(!(check_funcs) || (tstate)->c_profilefunc || (CYTHON_TRACE && (tstate)->c_tracefunc)))
#define __Pyx_EnterTracing(tstate)\
do { tstate->tracing++; tstate->cframe->use_tracing = 0; } while (0)
#define __Pyx_LeaveTracing(tstate)\
do {\
tstate->tracing--;\
tstate->cframe->use_tracing = ((CYTHON_TRACE && tstate->c_tracefunc != NULL)\
|| tstate->c_profilefunc != NULL);\
} while (0)
#else
#define __Pyx_IsTracing(tstate, check_tracing, check_funcs)\
(unlikely((tstate)->use_tracing) &&\
(!(check_tracing) || !(tstate)->tracing) &&\
(!(check_funcs) || (tstate)->c_profilefunc || (CYTHON_TRACE && (tstate)->c_tracefunc)))
#define __Pyx_EnterTracing(tstate)\
do { tstate->tracing++; tstate->use_tracing = 0; } while (0)
#define __Pyx_LeaveTracing(tstate)\
do {\
tstate->tracing--;\
tstate->use_tracing = ((CYTHON_TRACE && tstate->c_tracefunc != NULL)\
|| tstate->c_profilefunc != NULL);\
} while (0)
#endif
#ifdef WITH_THREAD
#define __Pyx_TraceCall(funcname, srcfile, firstlineno, nogil, goto_error)\
if (nogil) {\
if (CYTHON_TRACE_NOGIL) {\
PyThreadState *tstate;\
PyGILState_STATE state = PyGILState_Ensure();\
tstate = __Pyx_PyThreadState_Current;\
if (__Pyx_IsTracing(tstate, 1, 1)) {\
__Pyx_use_tracing = __Pyx_TraceSetupAndCall(&__pyx_frame_code, &__pyx_frame, tstate, funcname, srcfile, firstlineno);\
}\
PyGILState_Release(state);\
if (unlikely(__Pyx_use_tracing < 0)) goto_error;\
}\
} else {\
PyThreadState* tstate = PyThreadState_GET();\
if (__Pyx_IsTracing(tstate, 1, 1)) {\
__Pyx_use_tracing = __Pyx_TraceSetupAndCall(&__pyx_frame_code, &__pyx_frame, tstate, funcname, srcfile, firstlineno);\
if (unlikely(__Pyx_use_tracing < 0)) goto_error;\
}\
}
#else
#define __Pyx_TraceCall(funcname, srcfile, firstlineno, nogil, goto_error)\
{ PyThreadState* tstate = PyThreadState_GET();\
if (__Pyx_IsTracing(tstate, 1, 1)) {\
__Pyx_use_tracing = __Pyx_TraceSetupAndCall(&__pyx_frame_code, &__pyx_frame, tstate, funcname, srcfile, firstlineno);\
if (unlikely(__Pyx_use_tracing < 0)) goto_error;\
}\
}
#endif
#define __Pyx_TraceException()\
if (likely(!__Pyx_use_tracing)); else {\
PyThreadState* tstate = __Pyx_PyThreadState_Current;\
if (__Pyx_IsTracing(tstate, 0, 1)) {\
__Pyx_EnterTracing(tstate);\
PyObject *exc_info = __Pyx_GetExceptionTuple(tstate);\
if (exc_info) {\
if (CYTHON_TRACE && tstate->c_tracefunc)\
tstate->c_tracefunc(\
tstate->c_traceobj, __pyx_frame, PyTrace_EXCEPTION, exc_info);\
tstate->c_profilefunc(\
tstate->c_profileobj, __pyx_frame, PyTrace_EXCEPTION, exc_info);\
Py_DECREF(exc_info);\
}\
__Pyx_LeaveTracing(tstate);\
}\
}
static void __Pyx_call_return_trace_func(PyThreadState *tstate, PyFrameObject *frame, PyObject *result) {
PyObject *type, *value, *traceback;
__Pyx_ErrFetchInState(tstate, &type, &value, &traceback);
__Pyx_EnterTracing(tstate);
if (CYTHON_TRACE && tstate->c_tracefunc)
tstate->c_tracefunc(tstate->c_traceobj, frame, PyTrace_RETURN, result);
if (tstate->c_profilefunc)
tstate->c_profilefunc(tstate->c_profileobj, frame, PyTrace_RETURN, result);
CYTHON_FRAME_DEL(frame);
__Pyx_LeaveTracing(tstate);
__Pyx_ErrRestoreInState(tstate, type, value, traceback);
}
#ifdef WITH_THREAD
#define __Pyx_TraceReturn(result, nogil)\
if (likely(!__Pyx_use_tracing)); else {\
if (nogil) {\
if (CYTHON_TRACE_NOGIL) {\
PyThreadState *tstate;\
PyGILState_STATE state = PyGILState_Ensure();\
tstate = __Pyx_PyThreadState_Current;\
if (__Pyx_IsTracing(tstate, 0, 0)) {\
__Pyx_call_return_trace_func(tstate, __pyx_frame, (PyObject*)result);\
}\
PyGILState_Release(state);\
}\
} else {\
PyThreadState* tstate = __Pyx_PyThreadState_Current;\
if (__Pyx_IsTracing(tstate, 0, 0)) {\
__Pyx_call_return_trace_func(tstate, __pyx_frame, (PyObject*)result);\
}\
}\
}
#else
#define __Pyx_TraceReturn(result, nogil)\
if (likely(!__Pyx_use_tracing)); else {\
PyThreadState* tstate = __Pyx_PyThreadState_Current;\
if (__Pyx_IsTracing(tstate, 0, 0)) {\
__Pyx_call_return_trace_func(tstate, __pyx_frame, (PyObject*)result);\
}\
}
#endif
static PyCodeObject *__Pyx_createFrameCodeObject(const char *funcname, const char *srcfile, int firstlineno);
static int __Pyx_TraceSetupAndCall(PyCodeObject** code, PyFrameObject** frame, PyThreadState* tstate, const char *funcname, const char *srcfile, int firstlineno);
#else
#define __Pyx_TraceDeclarations
#define __Pyx_TraceFrameInit(codeobj)
#define __Pyx_TraceCall(funcname, srcfile, firstlineno, nogil, goto_error) if ((1)); else goto_error;
#define __Pyx_TraceException()
#define __Pyx_TraceReturn(result, nogil)
#endif
#if CYTHON_TRACE
static int __Pyx_call_line_trace_func(PyThreadState *tstate, PyFrameObject *frame, int lineno) {
int ret;
PyObject *type, *value, *traceback;
__Pyx_ErrFetchInState(tstate, &type, &value, &traceback);
__Pyx_PyFrame_SetLineNumber(frame, lineno);
__Pyx_EnterTracing(tstate);
ret = tstate->c_tracefunc(tstate->c_traceobj, frame, PyTrace_LINE, NULL);
__Pyx_LeaveTracing(tstate);
if (likely(!ret)) {
__Pyx_ErrRestoreInState(tstate, type, value, traceback);
} else {
Py_XDECREF(type);
Py_XDECREF(value);
Py_XDECREF(traceback);
}
return ret;
}
#ifdef WITH_THREAD
#define __Pyx_TraceLine(lineno, nogil, goto_error)\
if (likely(!__Pyx_use_tracing)); else {\
if (nogil) {\
if (CYTHON_TRACE_NOGIL) {\
int ret = 0;\
PyThreadState *tstate;\
PyGILState_STATE state = PyGILState_Ensure();\
tstate = __Pyx_PyThreadState_Current;\
if (__Pyx_IsTracing(tstate, 0, 0) && tstate->c_tracefunc && __pyx_frame->f_trace) {\
ret = __Pyx_call_line_trace_func(tstate, __pyx_frame, lineno);\
}\
PyGILState_Release(state);\
if (unlikely(ret)) goto_error;\
}\
} else {\
PyThreadState* tstate = __Pyx_PyThreadState_Current;\
if (__Pyx_IsTracing(tstate, 0, 0) && tstate->c_tracefunc && __pyx_frame->f_trace) {\
int ret = __Pyx_call_line_trace_func(tstate, __pyx_frame, lineno);\
if (unlikely(ret)) goto_error;\
}\
}\
}
#else
#define __Pyx_TraceLine(lineno, nogil, goto_error)\
if (likely(!__Pyx_use_tracing)); else {\
PyThreadState* tstate = __Pyx_PyThreadState_Current;\
if (__Pyx_IsTracing(tstate, 0, 0) && tstate->c_tracefunc && __pyx_frame->f_trace) {\
int ret = __Pyx_call_line_trace_func(tstate, __pyx_frame, lineno);\
if (unlikely(ret)) goto_error;\
}\
}
#endif
#else
#define __Pyx_TraceLine(lineno, nogil, goto_error) if ((1)); else goto_error;
#endif
/* 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
/* 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
/* 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
/* RaiseKeywordRequired.proto */
static void __Pyx_RaiseKeywordRequired(const char* func_name, PyObject* kw_name);
/* PyObjectSetAttrStr.proto */
#if CYTHON_USE_TYPE_SLOTS
#define __Pyx_PyObject_DelAttrStr(o,n) __Pyx_PyObject_SetAttrStr(o, n, NULL)
static CYTHON_INLINE int __Pyx_PyObject_SetAttrStr(PyObject* obj, PyObject* attr_name, PyObject* value);
#else
#define __Pyx_PyObject_DelAttrStr(o,n) PyObject_DelAttr(o,n)
#define __Pyx_PyObject_SetAttrStr(o,n,v) PyObject_SetAttr(o,n,v)
#endif
/* IncludeStringH.proto */
#include <string.h>
/* BytesEquals.proto */
static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals);
/* UnicodeEquals.proto */
static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals);
/* StrEquals.proto */
#if PY_MAJOR_VERSION >= 3
#define __Pyx_PyString_Equals __Pyx_PyUnicode_Equals
#else
#define __Pyx_PyString_Equals __Pyx_PyBytes_Equals
#endif
/* GetAttr.proto */
static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *, PyObject *);
/* HasAttr.proto */
static CYTHON_INLINE int __Pyx_HasAttr(PyObject *, PyObject *);
/* 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);
/* RaiseException.proto */
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);
/* 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
/* PyObjectCall2Args.proto */
static CYTHON_UNUSED PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2);
/* PySequenceContains.proto */
static CYTHON_INLINE int __Pyx_PySequence_ContainsTF(PyObject* item, PyObject* seq, int eq) {
int result = PySequence_Contains(seq, item);
return unlikely(result < 0) ? result : (result == (eq == Py_EQ));
}
/* 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);
/* 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
/* py_dict_items.proto */
static CYTHON_INLINE PyObject* __Pyx_PyDict_Items(PyObject* d);
/* UnpackUnboundCMethod.proto */
typedef struct {
PyObject *type;
PyObject **method_name;
PyCFunction func;
PyObject *method;
int flag;
} __Pyx_CachedCFunction;
/* CallUnboundCMethod0.proto */
static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self);
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_CallUnboundCMethod0(cfunc, self)\
(likely((cfunc)->func) ?\
(likely((cfunc)->flag == METH_NOARGS) ? (*((cfunc)->func))(self, NULL) :\
(PY_VERSION_HEX >= 0x030600B1 && likely((cfunc)->flag == METH_FASTCALL) ?\
(PY_VERSION_HEX >= 0x030700A0 ?\
(*(__Pyx_PyCFunctionFast)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0) :\
(*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL)) :\
(PY_VERSION_HEX >= 0x030700A0 && (cfunc)->flag == (METH_FASTCALL | METH_KEYWORDS) ?\
(*(__Pyx_PyCFunctionFastWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, &__pyx_empty_tuple, 0, NULL) :\
(likely((cfunc)->flag == (METH_VARARGS | METH_KEYWORDS)) ? ((*(PyCFunctionWithKeywords)(void*)(PyCFunction)(cfunc)->func)(self, __pyx_empty_tuple, NULL)) :\
((cfunc)->flag == METH_VARARGS ? (*((cfunc)->func))(self, __pyx_empty_tuple) :\
__Pyx__CallUnboundCMethod0(cfunc, self)))))) :\
__Pyx__CallUnboundCMethod0(cfunc, self))
#else
#define __Pyx_CallUnboundCMethod0(cfunc, self) __Pyx__CallUnboundCMethod0(cfunc, self)
#endif
/* None.proto */
static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname);
/* 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);
/* SetItemInt.proto */
#define __Pyx_SetItemInt(o, i, v, type, is_signed, to_py_func, is_list, wraparound, boundscheck)\
(__Pyx_fits_Py_ssize_t(i, type, is_signed) ?\
__Pyx_SetItemInt_Fast(o, (Py_ssize_t)i, v, is_list, wraparound, boundscheck) :\
(is_list ? (PyErr_SetString(PyExc_IndexError, "list assignment index out of range"), -1) :\
__Pyx_SetItemInt_Generic(o, to_py_func(i), v)))
static int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v);
static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v,
int is_list, int wraparound, int boundscheck);
/* 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
/* 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
/* JoinPyUnicode.proto */
static PyObject* __Pyx_PyUnicode_Join(PyObject* value_tuple, Py_ssize_t value_count, Py_ssize_t result_ulength,
Py_UCS4 max_char);
/* ListCompAppend.proto */
#if CYTHON_USE_PYLIST_INTERNALS && CYTHON_ASSUME_SAFE_MACROS
static CYTHON_INLINE int __Pyx_ListComp_Append(PyObject* list, PyObject* x) {
PyListObject* L = (PyListObject*) list;
Py_ssize_t len = Py_SIZE(list);
if (likely(L->allocated > len)) {
Py_INCREF(x);
PyList_SET_ITEM(list, len, x);
__Pyx_SET_SIZE(list, len + 1);
return 0;
}
return PyList_Append(list, x);
}
#else
#define __Pyx_ListComp_Append(L,x) PyList_Append(L,x)
#endif
/* Import.proto */
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);
/* ImportFrom.proto */
static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name);
/* 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
/* FetchCommonType.proto */
static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type);
/* CythonFunctionShared.proto */
#define __Pyx_CyFunction_USED 1
#define __Pyx_CYFUNCTION_STATICMETHOD 0x01
#define __Pyx_CYFUNCTION_CLASSMETHOD 0x02
#define __Pyx_CYFUNCTION_CCLASS 0x04
#define __Pyx_CyFunction_GetClosure(f)\
(((__pyx_CyFunctionObject *) (f))->func_closure)
#define __Pyx_CyFunction_GetClassObj(f)\
(((__pyx_CyFunctionObject *) (f))->func_classobj)
#define __Pyx_CyFunction_Defaults(type, f)\
((type *)(((__pyx_CyFunctionObject *) (f))->defaults))
#define __Pyx_CyFunction_SetDefaultsGetter(f, g)\
((__pyx_CyFunctionObject *) (f))->defaults_getter = (g)
typedef struct {
PyCFunctionObject func;
#if PY_VERSION_HEX < 0x030500A0
PyObject *func_weakreflist;
#endif
PyObject *func_dict;
PyObject *func_name;
PyObject *func_qualname;
PyObject *func_doc;
PyObject *func_globals;
PyObject *func_code;
PyObject *func_closure;
PyObject *func_classobj;
void *defaults;
int defaults_pyobjects;
size_t defaults_size; // used by FusedFunction for copying defaults
int flags;
PyObject *defaults_tuple;
PyObject *defaults_kwdict;
PyObject *(*defaults_getter)(PyObject *);
PyObject *func_annotations;
} __pyx_CyFunctionObject;
static PyTypeObject *__pyx_CyFunctionType = 0;
#define __Pyx_CyFunction_Check(obj) (__Pyx_TypeCheck(obj, __pyx_CyFunctionType))
static PyObject *__Pyx_CyFunction_Init(__pyx_CyFunctionObject* op, PyMethodDef *ml,
int flags, PyObject* qualname,
PyObject *self,
PyObject *module, PyObject *globals,
PyObject* code);
static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *m,
size_t size,
int pyobjects);
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *m,
PyObject *tuple);
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *m,
PyObject *dict);
static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *m,
PyObject *dict);
static int __pyx_CyFunction_init(void);
/* CythonFunction.proto */
static PyObject *__Pyx_CyFunction_New(PyMethodDef *ml,
int flags, PyObject* qualname,
PyObject *closure,
PyObject *module, PyObject *globals,
PyObject* code);
/* CalculateMetaclass.proto */
static PyObject *__Pyx_CalculateMetaclass(PyTypeObject *metaclass, PyObject *bases);
/* SetNameInClass.proto */
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1
#define __Pyx_SetNameInClass(ns, name, value)\
(likely(PyDict_CheckExact(ns)) ? _PyDict_SetItem_KnownHash(ns, name, value, ((PyASCIIObject *) name)->hash) : PyObject_SetItem(ns, name, value))
#elif CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_SetNameInClass(ns, name, value)\
(likely(PyDict_CheckExact(ns)) ? PyDict_SetItem(ns, name, value) : PyObject_SetItem(ns, name, value))
#else
#define __Pyx_SetNameInClass(ns, name, value) PyObject_SetItem(ns, name, value)
#endif
/* Py3ClassCreate.proto */
static PyObject *__Pyx_Py3MetaclassPrepare(PyObject *metaclass, PyObject *bases, PyObject *name, PyObject *qualname,
PyObject *mkw, PyObject *modname, PyObject *doc);
static PyObject *__Pyx_Py3ClassCreate(PyObject *metaclass, PyObject *name, PyObject *bases, PyObject *dict,
PyObject *mkw, int calculate_metaclass, int allow_py2_metaclass);
/* 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
/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);
/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
/* CIntFromPy.proto */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);
/* CIntFromPy.proto */
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
/* FastTypeChecks.proto */
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_TypeCheck(obj, type) __Pyx_IsSubtype(Py_TYPE(obj), (PyTypeObject *)type)
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject *type);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
#else
#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
#define __Pyx_PyErr_GivenExceptionMatches2(err, type1, type2) (PyErr_GivenExceptionMatches(err, type1) || PyErr_GivenExceptionMatches(err, type2))
#endif
#define __Pyx_PyException_Check(obj) __Pyx_TypeCheck(obj, PyExc_Exception)
/* CheckBinaryVersion.proto */
static int __Pyx_check_binary_version(void);
/* InitStrings.proto */
static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);
/* Module declarations from 'spacy.pipeline.multitask' */
#define __Pyx_MODULE_NAME "spacy.pipeline.multitask"
extern int __pyx_module_is_main_spacy__pipeline__multitask;
int __pyx_module_is_main_spacy__pipeline__multitask = 0;
/* Implementation of 'spacy.pipeline.multitask' */
static PyObject *__pyx_builtin_property;
static PyObject *__pyx_builtin_staticmethod;
static PyObject *__pyx_builtin_ValueError;
static PyObject *__pyx_builtin_enumerate;
static PyObject *__pyx_builtin_range;
static PyObject *__pyx_builtin_NotImplementedError;
static const char __pyx_k_O[] = "O";
static const char __pyx_k_X[] = "X";
static const char __pyx_k_i[] = "i";
static const char __pyx_k_j[] = "j";
static const char __pyx_k_y[] = "y";
static const char __pyx_k_ID[] = "ID";
static const char __pyx_k_eg[] = "eg";
static const char __pyx_k_nO[] = "nO";
static const char __pyx_k_xp[] = "xp";
static const char __pyx_k__12[] = "-";
static const char __pyx_k__14[] = ":";
static const char __pyx_k_cfg[] = "cfg";
static const char __pyx_k_dep[] = "dep";
static const char __pyx_k_doc[] = "__doc__";
static const char __pyx_k_ent[] = "ent";
static const char __pyx_k_err[] = "err";
static const char __pyx_k_ids[] = "ids";
static const char __pyx_k_idx[] = "idx";
static const char __pyx_k_key[] = "key";
static const char __pyx_k_nlp[] = "nlp";
static const char __pyx_k_obj[] = "obj";
static const char __pyx_k_ops[] = "ops";
static const char __pyx_k_sgd[] = "sgd";
static const char __pyx_k_sum[] = "sum";
static const char __pyx_k_tag[] = "tag";
static const char __pyx_k_E016[] = "E016";
static const char __pyx_k_E930[] = "E930";
static const char __pyx_k_axis[] = "axis";
static const char __pyx_k_call[] = "__call__";
static const char __pyx_k_data[] = "data";
static const char __pyx_k_docs[] = "docs";
static const char __pyx_k_drop[] = "drop";
static const char __pyx_k_head[] = "head";
static const char __pyx_k_init[] = "__init__";
static const char __pyx_k_loss[] = "loss";
static const char __pyx_k_main[] = "__main__";
static const char __pyx_k_name[] = "name";
static const char __pyx_k_self[] = "self";
static const char __pyx_k_test[] = "__test__";
static const char __pyx_k_Model[] = "Model";
static const char __pyx_k_alloc[] = "alloc";
static const char __pyx_k_array[] = "array";
static const char __pyx_k_attrs[] = "attrs";
static const char __pyx_k_dep_2[] = "dep_";
static const char __pyx_k_dtype[] = "dtype";
static const char __pyx_k_items[] = "items";
static const char __pyx_k_label[] = "label";
static const char __pyx_k_model[] = "model";
static const char __pyx_k_numpy[] = "numpy";
static const char __pyx_k_range[] = "range";
static const char __pyx_k_ravel[] = "ravel";
static const char __pyx_k_shape[] = "shape";
static const char __pyx_k_tag_2[] = "tag_";
static const char __pyx_k_token[] = "token";
static const char __pyx_k_value[] = "value";
static const char __pyx_k_vocab[] = "vocab";
static const char __pyx_k_zeros[] = "zeros";
static const char __pyx_k_B_SENT[] = "B-SENT";
static const char __pyx_k_Config[] = "Config";
static const char __pyx_k_Errors[] = "Errors";
static const char __pyx_k_I_SENT[] = "I-SENT";
static const char __pyx_k_Tagger[] = "Tagger";
static const char __pyx_k_U_SENT[] = "U-SENT";
static const char __pyx_k_argmax[] = "argmax";
static const char __pyx_k_errors[] = "errors";
static const char __pyx_k_format[] = "format";
static const char __pyx_k_import[] = "__import__";
static const char __pyx_k_labels[] = "labels";
static const char __pyx_k_losses[] = "losses";
static const char __pyx_k_module[] = "__module__";
static const char __pyx_k_name_2[] = "__name__";
static const char __pyx_k_offset[] = "offset";
static const char __pyx_k_scores[] = "scores";
static const char __pyx_k_setter[] = "setter";
static const char __pyx_k_tagger[] = "tagger";
static const char __pyx_k_target[] = "target";
static const char __pyx_k_typing[] = "typing";
static const char __pyx_k_update[] = "update";
static const char __pyx_k_values[] = "values";
static const char __pyx_k_correct[] = "correct";
static const char __pyx_k_dep_ids[] = "dep_ids";
static const char __pyx_k_ent_iob[] = "ent_iob_";
static const char __pyx_k_ent_tag[] = "ent_tag";
static const char __pyx_k_example[] = "example";
static const char __pyx_k_factory[] = "factory";
static const char __pyx_k_flatten[] = "flatten";
static const char __pyx_k_get_dim[] = "get_dim";
static const char __pyx_k_get_ref[] = "get_ref";
static const char __pyx_k_guesses[] = "guesses";
static const char __pyx_k_predict[] = "predict";
static const char __pyx_k_prepare[] = "__prepare__";
static const char __pyx_k_softmax[] = "softmax";
static const char __pyx_k_tok2vec[] = "tok2vec";
static const char __pyx_k_tokvecs[] = "tokvecs";
static const char __pyx_k_vectors[] = "vectors";
static const char __pyx_k_Language[] = "Language";
static const char __pyx_k_Optional[] = "Optional";
static const char __pyx_k_d_scores[] = "d_scores";
static const char __pyx_k_distance[] = "distance";
static const char __pyx_k_ent_type[] = "ent_type_";
static const char __pyx_k_examples[] = "examples";
static const char __pyx_k_from_str[] = "from_str";
static const char __pyx_k_get_grad[] = "get_grad";
static const char __pyx_k_get_loss[] = "get_loss";
static const char __pyx_k_gradient[] = "gradient";
static const char __pyx_k_language[] = "language";
static const char __pyx_k_make_dep[] = "make_dep";
static const char __pyx_k_make_ent[] = "make_ent";
static const char __pyx_k_make_tag[] = "make_tag";
static const char __pyx_k_property[] = "property";
static const char __pyx_k_qualname[] = "__qualname__";
static const char __pyx_k_rehearse[] = "rehearse";
static const char __pyx_k_to_array[] = "to_array";
static const char __pyx_k_training[] = "training";
static const char __pyx_k_add_label[] = "add_label";
static const char __pyx_k_enumerate[] = "enumerate";
static const char __pyx_k_metaclass[] = "__metaclass__";
static const char __pyx_k_n_classes[] = "n_classes";
static const char __pyx_k_normalize[] = "normalize";
static const char __pyx_k_predicted[] = "predicted";
static const char __pyx_k_thinc_api[] = "thinc.api";
static const char __pyx_k_ValueError[] = "ValueError";
static const char __pyx_k_doc_annots[] = "_doc_annots";
static const char __pyx_k_initialize[] = "initialize";
static const char __pyx_k_make_label[] = "make_label";
static const char __pyx_k_prediction[] = "prediction";
static const char __pyx_k_sent_start[] = "sent_start";
static const char __pyx_k_setdefault[] = "setdefault";
static const char __pyx_k_tok_annots[] = "tok_annots";
static const char __pyx_k_get_aligned[] = "get_aligned";
static const char __pyx_k_is_sent_end[] = "is_sent_end";
static const char __pyx_k_nn_labeller[] = "nn_labeller";
static const char __pyx_k_predictions[] = "predictions";
static const char __pyx_k_begin_update[] = "begin_update";
static const char __pyx_k_get_examples[] = "get_examples";
static const char __pyx_k_ignore_zeros[] = "ignore_zeros";
static const char __pyx_k_make_ent_tag[] = "make_ent_tag";
static const char __pyx_k_output_layer[] = "output_layer";
static const char __pyx_k_staticmethod[] = "staticmethod";
static const char __pyx_k_TrainablePipe[] = "TrainablePipe";
static const char __pyx_k_d_predictions[] = "d_predictions";
static const char __pyx_k_finish_update[] = "finish_update";
static const char __pyx_k_is_sent_start[] = "is_sent_start";
static const char __pyx_k_ClozeMultitask[] = "ClozeMultitask";
static const char __pyx_k_CosineDistance[] = "CosineDistance";
static const char __pyx_k_bp_predictions[] = "bp_predictions";
static const char __pyx_k_default_config[] = "default_config";
static const char __pyx_k_dep_tag_offset[] = "dep_tag_offset";
static const char __pyx_k_to_categorical[] = "to_categorical";
static const char __pyx_k_trainable_pipe[] = "trainable_pipe";
static const char __pyx_k_make_sent_start[] = "make_sent_start";
static const char __pyx_k_set_annotations[] = "set_annotations";
static const char __pyx_k_DEFAULT_MT_MODEL[] = "DEFAULT_MT_MODEL";
static const char __pyx_k_make_nn_labeller[] = "make_nn_labeller";
static const char __pyx_k_set_dropout_rate[] = "set_dropout_rate";
static const char __pyx_k_validate_examples[] = "validate_examples";
static const char __pyx_k_MultitaskObjective[] = "MultitaskObjective";
static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
static const char __pyx_k_NotImplementedError[] = "NotImplementedError";
static const char __pyx_k_make_dep_tag_offset[] = "make_dep_tag_offset";
static const char __pyx_k_default_model_config[] = "default_model_config";
static const char __pyx_k_ClozeMultitask___init[] = "ClozeMultitask.__init__";
static const char __pyx_k_ClozeMultitask_update[] = "ClozeMultitask.update";
static const char __pyx_k_ClozeMultitask_predict[] = "ClozeMultitask.predict";
static const char __pyx_k_ClozeMultitask_get_loss[] = "ClozeMultitask.get_loss";
static const char __pyx_k_ClozeMultitask_rehearse[] = "ClozeMultitask.rehearse";
static const char __pyx_k_ClozeMultitask_add_label[] = "ClozeMultitask.add_label";
static const char __pyx_k_spacy_pipeline_multitask[] = "spacy.pipeline.multitask";
static const char __pyx_k_ClozeMultitask_initialize[] = "ClozeMultitask.initialize";
static const char __pyx_k_MultitaskObjective___init[] = "MultitaskObjective.__init__";
static const char __pyx_k_MultitaskObjective_labels[] = "MultitaskObjective.labels";
static const char __pyx_k_MultitaskObjective_predict[] = "MultitaskObjective.predict";
static const char __pyx_k_MultitaskObjective_get_loss[] = "MultitaskObjective.get_loss";
static const char __pyx_k_MultitaskObjective_make_dep[] = "MultitaskObjective.make_dep";
static const char __pyx_k_MultitaskObjective_make_ent[] = "MultitaskObjective.make_ent";
static const char __pyx_k_MultitaskObjective_make_tag[] = "MultitaskObjective.make_tag";
static const char __pyx_k_spacy_pipeline_multitask_pyx[] = "spacy\\pipeline\\multitask.pyx";
static const char __pyx_k_MultitaskObjective_initialize[] = "MultitaskObjective.initialize";
static const char __pyx_k_ClozeMultitask_set_annotations[] = "ClozeMultitask.set_annotations";
static const char __pyx_k_Experimental_Assist_training_of[] = "Experimental: Assist training of a parser or tagger, by training a\n side-objective.\n ";
static const char __pyx_k_MultitaskObjective_make_dep_tag[] = "MultitaskObjective.make_dep_tag_offset";
static const char __pyx_k_MultitaskObjective_make_ent_tag[] = "MultitaskObjective.make_ent_tag";
static const char __pyx_k_model_architectures_spacy_Multi[] = "\n[model]\n@architectures = \"spacy.MultiTask.v1\"\nmaxout_pieces = 3\ntoken_vector_width = 96\n\n[model.tok2vec]\n@architectures = \"spacy.HashEmbedCNN.v2\"\npretrained_vectors = null\nwidth = 96\ndepth = 4\nembed_size = 2000\nwindow_size = 1\nmaxout_pieces = 2\nsubword_features = true\n";
static const char __pyx_k_MultitaskObjective_make_sent_sta[] = "MultitaskObjective.make_sent_start";
static const char __pyx_k_MultitaskObjective_set_annotatio[] = "MultitaskObjective.set_annotations";
static PyObject *__pyx_kp_s_B_SENT;
static PyObject *__pyx_n_s_ClozeMultitask;
static PyObject *__pyx_n_s_ClozeMultitask___init;
static PyObject *__pyx_n_s_ClozeMultitask_add_label;
static PyObject *__pyx_kp_s_ClozeMultitask_get_loss;
static PyObject *__pyx_n_s_ClozeMultitask_initialize;
static PyObject *__pyx_n_s_ClozeMultitask_predict;
static PyObject *__pyx_kp_s_ClozeMultitask_rehearse;
static PyObject *__pyx_n_s_ClozeMultitask_set_annotations;
static PyObject *__pyx_n_s_ClozeMultitask_update;
static PyObject *__pyx_n_s_Config;
static PyObject *__pyx_n_s_CosineDistance;
static PyObject *__pyx_n_s_DEFAULT_MT_MODEL;
static PyObject *__pyx_n_s_E016;
static PyObject *__pyx_n_s_E930;
static PyObject *__pyx_n_s_Errors;
static PyObject *__pyx_kp_s_Experimental_Assist_training_of;
static PyObject *__pyx_n_s_ID;
static PyObject *__pyx_kp_s_I_SENT;
static PyObject *__pyx_n_s_Language;
static PyObject *__pyx_n_s_Model;
static PyObject *__pyx_n_s_MultitaskObjective;
static PyObject *__pyx_n_s_MultitaskObjective___init;
static PyObject *__pyx_n_s_MultitaskObjective_get_loss;
static PyObject *__pyx_n_s_MultitaskObjective_initialize;
static PyObject *__pyx_n_s_MultitaskObjective_labels;
static PyObject *__pyx_n_s_MultitaskObjective_make_dep;
static PyObject *__pyx_n_s_MultitaskObjective_make_dep_tag;
static PyObject *__pyx_n_s_MultitaskObjective_make_ent;
static PyObject *__pyx_n_s_MultitaskObjective_make_ent_tag;
static PyObject *__pyx_n_s_MultitaskObjective_make_sent_sta;
static PyObject *__pyx_n_s_MultitaskObjective_make_tag;
static PyObject *__pyx_n_s_MultitaskObjective_predict;
static PyObject *__pyx_n_s_MultitaskObjective_set_annotatio;
static PyObject *__pyx_n_s_NotImplementedError;
static PyObject *__pyx_n_s_O;
static PyObject *__pyx_n_s_Optional;
static PyObject *__pyx_n_s_Tagger;
static PyObject *__pyx_n_s_TrainablePipe;
static PyObject *__pyx_kp_s_U_SENT;
static PyObject *__pyx_n_s_ValueError;
static PyObject *__pyx_n_s_X;
static PyObject *__pyx_kp_s__12;
static PyObject *__pyx_kp_u__12;
static PyObject *__pyx_kp_u__14;
static PyObject *__pyx_n_s_add_label;
static PyObject *__pyx_n_s_alloc;
static PyObject *__pyx_n_s_argmax;
static PyObject *__pyx_n_s_array;
static PyObject *__pyx_n_s_attrs;
static PyObject *__pyx_n_s_axis;
static PyObject *__pyx_n_s_begin_update;
static PyObject *__pyx_n_s_bp_predictions;
static PyObject *__pyx_n_s_call;
static PyObject *__pyx_n_s_cfg;
static PyObject *__pyx_n_s_cline_in_traceback;
static PyObject *__pyx_n_s_correct;
static PyObject *__pyx_n_s_d_predictions;
static PyObject *__pyx_n_s_d_scores;
static PyObject *__pyx_n_s_data;
static PyObject *__pyx_n_s_default_config;
static PyObject *__pyx_n_s_default_model_config;
static PyObject *__pyx_n_s_dep;
static PyObject *__pyx_n_s_dep_2;
static PyObject *__pyx_n_s_dep_ids;
static PyObject *__pyx_n_s_dep_tag_offset;
static PyObject *__pyx_n_s_distance;
static PyObject *__pyx_n_s_doc;
static PyObject *__pyx_n_s_doc_annots;
static PyObject *__pyx_n_s_docs;
static PyObject *__pyx_n_s_drop;
static PyObject *__pyx_n_s_dtype;
static PyObject *__pyx_n_s_eg;
static PyObject *__pyx_n_s_ent;
static PyObject *__pyx_n_s_ent_iob;
static PyObject *__pyx_n_s_ent_tag;
static PyObject *__pyx_n_s_ent_type;
static PyObject *__pyx_n_s_enumerate;
static PyObject *__pyx_n_s_err;
static PyObject *__pyx_n_s_errors;
static PyObject *__pyx_n_s_example;
static PyObject *__pyx_n_s_examples;
static PyObject *__pyx_n_s_factory;
static PyObject *__pyx_n_s_finish_update;
static PyObject *__pyx_n_s_flatten;
static PyObject *__pyx_n_s_format;
static PyObject *__pyx_n_s_from_str;
static PyObject *__pyx_n_s_get_aligned;
static PyObject *__pyx_n_s_get_dim;
static PyObject *__pyx_n_s_get_examples;
static PyObject *__pyx_n_s_get_grad;
static PyObject *__pyx_n_s_get_loss;
static PyObject *__pyx_n_s_get_ref;
static PyObject *__pyx_n_s_gradient;
static PyObject *__pyx_n_s_guesses;
static PyObject *__pyx_n_s_head;
static PyObject *__pyx_n_s_i;
static PyObject *__pyx_n_s_ids;
static PyObject *__pyx_n_s_idx;
static PyObject *__pyx_n_s_ignore_zeros;
static PyObject *__pyx_n_s_import;
static PyObject *__pyx_n_s_init;
static PyObject *__pyx_n_s_initialize;
static PyObject *__pyx_n_s_is_sent_end;
static PyObject *__pyx_n_s_is_sent_start;
static PyObject *__pyx_n_s_items;
static PyObject *__pyx_n_s_j;
static PyObject *__pyx_n_s_key;
static PyObject *__pyx_n_s_label;
static PyObject *__pyx_n_s_labels;
static PyObject *__pyx_n_s_language;
static PyObject *__pyx_n_s_loss;
static PyObject *__pyx_n_s_losses;
static PyObject *__pyx_n_s_main;
static PyObject *__pyx_n_s_make_dep;
static PyObject *__pyx_n_s_make_dep_tag_offset;
static PyObject *__pyx_n_s_make_ent;
static PyObject *__pyx_n_s_make_ent_tag;
static PyObject *__pyx_n_s_make_label;
static PyObject *__pyx_n_s_make_nn_labeller;
static PyObject *__pyx_n_s_make_sent_start;
static PyObject *__pyx_n_s_make_tag;
static PyObject *__pyx_n_s_metaclass;
static PyObject *__pyx_n_s_model;
static PyObject *__pyx_kp_s_model_architectures_spacy_Multi;
static PyObject *__pyx_n_s_module;
static PyObject *__pyx_n_s_nO;
static PyObject *__pyx_n_s_n_classes;
static PyObject *__pyx_n_s_name;
static PyObject *__pyx_n_s_name_2;
static PyObject *__pyx_n_s_nlp;
static PyObject *__pyx_n_s_nn_labeller;
static PyObject *__pyx_n_s_normalize;
static PyObject *__pyx_n_s_numpy;
static PyObject *__pyx_n_s_obj;
static PyObject *__pyx_n_s_offset;
static PyObject *__pyx_n_s_ops;
static PyObject *__pyx_n_s_output_layer;
static PyObject *__pyx_n_s_predict;
static PyObject *__pyx_n_s_predicted;
static PyObject *__pyx_n_s_prediction;
static PyObject *__pyx_n_s_predictions;
static PyObject *__pyx_n_s_prepare;
static PyObject *__pyx_n_s_property;
static PyObject *__pyx_n_s_qualname;
static PyObject *__pyx_n_s_range;
static PyObject *__pyx_n_s_ravel;
static PyObject *__pyx_n_s_rehearse;
static PyObject *__pyx_n_s_scores;
static PyObject *__pyx_n_s_self;
static PyObject *__pyx_n_s_sent_start;
static PyObject *__pyx_n_s_set_annotations;
static PyObject *__pyx_n_s_set_dropout_rate;
static PyObject *__pyx_n_s_setdefault;
static PyObject *__pyx_n_s_setter;
static PyObject *__pyx_n_s_sgd;
static PyObject *__pyx_n_s_shape;
static PyObject *__pyx_n_s_softmax;
static PyObject *__pyx_n_s_spacy_pipeline_multitask;
static PyObject *__pyx_kp_s_spacy_pipeline_multitask_pyx;
static PyObject *__pyx_n_s_staticmethod;
static PyObject *__pyx_n_s_sum;
static PyObject *__pyx_n_s_tag;
static PyObject *__pyx_n_s_tag_2;
static PyObject *__pyx_n_s_tagger;
static PyObject *__pyx_n_s_target;
static PyObject *__pyx_n_s_test;
static PyObject *__pyx_n_s_thinc_api;
static PyObject *__pyx_n_s_to_array;
static PyObject *__pyx_n_s_to_categorical;
static PyObject *__pyx_n_s_tok2vec;
static PyObject *__pyx_n_s_tok_annots;
static PyObject *__pyx_n_s_token;
static PyObject *__pyx_n_s_tokvecs;
static PyObject *__pyx_n_s_trainable_pipe;
static PyObject *__pyx_n_s_training;
static PyObject *__pyx_n_s_typing;
static PyObject *__pyx_n_s_update;
static PyObject *__pyx_n_s_validate_examples;
static PyObject *__pyx_n_s_value;
static PyObject *__pyx_n_s_values;
static PyObject *__pyx_n_s_vectors;
static PyObject *__pyx_n_s_vocab;
static PyObject *__pyx_n_s_xp;
static PyObject *__pyx_n_s_y;
static PyObject *__pyx_n_s_zeros;
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_make_nn_labeller(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_nlp, PyObject *__pyx_v_name, PyObject *__pyx_v_model, CYTHON_UNUSED PyObject *__pyx_v_labels, CYTHON_UNUSED PyObject *__pyx_v_target); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective___init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_vocab, PyObject *__pyx_v_model, PyObject *__pyx_v_name, PyObject *__pyx_v_target); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_2labels(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_4labels(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_value); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_6set_annotations(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_docs, CYTHON_UNUSED PyObject *__pyx_v_dep_ids); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_8initialize(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_get_examples, CYTHON_UNUSED PyObject *__pyx_v_nlp, PyObject *__pyx_v_labels); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_10predict(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_docs); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_12get_loss(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_examples, PyObject *__pyx_v_scores); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_14make_dep(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_16make_tag(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_18make_ent(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_20make_dep_tag_offset(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_22make_ent_tag(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_24make_sent_start(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask___init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_vocab, PyObject *__pyx_v_model, PyObject *__pyx_v_cfg); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_2set_annotations(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_docs, CYTHON_UNUSED PyObject *__pyx_v_dep_ids); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_4initialize(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_get_examples, CYTHON_UNUSED PyObject *__pyx_v_nlp); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_6predict(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_docs); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_8get_loss(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_examples, PyObject *__pyx_v_vectors, PyObject *__pyx_v_prediction); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_10update(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_examples, CYTHON_UNUSED PyObject *__pyx_v_drop, CYTHON_UNUSED PyObject *__pyx_v_sgd, CYTHON_UNUSED PyObject *__pyx_v_losses); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_12rehearse(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_examples, PyObject *__pyx_v_drop, PyObject *__pyx_v_sgd, PyObject *__pyx_v_losses); /* proto */
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_14add_label(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_label); /* proto */
static __Pyx_CachedCFunction __pyx_umethod_PyDict_Type_items = {0, &__pyx_n_s_items, 0, 0, 0};
static PyObject *__pyx_float_0_;
static PyObject *__pyx_int_0;
static PyObject *__pyx_int_1;
static PyObject *__pyx_int_2;
static PyObject *__pyx_int_5;
static PyObject *__pyx_codeobj_;
static PyObject *__pyx_tuple__25;
static PyObject *__pyx_tuple__26;
static PyObject *__pyx_tuple__27;
static PyObject *__pyx_tuple__28;
static PyObject *__pyx_tuple__29;
static PyObject *__pyx_tuple__30;
static PyObject *__pyx_tuple__31;
static PyObject *__pyx_tuple__32;
static PyObject *__pyx_tuple__33;
static PyObject *__pyx_tuple__34;
static PyObject *__pyx_tuple__35;
static PyObject *__pyx_tuple__36;
static PyObject *__pyx_tuple__37;
static PyObject *__pyx_tuple__38;
static PyObject *__pyx_tuple__39;
static PyObject *__pyx_tuple__40;
static PyObject *__pyx_tuple__41;
static PyObject *__pyx_tuple__42;
static PyObject *__pyx_tuple__43;
static PyObject *__pyx_tuple__44;
static PyObject *__pyx_tuple__45;
static PyObject *__pyx_tuple__46;
static PyObject *__pyx_tuple__47;
static PyObject *__pyx_tuple__48;
static PyObject *__pyx_tuple__49;
static PyObject *__pyx_tuple__50;
static PyObject *__pyx_tuple__51;
static PyObject *__pyx_codeobj__2;
static PyObject *__pyx_codeobj__3;
static PyObject *__pyx_codeobj__4;
static PyObject *__pyx_codeobj__5;
static PyObject *__pyx_codeobj__6;
static PyObject *__pyx_codeobj__7;
static PyObject *__pyx_codeobj__8;
static PyObject *__pyx_codeobj__9;
static PyObject *__pyx_codeobj__10;
static PyObject *__pyx_codeobj__11;
static PyObject *__pyx_codeobj__13;
static PyObject *__pyx_codeobj__15;
static PyObject *__pyx_codeobj__16;
static PyObject *__pyx_codeobj__17;
static PyObject *__pyx_codeobj__18;
static PyObject *__pyx_codeobj__19;
static PyObject *__pyx_codeobj__20;
static PyObject *__pyx_codeobj__21;
static PyObject *__pyx_codeobj__22;
static PyObject *__pyx_codeobj__23;
static PyObject *__pyx_codeobj__24;
/* Late includes */
/* "spacy/pipeline/multitask.pyx":37
* default_config={"labels": None, "target": "dep_tag_offset", "model": DEFAULT_MT_MODEL}
* )
* def make_nn_labeller(nlp: Language, name: str, model: Model, labels: Optional[dict], target: str): # <<<<<<<<<<<<<<
* return MultitaskObjective(nlp.vocab, model, name)
*
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_1make_nn_labeller(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_make_nn_labeller[] = "make_nn_labeller(nlp: Language, name: str, model: Model, labels: Optional[dict], target: str)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_1make_nn_labeller = {"make_nn_labeller", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_1make_nn_labeller, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_make_nn_labeller};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_1make_nn_labeller(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_nlp = 0;
PyObject *__pyx_v_name = 0;
PyObject *__pyx_v_model = 0;
CYTHON_UNUSED PyObject *__pyx_v_labels = 0;
CYTHON_UNUSED PyObject *__pyx_v_target = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("make_nn_labeller (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_nlp,&__pyx_n_s_name,&__pyx_n_s_model,&__pyx_n_s_labels,&__pyx_n_s_target,0};
PyObject* values[5] = {0,0,0,0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
CYTHON_FALLTHROUGH;
case 4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
CYTHON_FALLTHROUGH;
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_nlp)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_name)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("make_nn_labeller", 1, 5, 5, 1); __PYX_ERR(0, 37, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_model)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("make_nn_labeller", 1, 5, 5, 2); __PYX_ERR(0, 37, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 3:
if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_labels)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("make_nn_labeller", 1, 5, 5, 3); __PYX_ERR(0, 37, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 4:
if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_target)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("make_nn_labeller", 1, 5, 5, 4); __PYX_ERR(0, 37, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "make_nn_labeller") < 0)) __PYX_ERR(0, 37, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 5) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
}
__pyx_v_nlp = values[0];
__pyx_v_name = values[1];
__pyx_v_model = values[2];
__pyx_v_labels = values[3];
__pyx_v_target = values[4];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("make_nn_labeller", 1, 5, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 37, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.make_nn_labeller", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_make_nn_labeller(__pyx_self, __pyx_v_nlp, __pyx_v_name, __pyx_v_model, __pyx_v_labels, __pyx_v_target);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_make_nn_labeller(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_nlp, PyObject *__pyx_v_name, PyObject *__pyx_v_model, CYTHON_UNUSED PyObject *__pyx_v_labels, CYTHON_UNUSED PyObject *__pyx_v_target) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
int __pyx_t_5;
PyObject *__pyx_t_6 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj_)
__Pyx_RefNannySetupContext("make_nn_labeller", 0);
__Pyx_TraceCall("make_nn_labeller", __pyx_f[0], 37, 0, __PYX_ERR(0, 37, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":38
* )
* def make_nn_labeller(nlp: Language, name: str, model: Model, labels: Optional[dict], target: str):
* return MultitaskObjective(nlp.vocab, model, name) # <<<<<<<<<<<<<<
*
*
*/
__Pyx_XDECREF(__pyx_r);
__Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_MultitaskObjective); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 38, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_nlp, __pyx_n_s_vocab); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 38, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_4 = NULL;
__pyx_t_5 = 0;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
__pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
if (likely(__pyx_t_4)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
__Pyx_INCREF(__pyx_t_4);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_2, function);
__pyx_t_5 = 1;
}
}
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(__pyx_t_2)) {
PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_t_3, __pyx_v_model, __pyx_v_name};
__pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 38, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
} else
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(__pyx_t_2)) {
PyObject *__pyx_temp[4] = {__pyx_t_4, __pyx_t_3, __pyx_v_model, __pyx_v_name};
__pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_5, 3+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 38, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
} else
#endif
{
__pyx_t_6 = PyTuple_New(3+__pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 38, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
if (__pyx_t_4) {
__Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4); __pyx_t_4 = NULL;
}
__Pyx_GIVEREF(__pyx_t_3);
PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_5, __pyx_t_3);
__Pyx_INCREF(__pyx_v_model);
__Pyx_GIVEREF(__pyx_v_model);
PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_5, __pyx_v_model);
__Pyx_INCREF(__pyx_v_name);
__Pyx_GIVEREF(__pyx_v_name);
PyTuple_SET_ITEM(__pyx_t_6, 2+__pyx_t_5, __pyx_v_name);
__pyx_t_3 = 0;
__pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 38, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
}
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_r = __pyx_t_1;
__pyx_t_1 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":37
* default_config={"labels": None, "target": "dep_tag_offset", "model": DEFAULT_MT_MODEL}
* )
* def make_nn_labeller(nlp: Language, name: str, model: Model, labels: Optional[dict], target: str): # <<<<<<<<<<<<<<
* return MultitaskObjective(nlp.vocab, model, name)
*
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_XDECREF(__pyx_t_6);
__Pyx_AddTraceback("spacy.pipeline.multitask.make_nn_labeller", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":46
* """
*
* def __init__(self, vocab, model, name="nn_labeller", *, target): # <<<<<<<<<<<<<<
* self.vocab = vocab
* self.model = model
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_1__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective___init__[] = "MultitaskObjective.__init__(self, vocab, model, name='nn_labeller', *, target)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_1__init__ = {"__init__", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_1__init__, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective___init__};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_1__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
PyObject *__pyx_v_vocab = 0;
PyObject *__pyx_v_model = 0;
PyObject *__pyx_v_name = 0;
PyObject *__pyx_v_target = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_vocab,&__pyx_n_s_model,&__pyx_n_s_name,&__pyx_n_s_target,0};
PyObject* values[5] = {0,0,0,0,0};
values[3] = ((PyObject *)((PyObject*)__pyx_n_s_nn_labeller));
if (likely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
CYTHON_FALLTHROUGH;
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_vocab)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("__init__", 0, 3, 4, 1); __PYX_ERR(0, 46, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_model)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("__init__", 0, 3, 4, 2); __PYX_ERR(0, 46, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 3:
if (kw_args > 0) {
PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_name);
if (value) { values[3] = value; kw_args--; }
}
CYTHON_FALLTHROUGH;
case 4:
if (likely((values[4] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_target)) != 0)) kw_args--;
else {
__Pyx_RaiseKeywordRequired("__init__", __pyx_n_s_target); __PYX_ERR(0, 46, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "__init__") < 0)) __PYX_ERR(0, 46, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) < 3) {
goto __pyx_L5_argtuple_error;
} else if (PyTuple_GET_SIZE(__pyx_args) > 4) {
goto __pyx_L5_argtuple_error;
} else {
__Pyx_RaiseKeywordRequired("__init__", __pyx_n_s_target); __PYX_ERR(0, 46, __pyx_L3_error)
}
__pyx_v_self = values[0];
__pyx_v_vocab = values[1];
__pyx_v_model = values[2];
__pyx_v_name = values[3];
__pyx_v_target = values[4];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("__init__", 0, 3, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 46, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective___init__(__pyx_self, __pyx_v_self, __pyx_v_vocab, __pyx_v_model, __pyx_v_name, __pyx_v_target);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective___init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_vocab, PyObject *__pyx_v_model, PyObject *__pyx_v_name, PyObject *__pyx_v_target) {
PyObject *__pyx_v_cfg = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
int __pyx_t_1;
PyObject *__pyx_t_2 = NULL;
int __pyx_t_3;
PyObject *__pyx_t_4 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__2)
__Pyx_RefNannySetupContext("__init__", 0);
__Pyx_TraceCall("__init__", __pyx_f[0], 46, 0, __PYX_ERR(0, 46, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":47
*
* def __init__(self, vocab, model, name="nn_labeller", *, target):
* self.vocab = vocab # <<<<<<<<<<<<<<
* self.model = model
* self.name = name
*/
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_vocab, __pyx_v_vocab) < 0) __PYX_ERR(0, 47, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":48
* def __init__(self, vocab, model, name="nn_labeller", *, target):
* self.vocab = vocab
* self.model = model # <<<<<<<<<<<<<<
* self.name = name
* if target == "dep":
*/
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_model, __pyx_v_model) < 0) __PYX_ERR(0, 48, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":49
* self.vocab = vocab
* self.model = model
* self.name = name # <<<<<<<<<<<<<<
* if target == "dep":
* self.make_label = self.make_dep
*/
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_name, __pyx_v_name) < 0) __PYX_ERR(0, 49, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":50
* self.model = model
* self.name = name
* if target == "dep": # <<<<<<<<<<<<<<
* self.make_label = self.make_dep
* elif target == "tag":
*/
__pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_target, __pyx_n_s_dep, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 50, __pyx_L1_error)
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":51
* self.name = name
* if target == "dep":
* self.make_label = self.make_dep # <<<<<<<<<<<<<<
* elif target == "tag":
* self.make_label = self.make_tag
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_make_dep); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 51, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_make_label, __pyx_t_2) < 0) __PYX_ERR(0, 51, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":50
* self.model = model
* self.name = name
* if target == "dep": # <<<<<<<<<<<<<<
* self.make_label = self.make_dep
* elif target == "tag":
*/
goto __pyx_L3;
}
/* "spacy/pipeline/multitask.pyx":52
* if target == "dep":
* self.make_label = self.make_dep
* elif target == "tag": # <<<<<<<<<<<<<<
* self.make_label = self.make_tag
* elif target == "ent":
*/
__pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_target, __pyx_n_s_tag, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 52, __pyx_L1_error)
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":53
* self.make_label = self.make_dep
* elif target == "tag":
* self.make_label = self.make_tag # <<<<<<<<<<<<<<
* elif target == "ent":
* self.make_label = self.make_ent
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_make_tag); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 53, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_make_label, __pyx_t_2) < 0) __PYX_ERR(0, 53, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":52
* if target == "dep":
* self.make_label = self.make_dep
* elif target == "tag": # <<<<<<<<<<<<<<
* self.make_label = self.make_tag
* elif target == "ent":
*/
goto __pyx_L3;
}
/* "spacy/pipeline/multitask.pyx":54
* elif target == "tag":
* self.make_label = self.make_tag
* elif target == "ent": # <<<<<<<<<<<<<<
* self.make_label = self.make_ent
* elif target == "dep_tag_offset":
*/
__pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_target, __pyx_n_s_ent, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 54, __pyx_L1_error)
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":55
* self.make_label = self.make_tag
* elif target == "ent":
* self.make_label = self.make_ent # <<<<<<<<<<<<<<
* elif target == "dep_tag_offset":
* self.make_label = self.make_dep_tag_offset
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_make_ent); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 55, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_make_label, __pyx_t_2) < 0) __PYX_ERR(0, 55, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":54
* elif target == "tag":
* self.make_label = self.make_tag
* elif target == "ent": # <<<<<<<<<<<<<<
* self.make_label = self.make_ent
* elif target == "dep_tag_offset":
*/
goto __pyx_L3;
}
/* "spacy/pipeline/multitask.pyx":56
* elif target == "ent":
* self.make_label = self.make_ent
* elif target == "dep_tag_offset": # <<<<<<<<<<<<<<
* self.make_label = self.make_dep_tag_offset
* elif target == "ent_tag":
*/
__pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_target, __pyx_n_s_dep_tag_offset, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 56, __pyx_L1_error)
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":57
* self.make_label = self.make_ent
* elif target == "dep_tag_offset":
* self.make_label = self.make_dep_tag_offset # <<<<<<<<<<<<<<
* elif target == "ent_tag":
* self.make_label = self.make_ent_tag
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_make_dep_tag_offset); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 57, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_make_label, __pyx_t_2) < 0) __PYX_ERR(0, 57, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":56
* elif target == "ent":
* self.make_label = self.make_ent
* elif target == "dep_tag_offset": # <<<<<<<<<<<<<<
* self.make_label = self.make_dep_tag_offset
* elif target == "ent_tag":
*/
goto __pyx_L3;
}
/* "spacy/pipeline/multitask.pyx":58
* elif target == "dep_tag_offset":
* self.make_label = self.make_dep_tag_offset
* elif target == "ent_tag": # <<<<<<<<<<<<<<
* self.make_label = self.make_ent_tag
* elif target == "sent_start":
*/
__pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_target, __pyx_n_s_ent_tag, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 58, __pyx_L1_error)
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":59
* self.make_label = self.make_dep_tag_offset
* elif target == "ent_tag":
* self.make_label = self.make_ent_tag # <<<<<<<<<<<<<<
* elif target == "sent_start":
* self.make_label = self.make_sent_start
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_make_ent_tag); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 59, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_make_label, __pyx_t_2) < 0) __PYX_ERR(0, 59, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":58
* elif target == "dep_tag_offset":
* self.make_label = self.make_dep_tag_offset
* elif target == "ent_tag": # <<<<<<<<<<<<<<
* self.make_label = self.make_ent_tag
* elif target == "sent_start":
*/
goto __pyx_L3;
}
/* "spacy/pipeline/multitask.pyx":60
* elif target == "ent_tag":
* self.make_label = self.make_ent_tag
* elif target == "sent_start": # <<<<<<<<<<<<<<
* self.make_label = self.make_sent_start
* elif hasattr(target, "__call__"):
*/
__pyx_t_1 = (__Pyx_PyString_Equals(__pyx_v_target, __pyx_n_s_sent_start, Py_EQ)); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 60, __pyx_L1_error)
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":61
* self.make_label = self.make_ent_tag
* elif target == "sent_start":
* self.make_label = self.make_sent_start # <<<<<<<<<<<<<<
* elif hasattr(target, "__call__"):
* self.make_label = target
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_make_sent_start); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 61, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_make_label, __pyx_t_2) < 0) __PYX_ERR(0, 61, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":60
* elif target == "ent_tag":
* self.make_label = self.make_ent_tag
* elif target == "sent_start": # <<<<<<<<<<<<<<
* self.make_label = self.make_sent_start
* elif hasattr(target, "__call__"):
*/
goto __pyx_L3;
}
/* "spacy/pipeline/multitask.pyx":62
* elif target == "sent_start":
* self.make_label = self.make_sent_start
* elif hasattr(target, "__call__"): # <<<<<<<<<<<<<<
* self.make_label = target
* else:
*/
__pyx_t_1 = __Pyx_HasAttr(__pyx_v_target, __pyx_n_s_call); if (unlikely(__pyx_t_1 == ((int)-1))) __PYX_ERR(0, 62, __pyx_L1_error)
__pyx_t_3 = (__pyx_t_1 != 0);
if (likely(__pyx_t_3)) {
/* "spacy/pipeline/multitask.pyx":63
* self.make_label = self.make_sent_start
* elif hasattr(target, "__call__"):
* self.make_label = target # <<<<<<<<<<<<<<
* else:
* raise ValueError(Errors.E016)
*/
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_make_label, __pyx_v_target) < 0) __PYX_ERR(0, 63, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":62
* elif target == "sent_start":
* self.make_label = self.make_sent_start
* elif hasattr(target, "__call__"): # <<<<<<<<<<<<<<
* self.make_label = target
* else:
*/
goto __pyx_L3;
}
/* "spacy/pipeline/multitask.pyx":65
* self.make_label = target
* else:
* raise ValueError(Errors.E016) # <<<<<<<<<<<<<<
* cfg = {"labels": {}, "target": target}
* self.cfg = dict(cfg)
*/
/*else*/ {
__Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_Errors); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 65, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_E016); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 65, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_builtin_ValueError, __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 65, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__Pyx_Raise(__pyx_t_2, 0, 0, 0);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__PYX_ERR(0, 65, __pyx_L1_error)
}
__pyx_L3:;
/* "spacy/pipeline/multitask.pyx":66
* else:
* raise ValueError(Errors.E016)
* cfg = {"labels": {}, "target": target} # <<<<<<<<<<<<<<
* self.cfg = dict(cfg)
*
*/
__pyx_t_2 = __Pyx_PyDict_NewPresized(2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 66, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_4 = __Pyx_PyDict_NewPresized(0); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 66, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_labels, __pyx_t_4) < 0) __PYX_ERR(0, 66, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_target, __pyx_v_target) < 0) __PYX_ERR(0, 66, __pyx_L1_error)
__pyx_v_cfg = ((PyObject*)__pyx_t_2);
__pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":67
* raise ValueError(Errors.E016)
* cfg = {"labels": {}, "target": target}
* self.cfg = dict(cfg) # <<<<<<<<<<<<<<
*
* @property
*/
__pyx_t_2 = PyDict_Copy(__pyx_v_cfg); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 67, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_cfg, __pyx_t_2) < 0) __PYX_ERR(0, 67, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":46
* """
*
* def __init__(self, vocab, model, name="nn_labeller", *, target): # <<<<<<<<<<<<<<
* self.vocab = vocab
* self.model = model
*/
/* function exit code */
__pyx_r = Py_None; __Pyx_INCREF(Py_None);
goto __pyx_L0;
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_cfg);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":70
*
* @property
* def labels(self): # <<<<<<<<<<<<<<
* return self.cfg.setdefault("labels", {})
*
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_3labels(PyObject *__pyx_self, PyObject *__pyx_v_self); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_2labels[] = "MultitaskObjective.labels(self)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_3labels = {"labels", (PyCFunction)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_3labels, METH_O, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_2labels};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_3labels(PyObject *__pyx_self, PyObject *__pyx_v_self) {
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("labels (wrapper)", 0);
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_2labels(__pyx_self, ((PyObject *)__pyx_v_self));
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_2labels(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
int __pyx_t_5;
PyObject *__pyx_t_6 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__3)
__Pyx_RefNannySetupContext("labels", 0);
__Pyx_TraceCall("labels", __pyx_f[0], 70, 0, __PYX_ERR(0, 70, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":71
* @property
* def labels(self):
* return self.cfg.setdefault("labels", {}) # <<<<<<<<<<<<<<
*
* @labels.setter
*/
__Pyx_XDECREF(__pyx_r);
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_cfg); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 71, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_setdefault); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 71, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_PyDict_NewPresized(0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 71, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_4 = NULL;
__pyx_t_5 = 0;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_3))) {
__pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
if (likely(__pyx_t_4)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
__Pyx_INCREF(__pyx_t_4);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_3, function);
__pyx_t_5 = 1;
}
}
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(__pyx_t_3)) {
PyObject *__pyx_temp[3] = {__pyx_t_4, __pyx_n_s_labels, __pyx_t_2};
__pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 2+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 71, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
} else
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
PyObject *__pyx_temp[3] = {__pyx_t_4, __pyx_n_s_labels, __pyx_t_2};
__pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_5, 2+__pyx_t_5); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 71, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
} else
#endif
{
__pyx_t_6 = PyTuple_New(2+__pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 71, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
if (__pyx_t_4) {
__Pyx_GIVEREF(__pyx_t_4); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_4); __pyx_t_4 = NULL;
}
__Pyx_INCREF(__pyx_n_s_labels);
__Pyx_GIVEREF(__pyx_n_s_labels);
PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_5, __pyx_n_s_labels);
__Pyx_GIVEREF(__pyx_t_2);
PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_5, __pyx_t_2);
__pyx_t_2 = 0;
__pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_6, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 71, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
}
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_r = __pyx_t_1;
__pyx_t_1 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":70
*
* @property
* def labels(self): # <<<<<<<<<<<<<<
* return self.cfg.setdefault("labels", {})
*
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_XDECREF(__pyx_t_6);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.labels", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":74
*
* @labels.setter
* def labels(self, value): # <<<<<<<<<<<<<<
* self.cfg["labels"] = value
*
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_5labels(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_4labels[] = "MultitaskObjective.labels(self, value)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_5labels = {"labels", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_5labels, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_4labels};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_5labels(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
PyObject *__pyx_v_value = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("labels (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_value,0};
PyObject* values[2] = {0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_value)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("labels", 1, 2, 2, 1); __PYX_ERR(0, 74, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "labels") < 0)) __PYX_ERR(0, 74, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
}
__pyx_v_self = values[0];
__pyx_v_value = values[1];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("labels", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 74, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.labels", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_4labels(__pyx_self, __pyx_v_self, __pyx_v_value);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_4labels(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_value) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__4)
__Pyx_RefNannySetupContext("labels", 0);
__Pyx_TraceCall("labels", __pyx_f[0], 74, 0, __PYX_ERR(0, 74, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":75
* @labels.setter
* def labels(self, value):
* self.cfg["labels"] = value # <<<<<<<<<<<<<<
*
* def set_annotations(self, docs, dep_ids):
*/
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_cfg); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 75, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
if (unlikely(PyObject_SetItem(__pyx_t_1, __pyx_n_s_labels, __pyx_v_value) < 0)) __PYX_ERR(0, 75, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":74
*
* @labels.setter
* def labels(self, value): # <<<<<<<<<<<<<<
* self.cfg["labels"] = value
*
*/
/* function exit code */
__pyx_r = Py_None; __Pyx_INCREF(Py_None);
goto __pyx_L0;
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.labels", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":77
* self.cfg["labels"] = value
*
* def set_annotations(self, docs, dep_ids): # <<<<<<<<<<<<<<
* pass
*
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_7set_annotations(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_6set_annotations[] = "MultitaskObjective.set_annotations(self, docs, dep_ids)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_7set_annotations = {"set_annotations", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_7set_annotations, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_6set_annotations};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_7set_annotations(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
CYTHON_UNUSED PyObject *__pyx_v_self = 0;
CYTHON_UNUSED PyObject *__pyx_v_docs = 0;
CYTHON_UNUSED PyObject *__pyx_v_dep_ids = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("set_annotations (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_docs,&__pyx_n_s_dep_ids,0};
PyObject* values[3] = {0,0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_docs)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("set_annotations", 1, 3, 3, 1); __PYX_ERR(0, 77, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_dep_ids)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("set_annotations", 1, 3, 3, 2); __PYX_ERR(0, 77, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "set_annotations") < 0)) __PYX_ERR(0, 77, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
}
__pyx_v_self = values[0];
__pyx_v_docs = values[1];
__pyx_v_dep_ids = values[2];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("set_annotations", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 77, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.set_annotations", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_6set_annotations(__pyx_self, __pyx_v_self, __pyx_v_docs, __pyx_v_dep_ids);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_6set_annotations(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_docs, CYTHON_UNUSED PyObject *__pyx_v_dep_ids) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__5)
__Pyx_RefNannySetupContext("set_annotations", 0);
__Pyx_TraceCall("set_annotations", __pyx_f[0], 77, 0, __PYX_ERR(0, 77, __pyx_L1_error));
/* function exit code */
__pyx_r = Py_None; __Pyx_INCREF(Py_None);
goto __pyx_L0;
__pyx_L1_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.set_annotations", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":80
* pass
*
* def initialize(self, get_examples, nlp=None, labels=None): # <<<<<<<<<<<<<<
* if not hasattr(get_examples, "__call__"):
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples))
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_9initialize(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_8initialize[] = "MultitaskObjective.initialize(self, get_examples, nlp=None, labels=None)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_9initialize = {"initialize", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_9initialize, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_8initialize};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_9initialize(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
PyObject *__pyx_v_get_examples = 0;
CYTHON_UNUSED PyObject *__pyx_v_nlp = 0;
PyObject *__pyx_v_labels = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("initialize (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_get_examples,&__pyx_n_s_nlp,&__pyx_n_s_labels,0};
PyObject* values[4] = {0,0,0,0};
values[2] = ((PyObject *)((PyObject *)Py_None));
values[3] = ((PyObject *)((PyObject *)Py_None));
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
CYTHON_FALLTHROUGH;
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_get_examples)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("initialize", 0, 2, 4, 1); __PYX_ERR(0, 80, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (kw_args > 0) {
PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_nlp);
if (value) { values[2] = value; kw_args--; }
}
CYTHON_FALLTHROUGH;
case 3:
if (kw_args > 0) {
PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_labels);
if (value) { values[3] = value; kw_args--; }
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "initialize") < 0)) __PYX_ERR(0, 80, __pyx_L3_error)
}
} else {
switch (PyTuple_GET_SIZE(__pyx_args)) {
case 4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
CYTHON_FALLTHROUGH;
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
break;
default: goto __pyx_L5_argtuple_error;
}
}
__pyx_v_self = values[0];
__pyx_v_get_examples = values[1];
__pyx_v_nlp = values[2];
__pyx_v_labels = values[3];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("initialize", 0, 2, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 80, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.initialize", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_8initialize(__pyx_self, __pyx_v_self, __pyx_v_get_examples, __pyx_v_nlp, __pyx_v_labels);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_8initialize(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_get_examples, CYTHON_UNUSED PyObject *__pyx_v_nlp, PyObject *__pyx_v_labels) {
PyObject *__pyx_v_err = NULL;
PyObject *__pyx_v_example = NULL;
PyObject *__pyx_v_token = NULL;
PyObject *__pyx_v_label = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
int __pyx_t_1;
int __pyx_t_2;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
PyObject *__pyx_t_5 = NULL;
Py_ssize_t __pyx_t_6;
PyObject *(*__pyx_t_7)(PyObject *);
Py_ssize_t __pyx_t_8;
PyObject *(*__pyx_t_9)(PyObject *);
PyObject *__pyx_t_10 = NULL;
PyObject *__pyx_t_11 = NULL;
int __pyx_t_12;
Py_ssize_t __pyx_t_13;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__6)
__Pyx_RefNannySetupContext("initialize", 0);
__Pyx_TraceCall("initialize", __pyx_f[0], 80, 0, __PYX_ERR(0, 80, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":81
*
* def initialize(self, get_examples, nlp=None, labels=None):
* if not hasattr(get_examples, "__call__"): # <<<<<<<<<<<<<<
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples))
* raise ValueError(err)
*/
__pyx_t_1 = __Pyx_HasAttr(__pyx_v_get_examples, __pyx_n_s_call); if (unlikely(__pyx_t_1 == ((int)-1))) __PYX_ERR(0, 81, __pyx_L1_error)
__pyx_t_2 = ((!(__pyx_t_1 != 0)) != 0);
if (unlikely(__pyx_t_2)) {
/* "spacy/pipeline/multitask.pyx":82
* def initialize(self, get_examples, nlp=None, labels=None):
* if not hasattr(get_examples, "__call__"):
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples)) # <<<<<<<<<<<<<<
* raise ValueError(err)
* if labels is not None:
*/
__Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_Errors); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 82, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_E930); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 82, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_format); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 82, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_4 = __Pyx_PyDict_NewPresized(2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 82, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
if (PyDict_SetItem(__pyx_t_4, __pyx_n_s_name, __pyx_n_s_MultitaskObjective) < 0) __PYX_ERR(0, 82, __pyx_L1_error)
if (PyDict_SetItem(__pyx_t_4, __pyx_n_s_obj, ((PyObject *)Py_TYPE(__pyx_v_get_examples))) < 0) __PYX_ERR(0, 82, __pyx_L1_error)
__pyx_t_5 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_empty_tuple, __pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 82, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_v_err = __pyx_t_5;
__pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":83
* if not hasattr(get_examples, "__call__"):
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples))
* raise ValueError(err) # <<<<<<<<<<<<<<
* if labels is not None:
* self.labels = labels
*/
__pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_builtin_ValueError, __pyx_v_err); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 83, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_Raise(__pyx_t_5, 0, 0, 0);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__PYX_ERR(0, 83, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":81
*
* def initialize(self, get_examples, nlp=None, labels=None):
* if not hasattr(get_examples, "__call__"): # <<<<<<<<<<<<<<
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples))
* raise ValueError(err)
*/
}
/* "spacy/pipeline/multitask.pyx":84
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples))
* raise ValueError(err)
* if labels is not None: # <<<<<<<<<<<<<<
* self.labels = labels
* else:
*/
__pyx_t_2 = (__pyx_v_labels != Py_None);
__pyx_t_1 = (__pyx_t_2 != 0);
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":85
* raise ValueError(err)
* if labels is not None:
* self.labels = labels # <<<<<<<<<<<<<<
* else:
* for example in get_examples():
*/
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_labels, __pyx_v_labels) < 0) __PYX_ERR(0, 85, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":84
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples))
* raise ValueError(err)
* if labels is not None: # <<<<<<<<<<<<<<
* self.labels = labels
* else:
*/
goto __pyx_L4;
}
/* "spacy/pipeline/multitask.pyx":87
* self.labels = labels
* else:
* for example in get_examples(): # <<<<<<<<<<<<<<
* for token in example.y:
* label = self.make_label(token)
*/
/*else*/ {
__Pyx_INCREF(__pyx_v_get_examples);
__pyx_t_4 = __pyx_v_get_examples; __pyx_t_3 = NULL;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_4))) {
__pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
if (likely(__pyx_t_3)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
__Pyx_INCREF(__pyx_t_3);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_4, function);
}
}
__pyx_t_5 = (__pyx_t_3) ? __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_t_3) : __Pyx_PyObject_CallNoArg(__pyx_t_4);
__Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 87, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
if (likely(PyList_CheckExact(__pyx_t_5)) || PyTuple_CheckExact(__pyx_t_5)) {
__pyx_t_4 = __pyx_t_5; __Pyx_INCREF(__pyx_t_4); __pyx_t_6 = 0;
__pyx_t_7 = NULL;
} else {
__pyx_t_6 = -1; __pyx_t_4 = PyObject_GetIter(__pyx_t_5); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 87, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_7 = Py_TYPE(__pyx_t_4)->tp_iternext; if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 87, __pyx_L1_error)
}
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
for (;;) {
if (likely(!__pyx_t_7)) {
if (likely(PyList_CheckExact(__pyx_t_4))) {
if (__pyx_t_6 >= PyList_GET_SIZE(__pyx_t_4)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_5 = PyList_GET_ITEM(__pyx_t_4, __pyx_t_6); __Pyx_INCREF(__pyx_t_5); __pyx_t_6++; if (unlikely(0 < 0)) __PYX_ERR(0, 87, __pyx_L1_error)
#else
__pyx_t_5 = PySequence_ITEM(__pyx_t_4, __pyx_t_6); __pyx_t_6++; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 87, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
#endif
} else {
if (__pyx_t_6 >= PyTuple_GET_SIZE(__pyx_t_4)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_5 = PyTuple_GET_ITEM(__pyx_t_4, __pyx_t_6); __Pyx_INCREF(__pyx_t_5); __pyx_t_6++; if (unlikely(0 < 0)) __PYX_ERR(0, 87, __pyx_L1_error)
#else
__pyx_t_5 = PySequence_ITEM(__pyx_t_4, __pyx_t_6); __pyx_t_6++; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 87, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
#endif
}
} else {
__pyx_t_5 = __pyx_t_7(__pyx_t_4);
if (unlikely(!__pyx_t_5)) {
PyObject* exc_type = PyErr_Occurred();
if (exc_type) {
if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
else __PYX_ERR(0, 87, __pyx_L1_error)
}
break;
}
__Pyx_GOTREF(__pyx_t_5);
}
__Pyx_XDECREF_SET(__pyx_v_example, __pyx_t_5);
__pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":88
* else:
* for example in get_examples():
* for token in example.y: # <<<<<<<<<<<<<<
* label = self.make_label(token)
* if label is not None and label not in self.labels:
*/
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_example, __pyx_n_s_y); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 88, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (likely(PyList_CheckExact(__pyx_t_5)) || PyTuple_CheckExact(__pyx_t_5)) {
__pyx_t_3 = __pyx_t_5; __Pyx_INCREF(__pyx_t_3); __pyx_t_8 = 0;
__pyx_t_9 = NULL;
} else {
__pyx_t_8 = -1; __pyx_t_3 = PyObject_GetIter(__pyx_t_5); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 88, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_9 = Py_TYPE(__pyx_t_3)->tp_iternext; if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 88, __pyx_L1_error)
}
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
for (;;) {
if (likely(!__pyx_t_9)) {
if (likely(PyList_CheckExact(__pyx_t_3))) {
if (__pyx_t_8 >= PyList_GET_SIZE(__pyx_t_3)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_5 = PyList_GET_ITEM(__pyx_t_3, __pyx_t_8); __Pyx_INCREF(__pyx_t_5); __pyx_t_8++; if (unlikely(0 < 0)) __PYX_ERR(0, 88, __pyx_L1_error)
#else
__pyx_t_5 = PySequence_ITEM(__pyx_t_3, __pyx_t_8); __pyx_t_8++; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 88, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
#endif
} else {
if (__pyx_t_8 >= PyTuple_GET_SIZE(__pyx_t_3)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_5 = PyTuple_GET_ITEM(__pyx_t_3, __pyx_t_8); __Pyx_INCREF(__pyx_t_5); __pyx_t_8++; if (unlikely(0 < 0)) __PYX_ERR(0, 88, __pyx_L1_error)
#else
__pyx_t_5 = PySequence_ITEM(__pyx_t_3, __pyx_t_8); __pyx_t_8++; if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 88, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
#endif
}
} else {
__pyx_t_5 = __pyx_t_9(__pyx_t_3);
if (unlikely(!__pyx_t_5)) {
PyObject* exc_type = PyErr_Occurred();
if (exc_type) {
if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
else __PYX_ERR(0, 88, __pyx_L1_error)
}
break;
}
__Pyx_GOTREF(__pyx_t_5);
}
__Pyx_XDECREF_SET(__pyx_v_token, __pyx_t_5);
__pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":89
* for example in get_examples():
* for token in example.y:
* label = self.make_label(token) # <<<<<<<<<<<<<<
* if label is not None and label not in self.labels:
* self.labels[label] = len(self.labels)
*/
__pyx_t_10 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_make_label); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 89, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_10);
__pyx_t_11 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_10))) {
__pyx_t_11 = PyMethod_GET_SELF(__pyx_t_10);
if (likely(__pyx_t_11)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_10);
__Pyx_INCREF(__pyx_t_11);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_10, function);
}
}
__pyx_t_5 = (__pyx_t_11) ? __Pyx_PyObject_Call2Args(__pyx_t_10, __pyx_t_11, __pyx_v_token) : __Pyx_PyObject_CallOneArg(__pyx_t_10, __pyx_v_token);
__Pyx_XDECREF(__pyx_t_11); __pyx_t_11 = 0;
if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 89, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
__Pyx_XDECREF_SET(__pyx_v_label, __pyx_t_5);
__pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":90
* for token in example.y:
* label = self.make_label(token)
* if label is not None and label not in self.labels: # <<<<<<<<<<<<<<
* self.labels[label] = len(self.labels)
* self.model.initialize() # TODO: fix initialization by defining X and Y
*/
__pyx_t_2 = (__pyx_v_label != Py_None);
__pyx_t_12 = (__pyx_t_2 != 0);
if (__pyx_t_12) {
} else {
__pyx_t_1 = __pyx_t_12;
goto __pyx_L10_bool_binop_done;
}
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_labels); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 90, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_12 = (__Pyx_PySequence_ContainsTF(__pyx_v_label, __pyx_t_5, Py_NE)); if (unlikely(__pyx_t_12 < 0)) __PYX_ERR(0, 90, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_t_2 = (__pyx_t_12 != 0);
__pyx_t_1 = __pyx_t_2;
__pyx_L10_bool_binop_done:;
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":91
* label = self.make_label(token)
* if label is not None and label not in self.labels:
* self.labels[label] = len(self.labels) # <<<<<<<<<<<<<<
* self.model.initialize() # TODO: fix initialization by defining X and Y
*
*/
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_labels); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 91, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_13 = PyObject_Length(__pyx_t_5); if (unlikely(__pyx_t_13 == ((Py_ssize_t)-1))) __PYX_ERR(0, 91, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_t_5 = PyInt_FromSsize_t(__pyx_t_13); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 91, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_10 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_labels); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 91, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_10);
if (unlikely(PyObject_SetItem(__pyx_t_10, __pyx_v_label, __pyx_t_5) < 0)) __PYX_ERR(0, 91, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":90
* for token in example.y:
* label = self.make_label(token)
* if label is not None and label not in self.labels: # <<<<<<<<<<<<<<
* self.labels[label] = len(self.labels)
* self.model.initialize() # TODO: fix initialization by defining X and Y
*/
}
/* "spacy/pipeline/multitask.pyx":88
* else:
* for example in get_examples():
* for token in example.y: # <<<<<<<<<<<<<<
* label = self.make_label(token)
* if label is not None and label not in self.labels:
*/
}
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":87
* self.labels = labels
* else:
* for example in get_examples(): # <<<<<<<<<<<<<<
* for token in example.y:
* label = self.make_label(token)
*/
}
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
}
__pyx_L4:;
/* "spacy/pipeline/multitask.pyx":92
* if label is not None and label not in self.labels:
* self.labels[label] = len(self.labels)
* self.model.initialize() # TODO: fix initialization by defining X and Y # <<<<<<<<<<<<<<
*
* def predict(self, docs):
*/
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 92, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_initialize); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 92, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_5))) {
__pyx_t_3 = PyMethod_GET_SELF(__pyx_t_5);
if (likely(__pyx_t_3)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
__Pyx_INCREF(__pyx_t_3);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_5, function);
}
}
__pyx_t_4 = (__pyx_t_3) ? __Pyx_PyObject_CallOneArg(__pyx_t_5, __pyx_t_3) : __Pyx_PyObject_CallNoArg(__pyx_t_5);
__Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 92, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":80
* pass
*
* def initialize(self, get_examples, nlp=None, labels=None): # <<<<<<<<<<<<<<
* if not hasattr(get_examples, "__call__"):
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples))
*/
/* function exit code */
__pyx_r = Py_None; __Pyx_INCREF(Py_None);
goto __pyx_L0;
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_XDECREF(__pyx_t_5);
__Pyx_XDECREF(__pyx_t_10);
__Pyx_XDECREF(__pyx_t_11);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.initialize", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_err);
__Pyx_XDECREF(__pyx_v_example);
__Pyx_XDECREF(__pyx_v_token);
__Pyx_XDECREF(__pyx_v_label);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":94
* self.model.initialize() # TODO: fix initialization by defining X and Y
*
* def predict(self, docs): # <<<<<<<<<<<<<<
* tokvecs = self.model.get_ref("tok2vec")(docs)
* scores = self.model.get_ref("softmax")(tokvecs)
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_11predict(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_10predict[] = "MultitaskObjective.predict(self, docs)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_11predict = {"predict", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_11predict, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_10predict};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_11predict(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
PyObject *__pyx_v_docs = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("predict (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_docs,0};
PyObject* values[2] = {0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_docs)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("predict", 1, 2, 2, 1); __PYX_ERR(0, 94, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "predict") < 0)) __PYX_ERR(0, 94, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
}
__pyx_v_self = values[0];
__pyx_v_docs = values[1];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("predict", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 94, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.predict", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_10predict(__pyx_self, __pyx_v_self, __pyx_v_docs);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_10predict(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_docs) {
PyObject *__pyx_v_tokvecs = NULL;
PyObject *__pyx_v_scores = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__7)
__Pyx_RefNannySetupContext("predict", 0);
__Pyx_TraceCall("predict", __pyx_f[0], 94, 0, __PYX_ERR(0, 94, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":95
*
* def predict(self, docs):
* tokvecs = self.model.get_ref("tok2vec")(docs) # <<<<<<<<<<<<<<
* scores = self.model.get_ref("softmax")(tokvecs)
* return tokvecs, scores
*/
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 95, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_get_ref); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 95, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_4))) {
__pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
if (likely(__pyx_t_3)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
__Pyx_INCREF(__pyx_t_3);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_4, function);
}
}
__pyx_t_2 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_3, __pyx_n_s_tok2vec) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_n_s_tok2vec);
__Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 95, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_4 = NULL;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
__pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
if (likely(__pyx_t_4)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
__Pyx_INCREF(__pyx_t_4);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_2, function);
}
}
__pyx_t_1 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_2, __pyx_t_4, __pyx_v_docs) : __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_v_docs);
__Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 95, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_v_tokvecs = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":96
* def predict(self, docs):
* tokvecs = self.model.get_ref("tok2vec")(docs)
* scores = self.model.get_ref("softmax")(tokvecs) # <<<<<<<<<<<<<<
* return tokvecs, scores
*
*/
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 96, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_get_ref); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 96, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_4 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_3))) {
__pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
if (likely(__pyx_t_4)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
__Pyx_INCREF(__pyx_t_4);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_3, function);
}
}
__pyx_t_2 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_4, __pyx_n_s_softmax) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_n_s_softmax);
__Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 96, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = NULL;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
__pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
if (likely(__pyx_t_3)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
__Pyx_INCREF(__pyx_t_3);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_2, function);
}
}
__pyx_t_1 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_2, __pyx_t_3, __pyx_v_tokvecs) : __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_v_tokvecs);
__Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 96, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_v_scores = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":97
* tokvecs = self.model.get_ref("tok2vec")(docs)
* scores = self.model.get_ref("softmax")(tokvecs)
* return tokvecs, scores # <<<<<<<<<<<<<<
*
* def get_loss(self, examples, scores):
*/
__Pyx_XDECREF(__pyx_r);
__pyx_t_1 = PyTuple_New(2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 97, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_INCREF(__pyx_v_tokvecs);
__Pyx_GIVEREF(__pyx_v_tokvecs);
PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_tokvecs);
__Pyx_INCREF(__pyx_v_scores);
__Pyx_GIVEREF(__pyx_v_scores);
PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_v_scores);
__pyx_r = __pyx_t_1;
__pyx_t_1 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":94
* self.model.initialize() # TODO: fix initialization by defining X and Y
*
* def predict(self, docs): # <<<<<<<<<<<<<<
* tokvecs = self.model.get_ref("tok2vec")(docs)
* scores = self.model.get_ref("softmax")(tokvecs)
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.predict", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_tokvecs);
__Pyx_XDECREF(__pyx_v_scores);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":99
* return tokvecs, scores
*
* def get_loss(self, examples, scores): # <<<<<<<<<<<<<<
* cdef int idx = 0
* correct = numpy.zeros((scores.shape[0],), dtype="i")
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_13get_loss(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_12get_loss[] = "MultitaskObjective.get_loss(self, examples, scores)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_13get_loss = {"get_loss", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_13get_loss, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_12get_loss};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_13get_loss(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
PyObject *__pyx_v_examples = 0;
PyObject *__pyx_v_scores = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("get_loss (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_examples,&__pyx_n_s_scores,0};
PyObject* values[3] = {0,0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_examples)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("get_loss", 1, 3, 3, 1); __PYX_ERR(0, 99, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_scores)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("get_loss", 1, 3, 3, 2); __PYX_ERR(0, 99, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "get_loss") < 0)) __PYX_ERR(0, 99, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
}
__pyx_v_self = values[0];
__pyx_v_examples = values[1];
__pyx_v_scores = values[2];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("get_loss", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 99, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.get_loss", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_12get_loss(__pyx_self, __pyx_v_self, __pyx_v_examples, __pyx_v_scores);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_12get_loss(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_examples, PyObject *__pyx_v_scores) {
int __pyx_v_idx;
PyObject *__pyx_v_correct = NULL;
PyObject *__pyx_v_guesses = NULL;
CYTHON_UNUSED PyObject *__pyx_v_i = NULL;
PyObject *__pyx_v_eg = NULL;
CYTHON_UNUSED PyObject *__pyx_v__doc_annots = NULL;
Py_ssize_t __pyx_v_j;
PyObject *__pyx_v_tok_annots = NULL;
PyObject *__pyx_v_label = NULL;
PyObject *__pyx_v_d_scores = NULL;
PyObject *__pyx_v_loss = NULL;
PyObject *__pyx_7genexpr__pyx_v_key = NULL;
PyObject *__pyx_7genexpr__pyx_v_values = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
Py_ssize_t __pyx_t_5;
PyObject *(*__pyx_t_6)(PyObject *);
PyObject *__pyx_t_7 = NULL;
Py_ssize_t __pyx_t_8;
Py_ssize_t __pyx_t_9;
Py_ssize_t __pyx_t_10;
Py_ssize_t __pyx_t_11;
PyObject *(*__pyx_t_12)(PyObject *);
PyObject *__pyx_t_13 = NULL;
PyObject *__pyx_t_14 = NULL;
PyObject *__pyx_t_15 = NULL;
PyObject *(*__pyx_t_16)(PyObject *);
int __pyx_t_17;
int __pyx_t_18;
int __pyx_t_19;
int __pyx_t_20;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__8)
__Pyx_RefNannySetupContext("get_loss", 0);
__Pyx_TraceCall("get_loss", __pyx_f[0], 99, 0, __PYX_ERR(0, 99, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":100
*
* def get_loss(self, examples, scores):
* cdef int idx = 0 # <<<<<<<<<<<<<<
* correct = numpy.zeros((scores.shape[0],), dtype="i")
* guesses = scores.argmax(axis=1)
*/
__pyx_v_idx = 0;
/* "spacy/pipeline/multitask.pyx":101
* def get_loss(self, examples, scores):
* cdef int idx = 0
* correct = numpy.zeros((scores.shape[0],), dtype="i") # <<<<<<<<<<<<<<
* guesses = scores.argmax(axis=1)
* for i, eg in enumerate(examples):
*/
__Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_numpy); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 101, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_zeros); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 101, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_scores, __pyx_n_s_shape); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 101, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_3 = __Pyx_GetItemInt(__pyx_t_1, 0, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 101, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = PyTuple_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 101, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_GIVEREF(__pyx_t_3);
PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_t_3);
__pyx_t_3 = 0;
__pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 101, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_GIVEREF(__pyx_t_1);
PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
__pyx_t_1 = 0;
__pyx_t_1 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 101, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_dtype, __pyx_n_s_i) < 0) __PYX_ERR(0, 101, __pyx_L1_error)
__pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 101, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_v_correct = __pyx_t_4;
__pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":102
* cdef int idx = 0
* correct = numpy.zeros((scores.shape[0],), dtype="i")
* guesses = scores.argmax(axis=1) # <<<<<<<<<<<<<<
* for i, eg in enumerate(examples):
* # Handles alignment for tokenization differences
*/
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_scores, __pyx_n_s_argmax); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 102, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_1 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 102, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_axis, __pyx_int_1) < 0) __PYX_ERR(0, 102, __pyx_L1_error)
__pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_empty_tuple, __pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 102, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_v_guesses = __pyx_t_3;
__pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":103
* correct = numpy.zeros((scores.shape[0],), dtype="i")
* guesses = scores.argmax(axis=1)
* for i, eg in enumerate(examples): # <<<<<<<<<<<<<<
* # Handles alignment for tokenization differences
* _doc_annots = eg.get_aligned() # TODO
*/
__Pyx_INCREF(__pyx_int_0);
__pyx_t_3 = __pyx_int_0;
if (likely(PyList_CheckExact(__pyx_v_examples)) || PyTuple_CheckExact(__pyx_v_examples)) {
__pyx_t_1 = __pyx_v_examples; __Pyx_INCREF(__pyx_t_1); __pyx_t_5 = 0;
__pyx_t_6 = NULL;
} else {
__pyx_t_5 = -1; __pyx_t_1 = PyObject_GetIter(__pyx_v_examples); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 103, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_6 = Py_TYPE(__pyx_t_1)->tp_iternext; if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 103, __pyx_L1_error)
}
for (;;) {
if (likely(!__pyx_t_6)) {
if (likely(PyList_CheckExact(__pyx_t_1))) {
if (__pyx_t_5 >= PyList_GET_SIZE(__pyx_t_1)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_4 = PyList_GET_ITEM(__pyx_t_1, __pyx_t_5); __Pyx_INCREF(__pyx_t_4); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 103, __pyx_L1_error)
#else
__pyx_t_4 = PySequence_ITEM(__pyx_t_1, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 103, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
#endif
} else {
if (__pyx_t_5 >= PyTuple_GET_SIZE(__pyx_t_1)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_4 = PyTuple_GET_ITEM(__pyx_t_1, __pyx_t_5); __Pyx_INCREF(__pyx_t_4); __pyx_t_5++; if (unlikely(0 < 0)) __PYX_ERR(0, 103, __pyx_L1_error)
#else
__pyx_t_4 = PySequence_ITEM(__pyx_t_1, __pyx_t_5); __pyx_t_5++; if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 103, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
#endif
}
} else {
__pyx_t_4 = __pyx_t_6(__pyx_t_1);
if (unlikely(!__pyx_t_4)) {
PyObject* exc_type = PyErr_Occurred();
if (exc_type) {
if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
else __PYX_ERR(0, 103, __pyx_L1_error)
}
break;
}
__Pyx_GOTREF(__pyx_t_4);
}
__Pyx_XDECREF_SET(__pyx_v_eg, __pyx_t_4);
__pyx_t_4 = 0;
__Pyx_INCREF(__pyx_t_3);
__Pyx_XDECREF_SET(__pyx_v_i, __pyx_t_3);
__pyx_t_4 = __Pyx_PyInt_AddObjC(__pyx_t_3, __pyx_int_1, 1, 0, 0); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 103, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_3);
__pyx_t_3 = __pyx_t_4;
__pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":105
* for i, eg in enumerate(examples):
* # Handles alignment for tokenization differences
* _doc_annots = eg.get_aligned() # TODO # <<<<<<<<<<<<<<
* for j in range(len(eg.predicted)):
* tok_annots = {key: values[j] for key, values in tok_annots.items()}
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_eg, __pyx_n_s_get_aligned); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 105, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_7 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_2))) {
__pyx_t_7 = PyMethod_GET_SELF(__pyx_t_2);
if (likely(__pyx_t_7)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
__Pyx_INCREF(__pyx_t_7);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_2, function);
}
}
__pyx_t_4 = (__pyx_t_7) ? __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_7) : __Pyx_PyObject_CallNoArg(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 105, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_XDECREF_SET(__pyx_v__doc_annots, __pyx_t_4);
__pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":106
* # Handles alignment for tokenization differences
* _doc_annots = eg.get_aligned() # TODO
* for j in range(len(eg.predicted)): # <<<<<<<<<<<<<<
* tok_annots = {key: values[j] for key, values in tok_annots.items()}
* label = self.make_label(j, tok_annots)
*/
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_eg, __pyx_n_s_predicted); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 106, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_8 = PyObject_Length(__pyx_t_4); if (unlikely(__pyx_t_8 == ((Py_ssize_t)-1))) __PYX_ERR(0, 106, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_9 = __pyx_t_8;
for (__pyx_t_10 = 0; __pyx_t_10 < __pyx_t_9; __pyx_t_10+=1) {
__pyx_v_j = __pyx_t_10;
/* "spacy/pipeline/multitask.pyx":107
* _doc_annots = eg.get_aligned() # TODO
* for j in range(len(eg.predicted)):
* tok_annots = {key: values[j] for key, values in tok_annots.items()} # <<<<<<<<<<<<<<
* label = self.make_label(j, tok_annots)
* if label is None or label not in self.labels:
*/
{ /* enter inner scope */
__pyx_t_4 = PyDict_New(); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_GOTREF(__pyx_t_4);
if (unlikely(!__pyx_v_tok_annots)) { __Pyx_RaiseUnboundLocalError("tok_annots"); __PYX_ERR(0, 107, __pyx_L9_error) }
__pyx_t_2 = __Pyx_PyDict_Items(__pyx_v_tok_annots); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_GOTREF(__pyx_t_2);
if (likely(PyList_CheckExact(__pyx_t_2)) || PyTuple_CheckExact(__pyx_t_2)) {
__pyx_t_7 = __pyx_t_2; __Pyx_INCREF(__pyx_t_7); __pyx_t_11 = 0;
__pyx_t_12 = NULL;
} else {
__pyx_t_11 = -1; __pyx_t_7 = PyObject_GetIter(__pyx_t_2); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_GOTREF(__pyx_t_7);
__pyx_t_12 = Py_TYPE(__pyx_t_7)->tp_iternext; if (unlikely(!__pyx_t_12)) __PYX_ERR(0, 107, __pyx_L9_error)
}
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
for (;;) {
if (likely(!__pyx_t_12)) {
if (likely(PyList_CheckExact(__pyx_t_7))) {
if (__pyx_t_11 >= PyList_GET_SIZE(__pyx_t_7)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_2 = PyList_GET_ITEM(__pyx_t_7, __pyx_t_11); __Pyx_INCREF(__pyx_t_2); __pyx_t_11++; if (unlikely(0 < 0)) __PYX_ERR(0, 107, __pyx_L9_error)
#else
__pyx_t_2 = PySequence_ITEM(__pyx_t_7, __pyx_t_11); __pyx_t_11++; if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_GOTREF(__pyx_t_2);
#endif
} else {
if (__pyx_t_11 >= PyTuple_GET_SIZE(__pyx_t_7)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_2 = PyTuple_GET_ITEM(__pyx_t_7, __pyx_t_11); __Pyx_INCREF(__pyx_t_2); __pyx_t_11++; if (unlikely(0 < 0)) __PYX_ERR(0, 107, __pyx_L9_error)
#else
__pyx_t_2 = PySequence_ITEM(__pyx_t_7, __pyx_t_11); __pyx_t_11++; if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_GOTREF(__pyx_t_2);
#endif
}
} else {
__pyx_t_2 = __pyx_t_12(__pyx_t_7);
if (unlikely(!__pyx_t_2)) {
PyObject* exc_type = PyErr_Occurred();
if (exc_type) {
if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
else __PYX_ERR(0, 107, __pyx_L9_error)
}
break;
}
__Pyx_GOTREF(__pyx_t_2);
}
if ((likely(PyTuple_CheckExact(__pyx_t_2))) || (PyList_CheckExact(__pyx_t_2))) {
PyObject* sequence = __pyx_t_2;
Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
if (unlikely(size != 2)) {
if (size > 2) __Pyx_RaiseTooManyValuesError(2);
else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
__PYX_ERR(0, 107, __pyx_L9_error)
}
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
if (likely(PyTuple_CheckExact(sequence))) {
__pyx_t_13 = PyTuple_GET_ITEM(sequence, 0);
__pyx_t_14 = PyTuple_GET_ITEM(sequence, 1);
} else {
__pyx_t_13 = PyList_GET_ITEM(sequence, 0);
__pyx_t_14 = PyList_GET_ITEM(sequence, 1);
}
__Pyx_INCREF(__pyx_t_13);
__Pyx_INCREF(__pyx_t_14);
#else
__pyx_t_13 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_GOTREF(__pyx_t_13);
__pyx_t_14 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_14)) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_GOTREF(__pyx_t_14);
#endif
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
} else {
Py_ssize_t index = -1;
__pyx_t_15 = PyObject_GetIter(__pyx_t_2); if (unlikely(!__pyx_t_15)) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_GOTREF(__pyx_t_15);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_16 = Py_TYPE(__pyx_t_15)->tp_iternext;
index = 0; __pyx_t_13 = __pyx_t_16(__pyx_t_15); if (unlikely(!__pyx_t_13)) goto __pyx_L12_unpacking_failed;
__Pyx_GOTREF(__pyx_t_13);
index = 1; __pyx_t_14 = __pyx_t_16(__pyx_t_15); if (unlikely(!__pyx_t_14)) goto __pyx_L12_unpacking_failed;
__Pyx_GOTREF(__pyx_t_14);
if (__Pyx_IternextUnpackEndCheck(__pyx_t_16(__pyx_t_15), 2) < 0) __PYX_ERR(0, 107, __pyx_L9_error)
__pyx_t_16 = NULL;
__Pyx_DECREF(__pyx_t_15); __pyx_t_15 = 0;
goto __pyx_L13_unpacking_done;
__pyx_L12_unpacking_failed:;
__Pyx_DECREF(__pyx_t_15); __pyx_t_15 = 0;
__pyx_t_16 = NULL;
if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
__PYX_ERR(0, 107, __pyx_L9_error)
__pyx_L13_unpacking_done:;
}
__Pyx_XDECREF_SET(__pyx_7genexpr__pyx_v_key, __pyx_t_13);
__pyx_t_13 = 0;
__Pyx_XDECREF_SET(__pyx_7genexpr__pyx_v_values, __pyx_t_14);
__pyx_t_14 = 0;
__pyx_t_2 = __Pyx_GetItemInt(__pyx_7genexpr__pyx_v_values, __pyx_v_j, Py_ssize_t, 1, PyInt_FromSsize_t, 0, 1, 1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_GOTREF(__pyx_t_2);
if (unlikely(PyDict_SetItem(__pyx_t_4, (PyObject*)__pyx_7genexpr__pyx_v_key, (PyObject*)__pyx_t_2))) __PYX_ERR(0, 107, __pyx_L9_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
}
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
__Pyx_XDECREF(__pyx_7genexpr__pyx_v_key); __pyx_7genexpr__pyx_v_key = 0;
__Pyx_XDECREF(__pyx_7genexpr__pyx_v_values); __pyx_7genexpr__pyx_v_values = 0;
goto __pyx_L14_exit_scope;
__pyx_L9_error:;
__Pyx_XDECREF(__pyx_7genexpr__pyx_v_key); __pyx_7genexpr__pyx_v_key = 0;
__Pyx_XDECREF(__pyx_7genexpr__pyx_v_values); __pyx_7genexpr__pyx_v_values = 0;
goto __pyx_L1_error;
__pyx_L14_exit_scope:;
} /* exit inner scope */
__Pyx_XDECREF_SET(__pyx_v_tok_annots, ((PyObject*)__pyx_t_4));
__pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":108
* for j in range(len(eg.predicted)):
* tok_annots = {key: values[j] for key, values in tok_annots.items()}
* label = self.make_label(j, tok_annots) # <<<<<<<<<<<<<<
* if label is None or label not in self.labels:
* correct[idx] = guesses[idx]
*/
__pyx_t_7 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_make_label); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 108, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
__pyx_t_2 = PyInt_FromSsize_t(__pyx_v_j); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 108, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_14 = NULL;
__pyx_t_17 = 0;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_7))) {
__pyx_t_14 = PyMethod_GET_SELF(__pyx_t_7);
if (likely(__pyx_t_14)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
__Pyx_INCREF(__pyx_t_14);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_7, function);
__pyx_t_17 = 1;
}
}
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(__pyx_t_7)) {
PyObject *__pyx_temp[3] = {__pyx_t_14, __pyx_t_2, __pyx_v_tok_annots};
__pyx_t_4 = __Pyx_PyFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_17, 2+__pyx_t_17); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 108, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
} else
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(__pyx_t_7)) {
PyObject *__pyx_temp[3] = {__pyx_t_14, __pyx_t_2, __pyx_v_tok_annots};
__pyx_t_4 = __Pyx_PyCFunction_FastCall(__pyx_t_7, __pyx_temp+1-__pyx_t_17, 2+__pyx_t_17); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 108, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_14); __pyx_t_14 = 0;
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
} else
#endif
{
__pyx_t_13 = PyTuple_New(2+__pyx_t_17); if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 108, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_13);
if (__pyx_t_14) {
__Pyx_GIVEREF(__pyx_t_14); PyTuple_SET_ITEM(__pyx_t_13, 0, __pyx_t_14); __pyx_t_14 = NULL;
}
__Pyx_GIVEREF(__pyx_t_2);
PyTuple_SET_ITEM(__pyx_t_13, 0+__pyx_t_17, __pyx_t_2);
__Pyx_INCREF(__pyx_v_tok_annots);
__Pyx_GIVEREF(__pyx_v_tok_annots);
PyTuple_SET_ITEM(__pyx_t_13, 1+__pyx_t_17, __pyx_v_tok_annots);
__pyx_t_2 = 0;
__pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_7, __pyx_t_13, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 108, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
}
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
__Pyx_XDECREF_SET(__pyx_v_label, __pyx_t_4);
__pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":109
* tok_annots = {key: values[j] for key, values in tok_annots.items()}
* label = self.make_label(j, tok_annots)
* if label is None or label not in self.labels: # <<<<<<<<<<<<<<
* correct[idx] = guesses[idx]
* else:
*/
__pyx_t_19 = (__pyx_v_label == Py_None);
__pyx_t_20 = (__pyx_t_19 != 0);
if (!__pyx_t_20) {
} else {
__pyx_t_18 = __pyx_t_20;
goto __pyx_L16_bool_binop_done;
}
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_labels); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 109, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_20 = (__Pyx_PySequence_ContainsTF(__pyx_v_label, __pyx_t_4, Py_NE)); if (unlikely(__pyx_t_20 < 0)) __PYX_ERR(0, 109, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_19 = (__pyx_t_20 != 0);
__pyx_t_18 = __pyx_t_19;
__pyx_L16_bool_binop_done:;
if (__pyx_t_18) {
/* "spacy/pipeline/multitask.pyx":110
* label = self.make_label(j, tok_annots)
* if label is None or label not in self.labels:
* correct[idx] = guesses[idx] # <<<<<<<<<<<<<<
* else:
* correct[idx] = self.labels[label]
*/
__pyx_t_4 = __Pyx_GetItemInt(__pyx_v_guesses, __pyx_v_idx, int, 1, __Pyx_PyInt_From_int, 0, 1, 1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 110, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
if (unlikely(__Pyx_SetItemInt(__pyx_v_correct, __pyx_v_idx, __pyx_t_4, int, 1, __Pyx_PyInt_From_int, 0, 1, 1) < 0)) __PYX_ERR(0, 110, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":109
* tok_annots = {key: values[j] for key, values in tok_annots.items()}
* label = self.make_label(j, tok_annots)
* if label is None or label not in self.labels: # <<<<<<<<<<<<<<
* correct[idx] = guesses[idx]
* else:
*/
goto __pyx_L15;
}
/* "spacy/pipeline/multitask.pyx":112
* correct[idx] = guesses[idx]
* else:
* correct[idx] = self.labels[label] # <<<<<<<<<<<<<<
* idx += 1
* correct = self.model.ops.xp.array(correct, dtype="i")
*/
/*else*/ {
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_labels); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 112, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_7 = __Pyx_PyObject_GetItem(__pyx_t_4, __pyx_v_label); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 112, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
if (unlikely(__Pyx_SetItemInt(__pyx_v_correct, __pyx_v_idx, __pyx_t_7, int, 1, __Pyx_PyInt_From_int, 0, 1, 1) < 0)) __PYX_ERR(0, 112, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
}
__pyx_L15:;
/* "spacy/pipeline/multitask.pyx":113
* else:
* correct[idx] = self.labels[label]
* idx += 1 # <<<<<<<<<<<<<<
* correct = self.model.ops.xp.array(correct, dtype="i")
* d_scores = scores - to_categorical(correct, n_classes=scores.shape[1])
*/
__pyx_v_idx = (__pyx_v_idx + 1);
}
/* "spacy/pipeline/multitask.pyx":103
* correct = numpy.zeros((scores.shape[0],), dtype="i")
* guesses = scores.argmax(axis=1)
* for i, eg in enumerate(examples): # <<<<<<<<<<<<<<
* # Handles alignment for tokenization differences
* _doc_annots = eg.get_aligned() # TODO
*/
}
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":114
* correct[idx] = self.labels[label]
* idx += 1
* correct = self.model.ops.xp.array(correct, dtype="i") # <<<<<<<<<<<<<<
* d_scores = scores - to_categorical(correct, n_classes=scores.shape[1])
* loss = (d_scores**2).sum()
*/
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 114, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_ops); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 114, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_xp); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 114, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_array); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 114, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = PyTuple_New(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 114, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_INCREF(__pyx_v_correct);
__Pyx_GIVEREF(__pyx_v_correct);
PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_v_correct);
__pyx_t_7 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 114, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
if (PyDict_SetItem(__pyx_t_7, __pyx_n_s_dtype, __pyx_n_s_i) < 0) __PYX_ERR(0, 114, __pyx_L1_error)
__pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_t_3, __pyx_t_7); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 114, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
__Pyx_DECREF_SET(__pyx_v_correct, __pyx_t_4);
__pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":115
* idx += 1
* correct = self.model.ops.xp.array(correct, dtype="i")
* d_scores = scores - to_categorical(correct, n_classes=scores.shape[1]) # <<<<<<<<<<<<<<
* loss = (d_scores**2).sum()
* return float(loss), d_scores
*/
__Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_to_categorical); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 115, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_7 = PyTuple_New(1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 115, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
__Pyx_INCREF(__pyx_v_correct);
__Pyx_GIVEREF(__pyx_v_correct);
PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_v_correct);
__pyx_t_3 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 115, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_scores, __pyx_n_s_shape); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 115, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_13 = __Pyx_GetItemInt(__pyx_t_1, 1, long, 1, __Pyx_PyInt_From_long, 0, 0, 1); if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 115, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_13);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
if (PyDict_SetItem(__pyx_t_3, __pyx_n_s_n_classes, __pyx_t_13) < 0) __PYX_ERR(0, 115, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
__pyx_t_13 = __Pyx_PyObject_Call(__pyx_t_4, __pyx_t_7, __pyx_t_3); if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 115, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_13);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = PyNumber_Subtract(__pyx_v_scores, __pyx_t_13); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 115, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
__pyx_v_d_scores = __pyx_t_3;
__pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":116
* correct = self.model.ops.xp.array(correct, dtype="i")
* d_scores = scores - to_categorical(correct, n_classes=scores.shape[1])
* loss = (d_scores**2).sum() # <<<<<<<<<<<<<<
* return float(loss), d_scores
*
*/
__pyx_t_13 = PyNumber_Power(__pyx_v_d_scores, __pyx_int_2, Py_None); if (unlikely(!__pyx_t_13)) __PYX_ERR(0, 116, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_13);
__pyx_t_7 = __Pyx_PyObject_GetAttrStr(__pyx_t_13, __pyx_n_s_sum); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 116, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
__Pyx_DECREF(__pyx_t_13); __pyx_t_13 = 0;
__pyx_t_13 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_7))) {
__pyx_t_13 = PyMethod_GET_SELF(__pyx_t_7);
if (likely(__pyx_t_13)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
__Pyx_INCREF(__pyx_t_13);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_7, function);
}
}
__pyx_t_3 = (__pyx_t_13) ? __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_t_13) : __Pyx_PyObject_CallNoArg(__pyx_t_7);
__Pyx_XDECREF(__pyx_t_13); __pyx_t_13 = 0;
if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 116, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
__pyx_v_loss = __pyx_t_3;
__pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":117
* d_scores = scores - to_categorical(correct, n_classes=scores.shape[1])
* loss = (d_scores**2).sum()
* return float(loss), d_scores # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__Pyx_XDECREF(__pyx_r);
__pyx_t_3 = __Pyx_PyNumber_Float(__pyx_v_loss); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 117, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_7 = PyTuple_New(2); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 117, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
__Pyx_GIVEREF(__pyx_t_3);
PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_3);
__Pyx_INCREF(__pyx_v_d_scores);
__Pyx_GIVEREF(__pyx_v_d_scores);
PyTuple_SET_ITEM(__pyx_t_7, 1, __pyx_v_d_scores);
__pyx_t_3 = 0;
__pyx_r = __pyx_t_7;
__pyx_t_7 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":99
* return tokvecs, scores
*
* def get_loss(self, examples, scores): # <<<<<<<<<<<<<<
* cdef int idx = 0
* correct = numpy.zeros((scores.shape[0],), dtype="i")
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_XDECREF(__pyx_t_7);
__Pyx_XDECREF(__pyx_t_13);
__Pyx_XDECREF(__pyx_t_14);
__Pyx_XDECREF(__pyx_t_15);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.get_loss", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_correct);
__Pyx_XDECREF(__pyx_v_guesses);
__Pyx_XDECREF(__pyx_v_i);
__Pyx_XDECREF(__pyx_v_eg);
__Pyx_XDECREF(__pyx_v__doc_annots);
__Pyx_XDECREF(__pyx_v_tok_annots);
__Pyx_XDECREF(__pyx_v_label);
__Pyx_XDECREF(__pyx_v_d_scores);
__Pyx_XDECREF(__pyx_v_loss);
__Pyx_XDECREF(__pyx_7genexpr__pyx_v_key);
__Pyx_XDECREF(__pyx_7genexpr__pyx_v_values);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":120
*
* @staticmethod
* def make_dep(token): # <<<<<<<<<<<<<<
* return token.dep_
*
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_15make_dep(PyObject *__pyx_self, PyObject *__pyx_v_token); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_14make_dep[] = "MultitaskObjective.make_dep(token)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_15make_dep = {"make_dep", (PyCFunction)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_15make_dep, METH_O, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_14make_dep};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_15make_dep(PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("make_dep (wrapper)", 0);
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_14make_dep(__pyx_self, ((PyObject *)__pyx_v_token));
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_14make_dep(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__9)
__Pyx_RefNannySetupContext("make_dep", 0);
__Pyx_TraceCall("make_dep", __pyx_f[0], 120, 0, __PYX_ERR(0, 120, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":121
* @staticmethod
* def make_dep(token):
* return token.dep_ # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__Pyx_XDECREF(__pyx_r);
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_dep_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 121, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_r = __pyx_t_1;
__pyx_t_1 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":120
*
* @staticmethod
* def make_dep(token): # <<<<<<<<<<<<<<
* return token.dep_
*
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.make_dep", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":124
*
* @staticmethod
* def make_tag(token): # <<<<<<<<<<<<<<
* return token.tag_
*
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_17make_tag(PyObject *__pyx_self, PyObject *__pyx_v_token); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_16make_tag[] = "MultitaskObjective.make_tag(token)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_17make_tag = {"make_tag", (PyCFunction)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_17make_tag, METH_O, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_16make_tag};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_17make_tag(PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("make_tag (wrapper)", 0);
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_16make_tag(__pyx_self, ((PyObject *)__pyx_v_token));
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_16make_tag(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__10)
__Pyx_RefNannySetupContext("make_tag", 0);
__Pyx_TraceCall("make_tag", __pyx_f[0], 124, 0, __PYX_ERR(0, 124, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":125
* @staticmethod
* def make_tag(token):
* return token.tag_ # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__Pyx_XDECREF(__pyx_r);
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_tag_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 125, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_r = __pyx_t_1;
__pyx_t_1 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":124
*
* @staticmethod
* def make_tag(token): # <<<<<<<<<<<<<<
* return token.tag_
*
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.make_tag", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":128
*
* @staticmethod
* def make_ent(token): # <<<<<<<<<<<<<<
* if token.ent_iob_ == "O":
* return "O"
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_19make_ent(PyObject *__pyx_self, PyObject *__pyx_v_token); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_18make_ent[] = "MultitaskObjective.make_ent(token)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_19make_ent = {"make_ent", (PyCFunction)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_19make_ent, METH_O, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_18make_ent};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_19make_ent(PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("make_ent (wrapper)", 0);
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_18make_ent(__pyx_self, ((PyObject *)__pyx_v_token));
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_18make_ent(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
int __pyx_t_2;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__11)
__Pyx_RefNannySetupContext("make_ent", 0);
__Pyx_TraceCall("make_ent", __pyx_f[0], 128, 0, __PYX_ERR(0, 128, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":129
* @staticmethod
* def make_ent(token):
* if token.ent_iob_ == "O": # <<<<<<<<<<<<<<
* return "O"
* else:
*/
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_ent_iob); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 129, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_2 = (__Pyx_PyString_Equals(__pyx_t_1, __pyx_n_s_O, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 129, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
if (__pyx_t_2) {
/* "spacy/pipeline/multitask.pyx":130
* def make_ent(token):
* if token.ent_iob_ == "O":
* return "O" # <<<<<<<<<<<<<<
* else:
* return token.ent_iob_ + "-" + token.ent_type_
*/
__Pyx_XDECREF(__pyx_r);
__Pyx_INCREF(__pyx_n_s_O);
__pyx_r = __pyx_n_s_O;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":129
* @staticmethod
* def make_ent(token):
* if token.ent_iob_ == "O": # <<<<<<<<<<<<<<
* return "O"
* else:
*/
}
/* "spacy/pipeline/multitask.pyx":132
* return "O"
* else:
* return token.ent_iob_ + "-" + token.ent_type_ # <<<<<<<<<<<<<<
*
* @staticmethod
*/
/*else*/ {
__Pyx_XDECREF(__pyx_r);
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_ent_iob); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 132, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_3 = PyNumber_Add(__pyx_t_1, __pyx_kp_s__12); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 132, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_ent_type); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 132, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_4 = PyNumber_Add(__pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 132, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_r = __pyx_t_4;
__pyx_t_4 = 0;
goto __pyx_L0;
}
/* "spacy/pipeline/multitask.pyx":128
*
* @staticmethod
* def make_ent(token): # <<<<<<<<<<<<<<
* if token.ent_iob_ == "O":
* return "O"
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.make_ent", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":135
*
* @staticmethod
* def make_dep_tag_offset(token): # <<<<<<<<<<<<<<
* dep = token.dep_
* tag = token.tag_
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_21make_dep_tag_offset(PyObject *__pyx_self, PyObject *__pyx_v_token); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_20make_dep_tag_offset[] = "MultitaskObjective.make_dep_tag_offset(token)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_21make_dep_tag_offset = {"make_dep_tag_offset", (PyCFunction)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_21make_dep_tag_offset, METH_O, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_20make_dep_tag_offset};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_21make_dep_tag_offset(PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("make_dep_tag_offset (wrapper)", 0);
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_20make_dep_tag_offset(__pyx_self, ((PyObject *)__pyx_v_token));
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_20make_dep_tag_offset(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_v_dep = NULL;
PyObject *__pyx_v_tag = NULL;
PyObject *__pyx_v_offset = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
long __pyx_t_4;
PyObject *__pyx_t_5 = NULL;
int __pyx_t_6;
Py_ssize_t __pyx_t_7;
Py_UCS4 __pyx_t_8;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__13)
__Pyx_RefNannySetupContext("make_dep_tag_offset", 0);
__Pyx_TraceCall("make_dep_tag_offset", __pyx_f[0], 135, 0, __PYX_ERR(0, 135, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":136
* @staticmethod
* def make_dep_tag_offset(token):
* dep = token.dep_ # <<<<<<<<<<<<<<
* tag = token.tag_
* offset = token.head.i - token.i
*/
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_dep_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 136, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_v_dep = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":137
* def make_dep_tag_offset(token):
* dep = token.dep_
* tag = token.tag_ # <<<<<<<<<<<<<<
* offset = token.head.i - token.i
* offset = min(offset, 2)
*/
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_tag_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 137, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_v_tag = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":138
* dep = token.dep_
* tag = token.tag_
* offset = token.head.i - token.i # <<<<<<<<<<<<<<
* offset = min(offset, 2)
* offset = max(offset, -2)
*/
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_head); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 138, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_1, __pyx_n_s_i); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 138, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_i); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 138, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_3 = PyNumber_Subtract(__pyx_t_2, __pyx_t_1); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 138, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_v_offset = __pyx_t_3;
__pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":139
* tag = token.tag_
* offset = token.head.i - token.i
* offset = min(offset, 2) # <<<<<<<<<<<<<<
* offset = max(offset, -2)
* return f"{dep}-{tag}:{offset}"
*/
__pyx_t_4 = 2;
__Pyx_INCREF(__pyx_v_offset);
__pyx_t_3 = __pyx_v_offset;
__pyx_t_2 = __Pyx_PyInt_From_long(__pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 139, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_5 = PyObject_RichCompare(__pyx_t_2, __pyx_t_3, Py_LT); __Pyx_XGOTREF(__pyx_t_5); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 139, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_5); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 139, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
if (__pyx_t_6) {
__pyx_t_5 = __Pyx_PyInt_From_long(__pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 139, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_1 = __pyx_t_5;
__pyx_t_5 = 0;
} else {
__Pyx_INCREF(__pyx_t_3);
__pyx_t_1 = __pyx_t_3;
}
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = __pyx_t_1;
__Pyx_INCREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF_SET(__pyx_v_offset, __pyx_t_3);
__pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":140
* offset = token.head.i - token.i
* offset = min(offset, 2)
* offset = max(offset, -2) # <<<<<<<<<<<<<<
* return f"{dep}-{tag}:{offset}"
*
*/
__pyx_t_4 = -2L;
__Pyx_INCREF(__pyx_v_offset);
__pyx_t_3 = __pyx_v_offset;
__pyx_t_5 = __Pyx_PyInt_From_long(__pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 140, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_2 = PyObject_RichCompare(__pyx_t_5, __pyx_t_3, Py_GT); __Pyx_XGOTREF(__pyx_t_2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 140, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_t_6 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_6 < 0)) __PYX_ERR(0, 140, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
if (__pyx_t_6) {
__pyx_t_2 = __Pyx_PyInt_From_long(__pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 140, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_1 = __pyx_t_2;
__pyx_t_2 = 0;
} else {
__Pyx_INCREF(__pyx_t_3);
__pyx_t_1 = __pyx_t_3;
}
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = __pyx_t_1;
__Pyx_INCREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF_SET(__pyx_v_offset, __pyx_t_3);
__pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":141
* offset = min(offset, 2)
* offset = max(offset, -2)
* return f"{dep}-{tag}:{offset}" # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__Pyx_XDECREF(__pyx_r);
__pyx_t_3 = PyTuple_New(5); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 141, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_7 = 0;
__pyx_t_8 = 127;
__pyx_t_1 = __Pyx_PyObject_FormatSimple(__pyx_v_dep, __pyx_empty_unicode); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 141, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_8 = (__Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) > __pyx_t_8) ? __Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) : __pyx_t_8;
__pyx_t_7 += __Pyx_PyUnicode_GET_LENGTH(__pyx_t_1);
__Pyx_GIVEREF(__pyx_t_1);
PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
__pyx_t_1 = 0;
__Pyx_INCREF(__pyx_kp_u__12);
__pyx_t_7 += 1;
__Pyx_GIVEREF(__pyx_kp_u__12);
PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_kp_u__12);
__pyx_t_1 = __Pyx_PyObject_FormatSimple(__pyx_v_tag, __pyx_empty_unicode); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 141, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_8 = (__Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) > __pyx_t_8) ? __Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) : __pyx_t_8;
__pyx_t_7 += __Pyx_PyUnicode_GET_LENGTH(__pyx_t_1);
__Pyx_GIVEREF(__pyx_t_1);
PyTuple_SET_ITEM(__pyx_t_3, 2, __pyx_t_1);
__pyx_t_1 = 0;
__Pyx_INCREF(__pyx_kp_u__14);
__pyx_t_7 += 1;
__Pyx_GIVEREF(__pyx_kp_u__14);
PyTuple_SET_ITEM(__pyx_t_3, 3, __pyx_kp_u__14);
__pyx_t_1 = __Pyx_PyObject_FormatSimple(__pyx_v_offset, __pyx_empty_unicode); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 141, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_8 = (__Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) > __pyx_t_8) ? __Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) : __pyx_t_8;
__pyx_t_7 += __Pyx_PyUnicode_GET_LENGTH(__pyx_t_1);
__Pyx_GIVEREF(__pyx_t_1);
PyTuple_SET_ITEM(__pyx_t_3, 4, __pyx_t_1);
__pyx_t_1 = 0;
__pyx_t_1 = __Pyx_PyUnicode_Join(__pyx_t_3, 5, __pyx_t_7, __pyx_t_8); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 141, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_r = __pyx_t_1;
__pyx_t_1 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":135
*
* @staticmethod
* def make_dep_tag_offset(token): # <<<<<<<<<<<<<<
* dep = token.dep_
* tag = token.tag_
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_5);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.make_dep_tag_offset", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_dep);
__Pyx_XDECREF(__pyx_v_tag);
__Pyx_XDECREF(__pyx_v_offset);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":144
*
* @staticmethod
* def make_ent_tag(token): # <<<<<<<<<<<<<<
* if token.ent_iob_ == "O":
* ent = "O"
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_23make_ent_tag(PyObject *__pyx_self, PyObject *__pyx_v_token); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_22make_ent_tag[] = "MultitaskObjective.make_ent_tag(token)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_23make_ent_tag = {"make_ent_tag", (PyCFunction)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_23make_ent_tag, METH_O, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_22make_ent_tag};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_23make_ent_tag(PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("make_ent_tag (wrapper)", 0);
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_22make_ent_tag(__pyx_self, ((PyObject *)__pyx_v_token));
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_22make_ent_tag(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_v_ent = NULL;
PyObject *__pyx_v_tag = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
int __pyx_t_2;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
Py_ssize_t __pyx_t_5;
Py_UCS4 __pyx_t_6;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__15)
__Pyx_RefNannySetupContext("make_ent_tag", 0);
__Pyx_TraceCall("make_ent_tag", __pyx_f[0], 144, 0, __PYX_ERR(0, 144, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":145
* @staticmethod
* def make_ent_tag(token):
* if token.ent_iob_ == "O": # <<<<<<<<<<<<<<
* ent = "O"
* else:
*/
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_ent_iob); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 145, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_2 = (__Pyx_PyString_Equals(__pyx_t_1, __pyx_n_s_O, Py_EQ)); if (unlikely(__pyx_t_2 < 0)) __PYX_ERR(0, 145, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
if (__pyx_t_2) {
/* "spacy/pipeline/multitask.pyx":146
* def make_ent_tag(token):
* if token.ent_iob_ == "O":
* ent = "O" # <<<<<<<<<<<<<<
* else:
* ent = token.ent_iob_ + "-" + token.ent_type_
*/
__Pyx_INCREF(__pyx_n_s_O);
__pyx_v_ent = __pyx_n_s_O;
/* "spacy/pipeline/multitask.pyx":145
* @staticmethod
* def make_ent_tag(token):
* if token.ent_iob_ == "O": # <<<<<<<<<<<<<<
* ent = "O"
* else:
*/
goto __pyx_L3;
}
/* "spacy/pipeline/multitask.pyx":148
* ent = "O"
* else:
* ent = token.ent_iob_ + "-" + token.ent_type_ # <<<<<<<<<<<<<<
* tag = token.tag_
* return f"{tag}-{ent}"
*/
/*else*/ {
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_ent_iob); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 148, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_3 = PyNumber_Add(__pyx_t_1, __pyx_kp_s__12); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 148, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_ent_type); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 148, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_4 = PyNumber_Add(__pyx_t_3, __pyx_t_1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 148, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_v_ent = __pyx_t_4;
__pyx_t_4 = 0;
}
__pyx_L3:;
/* "spacy/pipeline/multitask.pyx":149
* else:
* ent = token.ent_iob_ + "-" + token.ent_type_
* tag = token.tag_ # <<<<<<<<<<<<<<
* return f"{tag}-{ent}"
*
*/
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_tag_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 149, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_v_tag = __pyx_t_4;
__pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":150
* ent = token.ent_iob_ + "-" + token.ent_type_
* tag = token.tag_
* return f"{tag}-{ent}" # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__Pyx_XDECREF(__pyx_r);
__pyx_t_4 = PyTuple_New(3); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 150, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_5 = 0;
__pyx_t_6 = 127;
__pyx_t_1 = __Pyx_PyObject_FormatSimple(__pyx_v_tag, __pyx_empty_unicode); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 150, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_6 = (__Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) > __pyx_t_6) ? __Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) : __pyx_t_6;
__pyx_t_5 += __Pyx_PyUnicode_GET_LENGTH(__pyx_t_1);
__Pyx_GIVEREF(__pyx_t_1);
PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_1);
__pyx_t_1 = 0;
__Pyx_INCREF(__pyx_kp_u__12);
__pyx_t_5 += 1;
__Pyx_GIVEREF(__pyx_kp_u__12);
PyTuple_SET_ITEM(__pyx_t_4, 1, __pyx_kp_u__12);
__pyx_t_1 = __Pyx_PyObject_FormatSimple(__pyx_v_ent, __pyx_empty_unicode); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 150, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_6 = (__Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) > __pyx_t_6) ? __Pyx_PyUnicode_MAX_CHAR_VALUE(__pyx_t_1) : __pyx_t_6;
__pyx_t_5 += __Pyx_PyUnicode_GET_LENGTH(__pyx_t_1);
__Pyx_GIVEREF(__pyx_t_1);
PyTuple_SET_ITEM(__pyx_t_4, 2, __pyx_t_1);
__pyx_t_1 = 0;
__pyx_t_1 = __Pyx_PyUnicode_Join(__pyx_t_4, 3, __pyx_t_5, __pyx_t_6); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 150, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_r = __pyx_t_1;
__pyx_t_1 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":144
*
* @staticmethod
* def make_ent_tag(token): # <<<<<<<<<<<<<<
* if token.ent_iob_ == "O":
* ent = "O"
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.make_ent_tag", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_ent);
__Pyx_XDECREF(__pyx_v_tag);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":153
*
* @staticmethod
* def make_sent_start(token): # <<<<<<<<<<<<<<
* """A multi-task objective for representing sentence boundaries,
* using BILU scheme. (O is impossible)
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_25make_sent_start(PyObject *__pyx_self, PyObject *__pyx_v_token); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_24make_sent_start[] = "MultitaskObjective.make_sent_start(token)\nA multi-task objective for representing sentence boundaries,\n using BILU scheme. (O is impossible)\n ";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_25make_sent_start = {"make_sent_start", (PyCFunction)__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_25make_sent_start, METH_O, __pyx_doc_5spacy_8pipeline_9multitask_18MultitaskObjective_24make_sent_start};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_18MultitaskObjective_25make_sent_start(PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("make_sent_start (wrapper)", 0);
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_24make_sent_start(__pyx_self, ((PyObject *)__pyx_v_token));
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_18MultitaskObjective_24make_sent_start(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_token) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
int __pyx_t_1;
PyObject *__pyx_t_2 = NULL;
int __pyx_t_3;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__16)
__Pyx_RefNannySetupContext("make_sent_start", 0);
__Pyx_TraceCall("make_sent_start", __pyx_f[0], 153, 0, __PYX_ERR(0, 153, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":157
* using BILU scheme. (O is impossible)
* """
* if token.is_sent_start and token.is_sent_end: # <<<<<<<<<<<<<<
* return "U-SENT"
* elif token.is_sent_start:
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_is_sent_start); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 157, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_3 < 0)) __PYX_ERR(0, 157, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
if (__pyx_t_3) {
} else {
__pyx_t_1 = __pyx_t_3;
goto __pyx_L4_bool_binop_done;
}
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_is_sent_end); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 157, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_3 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_3 < 0)) __PYX_ERR(0, 157, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_1 = __pyx_t_3;
__pyx_L4_bool_binop_done:;
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":158
* """
* if token.is_sent_start and token.is_sent_end:
* return "U-SENT" # <<<<<<<<<<<<<<
* elif token.is_sent_start:
* return "B-SENT"
*/
__Pyx_XDECREF(__pyx_r);
__Pyx_INCREF(__pyx_kp_s_U_SENT);
__pyx_r = __pyx_kp_s_U_SENT;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":157
* using BILU scheme. (O is impossible)
* """
* if token.is_sent_start and token.is_sent_end: # <<<<<<<<<<<<<<
* return "U-SENT"
* elif token.is_sent_start:
*/
}
/* "spacy/pipeline/multitask.pyx":159
* if token.is_sent_start and token.is_sent_end:
* return "U-SENT"
* elif token.is_sent_start: # <<<<<<<<<<<<<<
* return "B-SENT"
* else:
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_token, __pyx_n_s_is_sent_start); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 159, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_1 = __Pyx_PyObject_IsTrue(__pyx_t_2); if (unlikely(__pyx_t_1 < 0)) __PYX_ERR(0, 159, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":160
* return "U-SENT"
* elif token.is_sent_start:
* return "B-SENT" # <<<<<<<<<<<<<<
* else:
* return "I-SENT"
*/
__Pyx_XDECREF(__pyx_r);
__Pyx_INCREF(__pyx_kp_s_B_SENT);
__pyx_r = __pyx_kp_s_B_SENT;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":159
* if token.is_sent_start and token.is_sent_end:
* return "U-SENT"
* elif token.is_sent_start: # <<<<<<<<<<<<<<
* return "B-SENT"
* else:
*/
}
/* "spacy/pipeline/multitask.pyx":162
* return "B-SENT"
* else:
* return "I-SENT" # <<<<<<<<<<<<<<
*
*
*/
/*else*/ {
__Pyx_XDECREF(__pyx_r);
__Pyx_INCREF(__pyx_kp_s_I_SENT);
__pyx_r = __pyx_kp_s_I_SENT;
goto __pyx_L0;
}
/* "spacy/pipeline/multitask.pyx":153
*
* @staticmethod
* def make_sent_start(token): # <<<<<<<<<<<<<<
* """A multi-task objective for representing sentence boundaries,
* using BILU scheme. (O is impossible)
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_2);
__Pyx_AddTraceback("spacy.pipeline.multitask.MultitaskObjective.make_sent_start", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":166
*
* class ClozeMultitask(TrainablePipe):
* def __init__(self, vocab, model, **cfg): # <<<<<<<<<<<<<<
* self.vocab = vocab
* self.model = model
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_1__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask___init__[] = "ClozeMultitask.__init__(self, vocab, model, **cfg)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_1__init__ = {"__init__", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_1__init__, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask___init__};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_1__init__(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
PyObject *__pyx_v_vocab = 0;
PyObject *__pyx_v_model = 0;
PyObject *__pyx_v_cfg = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__init__ (wrapper)", 0);
__pyx_v_cfg = PyDict_New(); if (unlikely(!__pyx_v_cfg)) return NULL;
__Pyx_GOTREF(__pyx_v_cfg);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_vocab,&__pyx_n_s_model,0};
PyObject* values[3] = {0,0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_vocab)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("__init__", 1, 3, 3, 1); __PYX_ERR(0, 166, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_model)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("__init__", 1, 3, 3, 2); __PYX_ERR(0, 166, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, __pyx_v_cfg, values, pos_args, "__init__") < 0)) __PYX_ERR(0, 166, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
}
__pyx_v_self = values[0];
__pyx_v_vocab = values[1];
__pyx_v_model = values[2];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("__init__", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 166, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_DECREF(__pyx_v_cfg); __pyx_v_cfg = 0;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask___init__(__pyx_self, __pyx_v_self, __pyx_v_vocab, __pyx_v_model, __pyx_v_cfg);
/* function exit code */
__Pyx_XDECREF(__pyx_v_cfg);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask___init__(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_vocab, PyObject *__pyx_v_model, PyObject *__pyx_v_cfg) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__17)
__Pyx_RefNannySetupContext("__init__", 0);
__Pyx_TraceCall("__init__", __pyx_f[0], 166, 0, __PYX_ERR(0, 166, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":167
* class ClozeMultitask(TrainablePipe):
* def __init__(self, vocab, model, **cfg):
* self.vocab = vocab # <<<<<<<<<<<<<<
* self.model = model
* self.cfg = cfg
*/
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_vocab, __pyx_v_vocab) < 0) __PYX_ERR(0, 167, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":168
* def __init__(self, vocab, model, **cfg):
* self.vocab = vocab
* self.model = model # <<<<<<<<<<<<<<
* self.cfg = cfg
* self.distance = CosineDistance(ignore_zeros=True, normalize=False) # TODO: in config
*/
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_model, __pyx_v_model) < 0) __PYX_ERR(0, 168, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":169
* self.vocab = vocab
* self.model = model
* self.cfg = cfg # <<<<<<<<<<<<<<
* self.distance = CosineDistance(ignore_zeros=True, normalize=False) # TODO: in config
*
*/
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_cfg, __pyx_v_cfg) < 0) __PYX_ERR(0, 169, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":170
* self.model = model
* self.cfg = cfg
* self.distance = CosineDistance(ignore_zeros=True, normalize=False) # TODO: in config # <<<<<<<<<<<<<<
*
* def set_annotations(self, docs, dep_ids):
*/
__Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_CosineDistance); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 170, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_2 = __Pyx_PyDict_NewPresized(2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 170, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_ignore_zeros, Py_True) < 0) __PYX_ERR(0, 170, __pyx_L1_error)
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_normalize, Py_False) < 0) __PYX_ERR(0, 170, __pyx_L1_error)
__pyx_t_3 = __Pyx_PyObject_Call(__pyx_t_1, __pyx_empty_tuple, __pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 170, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
if (__Pyx_PyObject_SetAttrStr(__pyx_v_self, __pyx_n_s_distance, __pyx_t_3) < 0) __PYX_ERR(0, 170, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":166
*
* class ClozeMultitask(TrainablePipe):
* def __init__(self, vocab, model, **cfg): # <<<<<<<<<<<<<<
* self.vocab = vocab
* self.model = model
*/
/* function exit code */
__pyx_r = Py_None; __Pyx_INCREF(Py_None);
goto __pyx_L0;
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.__init__", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":172
* self.distance = CosineDistance(ignore_zeros=True, normalize=False) # TODO: in config
*
* def set_annotations(self, docs, dep_ids): # <<<<<<<<<<<<<<
* pass
*
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_3set_annotations(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_2set_annotations[] = "ClozeMultitask.set_annotations(self, docs, dep_ids)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_3set_annotations = {"set_annotations", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_3set_annotations, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_2set_annotations};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_3set_annotations(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
CYTHON_UNUSED PyObject *__pyx_v_self = 0;
CYTHON_UNUSED PyObject *__pyx_v_docs = 0;
CYTHON_UNUSED PyObject *__pyx_v_dep_ids = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("set_annotations (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_docs,&__pyx_n_s_dep_ids,0};
PyObject* values[3] = {0,0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_docs)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("set_annotations", 1, 3, 3, 1); __PYX_ERR(0, 172, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_dep_ids)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("set_annotations", 1, 3, 3, 2); __PYX_ERR(0, 172, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "set_annotations") < 0)) __PYX_ERR(0, 172, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 3) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
}
__pyx_v_self = values[0];
__pyx_v_docs = values[1];
__pyx_v_dep_ids = values[2];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("set_annotations", 1, 3, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 172, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.set_annotations", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_2set_annotations(__pyx_self, __pyx_v_self, __pyx_v_docs, __pyx_v_dep_ids);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_2set_annotations(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_docs, CYTHON_UNUSED PyObject *__pyx_v_dep_ids) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__18)
__Pyx_RefNannySetupContext("set_annotations", 0);
__Pyx_TraceCall("set_annotations", __pyx_f[0], 172, 0, __PYX_ERR(0, 172, __pyx_L1_error));
/* function exit code */
__pyx_r = Py_None; __Pyx_INCREF(Py_None);
goto __pyx_L0;
__pyx_L1_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.set_annotations", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":175
* pass
*
* def initialize(self, get_examples, nlp=None): # <<<<<<<<<<<<<<
* self.model.initialize() # TODO: fix initialization by defining X and Y
* X = self.model.ops.alloc((5, self.model.get_ref("tok2vec").get_dim("nO")))
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_5initialize(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_4initialize[] = "ClozeMultitask.initialize(self, get_examples, nlp=None)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_5initialize = {"initialize", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_5initialize, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_4initialize};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_5initialize(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
CYTHON_UNUSED PyObject *__pyx_v_get_examples = 0;
CYTHON_UNUSED PyObject *__pyx_v_nlp = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("initialize (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_get_examples,&__pyx_n_s_nlp,0};
PyObject* values[3] = {0,0,0};
values[2] = ((PyObject *)((PyObject *)Py_None));
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_get_examples)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("initialize", 0, 2, 3, 1); __PYX_ERR(0, 175, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (kw_args > 0) {
PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_nlp);
if (value) { values[2] = value; kw_args--; }
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "initialize") < 0)) __PYX_ERR(0, 175, __pyx_L3_error)
}
} else {
switch (PyTuple_GET_SIZE(__pyx_args)) {
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
break;
default: goto __pyx_L5_argtuple_error;
}
}
__pyx_v_self = values[0];
__pyx_v_get_examples = values[1];
__pyx_v_nlp = values[2];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("initialize", 0, 2, 3, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 175, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.initialize", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_4initialize(__pyx_self, __pyx_v_self, __pyx_v_get_examples, __pyx_v_nlp);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_4initialize(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_get_examples, CYTHON_UNUSED PyObject *__pyx_v_nlp) {
PyObject *__pyx_v_X = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
PyObject *__pyx_t_5 = NULL;
PyObject *__pyx_t_6 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__19)
__Pyx_RefNannySetupContext("initialize", 0);
__Pyx_TraceCall("initialize", __pyx_f[0], 175, 0, __PYX_ERR(0, 175, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":176
*
* def initialize(self, get_examples, nlp=None):
* self.model.initialize() # TODO: fix initialization by defining X and Y # <<<<<<<<<<<<<<
* X = self.model.ops.alloc((5, self.model.get_ref("tok2vec").get_dim("nO")))
* self.model.output_layer.initialize(X)
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 176, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_initialize); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 176, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_3))) {
__pyx_t_2 = PyMethod_GET_SELF(__pyx_t_3);
if (likely(__pyx_t_2)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
__Pyx_INCREF(__pyx_t_2);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_3, function);
}
}
__pyx_t_1 = (__pyx_t_2) ? __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_2) : __Pyx_PyObject_CallNoArg(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 176, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":177
* def initialize(self, get_examples, nlp=None):
* self.model.initialize() # TODO: fix initialization by defining X and Y
* X = self.model.ops.alloc((5, self.model.get_ref("tok2vec").get_dim("nO"))) # <<<<<<<<<<<<<<
* self.model.output_layer.initialize(X)
*
*/
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_ops); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_alloc); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_get_ref); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_t_5 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_6))) {
__pyx_t_5 = PyMethod_GET_SELF(__pyx_t_6);
if (likely(__pyx_t_5)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
__Pyx_INCREF(__pyx_t_5);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_6, function);
}
}
__pyx_t_4 = (__pyx_t_5) ? __Pyx_PyObject_Call2Args(__pyx_t_6, __pyx_t_5, __pyx_n_s_tok2vec) : __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_n_s_tok2vec);
__Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
__pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_get_dim); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_4 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_6))) {
__pyx_t_4 = PyMethod_GET_SELF(__pyx_t_6);
if (likely(__pyx_t_4)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
__Pyx_INCREF(__pyx_t_4);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_6, function);
}
}
__pyx_t_2 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_6, __pyx_t_4, __pyx_n_s_nO) : __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_n_s_nO);
__Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
__pyx_t_6 = PyTuple_New(2); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_INCREF(__pyx_int_5);
__Pyx_GIVEREF(__pyx_int_5);
PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_int_5);
__Pyx_GIVEREF(__pyx_t_2);
PyTuple_SET_ITEM(__pyx_t_6, 1, __pyx_t_2);
__pyx_t_2 = 0;
__pyx_t_2 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_3))) {
__pyx_t_2 = PyMethod_GET_SELF(__pyx_t_3);
if (likely(__pyx_t_2)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
__Pyx_INCREF(__pyx_t_2);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_3, function);
}
}
__pyx_t_1 = (__pyx_t_2) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_2, __pyx_t_6) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_t_6);
__Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 177, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_v_X = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":178
* self.model.initialize() # TODO: fix initialization by defining X and Y
* X = self.model.ops.alloc((5, self.model.get_ref("tok2vec").get_dim("nO")))
* self.model.output_layer.initialize(X) # <<<<<<<<<<<<<<
*
* def predict(self, docs):
*/
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 178, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_output_layer); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 178, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_initialize); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 178, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
__pyx_t_6 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_3))) {
__pyx_t_6 = PyMethod_GET_SELF(__pyx_t_3);
if (likely(__pyx_t_6)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
__Pyx_INCREF(__pyx_t_6);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_3, function);
}
}
__pyx_t_1 = (__pyx_t_6) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_6, __pyx_v_X) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_v_X);
__Pyx_XDECREF(__pyx_t_6); __pyx_t_6 = 0;
if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 178, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":175
* pass
*
* def initialize(self, get_examples, nlp=None): # <<<<<<<<<<<<<<
* self.model.initialize() # TODO: fix initialization by defining X and Y
* X = self.model.ops.alloc((5, self.model.get_ref("tok2vec").get_dim("nO")))
*/
/* function exit code */
__pyx_r = Py_None; __Pyx_INCREF(Py_None);
goto __pyx_L0;
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_XDECREF(__pyx_t_5);
__Pyx_XDECREF(__pyx_t_6);
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.initialize", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_X);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":180
* self.model.output_layer.initialize(X)
*
* def predict(self, docs): # <<<<<<<<<<<<<<
* tokvecs = self.model.get_ref("tok2vec")(docs)
* vectors = self.model.get_ref("output_layer")(tokvecs)
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_7predict(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_6predict[] = "ClozeMultitask.predict(self, docs)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_7predict = {"predict", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_7predict, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_6predict};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_7predict(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
PyObject *__pyx_v_docs = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("predict (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_docs,0};
PyObject* values[2] = {0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_docs)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("predict", 1, 2, 2, 1); __PYX_ERR(0, 180, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "predict") < 0)) __PYX_ERR(0, 180, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
}
__pyx_v_self = values[0];
__pyx_v_docs = values[1];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("predict", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 180, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.predict", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_6predict(__pyx_self, __pyx_v_self, __pyx_v_docs);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_6predict(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_docs) {
PyObject *__pyx_v_tokvecs = NULL;
PyObject *__pyx_v_vectors = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__20)
__Pyx_RefNannySetupContext("predict", 0);
__Pyx_TraceCall("predict", __pyx_f[0], 180, 0, __PYX_ERR(0, 180, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":181
*
* def predict(self, docs):
* tokvecs = self.model.get_ref("tok2vec")(docs) # <<<<<<<<<<<<<<
* vectors = self.model.get_ref("output_layer")(tokvecs)
* return tokvecs, vectors
*/
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 181, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_get_ref); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 181, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_4))) {
__pyx_t_3 = PyMethod_GET_SELF(__pyx_t_4);
if (likely(__pyx_t_3)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_4);
__Pyx_INCREF(__pyx_t_3);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_4, function);
}
}
__pyx_t_2 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_4, __pyx_t_3, __pyx_n_s_tok2vec) : __Pyx_PyObject_CallOneArg(__pyx_t_4, __pyx_n_s_tok2vec);
__Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 181, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_4 = NULL;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
__pyx_t_4 = PyMethod_GET_SELF(__pyx_t_2);
if (likely(__pyx_t_4)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
__Pyx_INCREF(__pyx_t_4);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_2, function);
}
}
__pyx_t_1 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_2, __pyx_t_4, __pyx_v_docs) : __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_v_docs);
__Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 181, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_v_tokvecs = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":182
* def predict(self, docs):
* tokvecs = self.model.get_ref("tok2vec")(docs)
* vectors = self.model.get_ref("output_layer")(tokvecs) # <<<<<<<<<<<<<<
* return tokvecs, vectors
*
*/
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 182, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_4, __pyx_n_s_get_ref); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 182, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_4 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_3))) {
__pyx_t_4 = PyMethod_GET_SELF(__pyx_t_3);
if (likely(__pyx_t_4)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
__Pyx_INCREF(__pyx_t_4);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_3, function);
}
}
__pyx_t_2 = (__pyx_t_4) ? __Pyx_PyObject_Call2Args(__pyx_t_3, __pyx_t_4, __pyx_n_s_output_layer) : __Pyx_PyObject_CallOneArg(__pyx_t_3, __pyx_n_s_output_layer);
__Pyx_XDECREF(__pyx_t_4); __pyx_t_4 = 0;
if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 182, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = NULL;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
__pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
if (likely(__pyx_t_3)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
__Pyx_INCREF(__pyx_t_3);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_2, function);
}
}
__pyx_t_1 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_2, __pyx_t_3, __pyx_v_tokvecs) : __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_v_tokvecs);
__Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 182, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_v_vectors = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":183
* tokvecs = self.model.get_ref("tok2vec")(docs)
* vectors = self.model.get_ref("output_layer")(tokvecs)
* return tokvecs, vectors # <<<<<<<<<<<<<<
*
* def get_loss(self, examples, vectors, prediction):
*/
__Pyx_XDECREF(__pyx_r);
__pyx_t_1 = PyTuple_New(2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 183, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_INCREF(__pyx_v_tokvecs);
__Pyx_GIVEREF(__pyx_v_tokvecs);
PyTuple_SET_ITEM(__pyx_t_1, 0, __pyx_v_tokvecs);
__Pyx_INCREF(__pyx_v_vectors);
__Pyx_GIVEREF(__pyx_v_vectors);
PyTuple_SET_ITEM(__pyx_t_1, 1, __pyx_v_vectors);
__pyx_r = __pyx_t_1;
__pyx_t_1 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":180
* self.model.output_layer.initialize(X)
*
* def predict(self, docs): # <<<<<<<<<<<<<<
* tokvecs = self.model.get_ref("tok2vec")(docs)
* vectors = self.model.get_ref("output_layer")(tokvecs)
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.predict", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_tokvecs);
__Pyx_XDECREF(__pyx_v_vectors);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":185
* return tokvecs, vectors
*
* def get_loss(self, examples, vectors, prediction): # <<<<<<<<<<<<<<
* validate_examples(examples, "ClozeMultitask.get_loss")
* # The simplest way to implement this would be to vstack the
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_9get_loss(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_8get_loss[] = "ClozeMultitask.get_loss(self, examples, vectors, prediction)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_9get_loss = {"get_loss", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_9get_loss, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_8get_loss};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_9get_loss(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
PyObject *__pyx_v_examples = 0;
PyObject *__pyx_v_vectors = 0;
PyObject *__pyx_v_prediction = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("get_loss (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_examples,&__pyx_n_s_vectors,&__pyx_n_s_prediction,0};
PyObject* values[4] = {0,0,0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
CYTHON_FALLTHROUGH;
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_examples)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("get_loss", 1, 4, 4, 1); __PYX_ERR(0, 185, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (likely((values[2] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_vectors)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("get_loss", 1, 4, 4, 2); __PYX_ERR(0, 185, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 3:
if (likely((values[3] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_prediction)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("get_loss", 1, 4, 4, 3); __PYX_ERR(0, 185, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "get_loss") < 0)) __PYX_ERR(0, 185, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 4) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
}
__pyx_v_self = values[0];
__pyx_v_examples = values[1];
__pyx_v_vectors = values[2];
__pyx_v_prediction = values[3];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("get_loss", 1, 4, 4, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 185, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.get_loss", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_8get_loss(__pyx_self, __pyx_v_self, __pyx_v_examples, __pyx_v_vectors, __pyx_v_prediction);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_8get_loss(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_examples, PyObject *__pyx_v_vectors, PyObject *__pyx_v_prediction) {
PyObject *__pyx_v_ids = NULL;
PyObject *__pyx_v_target = NULL;
PyObject *__pyx_v_gradient = NULL;
PyObject *__pyx_v_loss = NULL;
PyObject *__pyx_v_eg = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
int __pyx_t_4;
PyObject *__pyx_t_5 = NULL;
Py_ssize_t __pyx_t_6;
PyObject *(*__pyx_t_7)(PyObject *);
PyObject *__pyx_t_8 = NULL;
PyObject *__pyx_t_9 = NULL;
PyObject *__pyx_t_10 = NULL;
PyObject *__pyx_t_11 = NULL;
PyObject *__pyx_t_12 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__21)
__Pyx_RefNannySetupContext("get_loss", 0);
__Pyx_TraceCall("get_loss", __pyx_f[0], 185, 0, __PYX_ERR(0, 185, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":186
*
* def get_loss(self, examples, vectors, prediction):
* validate_examples(examples, "ClozeMultitask.get_loss") # <<<<<<<<<<<<<<
* # The simplest way to implement this would be to vstack the
* # token.vector values, but that's a bit inefficient, especially on GPU.
*/
__Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_validate_examples); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 186, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_3 = NULL;
__pyx_t_4 = 0;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_2))) {
__pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
if (likely(__pyx_t_3)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
__Pyx_INCREF(__pyx_t_3);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_2, function);
__pyx_t_4 = 1;
}
}
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(__pyx_t_2)) {
PyObject *__pyx_temp[3] = {__pyx_t_3, __pyx_v_examples, __pyx_kp_s_ClozeMultitask_get_loss};
__pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 186, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_GOTREF(__pyx_t_1);
} else
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(__pyx_t_2)) {
PyObject *__pyx_temp[3] = {__pyx_t_3, __pyx_v_examples, __pyx_kp_s_ClozeMultitask_get_loss};
__pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_2, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 186, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_GOTREF(__pyx_t_1);
} else
#endif
{
__pyx_t_5 = PyTuple_New(2+__pyx_t_4); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 186, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (__pyx_t_3) {
__Pyx_GIVEREF(__pyx_t_3); PyTuple_SET_ITEM(__pyx_t_5, 0, __pyx_t_3); __pyx_t_3 = NULL;
}
__Pyx_INCREF(__pyx_v_examples);
__Pyx_GIVEREF(__pyx_v_examples);
PyTuple_SET_ITEM(__pyx_t_5, 0+__pyx_t_4, __pyx_v_examples);
__Pyx_INCREF(__pyx_kp_s_ClozeMultitask_get_loss);
__Pyx_GIVEREF(__pyx_kp_s_ClozeMultitask_get_loss);
PyTuple_SET_ITEM(__pyx_t_5, 1+__pyx_t_4, __pyx_kp_s_ClozeMultitask_get_loss);
__pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_2, __pyx_t_5, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 186, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
}
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":191
* # Instead we fetch the index into the vectors table for each of our tokens,
* # and look them up all at once. This prevents data copying.
* ids = self.model.ops.flatten([eg.predicted.to_array(ID).ravel() for eg in examples]) # <<<<<<<<<<<<<<
* target = vectors[ids]
* gradient = self.distance.get_grad(prediction, target)
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_ops); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_flatten); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_t_5 = PyList_New(0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (likely(PyList_CheckExact(__pyx_v_examples)) || PyTuple_CheckExact(__pyx_v_examples)) {
__pyx_t_3 = __pyx_v_examples; __Pyx_INCREF(__pyx_t_3); __pyx_t_6 = 0;
__pyx_t_7 = NULL;
} else {
__pyx_t_6 = -1; __pyx_t_3 = PyObject_GetIter(__pyx_v_examples); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_7 = Py_TYPE(__pyx_t_3)->tp_iternext; if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 191, __pyx_L1_error)
}
for (;;) {
if (likely(!__pyx_t_7)) {
if (likely(PyList_CheckExact(__pyx_t_3))) {
if (__pyx_t_6 >= PyList_GET_SIZE(__pyx_t_3)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_8 = PyList_GET_ITEM(__pyx_t_3, __pyx_t_6); __Pyx_INCREF(__pyx_t_8); __pyx_t_6++; if (unlikely(0 < 0)) __PYX_ERR(0, 191, __pyx_L1_error)
#else
__pyx_t_8 = PySequence_ITEM(__pyx_t_3, __pyx_t_6); __pyx_t_6++; if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_8);
#endif
} else {
if (__pyx_t_6 >= PyTuple_GET_SIZE(__pyx_t_3)) break;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
__pyx_t_8 = PyTuple_GET_ITEM(__pyx_t_3, __pyx_t_6); __Pyx_INCREF(__pyx_t_8); __pyx_t_6++; if (unlikely(0 < 0)) __PYX_ERR(0, 191, __pyx_L1_error)
#else
__pyx_t_8 = PySequence_ITEM(__pyx_t_3, __pyx_t_6); __pyx_t_6++; if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_8);
#endif
}
} else {
__pyx_t_8 = __pyx_t_7(__pyx_t_3);
if (unlikely(!__pyx_t_8)) {
PyObject* exc_type = PyErr_Occurred();
if (exc_type) {
if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) PyErr_Clear();
else __PYX_ERR(0, 191, __pyx_L1_error)
}
break;
}
__Pyx_GOTREF(__pyx_t_8);
}
__Pyx_XDECREF_SET(__pyx_v_eg, __pyx_t_8);
__pyx_t_8 = 0;
__pyx_t_10 = __Pyx_PyObject_GetAttrStr(__pyx_v_eg, __pyx_n_s_predicted); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_10);
__pyx_t_11 = __Pyx_PyObject_GetAttrStr(__pyx_t_10, __pyx_n_s_to_array); if (unlikely(!__pyx_t_11)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_11);
__Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
__Pyx_GetModuleGlobalName(__pyx_t_10, __pyx_n_s_ID); if (unlikely(!__pyx_t_10)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_10);
__pyx_t_12 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_11))) {
__pyx_t_12 = PyMethod_GET_SELF(__pyx_t_11);
if (likely(__pyx_t_12)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_11);
__Pyx_INCREF(__pyx_t_12);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_11, function);
}
}
__pyx_t_9 = (__pyx_t_12) ? __Pyx_PyObject_Call2Args(__pyx_t_11, __pyx_t_12, __pyx_t_10) : __Pyx_PyObject_CallOneArg(__pyx_t_11, __pyx_t_10);
__Pyx_XDECREF(__pyx_t_12); __pyx_t_12 = 0;
__Pyx_DECREF(__pyx_t_10); __pyx_t_10 = 0;
if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_9);
__Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
__pyx_t_11 = __Pyx_PyObject_GetAttrStr(__pyx_t_9, __pyx_n_s_ravel); if (unlikely(!__pyx_t_11)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_11);
__Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
__pyx_t_9 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_11))) {
__pyx_t_9 = PyMethod_GET_SELF(__pyx_t_11);
if (likely(__pyx_t_9)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_11);
__Pyx_INCREF(__pyx_t_9);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_11, function);
}
}
__pyx_t_8 = (__pyx_t_9) ? __Pyx_PyObject_CallOneArg(__pyx_t_11, __pyx_t_9) : __Pyx_PyObject_CallNoArg(__pyx_t_11);
__Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
if (unlikely(!__pyx_t_8)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_8);
__Pyx_DECREF(__pyx_t_11); __pyx_t_11 = 0;
if (unlikely(__Pyx_ListComp_Append(__pyx_t_5, (PyObject*)__pyx_t_8))) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_8); __pyx_t_8 = 0;
}
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_t_3 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_2))) {
__pyx_t_3 = PyMethod_GET_SELF(__pyx_t_2);
if (likely(__pyx_t_3)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_2);
__Pyx_INCREF(__pyx_t_3);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_2, function);
}
}
__pyx_t_1 = (__pyx_t_3) ? __Pyx_PyObject_Call2Args(__pyx_t_2, __pyx_t_3, __pyx_t_5) : __Pyx_PyObject_CallOneArg(__pyx_t_2, __pyx_t_5);
__Pyx_XDECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 191, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_v_ids = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":192
* # and look them up all at once. This prevents data copying.
* ids = self.model.ops.flatten([eg.predicted.to_array(ID).ravel() for eg in examples])
* target = vectors[ids] # <<<<<<<<<<<<<<
* gradient = self.distance.get_grad(prediction, target)
* loss = self.distance.get_loss(prediction, target)
*/
__pyx_t_1 = __Pyx_PyObject_GetItem(__pyx_v_vectors, __pyx_v_ids); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 192, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_v_target = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":193
* ids = self.model.ops.flatten([eg.predicted.to_array(ID).ravel() for eg in examples])
* target = vectors[ids]
* gradient = self.distance.get_grad(prediction, target) # <<<<<<<<<<<<<<
* loss = self.distance.get_loss(prediction, target)
* return float(loss), gradient
*/
__pyx_t_2 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_distance); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 193, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_get_grad); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 193, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = NULL;
__pyx_t_4 = 0;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_5))) {
__pyx_t_2 = PyMethod_GET_SELF(__pyx_t_5);
if (likely(__pyx_t_2)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
__Pyx_INCREF(__pyx_t_2);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_5, function);
__pyx_t_4 = 1;
}
}
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(__pyx_t_5)) {
PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_prediction, __pyx_v_target};
__pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 193, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_GOTREF(__pyx_t_1);
} else
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(__pyx_t_5)) {
PyObject *__pyx_temp[3] = {__pyx_t_2, __pyx_v_prediction, __pyx_v_target};
__pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 193, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_GOTREF(__pyx_t_1);
} else
#endif
{
__pyx_t_3 = PyTuple_New(2+__pyx_t_4); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 193, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
if (__pyx_t_2) {
__Pyx_GIVEREF(__pyx_t_2); PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_2); __pyx_t_2 = NULL;
}
__Pyx_INCREF(__pyx_v_prediction);
__Pyx_GIVEREF(__pyx_v_prediction);
PyTuple_SET_ITEM(__pyx_t_3, 0+__pyx_t_4, __pyx_v_prediction);
__Pyx_INCREF(__pyx_v_target);
__Pyx_GIVEREF(__pyx_v_target);
PyTuple_SET_ITEM(__pyx_t_3, 1+__pyx_t_4, __pyx_v_target);
__pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_3, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 193, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
}
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_v_gradient = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":194
* target = vectors[ids]
* gradient = self.distance.get_grad(prediction, target)
* loss = self.distance.get_loss(prediction, target) # <<<<<<<<<<<<<<
* return float(loss), gradient
*
*/
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_distance); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 194, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_get_loss); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 194, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_t_5 = NULL;
__pyx_t_4 = 0;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_3))) {
__pyx_t_5 = PyMethod_GET_SELF(__pyx_t_3);
if (likely(__pyx_t_5)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_3);
__Pyx_INCREF(__pyx_t_5);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_3, function);
__pyx_t_4 = 1;
}
}
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(__pyx_t_3)) {
PyObject *__pyx_temp[3] = {__pyx_t_5, __pyx_v_prediction, __pyx_v_target};
__pyx_t_1 = __Pyx_PyFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 194, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
__Pyx_GOTREF(__pyx_t_1);
} else
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(__pyx_t_3)) {
PyObject *__pyx_temp[3] = {__pyx_t_5, __pyx_v_prediction, __pyx_v_target};
__pyx_t_1 = __Pyx_PyCFunction_FastCall(__pyx_t_3, __pyx_temp+1-__pyx_t_4, 2+__pyx_t_4); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 194, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
__Pyx_GOTREF(__pyx_t_1);
} else
#endif
{
__pyx_t_2 = PyTuple_New(2+__pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 194, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (__pyx_t_5) {
__Pyx_GIVEREF(__pyx_t_5); PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_5); __pyx_t_5 = NULL;
}
__Pyx_INCREF(__pyx_v_prediction);
__Pyx_GIVEREF(__pyx_v_prediction);
PyTuple_SET_ITEM(__pyx_t_2, 0+__pyx_t_4, __pyx_v_prediction);
__Pyx_INCREF(__pyx_v_target);
__Pyx_GIVEREF(__pyx_v_target);
PyTuple_SET_ITEM(__pyx_t_2, 1+__pyx_t_4, __pyx_v_target);
__pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_t_2, NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 194, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
}
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__pyx_v_loss = __pyx_t_1;
__pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":195
* gradient = self.distance.get_grad(prediction, target)
* loss = self.distance.get_loss(prediction, target)
* return float(loss), gradient # <<<<<<<<<<<<<<
*
* def update(self, examples, *, drop=0., sgd=None, losses=None):
*/
__Pyx_XDECREF(__pyx_r);
__pyx_t_1 = __Pyx_PyNumber_Float(__pyx_v_loss); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 195, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_3 = PyTuple_New(2); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 195, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_GIVEREF(__pyx_t_1);
PyTuple_SET_ITEM(__pyx_t_3, 0, __pyx_t_1);
__Pyx_INCREF(__pyx_v_gradient);
__Pyx_GIVEREF(__pyx_v_gradient);
PyTuple_SET_ITEM(__pyx_t_3, 1, __pyx_v_gradient);
__pyx_t_1 = 0;
__pyx_r = __pyx_t_3;
__pyx_t_3 = 0;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":185
* return tokvecs, vectors
*
* def get_loss(self, examples, vectors, prediction): # <<<<<<<<<<<<<<
* validate_examples(examples, "ClozeMultitask.get_loss")
* # The simplest way to implement this would be to vstack the
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_5);
__Pyx_XDECREF(__pyx_t_8);
__Pyx_XDECREF(__pyx_t_9);
__Pyx_XDECREF(__pyx_t_10);
__Pyx_XDECREF(__pyx_t_11);
__Pyx_XDECREF(__pyx_t_12);
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.get_loss", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_ids);
__Pyx_XDECREF(__pyx_v_target);
__Pyx_XDECREF(__pyx_v_gradient);
__Pyx_XDECREF(__pyx_v_loss);
__Pyx_XDECREF(__pyx_v_eg);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":197
* return float(loss), gradient
*
* def update(self, examples, *, drop=0., sgd=None, losses=None): # <<<<<<<<<<<<<<
* pass
*
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_11update(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_10update[] = "ClozeMultitask.update(self, examples, *, drop=0., sgd=None, losses=None)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_11update = {"update", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_11update, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_10update};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_11update(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
CYTHON_UNUSED PyObject *__pyx_v_self = 0;
CYTHON_UNUSED PyObject *__pyx_v_examples = 0;
CYTHON_UNUSED PyObject *__pyx_v_drop = 0;
CYTHON_UNUSED PyObject *__pyx_v_sgd = 0;
CYTHON_UNUSED PyObject *__pyx_v_losses = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("update (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_examples,&__pyx_n_s_drop,&__pyx_n_s_sgd,&__pyx_n_s_losses,0};
PyObject* values[5] = {0,0,0,0,0};
values[2] = ((PyObject *)((PyObject*)__pyx_float_0_));
values[3] = ((PyObject *)((PyObject *)Py_None));
values[4] = ((PyObject *)((PyObject *)Py_None));
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_examples)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("update", 1, 2, 2, 1); __PYX_ERR(0, 197, __pyx_L3_error)
}
}
if (kw_args > 0 && likely(kw_args <= 3)) {
Py_ssize_t index;
for (index = 2; index < 5 && kw_args > 0; index++) {
PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, *__pyx_pyargnames[index]);
if (value) { values[index] = value; kw_args--; }
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "update") < 0)) __PYX_ERR(0, 197, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
}
__pyx_v_self = values[0];
__pyx_v_examples = values[1];
__pyx_v_drop = values[2];
__pyx_v_sgd = values[3];
__pyx_v_losses = values[4];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("update", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 197, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.update", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_10update(__pyx_self, __pyx_v_self, __pyx_v_examples, __pyx_v_drop, __pyx_v_sgd, __pyx_v_losses);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_10update(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_examples, CYTHON_UNUSED PyObject *__pyx_v_drop, CYTHON_UNUSED PyObject *__pyx_v_sgd, CYTHON_UNUSED PyObject *__pyx_v_losses) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__22)
__Pyx_RefNannySetupContext("update", 0);
__Pyx_TraceCall("update", __pyx_f[0], 197, 0, __PYX_ERR(0, 197, __pyx_L1_error));
/* function exit code */
__pyx_r = Py_None; __Pyx_INCREF(Py_None);
goto __pyx_L0;
__pyx_L1_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.update", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":200
* pass
*
* def rehearse(self, examples, drop=0., sgd=None, losses=None): # <<<<<<<<<<<<<<
* if losses is not None and self.name not in losses:
* losses[self.name] = 0.
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_13rehearse(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_12rehearse[] = "ClozeMultitask.rehearse(self, examples, drop=0., sgd=None, losses=None)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_13rehearse = {"rehearse", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_13rehearse, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_12rehearse};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_13rehearse(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
PyObject *__pyx_v_self = 0;
PyObject *__pyx_v_examples = 0;
PyObject *__pyx_v_drop = 0;
PyObject *__pyx_v_sgd = 0;
PyObject *__pyx_v_losses = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("rehearse (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_examples,&__pyx_n_s_drop,&__pyx_n_s_sgd,&__pyx_n_s_losses,0};
PyObject* values[5] = {0,0,0,0,0};
values[2] = ((PyObject *)((PyObject*)__pyx_float_0_));
values[3] = ((PyObject *)((PyObject *)Py_None));
values[4] = ((PyObject *)((PyObject *)Py_None));
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
CYTHON_FALLTHROUGH;
case 4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
CYTHON_FALLTHROUGH;
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_examples)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("rehearse", 0, 2, 5, 1); __PYX_ERR(0, 200, __pyx_L3_error)
}
CYTHON_FALLTHROUGH;
case 2:
if (kw_args > 0) {
PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_drop);
if (value) { values[2] = value; kw_args--; }
}
CYTHON_FALLTHROUGH;
case 3:
if (kw_args > 0) {
PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_sgd);
if (value) { values[3] = value; kw_args--; }
}
CYTHON_FALLTHROUGH;
case 4:
if (kw_args > 0) {
PyObject* value = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_losses);
if (value) { values[4] = value; kw_args--; }
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "rehearse") < 0)) __PYX_ERR(0, 200, __pyx_L3_error)
}
} else {
switch (PyTuple_GET_SIZE(__pyx_args)) {
case 5: values[4] = PyTuple_GET_ITEM(__pyx_args, 4);
CYTHON_FALLTHROUGH;
case 4: values[3] = PyTuple_GET_ITEM(__pyx_args, 3);
CYTHON_FALLTHROUGH;
case 3: values[2] = PyTuple_GET_ITEM(__pyx_args, 2);
CYTHON_FALLTHROUGH;
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
break;
default: goto __pyx_L5_argtuple_error;
}
}
__pyx_v_self = values[0];
__pyx_v_examples = values[1];
__pyx_v_drop = values[2];
__pyx_v_sgd = values[3];
__pyx_v_losses = values[4];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("rehearse", 0, 2, 5, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 200, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.rehearse", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_12rehearse(__pyx_self, __pyx_v_self, __pyx_v_examples, __pyx_v_drop, __pyx_v_sgd, __pyx_v_losses);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_12rehearse(CYTHON_UNUSED PyObject *__pyx_self, PyObject *__pyx_v_self, PyObject *__pyx_v_examples, PyObject *__pyx_v_drop, PyObject *__pyx_v_sgd, PyObject *__pyx_v_losses) {
PyObject *__pyx_v_predictions = NULL;
PyObject *__pyx_v_bp_predictions = NULL;
PyObject *__pyx_v_loss = NULL;
PyObject *__pyx_v_d_predictions = NULL;
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
int __pyx_t_1;
int __pyx_t_2;
int __pyx_t_3;
PyObject *__pyx_t_4 = NULL;
PyObject *__pyx_t_5 = NULL;
PyObject *__pyx_t_6 = NULL;
PyObject *__pyx_t_7 = NULL;
int __pyx_t_8;
PyObject *__pyx_t_9 = NULL;
PyObject *(*__pyx_t_10)(PyObject *);
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__23)
__Pyx_RefNannySetupContext("rehearse", 0);
__Pyx_TraceCall("rehearse", __pyx_f[0], 200, 0, __PYX_ERR(0, 200, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":201
*
* def rehearse(self, examples, drop=0., sgd=None, losses=None):
* if losses is not None and self.name not in losses: # <<<<<<<<<<<<<<
* losses[self.name] = 0.
* set_dropout_rate(self.model, drop)
*/
__pyx_t_2 = (__pyx_v_losses != Py_None);
__pyx_t_3 = (__pyx_t_2 != 0);
if (__pyx_t_3) {
} else {
__pyx_t_1 = __pyx_t_3;
goto __pyx_L4_bool_binop_done;
}
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_name); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 201, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_3 = (__Pyx_PySequence_ContainsTF(__pyx_t_4, __pyx_v_losses, Py_NE)); if (unlikely(__pyx_t_3 < 0)) __PYX_ERR(0, 201, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_2 = (__pyx_t_3 != 0);
__pyx_t_1 = __pyx_t_2;
__pyx_L4_bool_binop_done:;
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":202
* def rehearse(self, examples, drop=0., sgd=None, losses=None):
* if losses is not None and self.name not in losses:
* losses[self.name] = 0. # <<<<<<<<<<<<<<
* set_dropout_rate(self.model, drop)
* validate_examples(examples, "ClozeMultitask.rehearse")
*/
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_name); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 202, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
if (unlikely(PyObject_SetItem(__pyx_v_losses, __pyx_t_4, __pyx_float_0_) < 0)) __PYX_ERR(0, 202, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":201
*
* def rehearse(self, examples, drop=0., sgd=None, losses=None):
* if losses is not None and self.name not in losses: # <<<<<<<<<<<<<<
* losses[self.name] = 0.
* set_dropout_rate(self.model, drop)
*/
}
/* "spacy/pipeline/multitask.pyx":203
* if losses is not None and self.name not in losses:
* losses[self.name] = 0.
* set_dropout_rate(self.model, drop) # <<<<<<<<<<<<<<
* validate_examples(examples, "ClozeMultitask.rehearse")
* predictions, bp_predictions = self.model.begin_update()
*/
__Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_set_dropout_rate); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 203, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 203, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__pyx_t_7 = NULL;
__pyx_t_8 = 0;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
__pyx_t_7 = PyMethod_GET_SELF(__pyx_t_5);
if (likely(__pyx_t_7)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
__Pyx_INCREF(__pyx_t_7);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_5, function);
__pyx_t_8 = 1;
}
}
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(__pyx_t_5)) {
PyObject *__pyx_temp[3] = {__pyx_t_7, __pyx_t_6, __pyx_v_drop};
__pyx_t_4 = __Pyx_PyFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_8, 2+__pyx_t_8); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 203, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
} else
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(__pyx_t_5)) {
PyObject *__pyx_temp[3] = {__pyx_t_7, __pyx_t_6, __pyx_v_drop};
__pyx_t_4 = __Pyx_PyCFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_8, 2+__pyx_t_8); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 203, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
} else
#endif
{
__pyx_t_9 = PyTuple_New(2+__pyx_t_8); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 203, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_9);
if (__pyx_t_7) {
__Pyx_GIVEREF(__pyx_t_7); PyTuple_SET_ITEM(__pyx_t_9, 0, __pyx_t_7); __pyx_t_7 = NULL;
}
__Pyx_GIVEREF(__pyx_t_6);
PyTuple_SET_ITEM(__pyx_t_9, 0+__pyx_t_8, __pyx_t_6);
__Pyx_INCREF(__pyx_v_drop);
__Pyx_GIVEREF(__pyx_v_drop);
PyTuple_SET_ITEM(__pyx_t_9, 1+__pyx_t_8, __pyx_v_drop);
__pyx_t_6 = 0;
__pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_9, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 203, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
}
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":204
* losses[self.name] = 0.
* set_dropout_rate(self.model, drop)
* validate_examples(examples, "ClozeMultitask.rehearse") # <<<<<<<<<<<<<<
* predictions, bp_predictions = self.model.begin_update()
* loss, d_predictions = self.get_loss(examples, self.vocab.vectors.data, predictions)
*/
__Pyx_GetModuleGlobalName(__pyx_t_5, __pyx_n_s_validate_examples); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 204, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_9 = NULL;
__pyx_t_8 = 0;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_5))) {
__pyx_t_9 = PyMethod_GET_SELF(__pyx_t_5);
if (likely(__pyx_t_9)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
__Pyx_INCREF(__pyx_t_9);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_5, function);
__pyx_t_8 = 1;
}
}
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(__pyx_t_5)) {
PyObject *__pyx_temp[3] = {__pyx_t_9, __pyx_v_examples, __pyx_kp_s_ClozeMultitask_rehearse};
__pyx_t_4 = __Pyx_PyFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_8, 2+__pyx_t_8); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 204, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
__Pyx_GOTREF(__pyx_t_4);
} else
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(__pyx_t_5)) {
PyObject *__pyx_temp[3] = {__pyx_t_9, __pyx_v_examples, __pyx_kp_s_ClozeMultitask_rehearse};
__pyx_t_4 = __Pyx_PyCFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_8, 2+__pyx_t_8); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 204, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
__Pyx_GOTREF(__pyx_t_4);
} else
#endif
{
__pyx_t_6 = PyTuple_New(2+__pyx_t_8); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 204, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
if (__pyx_t_9) {
__Pyx_GIVEREF(__pyx_t_9); PyTuple_SET_ITEM(__pyx_t_6, 0, __pyx_t_9); __pyx_t_9 = NULL;
}
__Pyx_INCREF(__pyx_v_examples);
__Pyx_GIVEREF(__pyx_v_examples);
PyTuple_SET_ITEM(__pyx_t_6, 0+__pyx_t_8, __pyx_v_examples);
__Pyx_INCREF(__pyx_kp_s_ClozeMultitask_rehearse);
__Pyx_GIVEREF(__pyx_kp_s_ClozeMultitask_rehearse);
PyTuple_SET_ITEM(__pyx_t_6, 1+__pyx_t_8, __pyx_kp_s_ClozeMultitask_rehearse);
__pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_6, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 204, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
}
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":205
* set_dropout_rate(self.model, drop)
* validate_examples(examples, "ClozeMultitask.rehearse")
* predictions, bp_predictions = self.model.begin_update() # <<<<<<<<<<<<<<
* loss, d_predictions = self.get_loss(examples, self.vocab.vectors.data, predictions)
* bp_predictions(d_predictions)
*/
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_model); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 205, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_5, __pyx_n_s_begin_update); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 205, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__pyx_t_5 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_6))) {
__pyx_t_5 = PyMethod_GET_SELF(__pyx_t_6);
if (likely(__pyx_t_5)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
__Pyx_INCREF(__pyx_t_5);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_6, function);
}
}
__pyx_t_4 = (__pyx_t_5) ? __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_5) : __Pyx_PyObject_CallNoArg(__pyx_t_6);
__Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 205, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
if ((likely(PyTuple_CheckExact(__pyx_t_4))) || (PyList_CheckExact(__pyx_t_4))) {
PyObject* sequence = __pyx_t_4;
Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
if (unlikely(size != 2)) {
if (size > 2) __Pyx_RaiseTooManyValuesError(2);
else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
__PYX_ERR(0, 205, __pyx_L1_error)
}
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
if (likely(PyTuple_CheckExact(sequence))) {
__pyx_t_6 = PyTuple_GET_ITEM(sequence, 0);
__pyx_t_5 = PyTuple_GET_ITEM(sequence, 1);
} else {
__pyx_t_6 = PyList_GET_ITEM(sequence, 0);
__pyx_t_5 = PyList_GET_ITEM(sequence, 1);
}
__Pyx_INCREF(__pyx_t_6);
__Pyx_INCREF(__pyx_t_5);
#else
__pyx_t_6 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 205, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__pyx_t_5 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 205, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
#endif
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
} else {
Py_ssize_t index = -1;
__pyx_t_9 = PyObject_GetIter(__pyx_t_4); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 205, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_9);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_10 = Py_TYPE(__pyx_t_9)->tp_iternext;
index = 0; __pyx_t_6 = __pyx_t_10(__pyx_t_9); if (unlikely(!__pyx_t_6)) goto __pyx_L6_unpacking_failed;
__Pyx_GOTREF(__pyx_t_6);
index = 1; __pyx_t_5 = __pyx_t_10(__pyx_t_9); if (unlikely(!__pyx_t_5)) goto __pyx_L6_unpacking_failed;
__Pyx_GOTREF(__pyx_t_5);
if (__Pyx_IternextUnpackEndCheck(__pyx_t_10(__pyx_t_9), 2) < 0) __PYX_ERR(0, 205, __pyx_L1_error)
__pyx_t_10 = NULL;
__Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
goto __pyx_L7_unpacking_done;
__pyx_L6_unpacking_failed:;
__Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
__pyx_t_10 = NULL;
if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
__PYX_ERR(0, 205, __pyx_L1_error)
__pyx_L7_unpacking_done:;
}
__pyx_v_predictions = __pyx_t_6;
__pyx_t_6 = 0;
__pyx_v_bp_predictions = __pyx_t_5;
__pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":206
* validate_examples(examples, "ClozeMultitask.rehearse")
* predictions, bp_predictions = self.model.begin_update()
* loss, d_predictions = self.get_loss(examples, self.vocab.vectors.data, predictions) # <<<<<<<<<<<<<<
* bp_predictions(d_predictions)
* if sgd is not None:
*/
__pyx_t_5 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_get_loss); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_vocab); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__pyx_t_9 = __Pyx_PyObject_GetAttrStr(__pyx_t_6, __pyx_n_s_vectors); if (unlikely(!__pyx_t_9)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_9);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
__pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_9, __pyx_n_s_data); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_9); __pyx_t_9 = 0;
__pyx_t_9 = NULL;
__pyx_t_8 = 0;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_5))) {
__pyx_t_9 = PyMethod_GET_SELF(__pyx_t_5);
if (likely(__pyx_t_9)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_5);
__Pyx_INCREF(__pyx_t_9);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_5, function);
__pyx_t_8 = 1;
}
}
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(__pyx_t_5)) {
PyObject *__pyx_temp[4] = {__pyx_t_9, __pyx_v_examples, __pyx_t_6, __pyx_v_predictions};
__pyx_t_4 = __Pyx_PyFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_8, 3+__pyx_t_8); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
} else
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(__pyx_t_5)) {
PyObject *__pyx_temp[4] = {__pyx_t_9, __pyx_v_examples, __pyx_t_6, __pyx_v_predictions};
__pyx_t_4 = __Pyx_PyCFunction_FastCall(__pyx_t_5, __pyx_temp+1-__pyx_t_8, 3+__pyx_t_8); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_XDECREF(__pyx_t_9); __pyx_t_9 = 0;
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
} else
#endif
{
__pyx_t_7 = PyTuple_New(3+__pyx_t_8); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
if (__pyx_t_9) {
__Pyx_GIVEREF(__pyx_t_9); PyTuple_SET_ITEM(__pyx_t_7, 0, __pyx_t_9); __pyx_t_9 = NULL;
}
__Pyx_INCREF(__pyx_v_examples);
__Pyx_GIVEREF(__pyx_v_examples);
PyTuple_SET_ITEM(__pyx_t_7, 0+__pyx_t_8, __pyx_v_examples);
__Pyx_GIVEREF(__pyx_t_6);
PyTuple_SET_ITEM(__pyx_t_7, 1+__pyx_t_8, __pyx_t_6);
__Pyx_INCREF(__pyx_v_predictions);
__Pyx_GIVEREF(__pyx_v_predictions);
PyTuple_SET_ITEM(__pyx_t_7, 2+__pyx_t_8, __pyx_v_predictions);
__pyx_t_6 = 0;
__pyx_t_4 = __Pyx_PyObject_Call(__pyx_t_5, __pyx_t_7, NULL); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
}
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
if ((likely(PyTuple_CheckExact(__pyx_t_4))) || (PyList_CheckExact(__pyx_t_4))) {
PyObject* sequence = __pyx_t_4;
Py_ssize_t size = __Pyx_PySequence_SIZE(sequence);
if (unlikely(size != 2)) {
if (size > 2) __Pyx_RaiseTooManyValuesError(2);
else if (size >= 0) __Pyx_RaiseNeedMoreValuesError(size);
__PYX_ERR(0, 206, __pyx_L1_error)
}
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
if (likely(PyTuple_CheckExact(sequence))) {
__pyx_t_5 = PyTuple_GET_ITEM(sequence, 0);
__pyx_t_7 = PyTuple_GET_ITEM(sequence, 1);
} else {
__pyx_t_5 = PyList_GET_ITEM(sequence, 0);
__pyx_t_7 = PyList_GET_ITEM(sequence, 1);
}
__Pyx_INCREF(__pyx_t_5);
__Pyx_INCREF(__pyx_t_7);
#else
__pyx_t_5 = PySequence_ITEM(sequence, 0); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__pyx_t_7 = PySequence_ITEM(sequence, 1); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
#endif
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
} else {
Py_ssize_t index = -1;
__pyx_t_6 = PyObject_GetIter(__pyx_t_4); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 206, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__pyx_t_10 = Py_TYPE(__pyx_t_6)->tp_iternext;
index = 0; __pyx_t_5 = __pyx_t_10(__pyx_t_6); if (unlikely(!__pyx_t_5)) goto __pyx_L8_unpacking_failed;
__Pyx_GOTREF(__pyx_t_5);
index = 1; __pyx_t_7 = __pyx_t_10(__pyx_t_6); if (unlikely(!__pyx_t_7)) goto __pyx_L8_unpacking_failed;
__Pyx_GOTREF(__pyx_t_7);
if (__Pyx_IternextUnpackEndCheck(__pyx_t_10(__pyx_t_6), 2) < 0) __PYX_ERR(0, 206, __pyx_L1_error)
__pyx_t_10 = NULL;
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
goto __pyx_L9_unpacking_done;
__pyx_L8_unpacking_failed:;
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
__pyx_t_10 = NULL;
if (__Pyx_IterFinish() == 0) __Pyx_RaiseNeedMoreValuesError(index);
__PYX_ERR(0, 206, __pyx_L1_error)
__pyx_L9_unpacking_done:;
}
__pyx_v_loss = __pyx_t_5;
__pyx_t_5 = 0;
__pyx_v_d_predictions = __pyx_t_7;
__pyx_t_7 = 0;
/* "spacy/pipeline/multitask.pyx":207
* predictions, bp_predictions = self.model.begin_update()
* loss, d_predictions = self.get_loss(examples, self.vocab.vectors.data, predictions)
* bp_predictions(d_predictions) # <<<<<<<<<<<<<<
* if sgd is not None:
* self.finish_update(sgd)
*/
__Pyx_INCREF(__pyx_v_bp_predictions);
__pyx_t_7 = __pyx_v_bp_predictions; __pyx_t_5 = NULL;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_7))) {
__pyx_t_5 = PyMethod_GET_SELF(__pyx_t_7);
if (likely(__pyx_t_5)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
__Pyx_INCREF(__pyx_t_5);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_7, function);
}
}
__pyx_t_4 = (__pyx_t_5) ? __Pyx_PyObject_Call2Args(__pyx_t_7, __pyx_t_5, __pyx_v_d_predictions) : __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_v_d_predictions);
__Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 207, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":208
* loss, d_predictions = self.get_loss(examples, self.vocab.vectors.data, predictions)
* bp_predictions(d_predictions)
* if sgd is not None: # <<<<<<<<<<<<<<
* self.finish_update(sgd)
* if losses is not None:
*/
__pyx_t_1 = (__pyx_v_sgd != Py_None);
__pyx_t_2 = (__pyx_t_1 != 0);
if (__pyx_t_2) {
/* "spacy/pipeline/multitask.pyx":209
* bp_predictions(d_predictions)
* if sgd is not None:
* self.finish_update(sgd) # <<<<<<<<<<<<<<
* if losses is not None:
* losses[self.name] += loss
*/
__pyx_t_7 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_finish_update); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 209, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
__pyx_t_5 = NULL;
if (CYTHON_UNPACK_METHODS && likely(PyMethod_Check(__pyx_t_7))) {
__pyx_t_5 = PyMethod_GET_SELF(__pyx_t_7);
if (likely(__pyx_t_5)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_7);
__Pyx_INCREF(__pyx_t_5);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_7, function);
}
}
__pyx_t_4 = (__pyx_t_5) ? __Pyx_PyObject_Call2Args(__pyx_t_7, __pyx_t_5, __pyx_v_sgd) : __Pyx_PyObject_CallOneArg(__pyx_t_7, __pyx_v_sgd);
__Pyx_XDECREF(__pyx_t_5); __pyx_t_5 = 0;
if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 209, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":208
* loss, d_predictions = self.get_loss(examples, self.vocab.vectors.data, predictions)
* bp_predictions(d_predictions)
* if sgd is not None: # <<<<<<<<<<<<<<
* self.finish_update(sgd)
* if losses is not None:
*/
}
/* "spacy/pipeline/multitask.pyx":210
* if sgd is not None:
* self.finish_update(sgd)
* if losses is not None: # <<<<<<<<<<<<<<
* losses[self.name] += loss
* return losses
*/
__pyx_t_2 = (__pyx_v_losses != Py_None);
__pyx_t_1 = (__pyx_t_2 != 0);
if (__pyx_t_1) {
/* "spacy/pipeline/multitask.pyx":211
* self.finish_update(sgd)
* if losses is not None:
* losses[self.name] += loss # <<<<<<<<<<<<<<
* return losses
*
*/
__pyx_t_4 = __Pyx_PyObject_GetAttrStr(__pyx_v_self, __pyx_n_s_name); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 211, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_7 = __Pyx_PyObject_GetItem(__pyx_v_losses, __pyx_t_4); if (unlikely(!__pyx_t_7)) __PYX_ERR(0, 211, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_7);
__pyx_t_5 = PyNumber_InPlaceAdd(__pyx_t_7, __pyx_v_loss); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 211, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_7); __pyx_t_7 = 0;
if (unlikely(PyObject_SetItem(__pyx_v_losses, __pyx_t_4, __pyx_t_5) < 0)) __PYX_ERR(0, 211, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":210
* if sgd is not None:
* self.finish_update(sgd)
* if losses is not None: # <<<<<<<<<<<<<<
* losses[self.name] += loss
* return losses
*/
}
/* "spacy/pipeline/multitask.pyx":212
* if losses is not None:
* losses[self.name] += loss
* return losses # <<<<<<<<<<<<<<
*
* def add_label(self, label):
*/
__Pyx_XDECREF(__pyx_r);
__Pyx_INCREF(__pyx_v_losses);
__pyx_r = __pyx_v_losses;
goto __pyx_L0;
/* "spacy/pipeline/multitask.pyx":200
* pass
*
* def rehearse(self, examples, drop=0., sgd=None, losses=None): # <<<<<<<<<<<<<<
* if losses is not None and self.name not in losses:
* losses[self.name] = 0.
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_4);
__Pyx_XDECREF(__pyx_t_5);
__Pyx_XDECREF(__pyx_t_6);
__Pyx_XDECREF(__pyx_t_7);
__Pyx_XDECREF(__pyx_t_9);
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.rehearse", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__pyx_L0:;
__Pyx_XDECREF(__pyx_v_predictions);
__Pyx_XDECREF(__pyx_v_bp_predictions);
__Pyx_XDECREF(__pyx_v_loss);
__Pyx_XDECREF(__pyx_v_d_predictions);
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
/* "spacy/pipeline/multitask.pyx":214
* return losses
*
* def add_label(self, label): # <<<<<<<<<<<<<<
* raise NotImplementedError
*/
/* Python wrapper */
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_15add_label(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds); /*proto*/
static char __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_14add_label[] = "ClozeMultitask.add_label(self, label)";
static PyMethodDef __pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_15add_label = {"add_label", (PyCFunction)(void*)(PyCFunctionWithKeywords)__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_15add_label, METH_VARARGS|METH_KEYWORDS, __pyx_doc_5spacy_8pipeline_9multitask_14ClozeMultitask_14add_label};
static PyObject *__pyx_pw_5spacy_8pipeline_9multitask_14ClozeMultitask_15add_label(PyObject *__pyx_self, PyObject *__pyx_args, PyObject *__pyx_kwds) {
CYTHON_UNUSED PyObject *__pyx_v_self = 0;
CYTHON_UNUSED PyObject *__pyx_v_label = 0;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyObject *__pyx_r = 0;
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("add_label (wrapper)", 0);
{
static PyObject **__pyx_pyargnames[] = {&__pyx_n_s_self,&__pyx_n_s_label,0};
PyObject* values[2] = {0,0};
if (unlikely(__pyx_kwds)) {
Py_ssize_t kw_args;
const Py_ssize_t pos_args = PyTuple_GET_SIZE(__pyx_args);
switch (pos_args) {
case 2: values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
CYTHON_FALLTHROUGH;
case 1: values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
CYTHON_FALLTHROUGH;
case 0: break;
default: goto __pyx_L5_argtuple_error;
}
kw_args = PyDict_Size(__pyx_kwds);
switch (pos_args) {
case 0:
if (likely((values[0] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_self)) != 0)) kw_args--;
else goto __pyx_L5_argtuple_error;
CYTHON_FALLTHROUGH;
case 1:
if (likely((values[1] = __Pyx_PyDict_GetItemStr(__pyx_kwds, __pyx_n_s_label)) != 0)) kw_args--;
else {
__Pyx_RaiseArgtupleInvalid("add_label", 1, 2, 2, 1); __PYX_ERR(0, 214, __pyx_L3_error)
}
}
if (unlikely(kw_args > 0)) {
if (unlikely(__Pyx_ParseOptionalKeywords(__pyx_kwds, __pyx_pyargnames, 0, values, pos_args, "add_label") < 0)) __PYX_ERR(0, 214, __pyx_L3_error)
}
} else if (PyTuple_GET_SIZE(__pyx_args) != 2) {
goto __pyx_L5_argtuple_error;
} else {
values[0] = PyTuple_GET_ITEM(__pyx_args, 0);
values[1] = PyTuple_GET_ITEM(__pyx_args, 1);
}
__pyx_v_self = values[0];
__pyx_v_label = values[1];
}
goto __pyx_L4_argument_unpacking_done;
__pyx_L5_argtuple_error:;
__Pyx_RaiseArgtupleInvalid("add_label", 1, 2, 2, PyTuple_GET_SIZE(__pyx_args)); __PYX_ERR(0, 214, __pyx_L3_error)
__pyx_L3_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.add_label", __pyx_clineno, __pyx_lineno, __pyx_filename);
__Pyx_RefNannyFinishContext();
return NULL;
__pyx_L4_argument_unpacking_done:;
__pyx_r = __pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_14add_label(__pyx_self, __pyx_v_self, __pyx_v_label);
/* function exit code */
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyObject *__pyx_pf_5spacy_8pipeline_9multitask_14ClozeMultitask_14add_label(CYTHON_UNUSED PyObject *__pyx_self, CYTHON_UNUSED PyObject *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v_label) {
PyObject *__pyx_r = NULL;
__Pyx_TraceDeclarations
__Pyx_RefNannyDeclarations
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_TraceFrameInit(__pyx_codeobj__24)
__Pyx_RefNannySetupContext("add_label", 0);
__Pyx_TraceCall("add_label", __pyx_f[0], 214, 0, __PYX_ERR(0, 214, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":215
*
* def add_label(self, label):
* raise NotImplementedError # <<<<<<<<<<<<<<
*/
__Pyx_Raise(__pyx_builtin_NotImplementedError, 0, 0, 0);
__PYX_ERR(0, 215, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":214
* return losses
*
* def add_label(self, label): # <<<<<<<<<<<<<<
* raise NotImplementedError
*/
/* function exit code */
__pyx_L1_error:;
__Pyx_AddTraceback("spacy.pipeline.multitask.ClozeMultitask.add_label", __pyx_clineno, __pyx_lineno, __pyx_filename);
__pyx_r = NULL;
__Pyx_XGIVEREF(__pyx_r);
__Pyx_TraceReturn(__pyx_r, 0);
__Pyx_RefNannyFinishContext();
return __pyx_r;
}
static PyMethodDef __pyx_methods[] = {
{0, 0, 0, 0}
};
#if PY_MAJOR_VERSION >= 3
#if CYTHON_PEP489_MULTI_PHASE_INIT
static PyObject* __pyx_pymod_create(PyObject *spec, PyModuleDef *def); /*proto*/
static int __pyx_pymod_exec_multitask(PyObject* module); /*proto*/
static PyModuleDef_Slot __pyx_moduledef_slots[] = {
{Py_mod_create, (void*)__pyx_pymod_create},
{Py_mod_exec, (void*)__pyx_pymod_exec_multitask},
{0, NULL}
};
#endif
static struct PyModuleDef __pyx_moduledef = {
PyModuleDef_HEAD_INIT,
"multitask",
0, /* m_doc */
#if CYTHON_PEP489_MULTI_PHASE_INIT
0, /* m_size */
#else
-1, /* m_size */
#endif
__pyx_methods /* m_methods */,
#if CYTHON_PEP489_MULTI_PHASE_INIT
__pyx_moduledef_slots, /* m_slots */
#else
NULL, /* m_reload */
#endif
NULL, /* m_traverse */
NULL, /* m_clear */
NULL /* m_free */
};
#endif
#ifndef CYTHON_SMALL_CODE
#if defined(__clang__)
#define CYTHON_SMALL_CODE
#elif defined(__GNUC__) && (__GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 3))
#define CYTHON_SMALL_CODE __attribute__((cold))
#else
#define CYTHON_SMALL_CODE
#endif
#endif
static __Pyx_StringTabEntry __pyx_string_tab[] = {
{&__pyx_kp_s_B_SENT, __pyx_k_B_SENT, sizeof(__pyx_k_B_SENT), 0, 0, 1, 0},
{&__pyx_n_s_ClozeMultitask, __pyx_k_ClozeMultitask, sizeof(__pyx_k_ClozeMultitask), 0, 0, 1, 1},
{&__pyx_n_s_ClozeMultitask___init, __pyx_k_ClozeMultitask___init, sizeof(__pyx_k_ClozeMultitask___init), 0, 0, 1, 1},
{&__pyx_n_s_ClozeMultitask_add_label, __pyx_k_ClozeMultitask_add_label, sizeof(__pyx_k_ClozeMultitask_add_label), 0, 0, 1, 1},
{&__pyx_kp_s_ClozeMultitask_get_loss, __pyx_k_ClozeMultitask_get_loss, sizeof(__pyx_k_ClozeMultitask_get_loss), 0, 0, 1, 0},
{&__pyx_n_s_ClozeMultitask_initialize, __pyx_k_ClozeMultitask_initialize, sizeof(__pyx_k_ClozeMultitask_initialize), 0, 0, 1, 1},
{&__pyx_n_s_ClozeMultitask_predict, __pyx_k_ClozeMultitask_predict, sizeof(__pyx_k_ClozeMultitask_predict), 0, 0, 1, 1},
{&__pyx_kp_s_ClozeMultitask_rehearse, __pyx_k_ClozeMultitask_rehearse, sizeof(__pyx_k_ClozeMultitask_rehearse), 0, 0, 1, 0},
{&__pyx_n_s_ClozeMultitask_set_annotations, __pyx_k_ClozeMultitask_set_annotations, sizeof(__pyx_k_ClozeMultitask_set_annotations), 0, 0, 1, 1},
{&__pyx_n_s_ClozeMultitask_update, __pyx_k_ClozeMultitask_update, sizeof(__pyx_k_ClozeMultitask_update), 0, 0, 1, 1},
{&__pyx_n_s_Config, __pyx_k_Config, sizeof(__pyx_k_Config), 0, 0, 1, 1},
{&__pyx_n_s_CosineDistance, __pyx_k_CosineDistance, sizeof(__pyx_k_CosineDistance), 0, 0, 1, 1},
{&__pyx_n_s_DEFAULT_MT_MODEL, __pyx_k_DEFAULT_MT_MODEL, sizeof(__pyx_k_DEFAULT_MT_MODEL), 0, 0, 1, 1},
{&__pyx_n_s_E016, __pyx_k_E016, sizeof(__pyx_k_E016), 0, 0, 1, 1},
{&__pyx_n_s_E930, __pyx_k_E930, sizeof(__pyx_k_E930), 0, 0, 1, 1},
{&__pyx_n_s_Errors, __pyx_k_Errors, sizeof(__pyx_k_Errors), 0, 0, 1, 1},
{&__pyx_kp_s_Experimental_Assist_training_of, __pyx_k_Experimental_Assist_training_of, sizeof(__pyx_k_Experimental_Assist_training_of), 0, 0, 1, 0},
{&__pyx_n_s_ID, __pyx_k_ID, sizeof(__pyx_k_ID), 0, 0, 1, 1},
{&__pyx_kp_s_I_SENT, __pyx_k_I_SENT, sizeof(__pyx_k_I_SENT), 0, 0, 1, 0},
{&__pyx_n_s_Language, __pyx_k_Language, sizeof(__pyx_k_Language), 0, 0, 1, 1},
{&__pyx_n_s_Model, __pyx_k_Model, sizeof(__pyx_k_Model), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective, __pyx_k_MultitaskObjective, sizeof(__pyx_k_MultitaskObjective), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective___init, __pyx_k_MultitaskObjective___init, sizeof(__pyx_k_MultitaskObjective___init), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_get_loss, __pyx_k_MultitaskObjective_get_loss, sizeof(__pyx_k_MultitaskObjective_get_loss), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_initialize, __pyx_k_MultitaskObjective_initialize, sizeof(__pyx_k_MultitaskObjective_initialize), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_labels, __pyx_k_MultitaskObjective_labels, sizeof(__pyx_k_MultitaskObjective_labels), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_make_dep, __pyx_k_MultitaskObjective_make_dep, sizeof(__pyx_k_MultitaskObjective_make_dep), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_make_dep_tag, __pyx_k_MultitaskObjective_make_dep_tag, sizeof(__pyx_k_MultitaskObjective_make_dep_tag), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_make_ent, __pyx_k_MultitaskObjective_make_ent, sizeof(__pyx_k_MultitaskObjective_make_ent), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_make_ent_tag, __pyx_k_MultitaskObjective_make_ent_tag, sizeof(__pyx_k_MultitaskObjective_make_ent_tag), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_make_sent_sta, __pyx_k_MultitaskObjective_make_sent_sta, sizeof(__pyx_k_MultitaskObjective_make_sent_sta), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_make_tag, __pyx_k_MultitaskObjective_make_tag, sizeof(__pyx_k_MultitaskObjective_make_tag), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_predict, __pyx_k_MultitaskObjective_predict, sizeof(__pyx_k_MultitaskObjective_predict), 0, 0, 1, 1},
{&__pyx_n_s_MultitaskObjective_set_annotatio, __pyx_k_MultitaskObjective_set_annotatio, sizeof(__pyx_k_MultitaskObjective_set_annotatio), 0, 0, 1, 1},
{&__pyx_n_s_NotImplementedError, __pyx_k_NotImplementedError, sizeof(__pyx_k_NotImplementedError), 0, 0, 1, 1},
{&__pyx_n_s_O, __pyx_k_O, sizeof(__pyx_k_O), 0, 0, 1, 1},
{&__pyx_n_s_Optional, __pyx_k_Optional, sizeof(__pyx_k_Optional), 0, 0, 1, 1},
{&__pyx_n_s_Tagger, __pyx_k_Tagger, sizeof(__pyx_k_Tagger), 0, 0, 1, 1},
{&__pyx_n_s_TrainablePipe, __pyx_k_TrainablePipe, sizeof(__pyx_k_TrainablePipe), 0, 0, 1, 1},
{&__pyx_kp_s_U_SENT, __pyx_k_U_SENT, sizeof(__pyx_k_U_SENT), 0, 0, 1, 0},
{&__pyx_n_s_ValueError, __pyx_k_ValueError, sizeof(__pyx_k_ValueError), 0, 0, 1, 1},
{&__pyx_n_s_X, __pyx_k_X, sizeof(__pyx_k_X), 0, 0, 1, 1},
{&__pyx_kp_s__12, __pyx_k__12, sizeof(__pyx_k__12), 0, 0, 1, 0},
{&__pyx_kp_u__12, __pyx_k__12, sizeof(__pyx_k__12), 0, 1, 0, 0},
{&__pyx_kp_u__14, __pyx_k__14, sizeof(__pyx_k__14), 0, 1, 0, 0},
{&__pyx_n_s_add_label, __pyx_k_add_label, sizeof(__pyx_k_add_label), 0, 0, 1, 1},
{&__pyx_n_s_alloc, __pyx_k_alloc, sizeof(__pyx_k_alloc), 0, 0, 1, 1},
{&__pyx_n_s_argmax, __pyx_k_argmax, sizeof(__pyx_k_argmax), 0, 0, 1, 1},
{&__pyx_n_s_array, __pyx_k_array, sizeof(__pyx_k_array), 0, 0, 1, 1},
{&__pyx_n_s_attrs, __pyx_k_attrs, sizeof(__pyx_k_attrs), 0, 0, 1, 1},
{&__pyx_n_s_axis, __pyx_k_axis, sizeof(__pyx_k_axis), 0, 0, 1, 1},
{&__pyx_n_s_begin_update, __pyx_k_begin_update, sizeof(__pyx_k_begin_update), 0, 0, 1, 1},
{&__pyx_n_s_bp_predictions, __pyx_k_bp_predictions, sizeof(__pyx_k_bp_predictions), 0, 0, 1, 1},
{&__pyx_n_s_call, __pyx_k_call, sizeof(__pyx_k_call), 0, 0, 1, 1},
{&__pyx_n_s_cfg, __pyx_k_cfg, sizeof(__pyx_k_cfg), 0, 0, 1, 1},
{&__pyx_n_s_cline_in_traceback, __pyx_k_cline_in_traceback, sizeof(__pyx_k_cline_in_traceback), 0, 0, 1, 1},
{&__pyx_n_s_correct, __pyx_k_correct, sizeof(__pyx_k_correct), 0, 0, 1, 1},
{&__pyx_n_s_d_predictions, __pyx_k_d_predictions, sizeof(__pyx_k_d_predictions), 0, 0, 1, 1},
{&__pyx_n_s_d_scores, __pyx_k_d_scores, sizeof(__pyx_k_d_scores), 0, 0, 1, 1},
{&__pyx_n_s_data, __pyx_k_data, sizeof(__pyx_k_data), 0, 0, 1, 1},
{&__pyx_n_s_default_config, __pyx_k_default_config, sizeof(__pyx_k_default_config), 0, 0, 1, 1},
{&__pyx_n_s_default_model_config, __pyx_k_default_model_config, sizeof(__pyx_k_default_model_config), 0, 0, 1, 1},
{&__pyx_n_s_dep, __pyx_k_dep, sizeof(__pyx_k_dep), 0, 0, 1, 1},
{&__pyx_n_s_dep_2, __pyx_k_dep_2, sizeof(__pyx_k_dep_2), 0, 0, 1, 1},
{&__pyx_n_s_dep_ids, __pyx_k_dep_ids, sizeof(__pyx_k_dep_ids), 0, 0, 1, 1},
{&__pyx_n_s_dep_tag_offset, __pyx_k_dep_tag_offset, sizeof(__pyx_k_dep_tag_offset), 0, 0, 1, 1},
{&__pyx_n_s_distance, __pyx_k_distance, sizeof(__pyx_k_distance), 0, 0, 1, 1},
{&__pyx_n_s_doc, __pyx_k_doc, sizeof(__pyx_k_doc), 0, 0, 1, 1},
{&__pyx_n_s_doc_annots, __pyx_k_doc_annots, sizeof(__pyx_k_doc_annots), 0, 0, 1, 1},
{&__pyx_n_s_docs, __pyx_k_docs, sizeof(__pyx_k_docs), 0, 0, 1, 1},
{&__pyx_n_s_drop, __pyx_k_drop, sizeof(__pyx_k_drop), 0, 0, 1, 1},
{&__pyx_n_s_dtype, __pyx_k_dtype, sizeof(__pyx_k_dtype), 0, 0, 1, 1},
{&__pyx_n_s_eg, __pyx_k_eg, sizeof(__pyx_k_eg), 0, 0, 1, 1},
{&__pyx_n_s_ent, __pyx_k_ent, sizeof(__pyx_k_ent), 0, 0, 1, 1},
{&__pyx_n_s_ent_iob, __pyx_k_ent_iob, sizeof(__pyx_k_ent_iob), 0, 0, 1, 1},
{&__pyx_n_s_ent_tag, __pyx_k_ent_tag, sizeof(__pyx_k_ent_tag), 0, 0, 1, 1},
{&__pyx_n_s_ent_type, __pyx_k_ent_type, sizeof(__pyx_k_ent_type), 0, 0, 1, 1},
{&__pyx_n_s_enumerate, __pyx_k_enumerate, sizeof(__pyx_k_enumerate), 0, 0, 1, 1},
{&__pyx_n_s_err, __pyx_k_err, sizeof(__pyx_k_err), 0, 0, 1, 1},
{&__pyx_n_s_errors, __pyx_k_errors, sizeof(__pyx_k_errors), 0, 0, 1, 1},
{&__pyx_n_s_example, __pyx_k_example, sizeof(__pyx_k_example), 0, 0, 1, 1},
{&__pyx_n_s_examples, __pyx_k_examples, sizeof(__pyx_k_examples), 0, 0, 1, 1},
{&__pyx_n_s_factory, __pyx_k_factory, sizeof(__pyx_k_factory), 0, 0, 1, 1},
{&__pyx_n_s_finish_update, __pyx_k_finish_update, sizeof(__pyx_k_finish_update), 0, 0, 1, 1},
{&__pyx_n_s_flatten, __pyx_k_flatten, sizeof(__pyx_k_flatten), 0, 0, 1, 1},
{&__pyx_n_s_format, __pyx_k_format, sizeof(__pyx_k_format), 0, 0, 1, 1},
{&__pyx_n_s_from_str, __pyx_k_from_str, sizeof(__pyx_k_from_str), 0, 0, 1, 1},
{&__pyx_n_s_get_aligned, __pyx_k_get_aligned, sizeof(__pyx_k_get_aligned), 0, 0, 1, 1},
{&__pyx_n_s_get_dim, __pyx_k_get_dim, sizeof(__pyx_k_get_dim), 0, 0, 1, 1},
{&__pyx_n_s_get_examples, __pyx_k_get_examples, sizeof(__pyx_k_get_examples), 0, 0, 1, 1},
{&__pyx_n_s_get_grad, __pyx_k_get_grad, sizeof(__pyx_k_get_grad), 0, 0, 1, 1},
{&__pyx_n_s_get_loss, __pyx_k_get_loss, sizeof(__pyx_k_get_loss), 0, 0, 1, 1},
{&__pyx_n_s_get_ref, __pyx_k_get_ref, sizeof(__pyx_k_get_ref), 0, 0, 1, 1},
{&__pyx_n_s_gradient, __pyx_k_gradient, sizeof(__pyx_k_gradient), 0, 0, 1, 1},
{&__pyx_n_s_guesses, __pyx_k_guesses, sizeof(__pyx_k_guesses), 0, 0, 1, 1},
{&__pyx_n_s_head, __pyx_k_head, sizeof(__pyx_k_head), 0, 0, 1, 1},
{&__pyx_n_s_i, __pyx_k_i, sizeof(__pyx_k_i), 0, 0, 1, 1},
{&__pyx_n_s_ids, __pyx_k_ids, sizeof(__pyx_k_ids), 0, 0, 1, 1},
{&__pyx_n_s_idx, __pyx_k_idx, sizeof(__pyx_k_idx), 0, 0, 1, 1},
{&__pyx_n_s_ignore_zeros, __pyx_k_ignore_zeros, sizeof(__pyx_k_ignore_zeros), 0, 0, 1, 1},
{&__pyx_n_s_import, __pyx_k_import, sizeof(__pyx_k_import), 0, 0, 1, 1},
{&__pyx_n_s_init, __pyx_k_init, sizeof(__pyx_k_init), 0, 0, 1, 1},
{&__pyx_n_s_initialize, __pyx_k_initialize, sizeof(__pyx_k_initialize), 0, 0, 1, 1},
{&__pyx_n_s_is_sent_end, __pyx_k_is_sent_end, sizeof(__pyx_k_is_sent_end), 0, 0, 1, 1},
{&__pyx_n_s_is_sent_start, __pyx_k_is_sent_start, sizeof(__pyx_k_is_sent_start), 0, 0, 1, 1},
{&__pyx_n_s_items, __pyx_k_items, sizeof(__pyx_k_items), 0, 0, 1, 1},
{&__pyx_n_s_j, __pyx_k_j, sizeof(__pyx_k_j), 0, 0, 1, 1},
{&__pyx_n_s_key, __pyx_k_key, sizeof(__pyx_k_key), 0, 0, 1, 1},
{&__pyx_n_s_label, __pyx_k_label, sizeof(__pyx_k_label), 0, 0, 1, 1},
{&__pyx_n_s_labels, __pyx_k_labels, sizeof(__pyx_k_labels), 0, 0, 1, 1},
{&__pyx_n_s_language, __pyx_k_language, sizeof(__pyx_k_language), 0, 0, 1, 1},
{&__pyx_n_s_loss, __pyx_k_loss, sizeof(__pyx_k_loss), 0, 0, 1, 1},
{&__pyx_n_s_losses, __pyx_k_losses, sizeof(__pyx_k_losses), 0, 0, 1, 1},
{&__pyx_n_s_main, __pyx_k_main, sizeof(__pyx_k_main), 0, 0, 1, 1},
{&__pyx_n_s_make_dep, __pyx_k_make_dep, sizeof(__pyx_k_make_dep), 0, 0, 1, 1},
{&__pyx_n_s_make_dep_tag_offset, __pyx_k_make_dep_tag_offset, sizeof(__pyx_k_make_dep_tag_offset), 0, 0, 1, 1},
{&__pyx_n_s_make_ent, __pyx_k_make_ent, sizeof(__pyx_k_make_ent), 0, 0, 1, 1},
{&__pyx_n_s_make_ent_tag, __pyx_k_make_ent_tag, sizeof(__pyx_k_make_ent_tag), 0, 0, 1, 1},
{&__pyx_n_s_make_label, __pyx_k_make_label, sizeof(__pyx_k_make_label), 0, 0, 1, 1},
{&__pyx_n_s_make_nn_labeller, __pyx_k_make_nn_labeller, sizeof(__pyx_k_make_nn_labeller), 0, 0, 1, 1},
{&__pyx_n_s_make_sent_start, __pyx_k_make_sent_start, sizeof(__pyx_k_make_sent_start), 0, 0, 1, 1},
{&__pyx_n_s_make_tag, __pyx_k_make_tag, sizeof(__pyx_k_make_tag), 0, 0, 1, 1},
{&__pyx_n_s_metaclass, __pyx_k_metaclass, sizeof(__pyx_k_metaclass), 0, 0, 1, 1},
{&__pyx_n_s_model, __pyx_k_model, sizeof(__pyx_k_model), 0, 0, 1, 1},
{&__pyx_kp_s_model_architectures_spacy_Multi, __pyx_k_model_architectures_spacy_Multi, sizeof(__pyx_k_model_architectures_spacy_Multi), 0, 0, 1, 0},
{&__pyx_n_s_module, __pyx_k_module, sizeof(__pyx_k_module), 0, 0, 1, 1},
{&__pyx_n_s_nO, __pyx_k_nO, sizeof(__pyx_k_nO), 0, 0, 1, 1},
{&__pyx_n_s_n_classes, __pyx_k_n_classes, sizeof(__pyx_k_n_classes), 0, 0, 1, 1},
{&__pyx_n_s_name, __pyx_k_name, sizeof(__pyx_k_name), 0, 0, 1, 1},
{&__pyx_n_s_name_2, __pyx_k_name_2, sizeof(__pyx_k_name_2), 0, 0, 1, 1},
{&__pyx_n_s_nlp, __pyx_k_nlp, sizeof(__pyx_k_nlp), 0, 0, 1, 1},
{&__pyx_n_s_nn_labeller, __pyx_k_nn_labeller, sizeof(__pyx_k_nn_labeller), 0, 0, 1, 1},
{&__pyx_n_s_normalize, __pyx_k_normalize, sizeof(__pyx_k_normalize), 0, 0, 1, 1},
{&__pyx_n_s_numpy, __pyx_k_numpy, sizeof(__pyx_k_numpy), 0, 0, 1, 1},
{&__pyx_n_s_obj, __pyx_k_obj, sizeof(__pyx_k_obj), 0, 0, 1, 1},
{&__pyx_n_s_offset, __pyx_k_offset, sizeof(__pyx_k_offset), 0, 0, 1, 1},
{&__pyx_n_s_ops, __pyx_k_ops, sizeof(__pyx_k_ops), 0, 0, 1, 1},
{&__pyx_n_s_output_layer, __pyx_k_output_layer, sizeof(__pyx_k_output_layer), 0, 0, 1, 1},
{&__pyx_n_s_predict, __pyx_k_predict, sizeof(__pyx_k_predict), 0, 0, 1, 1},
{&__pyx_n_s_predicted, __pyx_k_predicted, sizeof(__pyx_k_predicted), 0, 0, 1, 1},
{&__pyx_n_s_prediction, __pyx_k_prediction, sizeof(__pyx_k_prediction), 0, 0, 1, 1},
{&__pyx_n_s_predictions, __pyx_k_predictions, sizeof(__pyx_k_predictions), 0, 0, 1, 1},
{&__pyx_n_s_prepare, __pyx_k_prepare, sizeof(__pyx_k_prepare), 0, 0, 1, 1},
{&__pyx_n_s_property, __pyx_k_property, sizeof(__pyx_k_property), 0, 0, 1, 1},
{&__pyx_n_s_qualname, __pyx_k_qualname, sizeof(__pyx_k_qualname), 0, 0, 1, 1},
{&__pyx_n_s_range, __pyx_k_range, sizeof(__pyx_k_range), 0, 0, 1, 1},
{&__pyx_n_s_ravel, __pyx_k_ravel, sizeof(__pyx_k_ravel), 0, 0, 1, 1},
{&__pyx_n_s_rehearse, __pyx_k_rehearse, sizeof(__pyx_k_rehearse), 0, 0, 1, 1},
{&__pyx_n_s_scores, __pyx_k_scores, sizeof(__pyx_k_scores), 0, 0, 1, 1},
{&__pyx_n_s_self, __pyx_k_self, sizeof(__pyx_k_self), 0, 0, 1, 1},
{&__pyx_n_s_sent_start, __pyx_k_sent_start, sizeof(__pyx_k_sent_start), 0, 0, 1, 1},
{&__pyx_n_s_set_annotations, __pyx_k_set_annotations, sizeof(__pyx_k_set_annotations), 0, 0, 1, 1},
{&__pyx_n_s_set_dropout_rate, __pyx_k_set_dropout_rate, sizeof(__pyx_k_set_dropout_rate), 0, 0, 1, 1},
{&__pyx_n_s_setdefault, __pyx_k_setdefault, sizeof(__pyx_k_setdefault), 0, 0, 1, 1},
{&__pyx_n_s_setter, __pyx_k_setter, sizeof(__pyx_k_setter), 0, 0, 1, 1},
{&__pyx_n_s_sgd, __pyx_k_sgd, sizeof(__pyx_k_sgd), 0, 0, 1, 1},
{&__pyx_n_s_shape, __pyx_k_shape, sizeof(__pyx_k_shape), 0, 0, 1, 1},
{&__pyx_n_s_softmax, __pyx_k_softmax, sizeof(__pyx_k_softmax), 0, 0, 1, 1},
{&__pyx_n_s_spacy_pipeline_multitask, __pyx_k_spacy_pipeline_multitask, sizeof(__pyx_k_spacy_pipeline_multitask), 0, 0, 1, 1},
{&__pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_k_spacy_pipeline_multitask_pyx, sizeof(__pyx_k_spacy_pipeline_multitask_pyx), 0, 0, 1, 0},
{&__pyx_n_s_staticmethod, __pyx_k_staticmethod, sizeof(__pyx_k_staticmethod), 0, 0, 1, 1},
{&__pyx_n_s_sum, __pyx_k_sum, sizeof(__pyx_k_sum), 0, 0, 1, 1},
{&__pyx_n_s_tag, __pyx_k_tag, sizeof(__pyx_k_tag), 0, 0, 1, 1},
{&__pyx_n_s_tag_2, __pyx_k_tag_2, sizeof(__pyx_k_tag_2), 0, 0, 1, 1},
{&__pyx_n_s_tagger, __pyx_k_tagger, sizeof(__pyx_k_tagger), 0, 0, 1, 1},
{&__pyx_n_s_target, __pyx_k_target, sizeof(__pyx_k_target), 0, 0, 1, 1},
{&__pyx_n_s_test, __pyx_k_test, sizeof(__pyx_k_test), 0, 0, 1, 1},
{&__pyx_n_s_thinc_api, __pyx_k_thinc_api, sizeof(__pyx_k_thinc_api), 0, 0, 1, 1},
{&__pyx_n_s_to_array, __pyx_k_to_array, sizeof(__pyx_k_to_array), 0, 0, 1, 1},
{&__pyx_n_s_to_categorical, __pyx_k_to_categorical, sizeof(__pyx_k_to_categorical), 0, 0, 1, 1},
{&__pyx_n_s_tok2vec, __pyx_k_tok2vec, sizeof(__pyx_k_tok2vec), 0, 0, 1, 1},
{&__pyx_n_s_tok_annots, __pyx_k_tok_annots, sizeof(__pyx_k_tok_annots), 0, 0, 1, 1},
{&__pyx_n_s_token, __pyx_k_token, sizeof(__pyx_k_token), 0, 0, 1, 1},
{&__pyx_n_s_tokvecs, __pyx_k_tokvecs, sizeof(__pyx_k_tokvecs), 0, 0, 1, 1},
{&__pyx_n_s_trainable_pipe, __pyx_k_trainable_pipe, sizeof(__pyx_k_trainable_pipe), 0, 0, 1, 1},
{&__pyx_n_s_training, __pyx_k_training, sizeof(__pyx_k_training), 0, 0, 1, 1},
{&__pyx_n_s_typing, __pyx_k_typing, sizeof(__pyx_k_typing), 0, 0, 1, 1},
{&__pyx_n_s_update, __pyx_k_update, sizeof(__pyx_k_update), 0, 0, 1, 1},
{&__pyx_n_s_validate_examples, __pyx_k_validate_examples, sizeof(__pyx_k_validate_examples), 0, 0, 1, 1},
{&__pyx_n_s_value, __pyx_k_value, sizeof(__pyx_k_value), 0, 0, 1, 1},
{&__pyx_n_s_values, __pyx_k_values, sizeof(__pyx_k_values), 0, 0, 1, 1},
{&__pyx_n_s_vectors, __pyx_k_vectors, sizeof(__pyx_k_vectors), 0, 0, 1, 1},
{&__pyx_n_s_vocab, __pyx_k_vocab, sizeof(__pyx_k_vocab), 0, 0, 1, 1},
{&__pyx_n_s_xp, __pyx_k_xp, sizeof(__pyx_k_xp), 0, 0, 1, 1},
{&__pyx_n_s_y, __pyx_k_y, sizeof(__pyx_k_y), 0, 0, 1, 1},
{&__pyx_n_s_zeros, __pyx_k_zeros, sizeof(__pyx_k_zeros), 0, 0, 1, 1},
{0, 0, 0, 0, 0, 0, 0}
};
static CYTHON_SMALL_CODE int __Pyx_InitCachedBuiltins(void) {
__pyx_builtin_property = __Pyx_GetBuiltinName(__pyx_n_s_property); if (!__pyx_builtin_property) __PYX_ERR(0, 69, __pyx_L1_error)
__pyx_builtin_staticmethod = __Pyx_GetBuiltinName(__pyx_n_s_staticmethod); if (!__pyx_builtin_staticmethod) __PYX_ERR(0, 119, __pyx_L1_error)
__pyx_builtin_ValueError = __Pyx_GetBuiltinName(__pyx_n_s_ValueError); if (!__pyx_builtin_ValueError) __PYX_ERR(0, 65, __pyx_L1_error)
__pyx_builtin_enumerate = __Pyx_GetBuiltinName(__pyx_n_s_enumerate); if (!__pyx_builtin_enumerate) __PYX_ERR(0, 103, __pyx_L1_error)
__pyx_builtin_range = __Pyx_GetBuiltinName(__pyx_n_s_range); if (!__pyx_builtin_range) __PYX_ERR(0, 106, __pyx_L1_error)
__pyx_builtin_NotImplementedError = __Pyx_GetBuiltinName(__pyx_n_s_NotImplementedError); if (!__pyx_builtin_NotImplementedError) __PYX_ERR(0, 215, __pyx_L1_error)
return 0;
__pyx_L1_error:;
return -1;
}
static CYTHON_SMALL_CODE int __Pyx_InitCachedConstants(void) {
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__Pyx_InitCachedConstants", 0);
/* "spacy/pipeline/multitask.pyx":33
*
*
* @Language.factory( # <<<<<<<<<<<<<<
* "nn_labeller",
* default_config={"labels": None, "target": "dep_tag_offset", "model": DEFAULT_MT_MODEL}
*/
__pyx_tuple__25 = PyTuple_Pack(1, __pyx_n_s_nn_labeller); if (unlikely(!__pyx_tuple__25)) __PYX_ERR(0, 33, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__25);
__Pyx_GIVEREF(__pyx_tuple__25);
/* "spacy/pipeline/multitask.pyx":37
* default_config={"labels": None, "target": "dep_tag_offset", "model": DEFAULT_MT_MODEL}
* )
* def make_nn_labeller(nlp: Language, name: str, model: Model, labels: Optional[dict], target: str): # <<<<<<<<<<<<<<
* return MultitaskObjective(nlp.vocab, model, name)
*
*/
__pyx_tuple__26 = PyTuple_Pack(5, __pyx_n_s_nlp, __pyx_n_s_name, __pyx_n_s_model, __pyx_n_s_labels, __pyx_n_s_target); if (unlikely(!__pyx_tuple__26)) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__26);
__Pyx_GIVEREF(__pyx_tuple__26);
__pyx_codeobj_ = (PyObject*)__Pyx_PyCode_New(5, 0, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__26, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_make_nn_labeller, 37, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj_)) __PYX_ERR(0, 37, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":46
* """
*
* def __init__(self, vocab, model, name="nn_labeller", *, target): # <<<<<<<<<<<<<<
* self.vocab = vocab
* self.model = model
*/
__pyx_tuple__27 = PyTuple_Pack(6, __pyx_n_s_self, __pyx_n_s_vocab, __pyx_n_s_model, __pyx_n_s_name, __pyx_n_s_target, __pyx_n_s_cfg); if (unlikely(!__pyx_tuple__27)) __PYX_ERR(0, 46, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__27);
__Pyx_GIVEREF(__pyx_tuple__27);
__pyx_codeobj__2 = (PyObject*)__Pyx_PyCode_New(4, 1, 6, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__27, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_init, 46, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__2)) __PYX_ERR(0, 46, __pyx_L1_error)
__pyx_tuple__28 = PyTuple_Pack(1, ((PyObject*)__pyx_n_s_nn_labeller)); if (unlikely(!__pyx_tuple__28)) __PYX_ERR(0, 46, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__28);
__Pyx_GIVEREF(__pyx_tuple__28);
/* "spacy/pipeline/multitask.pyx":70
*
* @property
* def labels(self): # <<<<<<<<<<<<<<
* return self.cfg.setdefault("labels", {})
*
*/
__pyx_tuple__29 = PyTuple_Pack(1, __pyx_n_s_self); if (unlikely(!__pyx_tuple__29)) __PYX_ERR(0, 70, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__29);
__Pyx_GIVEREF(__pyx_tuple__29);
__pyx_codeobj__3 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__29, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_labels, 70, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__3)) __PYX_ERR(0, 70, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":74
*
* @labels.setter
* def labels(self, value): # <<<<<<<<<<<<<<
* self.cfg["labels"] = value
*
*/
__pyx_tuple__30 = PyTuple_Pack(2, __pyx_n_s_self, __pyx_n_s_value); if (unlikely(!__pyx_tuple__30)) __PYX_ERR(0, 74, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__30);
__Pyx_GIVEREF(__pyx_tuple__30);
__pyx_codeobj__4 = (PyObject*)__Pyx_PyCode_New(2, 0, 2, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__30, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_labels, 74, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__4)) __PYX_ERR(0, 74, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":77
* self.cfg["labels"] = value
*
* def set_annotations(self, docs, dep_ids): # <<<<<<<<<<<<<<
* pass
*
*/
__pyx_tuple__31 = PyTuple_Pack(3, __pyx_n_s_self, __pyx_n_s_docs, __pyx_n_s_dep_ids); if (unlikely(!__pyx_tuple__31)) __PYX_ERR(0, 77, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__31);
__Pyx_GIVEREF(__pyx_tuple__31);
__pyx_codeobj__5 = (PyObject*)__Pyx_PyCode_New(3, 0, 3, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__31, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_set_annotations, 77, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__5)) __PYX_ERR(0, 77, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":80
* pass
*
* def initialize(self, get_examples, nlp=None, labels=None): # <<<<<<<<<<<<<<
* if not hasattr(get_examples, "__call__"):
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples))
*/
__pyx_tuple__32 = PyTuple_Pack(8, __pyx_n_s_self, __pyx_n_s_get_examples, __pyx_n_s_nlp, __pyx_n_s_labels, __pyx_n_s_err, __pyx_n_s_example, __pyx_n_s_token, __pyx_n_s_label); if (unlikely(!__pyx_tuple__32)) __PYX_ERR(0, 80, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__32);
__Pyx_GIVEREF(__pyx_tuple__32);
__pyx_codeobj__6 = (PyObject*)__Pyx_PyCode_New(4, 0, 8, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__32, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_initialize, 80, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__6)) __PYX_ERR(0, 80, __pyx_L1_error)
__pyx_tuple__33 = PyTuple_Pack(2, ((PyObject *)Py_None), ((PyObject *)Py_None)); if (unlikely(!__pyx_tuple__33)) __PYX_ERR(0, 80, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__33);
__Pyx_GIVEREF(__pyx_tuple__33);
/* "spacy/pipeline/multitask.pyx":94
* self.model.initialize() # TODO: fix initialization by defining X and Y
*
* def predict(self, docs): # <<<<<<<<<<<<<<
* tokvecs = self.model.get_ref("tok2vec")(docs)
* scores = self.model.get_ref("softmax")(tokvecs)
*/
__pyx_tuple__34 = PyTuple_Pack(4, __pyx_n_s_self, __pyx_n_s_docs, __pyx_n_s_tokvecs, __pyx_n_s_scores); if (unlikely(!__pyx_tuple__34)) __PYX_ERR(0, 94, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__34);
__Pyx_GIVEREF(__pyx_tuple__34);
__pyx_codeobj__7 = (PyObject*)__Pyx_PyCode_New(2, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__34, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_predict, 94, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__7)) __PYX_ERR(0, 94, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":99
* return tokvecs, scores
*
* def get_loss(self, examples, scores): # <<<<<<<<<<<<<<
* cdef int idx = 0
* correct = numpy.zeros((scores.shape[0],), dtype="i")
*/
__pyx_tuple__35 = PyTuple_Pack(16, __pyx_n_s_self, __pyx_n_s_examples, __pyx_n_s_scores, __pyx_n_s_idx, __pyx_n_s_correct, __pyx_n_s_guesses, __pyx_n_s_i, __pyx_n_s_eg, __pyx_n_s_doc_annots, __pyx_n_s_j, __pyx_n_s_tok_annots, __pyx_n_s_label, __pyx_n_s_d_scores, __pyx_n_s_loss, __pyx_n_s_key, __pyx_n_s_values); if (unlikely(!__pyx_tuple__35)) __PYX_ERR(0, 99, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__35);
__Pyx_GIVEREF(__pyx_tuple__35);
__pyx_codeobj__8 = (PyObject*)__Pyx_PyCode_New(3, 0, 16, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__35, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_get_loss, 99, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__8)) __PYX_ERR(0, 99, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":120
*
* @staticmethod
* def make_dep(token): # <<<<<<<<<<<<<<
* return token.dep_
*
*/
__pyx_tuple__36 = PyTuple_Pack(1, __pyx_n_s_token); if (unlikely(!__pyx_tuple__36)) __PYX_ERR(0, 120, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__36);
__Pyx_GIVEREF(__pyx_tuple__36);
__pyx_codeobj__9 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__36, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_make_dep, 120, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__9)) __PYX_ERR(0, 120, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":124
*
* @staticmethod
* def make_tag(token): # <<<<<<<<<<<<<<
* return token.tag_
*
*/
__pyx_tuple__37 = PyTuple_Pack(1, __pyx_n_s_token); if (unlikely(!__pyx_tuple__37)) __PYX_ERR(0, 124, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__37);
__Pyx_GIVEREF(__pyx_tuple__37);
__pyx_codeobj__10 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__37, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_make_tag, 124, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__10)) __PYX_ERR(0, 124, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":128
*
* @staticmethod
* def make_ent(token): # <<<<<<<<<<<<<<
* if token.ent_iob_ == "O":
* return "O"
*/
__pyx_tuple__38 = PyTuple_Pack(1, __pyx_n_s_token); if (unlikely(!__pyx_tuple__38)) __PYX_ERR(0, 128, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__38);
__Pyx_GIVEREF(__pyx_tuple__38);
__pyx_codeobj__11 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__38, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_make_ent, 128, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__11)) __PYX_ERR(0, 128, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":135
*
* @staticmethod
* def make_dep_tag_offset(token): # <<<<<<<<<<<<<<
* dep = token.dep_
* tag = token.tag_
*/
__pyx_tuple__39 = PyTuple_Pack(4, __pyx_n_s_token, __pyx_n_s_dep, __pyx_n_s_tag, __pyx_n_s_offset); if (unlikely(!__pyx_tuple__39)) __PYX_ERR(0, 135, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__39);
__Pyx_GIVEREF(__pyx_tuple__39);
__pyx_codeobj__13 = (PyObject*)__Pyx_PyCode_New(1, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__39, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_make_dep_tag_offset, 135, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__13)) __PYX_ERR(0, 135, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":144
*
* @staticmethod
* def make_ent_tag(token): # <<<<<<<<<<<<<<
* if token.ent_iob_ == "O":
* ent = "O"
*/
__pyx_tuple__40 = PyTuple_Pack(3, __pyx_n_s_token, __pyx_n_s_ent, __pyx_n_s_tag); if (unlikely(!__pyx_tuple__40)) __PYX_ERR(0, 144, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__40);
__Pyx_GIVEREF(__pyx_tuple__40);
__pyx_codeobj__15 = (PyObject*)__Pyx_PyCode_New(1, 0, 3, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__40, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_make_ent_tag, 144, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__15)) __PYX_ERR(0, 144, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":153
*
* @staticmethod
* def make_sent_start(token): # <<<<<<<<<<<<<<
* """A multi-task objective for representing sentence boundaries,
* using BILU scheme. (O is impossible)
*/
__pyx_tuple__41 = PyTuple_Pack(1, __pyx_n_s_token); if (unlikely(!__pyx_tuple__41)) __PYX_ERR(0, 153, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__41);
__Pyx_GIVEREF(__pyx_tuple__41);
__pyx_codeobj__16 = (PyObject*)__Pyx_PyCode_New(1, 0, 1, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__41, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_make_sent_start, 153, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__16)) __PYX_ERR(0, 153, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":166
*
* class ClozeMultitask(TrainablePipe):
* def __init__(self, vocab, model, **cfg): # <<<<<<<<<<<<<<
* self.vocab = vocab
* self.model = model
*/
__pyx_tuple__42 = PyTuple_Pack(4, __pyx_n_s_self, __pyx_n_s_vocab, __pyx_n_s_model, __pyx_n_s_cfg); if (unlikely(!__pyx_tuple__42)) __PYX_ERR(0, 166, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__42);
__Pyx_GIVEREF(__pyx_tuple__42);
__pyx_codeobj__17 = (PyObject*)__Pyx_PyCode_New(3, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS|CO_VARKEYWORDS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__42, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_init, 166, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__17)) __PYX_ERR(0, 166, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":172
* self.distance = CosineDistance(ignore_zeros=True, normalize=False) # TODO: in config
*
* def set_annotations(self, docs, dep_ids): # <<<<<<<<<<<<<<
* pass
*
*/
__pyx_tuple__43 = PyTuple_Pack(3, __pyx_n_s_self, __pyx_n_s_docs, __pyx_n_s_dep_ids); if (unlikely(!__pyx_tuple__43)) __PYX_ERR(0, 172, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__43);
__Pyx_GIVEREF(__pyx_tuple__43);
__pyx_codeobj__18 = (PyObject*)__Pyx_PyCode_New(3, 0, 3, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__43, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_set_annotations, 172, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__18)) __PYX_ERR(0, 172, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":175
* pass
*
* def initialize(self, get_examples, nlp=None): # <<<<<<<<<<<<<<
* self.model.initialize() # TODO: fix initialization by defining X and Y
* X = self.model.ops.alloc((5, self.model.get_ref("tok2vec").get_dim("nO")))
*/
__pyx_tuple__44 = PyTuple_Pack(4, __pyx_n_s_self, __pyx_n_s_get_examples, __pyx_n_s_nlp, __pyx_n_s_X); if (unlikely(!__pyx_tuple__44)) __PYX_ERR(0, 175, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__44);
__Pyx_GIVEREF(__pyx_tuple__44);
__pyx_codeobj__19 = (PyObject*)__Pyx_PyCode_New(3, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__44, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_initialize, 175, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__19)) __PYX_ERR(0, 175, __pyx_L1_error)
__pyx_tuple__45 = PyTuple_Pack(1, ((PyObject *)Py_None)); if (unlikely(!__pyx_tuple__45)) __PYX_ERR(0, 175, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__45);
__Pyx_GIVEREF(__pyx_tuple__45);
/* "spacy/pipeline/multitask.pyx":180
* self.model.output_layer.initialize(X)
*
* def predict(self, docs): # <<<<<<<<<<<<<<
* tokvecs = self.model.get_ref("tok2vec")(docs)
* vectors = self.model.get_ref("output_layer")(tokvecs)
*/
__pyx_tuple__46 = PyTuple_Pack(4, __pyx_n_s_self, __pyx_n_s_docs, __pyx_n_s_tokvecs, __pyx_n_s_vectors); if (unlikely(!__pyx_tuple__46)) __PYX_ERR(0, 180, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__46);
__Pyx_GIVEREF(__pyx_tuple__46);
__pyx_codeobj__20 = (PyObject*)__Pyx_PyCode_New(2, 0, 4, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__46, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_predict, 180, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__20)) __PYX_ERR(0, 180, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":185
* return tokvecs, vectors
*
* def get_loss(self, examples, vectors, prediction): # <<<<<<<<<<<<<<
* validate_examples(examples, "ClozeMultitask.get_loss")
* # The simplest way to implement this would be to vstack the
*/
__pyx_tuple__47 = PyTuple_Pack(9, __pyx_n_s_self, __pyx_n_s_examples, __pyx_n_s_vectors, __pyx_n_s_prediction, __pyx_n_s_ids, __pyx_n_s_target, __pyx_n_s_gradient, __pyx_n_s_loss, __pyx_n_s_eg); if (unlikely(!__pyx_tuple__47)) __PYX_ERR(0, 185, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__47);
__Pyx_GIVEREF(__pyx_tuple__47);
__pyx_codeobj__21 = (PyObject*)__Pyx_PyCode_New(4, 0, 9, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__47, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_get_loss, 185, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__21)) __PYX_ERR(0, 185, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":197
* return float(loss), gradient
*
* def update(self, examples, *, drop=0., sgd=None, losses=None): # <<<<<<<<<<<<<<
* pass
*
*/
__pyx_tuple__48 = PyTuple_Pack(5, __pyx_n_s_self, __pyx_n_s_examples, __pyx_n_s_drop, __pyx_n_s_sgd, __pyx_n_s_losses); if (unlikely(!__pyx_tuple__48)) __PYX_ERR(0, 197, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__48);
__Pyx_GIVEREF(__pyx_tuple__48);
__pyx_codeobj__22 = (PyObject*)__Pyx_PyCode_New(2, 3, 5, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__48, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_update, 197, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__22)) __PYX_ERR(0, 197, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":200
* pass
*
* def rehearse(self, examples, drop=0., sgd=None, losses=None): # <<<<<<<<<<<<<<
* if losses is not None and self.name not in losses:
* losses[self.name] = 0.
*/
__pyx_tuple__49 = PyTuple_Pack(9, __pyx_n_s_self, __pyx_n_s_examples, __pyx_n_s_drop, __pyx_n_s_sgd, __pyx_n_s_losses, __pyx_n_s_predictions, __pyx_n_s_bp_predictions, __pyx_n_s_loss, __pyx_n_s_d_predictions); if (unlikely(!__pyx_tuple__49)) __PYX_ERR(0, 200, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__49);
__Pyx_GIVEREF(__pyx_tuple__49);
__pyx_codeobj__23 = (PyObject*)__Pyx_PyCode_New(5, 0, 9, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__49, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_rehearse, 200, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__23)) __PYX_ERR(0, 200, __pyx_L1_error)
__pyx_tuple__50 = PyTuple_Pack(3, ((PyObject*)__pyx_float_0_), ((PyObject *)Py_None), ((PyObject *)Py_None)); if (unlikely(!__pyx_tuple__50)) __PYX_ERR(0, 200, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__50);
__Pyx_GIVEREF(__pyx_tuple__50);
/* "spacy/pipeline/multitask.pyx":214
* return losses
*
* def add_label(self, label): # <<<<<<<<<<<<<<
* raise NotImplementedError
*/
__pyx_tuple__51 = PyTuple_Pack(2, __pyx_n_s_self, __pyx_n_s_label); if (unlikely(!__pyx_tuple__51)) __PYX_ERR(0, 214, __pyx_L1_error)
__Pyx_GOTREF(__pyx_tuple__51);
__Pyx_GIVEREF(__pyx_tuple__51);
__pyx_codeobj__24 = (PyObject*)__Pyx_PyCode_New(2, 0, 2, 0, CO_OPTIMIZED|CO_NEWLOCALS, __pyx_empty_bytes, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_tuple__51, __pyx_empty_tuple, __pyx_empty_tuple, __pyx_kp_s_spacy_pipeline_multitask_pyx, __pyx_n_s_add_label, 214, __pyx_empty_bytes); if (unlikely(!__pyx_codeobj__24)) __PYX_ERR(0, 214, __pyx_L1_error)
__Pyx_RefNannyFinishContext();
return 0;
__pyx_L1_error:;
__Pyx_RefNannyFinishContext();
return -1;
}
static CYTHON_SMALL_CODE int __Pyx_InitGlobals(void) {
__pyx_umethod_PyDict_Type_items.type = (PyObject*)&PyDict_Type;
if (__Pyx_InitStrings(__pyx_string_tab) < 0) __PYX_ERR(0, 1, __pyx_L1_error)
__pyx_float_0_ = PyFloat_FromDouble(0.); if (unlikely(!__pyx_float_0_)) __PYX_ERR(0, 1, __pyx_L1_error)
__pyx_int_0 = PyInt_FromLong(0); if (unlikely(!__pyx_int_0)) __PYX_ERR(0, 1, __pyx_L1_error)
__pyx_int_1 = PyInt_FromLong(1); if (unlikely(!__pyx_int_1)) __PYX_ERR(0, 1, __pyx_L1_error)
__pyx_int_2 = PyInt_FromLong(2); if (unlikely(!__pyx_int_2)) __PYX_ERR(0, 1, __pyx_L1_error)
__pyx_int_5 = PyInt_FromLong(5); if (unlikely(!__pyx_int_5)) __PYX_ERR(0, 1, __pyx_L1_error)
return 0;
__pyx_L1_error:;
return -1;
}
static CYTHON_SMALL_CODE int __Pyx_modinit_global_init_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_variable_export_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_function_export_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_type_init_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_type_import_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_variable_import_code(void); /*proto*/
static CYTHON_SMALL_CODE int __Pyx_modinit_function_import_code(void); /*proto*/
static int __Pyx_modinit_global_init_code(void) {
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__Pyx_modinit_global_init_code", 0);
/*--- Global init code ---*/
__Pyx_RefNannyFinishContext();
return 0;
}
static int __Pyx_modinit_variable_export_code(void) {
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__Pyx_modinit_variable_export_code", 0);
/*--- Variable export code ---*/
__Pyx_RefNannyFinishContext();
return 0;
}
static int __Pyx_modinit_function_export_code(void) {
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__Pyx_modinit_function_export_code", 0);
/*--- Function export code ---*/
__Pyx_RefNannyFinishContext();
return 0;
}
static int __Pyx_modinit_type_init_code(void) {
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__Pyx_modinit_type_init_code", 0);
/*--- Type init code ---*/
__Pyx_RefNannyFinishContext();
return 0;
}
static int __Pyx_modinit_type_import_code(void) {
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__Pyx_modinit_type_import_code", 0);
/*--- Type import code ---*/
__Pyx_RefNannyFinishContext();
return 0;
}
static int __Pyx_modinit_variable_import_code(void) {
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__Pyx_modinit_variable_import_code", 0);
/*--- Variable import code ---*/
__Pyx_RefNannyFinishContext();
return 0;
}
static int __Pyx_modinit_function_import_code(void) {
__Pyx_RefNannyDeclarations
__Pyx_RefNannySetupContext("__Pyx_modinit_function_import_code", 0);
/*--- Function import code ---*/
__Pyx_RefNannyFinishContext();
return 0;
}
#ifndef CYTHON_NO_PYINIT_EXPORT
#define __Pyx_PyMODINIT_FUNC PyMODINIT_FUNC
#elif PY_MAJOR_VERSION < 3
#ifdef __cplusplus
#define __Pyx_PyMODINIT_FUNC extern "C" void
#else
#define __Pyx_PyMODINIT_FUNC void
#endif
#else
#ifdef __cplusplus
#define __Pyx_PyMODINIT_FUNC extern "C" PyObject *
#else
#define __Pyx_PyMODINIT_FUNC PyObject *
#endif
#endif
#if PY_MAJOR_VERSION < 3
__Pyx_PyMODINIT_FUNC initmultitask(void) CYTHON_SMALL_CODE; /*proto*/
__Pyx_PyMODINIT_FUNC initmultitask(void)
#else
__Pyx_PyMODINIT_FUNC PyInit_multitask(void) CYTHON_SMALL_CODE; /*proto*/
__Pyx_PyMODINIT_FUNC PyInit_multitask(void)
#if CYTHON_PEP489_MULTI_PHASE_INIT
{
return PyModuleDef_Init(&__pyx_moduledef);
}
static CYTHON_SMALL_CODE int __Pyx_check_single_interpreter(void) {
#if PY_VERSION_HEX >= 0x030700A1
static PY_INT64_T main_interpreter_id = -1;
PY_INT64_T current_id = PyInterpreterState_GetID(PyThreadState_Get()->interp);
if (main_interpreter_id == -1) {
main_interpreter_id = current_id;
return (unlikely(current_id == -1)) ? -1 : 0;
} else if (unlikely(main_interpreter_id != current_id))
#else
static PyInterpreterState *main_interpreter = NULL;
PyInterpreterState *current_interpreter = PyThreadState_Get()->interp;
if (!main_interpreter) {
main_interpreter = current_interpreter;
} else if (unlikely(main_interpreter != current_interpreter))
#endif
{
PyErr_SetString(
PyExc_ImportError,
"Interpreter change detected - this module can only be loaded into one interpreter per process.");
return -1;
}
return 0;
}
static CYTHON_SMALL_CODE int __Pyx_copy_spec_to_module(PyObject *spec, PyObject *moddict, const char* from_name, const char* to_name, int allow_none) {
PyObject *value = PyObject_GetAttrString(spec, from_name);
int result = 0;
if (likely(value)) {
if (allow_none || value != Py_None) {
result = PyDict_SetItemString(moddict, to_name, value);
}
Py_DECREF(value);
} else if (PyErr_ExceptionMatches(PyExc_AttributeError)) {
PyErr_Clear();
} else {
result = -1;
}
return result;
}
static CYTHON_SMALL_CODE PyObject* __pyx_pymod_create(PyObject *spec, CYTHON_UNUSED PyModuleDef *def) {
PyObject *module = NULL, *moddict, *modname;
if (__Pyx_check_single_interpreter())
return NULL;
if (__pyx_m)
return __Pyx_NewRef(__pyx_m);
modname = PyObject_GetAttrString(spec, "name");
if (unlikely(!modname)) goto bad;
module = PyModule_NewObject(modname);
Py_DECREF(modname);
if (unlikely(!module)) goto bad;
moddict = PyModule_GetDict(module);
if (unlikely(!moddict)) goto bad;
if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "loader", "__loader__", 1) < 0)) goto bad;
if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "origin", "__file__", 1) < 0)) goto bad;
if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "parent", "__package__", 1) < 0)) goto bad;
if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "submodule_search_locations", "__path__", 0) < 0)) goto bad;
return module;
bad:
Py_XDECREF(module);
return NULL;
}
static CYTHON_SMALL_CODE int __pyx_pymod_exec_multitask(PyObject *__pyx_pyinit_module)
#endif
#endif
{
__Pyx_TraceDeclarations
PyObject *__pyx_t_1 = NULL;
PyObject *__pyx_t_2 = NULL;
PyObject *__pyx_t_3 = NULL;
PyObject *__pyx_t_4 = NULL;
PyObject *__pyx_t_5 = NULL;
PyObject *__pyx_t_6 = NULL;
PyObject *__pyx_t_7 = NULL;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
__Pyx_RefNannyDeclarations
#if CYTHON_PEP489_MULTI_PHASE_INIT
if (__pyx_m) {
if (__pyx_m == __pyx_pyinit_module) return 0;
PyErr_SetString(PyExc_RuntimeError, "Module 'multitask' has already been imported. Re-initialisation is not supported.");
return -1;
}
#elif PY_MAJOR_VERSION >= 3
if (__pyx_m) return __Pyx_NewRef(__pyx_m);
#endif
#if CYTHON_REFNANNY
__Pyx_RefNanny = __Pyx_RefNannyImportAPI("refnanny");
if (!__Pyx_RefNanny) {
PyErr_Clear();
__Pyx_RefNanny = __Pyx_RefNannyImportAPI("Cython.Runtime.refnanny");
if (!__Pyx_RefNanny)
Py_FatalError("failed to import 'refnanny' module");
}
#endif
__Pyx_RefNannySetupContext("__Pyx_PyMODINIT_FUNC PyInit_multitask(void)", 0);
if (__Pyx_check_binary_version() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#ifdef __Pxy_PyFrame_Initialize_Offsets
__Pxy_PyFrame_Initialize_Offsets();
#endif
__pyx_empty_tuple = PyTuple_New(0); if (unlikely(!__pyx_empty_tuple)) __PYX_ERR(0, 1, __pyx_L1_error)
__pyx_empty_bytes = PyBytes_FromStringAndSize("", 0); if (unlikely(!__pyx_empty_bytes)) __PYX_ERR(0, 1, __pyx_L1_error)
__pyx_empty_unicode = PyUnicode_FromStringAndSize("", 0); if (unlikely(!__pyx_empty_unicode)) __PYX_ERR(0, 1, __pyx_L1_error)
#ifdef __Pyx_CyFunction_USED
if (__pyx_CyFunction_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#endif
#ifdef __Pyx_FusedFunction_USED
if (__pyx_FusedFunction_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#endif
#ifdef __Pyx_Coroutine_USED
if (__pyx_Coroutine_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#endif
#ifdef __Pyx_Generator_USED
if (__pyx_Generator_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#endif
#ifdef __Pyx_AsyncGen_USED
if (__pyx_AsyncGen_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#endif
#ifdef __Pyx_StopAsyncIteration_USED
if (__pyx_StopAsyncIteration_init() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#endif
/*--- Library function declarations ---*/
/*--- Threads initialization code ---*/
#if defined(WITH_THREAD) && PY_VERSION_HEX < 0x030700F0 && defined(__PYX_FORCE_INIT_THREADS) && __PYX_FORCE_INIT_THREADS
PyEval_InitThreads();
#endif
/*--- Module creation code ---*/
#if CYTHON_PEP489_MULTI_PHASE_INIT
__pyx_m = __pyx_pyinit_module;
Py_INCREF(__pyx_m);
#else
#if PY_MAJOR_VERSION < 3
__pyx_m = Py_InitModule4("multitask", __pyx_methods, 0, 0, PYTHON_API_VERSION); Py_XINCREF(__pyx_m);
#else
__pyx_m = PyModule_Create(&__pyx_moduledef);
#endif
if (unlikely(!__pyx_m)) __PYX_ERR(0, 1, __pyx_L1_error)
#endif
__pyx_d = PyModule_GetDict(__pyx_m); if (unlikely(!__pyx_d)) __PYX_ERR(0, 1, __pyx_L1_error)
Py_INCREF(__pyx_d);
__pyx_b = PyImport_AddModule(__Pyx_BUILTIN_MODULE_NAME); if (unlikely(!__pyx_b)) __PYX_ERR(0, 1, __pyx_L1_error)
Py_INCREF(__pyx_b);
__pyx_cython_runtime = PyImport_AddModule((char *) "cython_runtime"); if (unlikely(!__pyx_cython_runtime)) __PYX_ERR(0, 1, __pyx_L1_error)
Py_INCREF(__pyx_cython_runtime);
if (PyObject_SetAttrString(__pyx_m, "__builtins__", __pyx_b) < 0) __PYX_ERR(0, 1, __pyx_L1_error)
/*--- Initialize various global constants etc. ---*/
if (__Pyx_InitGlobals() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#if PY_MAJOR_VERSION < 3 && (__PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT)
if (__Pyx_init_sys_getdefaultencoding_params() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#endif
if (__pyx_module_is_main_spacy__pipeline__multitask) {
if (PyObject_SetAttr(__pyx_m, __pyx_n_s_name_2, __pyx_n_s_main) < 0) __PYX_ERR(0, 1, __pyx_L1_error)
}
#if PY_MAJOR_VERSION >= 3
{
PyObject *modules = PyImport_GetModuleDict(); if (unlikely(!modules)) __PYX_ERR(0, 1, __pyx_L1_error)
if (!PyDict_GetItemString(modules, "spacy.pipeline.multitask")) {
if (unlikely(PyDict_SetItemString(modules, "spacy.pipeline.multitask", __pyx_m) < 0)) __PYX_ERR(0, 1, __pyx_L1_error)
}
}
#endif
/*--- Builtin init code ---*/
if (__Pyx_InitCachedBuiltins() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
/*--- Constants init code ---*/
if (__Pyx_InitCachedConstants() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
/*--- Global type/function init code ---*/
(void)__Pyx_modinit_global_init_code();
(void)__Pyx_modinit_variable_export_code();
(void)__Pyx_modinit_function_export_code();
(void)__Pyx_modinit_type_init_code();
(void)__Pyx_modinit_type_import_code();
(void)__Pyx_modinit_variable_import_code();
(void)__Pyx_modinit_function_import_code();
/*--- Execution code ---*/
#if defined(__Pyx_Generator_USED) || defined(__Pyx_Coroutine_USED)
if (__Pyx_patch_abc() < 0) __PYX_ERR(0, 1, __pyx_L1_error)
#endif
__Pyx_TraceCall("__Pyx_PyMODINIT_FUNC PyInit_multitask(void)", __pyx_f[0], 1, 0, __PYX_ERR(0, 1, __pyx_L1_error));
/* "spacy/pipeline/multitask.pyx":2
* # cython: infer_types=True, binding=True
* from typing import Optional # <<<<<<<<<<<<<<
*
* import numpy
*/
__pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 2, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_INCREF(__pyx_n_s_Optional);
__Pyx_GIVEREF(__pyx_n_s_Optional);
PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s_Optional);
__pyx_t_2 = __Pyx_Import(__pyx_n_s_typing, __pyx_t_1, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 2, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_ImportFrom(__pyx_t_2, __pyx_n_s_Optional); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 2, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_Optional, __pyx_t_1) < 0) __PYX_ERR(0, 2, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":4
* from typing import Optional
*
* import numpy # <<<<<<<<<<<<<<
* from thinc.api import Config, CosineDistance, Model, set_dropout_rate, to_categorical
*
*/
__pyx_t_2 = __Pyx_Import(__pyx_n_s_numpy, 0, -1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 4, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_numpy, __pyx_t_2) < 0) __PYX_ERR(0, 4, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":5
*
* import numpy
* from thinc.api import Config, CosineDistance, Model, set_dropout_rate, to_categorical # <<<<<<<<<<<<<<
*
* from ..attrs import ID
*/
__pyx_t_2 = PyList_New(5); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_INCREF(__pyx_n_s_Config);
__Pyx_GIVEREF(__pyx_n_s_Config);
PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_Config);
__Pyx_INCREF(__pyx_n_s_CosineDistance);
__Pyx_GIVEREF(__pyx_n_s_CosineDistance);
PyList_SET_ITEM(__pyx_t_2, 1, __pyx_n_s_CosineDistance);
__Pyx_INCREF(__pyx_n_s_Model);
__Pyx_GIVEREF(__pyx_n_s_Model);
PyList_SET_ITEM(__pyx_t_2, 2, __pyx_n_s_Model);
__Pyx_INCREF(__pyx_n_s_set_dropout_rate);
__Pyx_GIVEREF(__pyx_n_s_set_dropout_rate);
PyList_SET_ITEM(__pyx_t_2, 3, __pyx_n_s_set_dropout_rate);
__Pyx_INCREF(__pyx_n_s_to_categorical);
__Pyx_GIVEREF(__pyx_n_s_to_categorical);
PyList_SET_ITEM(__pyx_t_2, 4, __pyx_n_s_to_categorical);
__pyx_t_1 = __Pyx_Import(__pyx_n_s_thinc_api, __pyx_t_2, -1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_Config); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_Config, __pyx_t_2) < 0) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_CosineDistance); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_CosineDistance, __pyx_t_2) < 0) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_Model); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_Model, __pyx_t_2) < 0) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_set_dropout_rate); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_set_dropout_rate, __pyx_t_2) < 0) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_to_categorical); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_to_categorical, __pyx_t_2) < 0) __PYX_ERR(0, 5, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":7
* from thinc.api import Config, CosineDistance, Model, set_dropout_rate, to_categorical
*
* from ..attrs import ID # <<<<<<<<<<<<<<
* from ..errors import Errors
* from ..language import Language
*/
__pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 7, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_INCREF(__pyx_n_s_ID);
__Pyx_GIVEREF(__pyx_n_s_ID);
PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s_ID);
__pyx_t_2 = __Pyx_Import(__pyx_n_s_attrs, __pyx_t_1, 2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 7, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_ImportFrom(__pyx_t_2, __pyx_n_s_ID); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 7, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_ID, __pyx_t_1) < 0) __PYX_ERR(0, 7, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":8
*
* from ..attrs import ID
* from ..errors import Errors # <<<<<<<<<<<<<<
* from ..language import Language
* from ..training import validate_examples
*/
__pyx_t_2 = PyList_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 8, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_INCREF(__pyx_n_s_Errors);
__Pyx_GIVEREF(__pyx_n_s_Errors);
PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_Errors);
__pyx_t_1 = __Pyx_Import(__pyx_n_s_errors, __pyx_t_2, 2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 8, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_Errors); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 8, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_Errors, __pyx_t_2) < 0) __PYX_ERR(0, 8, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":9
* from ..attrs import ID
* from ..errors import Errors
* from ..language import Language # <<<<<<<<<<<<<<
* from ..training import validate_examples
* from .tagger import Tagger
*/
__pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 9, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_INCREF(__pyx_n_s_Language);
__Pyx_GIVEREF(__pyx_n_s_Language);
PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s_Language);
__pyx_t_2 = __Pyx_Import(__pyx_n_s_language, __pyx_t_1, 2); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 9, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_ImportFrom(__pyx_t_2, __pyx_n_s_Language); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 9, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_Language, __pyx_t_1) < 0) __PYX_ERR(0, 9, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":10
* from ..errors import Errors
* from ..language import Language
* from ..training import validate_examples # <<<<<<<<<<<<<<
* from .tagger import Tagger
* from .trainable_pipe import TrainablePipe
*/
__pyx_t_2 = PyList_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 10, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_INCREF(__pyx_n_s_validate_examples);
__Pyx_GIVEREF(__pyx_n_s_validate_examples);
PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_validate_examples);
__pyx_t_1 = __Pyx_Import(__pyx_n_s_training, __pyx_t_2, 2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 10, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_validate_examples); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 10, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_validate_examples, __pyx_t_2) < 0) __PYX_ERR(0, 10, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":11
* from ..language import Language
* from ..training import validate_examples
* from .tagger import Tagger # <<<<<<<<<<<<<<
* from .trainable_pipe import TrainablePipe
*
*/
__pyx_t_1 = PyList_New(1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 11, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_INCREF(__pyx_n_s_Tagger);
__Pyx_GIVEREF(__pyx_n_s_Tagger);
PyList_SET_ITEM(__pyx_t_1, 0, __pyx_n_s_Tagger);
__pyx_t_2 = __Pyx_Import(__pyx_n_s_tagger, __pyx_t_1, 1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 11, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_ImportFrom(__pyx_t_2, __pyx_n_s_Tagger); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 11, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_Tagger, __pyx_t_1) < 0) __PYX_ERR(0, 11, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":12
* from ..training import validate_examples
* from .tagger import Tagger
* from .trainable_pipe import TrainablePipe # <<<<<<<<<<<<<<
*
* default_model_config = """
*/
__pyx_t_2 = PyList_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 12, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_INCREF(__pyx_n_s_TrainablePipe);
__Pyx_GIVEREF(__pyx_n_s_TrainablePipe);
PyList_SET_ITEM(__pyx_t_2, 0, __pyx_n_s_TrainablePipe);
__pyx_t_1 = __Pyx_Import(__pyx_n_s_trainable_pipe, __pyx_t_2, 1); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 12, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_ImportFrom(__pyx_t_1, __pyx_n_s_TrainablePipe); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 12, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_TrainablePipe, __pyx_t_2) < 0) __PYX_ERR(0, 12, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":14
* from .trainable_pipe import TrainablePipe
*
* default_model_config = """ # <<<<<<<<<<<<<<
* [model]
* @architectures = "spacy.MultiTask.v1"
*/
if (PyDict_SetItem(__pyx_d, __pyx_n_s_default_model_config, __pyx_kp_s_model_architectures_spacy_Multi) < 0) __PYX_ERR(0, 14, __pyx_L1_error)
/* "spacy/pipeline/multitask.pyx":30
* subword_features = true
* """
* DEFAULT_MT_MODEL = Config().from_str(default_model_config)["model"] # <<<<<<<<<<<<<<
*
*
*/
__Pyx_GetModuleGlobalName(__pyx_t_1, __pyx_n_s_Config); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 30, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__pyx_t_2 = __Pyx_PyObject_CallNoArg(__pyx_t_1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 30, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__pyx_t_1 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_from_str); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 30, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_default_model_config); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 30, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_3 = __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_2); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 30, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__pyx_t_2 = __Pyx_PyObject_Dict_GetItem(__pyx_t_3, __pyx_n_s_model); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 30, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
if (PyDict_SetItem(__pyx_d, __pyx_n_s_DEFAULT_MT_MODEL, __pyx_t_2) < 0) __PYX_ERR(0, 30, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":33
*
*
* @Language.factory( # <<<<<<<<<<<<<<
* "nn_labeller",
* default_config={"labels": None, "target": "dep_tag_offset", "model": DEFAULT_MT_MODEL}
*/
__Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_Language); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 33, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_3 = __Pyx_PyObject_GetAttrStr(__pyx_t_2, __pyx_n_s_factory); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 33, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":35
* @Language.factory(
* "nn_labeller",
* default_config={"labels": None, "target": "dep_tag_offset", "model": DEFAULT_MT_MODEL} # <<<<<<<<<<<<<<
* )
* def make_nn_labeller(nlp: Language, name: str, model: Model, labels: Optional[dict], target: str):
*/
__pyx_t_2 = __Pyx_PyDict_NewPresized(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 35, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_1 = __Pyx_PyDict_NewPresized(3); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 35, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_labels, Py_None) < 0) __PYX_ERR(0, 35, __pyx_L1_error)
if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_target, __pyx_n_s_dep_tag_offset) < 0) __PYX_ERR(0, 35, __pyx_L1_error)
__Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_DEFAULT_MT_MODEL); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 35, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
if (PyDict_SetItem(__pyx_t_1, __pyx_n_s_model, __pyx_t_4) < 0) __PYX_ERR(0, 35, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_default_config, __pyx_t_1) < 0) __PYX_ERR(0, 35, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
/* "spacy/pipeline/multitask.pyx":33
*
*
* @Language.factory( # <<<<<<<<<<<<<<
* "nn_labeller",
* default_config={"labels": None, "target": "dep_tag_offset", "model": DEFAULT_MT_MODEL}
*/
__pyx_t_1 = __Pyx_PyObject_Call(__pyx_t_3, __pyx_tuple__25, __pyx_t_2); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 33, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":37
* default_config={"labels": None, "target": "dep_tag_offset", "model": DEFAULT_MT_MODEL}
* )
* def make_nn_labeller(nlp: Language, name: str, model: Model, labels: Optional[dict], target: str): # <<<<<<<<<<<<<<
* return MultitaskObjective(nlp.vocab, model, name)
*
*/
__pyx_t_2 = __Pyx_PyDict_NewPresized(5); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_Language); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_nlp, __pyx_t_3) < 0) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_name, ((PyObject *)(&PyString_Type))) < 0) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_Model); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_model, __pyx_t_3) < 0) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
__Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_Optional); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_4 = __Pyx_PyObject_GetItem(__pyx_t_3, ((PyObject *)(&PyDict_Type))); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_labels, __pyx_t_4) < 0) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
if (PyDict_SetItem(__pyx_t_2, __pyx_n_s_target, ((PyObject *)(&PyString_Type))) < 0) __PYX_ERR(0, 37, __pyx_L1_error)
__pyx_t_4 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_1make_nn_labeller, 0, __pyx_n_s_make_nn_labeller, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj_)); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_CyFunction_SetAnnotationsDict(__pyx_t_4, __pyx_t_2);
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":33
*
*
* @Language.factory( # <<<<<<<<<<<<<<
* "nn_labeller",
* default_config={"labels": None, "target": "dep_tag_offset", "model": DEFAULT_MT_MODEL}
*/
__pyx_t_2 = __Pyx_PyObject_CallOneArg(__pyx_t_1, __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 33, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
if (PyDict_SetItem(__pyx_d, __pyx_n_s_make_nn_labeller, __pyx_t_2) < 0) __PYX_ERR(0, 37, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":41
*
*
* class MultitaskObjective(Tagger): # <<<<<<<<<<<<<<
* """Experimental: Assist training of a parser or tagger, by training a
* side-objective.
*/
__Pyx_GetModuleGlobalName(__pyx_t_2, __pyx_n_s_Tagger); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 41, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_4 = PyTuple_New(1); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 41, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__Pyx_GIVEREF(__pyx_t_2);
PyTuple_SET_ITEM(__pyx_t_4, 0, __pyx_t_2);
__pyx_t_2 = 0;
__pyx_t_2 = __Pyx_CalculateMetaclass(NULL, __pyx_t_4); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 41, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__pyx_t_1 = __Pyx_Py3MetaclassPrepare(__pyx_t_2, __pyx_t_4, __pyx_n_s_MultitaskObjective, __pyx_n_s_MultitaskObjective, (PyObject *) NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_kp_s_Experimental_Assist_training_of); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 41, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
/* "spacy/pipeline/multitask.pyx":46
* """
*
* def __init__(self, vocab, model, name="nn_labeller", *, target): # <<<<<<<<<<<<<<
* self.vocab = vocab
* self.model = model
*/
__pyx_t_3 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_1__init__, 0, __pyx_n_s_MultitaskObjective___init, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__2)); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 46, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__Pyx_CyFunction_SetDefaultsTuple(__pyx_t_3, __pyx_tuple__28);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_init, __pyx_t_3) < 0) __PYX_ERR(0, 46, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":70
*
* @property
* def labels(self): # <<<<<<<<<<<<<<
* return self.cfg.setdefault("labels", {})
*
*/
__pyx_t_3 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_3labels, 0, __pyx_n_s_MultitaskObjective_labels, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__3)); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 70, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
/* "spacy/pipeline/multitask.pyx":69
* self.cfg = dict(cfg)
*
* @property # <<<<<<<<<<<<<<
* def labels(self):
* return self.cfg.setdefault("labels", {})
*/
__pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_builtin_property, __pyx_t_3); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 69, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_labels, __pyx_t_5) < 0) __PYX_ERR(0, 70, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":73
* return self.cfg.setdefault("labels", {})
*
* @labels.setter # <<<<<<<<<<<<<<
* def labels(self, value):
* self.cfg["labels"] = value
*/
__pyx_t_3 = PyObject_GetItem(__pyx_t_1, __pyx_n_s_labels);
if (unlikely(!__pyx_t_3)) {
PyErr_Clear();
__Pyx_GetModuleGlobalName(__pyx_t_3, __pyx_n_s_labels);
}
if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 73, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_6 = __Pyx_PyObject_GetAttrStr(__pyx_t_3, __pyx_n_s_setter); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 73, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
/* "spacy/pipeline/multitask.pyx":74
*
* @labels.setter
* def labels(self, value): # <<<<<<<<<<<<<<
* self.cfg["labels"] = value
*
*/
__pyx_t_3 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_5labels, 0, __pyx_n_s_MultitaskObjective_labels, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__4)); if (unlikely(!__pyx_t_3)) __PYX_ERR(0, 74, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_3);
__pyx_t_7 = NULL;
if (CYTHON_UNPACK_METHODS && unlikely(PyMethod_Check(__pyx_t_6))) {
__pyx_t_7 = PyMethod_GET_SELF(__pyx_t_6);
if (likely(__pyx_t_7)) {
PyObject* function = PyMethod_GET_FUNCTION(__pyx_t_6);
__Pyx_INCREF(__pyx_t_7);
__Pyx_INCREF(function);
__Pyx_DECREF_SET(__pyx_t_6, function);
}
}
__pyx_t_5 = (__pyx_t_7) ? __Pyx_PyObject_Call2Args(__pyx_t_6, __pyx_t_7, __pyx_t_3) : __Pyx_PyObject_CallOneArg(__pyx_t_6, __pyx_t_3);
__Pyx_XDECREF(__pyx_t_7); __pyx_t_7 = 0;
__Pyx_DECREF(__pyx_t_3); __pyx_t_3 = 0;
if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 73, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_labels, __pyx_t_5) < 0) __PYX_ERR(0, 74, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":77
* self.cfg["labels"] = value
*
* def set_annotations(self, docs, dep_ids): # <<<<<<<<<<<<<<
* pass
*
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_7set_annotations, 0, __pyx_n_s_MultitaskObjective_set_annotatio, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__5)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 77, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_set_annotations, __pyx_t_5) < 0) __PYX_ERR(0, 77, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":80
* pass
*
* def initialize(self, get_examples, nlp=None, labels=None): # <<<<<<<<<<<<<<
* if not hasattr(get_examples, "__call__"):
* err = Errors.E930.format(name="MultitaskObjective", obj=type(get_examples))
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_9initialize, 0, __pyx_n_s_MultitaskObjective_initialize, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__6)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 80, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_CyFunction_SetDefaultsTuple(__pyx_t_5, __pyx_tuple__33);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_initialize, __pyx_t_5) < 0) __PYX_ERR(0, 80, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":94
* self.model.initialize() # TODO: fix initialization by defining X and Y
*
* def predict(self, docs): # <<<<<<<<<<<<<<
* tokvecs = self.model.get_ref("tok2vec")(docs)
* scores = self.model.get_ref("softmax")(tokvecs)
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_11predict, 0, __pyx_n_s_MultitaskObjective_predict, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__7)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 94, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_predict, __pyx_t_5) < 0) __PYX_ERR(0, 94, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":99
* return tokvecs, scores
*
* def get_loss(self, examples, scores): # <<<<<<<<<<<<<<
* cdef int idx = 0
* correct = numpy.zeros((scores.shape[0],), dtype="i")
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_13get_loss, 0, __pyx_n_s_MultitaskObjective_get_loss, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__8)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 99, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_get_loss, __pyx_t_5) < 0) __PYX_ERR(0, 99, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":120
*
* @staticmethod
* def make_dep(token): # <<<<<<<<<<<<<<
* return token.dep_
*
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_15make_dep, __Pyx_CYFUNCTION_STATICMETHOD, __pyx_n_s_MultitaskObjective_make_dep, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__9)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 120, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
/* "spacy/pipeline/multitask.pyx":119
* return float(loss), d_scores
*
* @staticmethod # <<<<<<<<<<<<<<
* def make_dep(token):
* return token.dep_
*/
__pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_builtin_staticmethod, __pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 119, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_make_dep, __pyx_t_6) < 0) __PYX_ERR(0, 120, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
/* "spacy/pipeline/multitask.pyx":124
*
* @staticmethod
* def make_tag(token): # <<<<<<<<<<<<<<
* return token.tag_
*
*/
__pyx_t_6 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_17make_tag, __Pyx_CYFUNCTION_STATICMETHOD, __pyx_n_s_MultitaskObjective_make_tag, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__10)); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 124, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
/* "spacy/pipeline/multitask.pyx":123
* return token.dep_
*
* @staticmethod # <<<<<<<<<<<<<<
* def make_tag(token):
* return token.tag_
*/
__pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_builtin_staticmethod, __pyx_t_6); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 123, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_make_tag, __pyx_t_5) < 0) __PYX_ERR(0, 124, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":128
*
* @staticmethod
* def make_ent(token): # <<<<<<<<<<<<<<
* if token.ent_iob_ == "O":
* return "O"
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_19make_ent, __Pyx_CYFUNCTION_STATICMETHOD, __pyx_n_s_MultitaskObjective_make_ent, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__11)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 128, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
/* "spacy/pipeline/multitask.pyx":127
* return token.tag_
*
* @staticmethod # <<<<<<<<<<<<<<
* def make_ent(token):
* if token.ent_iob_ == "O":
*/
__pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_builtin_staticmethod, __pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 127, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_make_ent, __pyx_t_6) < 0) __PYX_ERR(0, 128, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
/* "spacy/pipeline/multitask.pyx":135
*
* @staticmethod
* def make_dep_tag_offset(token): # <<<<<<<<<<<<<<
* dep = token.dep_
* tag = token.tag_
*/
__pyx_t_6 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_21make_dep_tag_offset, __Pyx_CYFUNCTION_STATICMETHOD, __pyx_n_s_MultitaskObjective_make_dep_tag, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__13)); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 135, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
/* "spacy/pipeline/multitask.pyx":134
* return token.ent_iob_ + "-" + token.ent_type_
*
* @staticmethod # <<<<<<<<<<<<<<
* def make_dep_tag_offset(token):
* dep = token.dep_
*/
__pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_builtin_staticmethod, __pyx_t_6); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 134, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_make_dep_tag_offset, __pyx_t_5) < 0) __PYX_ERR(0, 135, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":144
*
* @staticmethod
* def make_ent_tag(token): # <<<<<<<<<<<<<<
* if token.ent_iob_ == "O":
* ent = "O"
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_23make_ent_tag, __Pyx_CYFUNCTION_STATICMETHOD, __pyx_n_s_MultitaskObjective_make_ent_tag, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__15)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 144, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
/* "spacy/pipeline/multitask.pyx":143
* return f"{dep}-{tag}:{offset}"
*
* @staticmethod # <<<<<<<<<<<<<<
* def make_ent_tag(token):
* if token.ent_iob_ == "O":
*/
__pyx_t_6 = __Pyx_PyObject_CallOneArg(__pyx_builtin_staticmethod, __pyx_t_5); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 143, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_make_ent_tag, __pyx_t_6) < 0) __PYX_ERR(0, 144, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
/* "spacy/pipeline/multitask.pyx":153
*
* @staticmethod
* def make_sent_start(token): # <<<<<<<<<<<<<<
* """A multi-task objective for representing sentence boundaries,
* using BILU scheme. (O is impossible)
*/
__pyx_t_6 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_18MultitaskObjective_25make_sent_start, __Pyx_CYFUNCTION_STATICMETHOD, __pyx_n_s_MultitaskObjective_make_sent_sta, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__16)); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 153, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
/* "spacy/pipeline/multitask.pyx":152
* return f"{tag}-{ent}"
*
* @staticmethod # <<<<<<<<<<<<<<
* def make_sent_start(token):
* """A multi-task objective for representing sentence boundaries,
*/
__pyx_t_5 = __Pyx_PyObject_CallOneArg(__pyx_builtin_staticmethod, __pyx_t_6); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 152, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_make_sent_start, __pyx_t_5) < 0) __PYX_ERR(0, 153, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":41
*
*
* class MultitaskObjective(Tagger): # <<<<<<<<<<<<<<
* """Experimental: Assist training of a parser or tagger, by training a
* side-objective.
*/
__pyx_t_5 = __Pyx_Py3ClassCreate(__pyx_t_2, __pyx_n_s_MultitaskObjective, __pyx_t_4, __pyx_t_1, NULL, 0, 1); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 41, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_MultitaskObjective, __pyx_t_5) < 0) __PYX_ERR(0, 41, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
/* "spacy/pipeline/multitask.pyx":165
*
*
* class ClozeMultitask(TrainablePipe): # <<<<<<<<<<<<<<
* def __init__(self, vocab, model, **cfg):
* self.vocab = vocab
*/
__Pyx_GetModuleGlobalName(__pyx_t_4, __pyx_n_s_TrainablePipe); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 165, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_2 = PyTuple_New(1); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 165, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
__Pyx_GIVEREF(__pyx_t_4);
PyTuple_SET_ITEM(__pyx_t_2, 0, __pyx_t_4);
__pyx_t_4 = 0;
__pyx_t_4 = __Pyx_CalculateMetaclass(NULL, __pyx_t_2); if (unlikely(!__pyx_t_4)) __PYX_ERR(0, 165, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_4);
__pyx_t_1 = __Pyx_Py3MetaclassPrepare(__pyx_t_4, __pyx_t_2, __pyx_n_s_ClozeMultitask, __pyx_n_s_ClozeMultitask, (PyObject *) NULL, __pyx_n_s_spacy_pipeline_multitask, (PyObject *) NULL); if (unlikely(!__pyx_t_1)) __PYX_ERR(0, 165, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_1);
/* "spacy/pipeline/multitask.pyx":166
*
* class ClozeMultitask(TrainablePipe):
* def __init__(self, vocab, model, **cfg): # <<<<<<<<<<<<<<
* self.vocab = vocab
* self.model = model
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_1__init__, 0, __pyx_n_s_ClozeMultitask___init, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__17)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 166, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_init, __pyx_t_5) < 0) __PYX_ERR(0, 166, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":172
* self.distance = CosineDistance(ignore_zeros=True, normalize=False) # TODO: in config
*
* def set_annotations(self, docs, dep_ids): # <<<<<<<<<<<<<<
* pass
*
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_3set_annotations, 0, __pyx_n_s_ClozeMultitask_set_annotations, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__18)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 172, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_set_annotations, __pyx_t_5) < 0) __PYX_ERR(0, 172, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":175
* pass
*
* def initialize(self, get_examples, nlp=None): # <<<<<<<<<<<<<<
* self.model.initialize() # TODO: fix initialization by defining X and Y
* X = self.model.ops.alloc((5, self.model.get_ref("tok2vec").get_dim("nO")))
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_5initialize, 0, __pyx_n_s_ClozeMultitask_initialize, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__19)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 175, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
__Pyx_CyFunction_SetDefaultsTuple(__pyx_t_5, __pyx_tuple__45);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_initialize, __pyx_t_5) < 0) __PYX_ERR(0, 175, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":180
* self.model.output_layer.initialize(X)
*
* def predict(self, docs): # <<<<<<<<<<<<<<
* tokvecs = self.model.get_ref("tok2vec")(docs)
* vectors = self.model.get_ref("output_layer")(tokvecs)
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_7predict, 0, __pyx_n_s_ClozeMultitask_predict, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__20)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 180, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_predict, __pyx_t_5) < 0) __PYX_ERR(0, 180, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":185
* return tokvecs, vectors
*
* def get_loss(self, examples, vectors, prediction): # <<<<<<<<<<<<<<
* validate_examples(examples, "ClozeMultitask.get_loss")
* # The simplest way to implement this would be to vstack the
*/
__pyx_t_5 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_9get_loss, 0, __pyx_kp_s_ClozeMultitask_get_loss, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__21)); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 185, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_get_loss, __pyx_t_5) < 0) __PYX_ERR(0, 185, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
/* "spacy/pipeline/multitask.pyx":197
* return float(loss), gradient
*
* def update(self, examples, *, drop=0., sgd=None, losses=None): # <<<<<<<<<<<<<<
* pass
*
*/
__pyx_t_5 = __Pyx_PyDict_NewPresized(3); if (unlikely(!__pyx_t_5)) __PYX_ERR(0, 197, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_5);
if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_drop, ((PyObject*)__pyx_float_0_)) < 0) __PYX_ERR(0, 197, __pyx_L1_error)
if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_sgd, ((PyObject *)Py_None)) < 0) __PYX_ERR(0, 197, __pyx_L1_error)
if (PyDict_SetItem(__pyx_t_5, __pyx_n_s_losses, ((PyObject *)Py_None)) < 0) __PYX_ERR(0, 197, __pyx_L1_error)
__pyx_t_6 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_11update, 0, __pyx_n_s_ClozeMultitask_update, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__22)); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 197, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_CyFunction_SetDefaultsKwDict(__pyx_t_6, __pyx_t_5);
__Pyx_DECREF(__pyx_t_5); __pyx_t_5 = 0;
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_update, __pyx_t_6) < 0) __PYX_ERR(0, 197, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
/* "spacy/pipeline/multitask.pyx":200
* pass
*
* def rehearse(self, examples, drop=0., sgd=None, losses=None): # <<<<<<<<<<<<<<
* if losses is not None and self.name not in losses:
* losses[self.name] = 0.
*/
__pyx_t_6 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_13rehearse, 0, __pyx_kp_s_ClozeMultitask_rehearse, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__23)); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 200, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
__Pyx_CyFunction_SetDefaultsTuple(__pyx_t_6, __pyx_tuple__50);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_rehearse, __pyx_t_6) < 0) __PYX_ERR(0, 200, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
/* "spacy/pipeline/multitask.pyx":214
* return losses
*
* def add_label(self, label): # <<<<<<<<<<<<<<
* raise NotImplementedError
*/
__pyx_t_6 = __Pyx_CyFunction_New(&__pyx_mdef_5spacy_8pipeline_9multitask_14ClozeMultitask_15add_label, 0, __pyx_n_s_ClozeMultitask_add_label, NULL, __pyx_n_s_spacy_pipeline_multitask, __pyx_d, ((PyObject *)__pyx_codeobj__24)); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 214, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
if (__Pyx_SetNameInClass(__pyx_t_1, __pyx_n_s_add_label, __pyx_t_6) < 0) __PYX_ERR(0, 214, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
/* "spacy/pipeline/multitask.pyx":165
*
*
* class ClozeMultitask(TrainablePipe): # <<<<<<<<<<<<<<
* def __init__(self, vocab, model, **cfg):
* self.vocab = vocab
*/
__pyx_t_6 = __Pyx_Py3ClassCreate(__pyx_t_4, __pyx_n_s_ClozeMultitask, __pyx_t_2, __pyx_t_1, NULL, 0, 1); if (unlikely(!__pyx_t_6)) __PYX_ERR(0, 165, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_6);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_ClozeMultitask, __pyx_t_6) < 0) __PYX_ERR(0, 165, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_6); __pyx_t_6 = 0;
__Pyx_DECREF(__pyx_t_1); __pyx_t_1 = 0;
__Pyx_DECREF(__pyx_t_4); __pyx_t_4 = 0;
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
/* "spacy/pipeline/multitask.pyx":1
* # cython: infer_types=True, binding=True # <<<<<<<<<<<<<<
* from typing import Optional
*
*/
__pyx_t_2 = __Pyx_PyDict_NewPresized(0); if (unlikely(!__pyx_t_2)) __PYX_ERR(0, 1, __pyx_L1_error)
__Pyx_GOTREF(__pyx_t_2);
if (PyDict_SetItem(__pyx_d, __pyx_n_s_test, __pyx_t_2) < 0) __PYX_ERR(0, 1, __pyx_L1_error)
__Pyx_DECREF(__pyx_t_2); __pyx_t_2 = 0;
__Pyx_TraceReturn(Py_None, 0);
/*--- Wrapped vars code ---*/
goto __pyx_L0;
__pyx_L1_error:;
__Pyx_XDECREF(__pyx_t_1);
__Pyx_XDECREF(__pyx_t_2);
__Pyx_XDECREF(__pyx_t_3);
__Pyx_XDECREF(__pyx_t_4);
__Pyx_XDECREF(__pyx_t_5);
__Pyx_XDECREF(__pyx_t_6);
__Pyx_XDECREF(__pyx_t_7);
if (__pyx_m) {
if (__pyx_d) {
__Pyx_AddTraceback("init spacy.pipeline.multitask", __pyx_clineno, __pyx_lineno, __pyx_filename);
}
Py_CLEAR(__pyx_m);
} else if (!PyErr_Occurred()) {
PyErr_SetString(PyExc_ImportError, "init spacy.pipeline.multitask");
}
__pyx_L0:;
__Pyx_RefNannyFinishContext();
#if CYTHON_PEP489_MULTI_PHASE_INIT
return (__pyx_m != NULL) ? 0 : -1;
#elif PY_MAJOR_VERSION >= 3
return __pyx_m;
#else
return;
#endif
}
/* --- Runtime support code --- */
/* Refnanny */
#if CYTHON_REFNANNY
static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname) {
PyObject *m = NULL, *p = NULL;
void *r = NULL;
m = PyImport_ImportModule(modname);
if (!m) goto end;
p = PyObject_GetAttrString(m, "RefNannyAPI");
if (!p) goto end;
r = PyLong_AsVoidPtr(p);
end:
Py_XDECREF(p);
Py_XDECREF(m);
return (__Pyx_RefNannyAPIStruct *)r;
}
#endif
/* PyObjectGetAttrStr */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name) {
PyTypeObject* tp = Py_TYPE(obj);
if (likely(tp->tp_getattro))
return tp->tp_getattro(obj, attr_name);
#if PY_MAJOR_VERSION < 3
if (likely(tp->tp_getattr))
return tp->tp_getattr(obj, PyString_AS_STRING(attr_name));
#endif
return PyObject_GetAttr(obj, attr_name);
}
#endif
/* GetBuiltinName */
static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
PyObject* result = __Pyx_PyObject_GetAttrStr(__pyx_b, name);
if (unlikely(!result)) {
PyErr_Format(PyExc_NameError,
#if PY_MAJOR_VERSION >= 3
"name '%U' is not defined", name);
#else
"name '%.200s' is not defined", PyString_AS_STRING(name));
#endif
}
return result;
}
/* RaiseArgTupleInvalid */
static void __Pyx_RaiseArgtupleInvalid(
const char* func_name,
int exact,
Py_ssize_t num_min,
Py_ssize_t num_max,
Py_ssize_t num_found)
{
Py_ssize_t num_expected;
const char *more_or_less;
if (num_found < num_min) {
num_expected = num_min;
more_or_less = "at least";
} else {
num_expected = num_max;
more_or_less = "at most";
}
if (exact) {
more_or_less = "exactly";
}
PyErr_Format(PyExc_TypeError,
"%.200s() takes %.8s %" CYTHON_FORMAT_SSIZE_T "d positional argument%.1s (%" CYTHON_FORMAT_SSIZE_T "d given)",
func_name, more_or_less, num_expected,
(num_expected == 1) ? "" : "s", num_found);
}
/* RaiseDoubleKeywords */
static void __Pyx_RaiseDoubleKeywordsError(
const char* func_name,
PyObject* kw_name)
{
PyErr_Format(PyExc_TypeError,
#if PY_MAJOR_VERSION >= 3
"%s() got multiple values for keyword argument '%U'", func_name, kw_name);
#else
"%s() got multiple values for keyword argument '%s'", func_name,
PyString_AsString(kw_name));
#endif
}
/* ParseKeywords */
static int __Pyx_ParseOptionalKeywords(
PyObject *kwds,
PyObject **argnames[],
PyObject *kwds2,
PyObject *values[],
Py_ssize_t num_pos_args,
const char* function_name)
{
PyObject *key = 0, *value = 0;
Py_ssize_t pos = 0;
PyObject*** name;
PyObject*** first_kw_arg = argnames + num_pos_args;
while (PyDict_Next(kwds, &pos, &key, &value)) {
name = first_kw_arg;
while (*name && (**name != key)) name++;
if (*name) {
values[name-argnames] = value;
continue;
}
name = first_kw_arg;
#if PY_MAJOR_VERSION < 3
if (likely(PyString_Check(key))) {
while (*name) {
if ((CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**name) == PyString_GET_SIZE(key))
&& _PyString_Eq(**name, key)) {
values[name-argnames] = value;
break;
}
name++;
}
if (*name) continue;
else {
PyObject*** argname = argnames;
while (argname != first_kw_arg) {
if ((**argname == key) || (
(CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**argname) == PyString_GET_SIZE(key))
&& _PyString_Eq(**argname, key))) {
goto arg_passed_twice;
}
argname++;
}
}
} else
#endif
if (likely(PyUnicode_Check(key))) {
while (*name) {
int cmp = (**name == key) ? 0 :
#if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
(__Pyx_PyUnicode_GET_LENGTH(**name) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 :
#endif
PyUnicode_Compare(**name, key);
if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
if (cmp == 0) {
values[name-argnames] = value;
break;
}
name++;
}
if (*name) continue;
else {
PyObject*** argname = argnames;
while (argname != first_kw_arg) {
int cmp = (**argname == key) ? 0 :
#if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
(__Pyx_PyUnicode_GET_LENGTH(**argname) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 :
#endif
PyUnicode_Compare(**argname, key);
if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
if (cmp == 0) goto arg_passed_twice;
argname++;
}
}
} else
goto invalid_keyword_type;
if (kwds2) {
if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
} else {
goto invalid_keyword;
}
}
return 0;
arg_passed_twice:
__Pyx_RaiseDoubleKeywordsError(function_name, key);
goto bad;
invalid_keyword_type:
PyErr_Format(PyExc_TypeError,
"%.200s() keywords must be strings", function_name);
goto bad;
invalid_keyword:
PyErr_Format(PyExc_TypeError,
#if PY_MAJOR_VERSION < 3
"%.200s() got an unexpected keyword argument '%.200s'",
function_name, PyString_AsString(key));
#else
"%s() got an unexpected keyword argument '%U'",
function_name, key);
#endif
bad:
return -1;
}
/* PyErrFetchRestore */
#if CYTHON_FAST_THREAD_STATE
static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
PyObject *tmp_type, *tmp_value, *tmp_tb;
tmp_type = tstate->curexc_type;
tmp_value = tstate->curexc_value;
tmp_tb = tstate->curexc_traceback;
tstate->curexc_type = type;
tstate->curexc_value = value;
tstate->curexc_traceback = tb;
Py_XDECREF(tmp_type);
Py_XDECREF(tmp_value);
Py_XDECREF(tmp_tb);
}
static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
*type = tstate->curexc_type;
*value = tstate->curexc_value;
*tb = tstate->curexc_traceback;
tstate->curexc_type = 0;
tstate->curexc_value = 0;
tstate->curexc_traceback = 0;
}
#endif
/* Profile */
#if CYTHON_PROFILE
static int __Pyx_TraceSetupAndCall(PyCodeObject** code,
PyFrameObject** frame,
PyThreadState* tstate,
const char *funcname,
const char *srcfile,
int firstlineno) {
PyObject *type, *value, *traceback;
int retval;
if (*frame == NULL || !CYTHON_PROFILE_REUSE_FRAME) {
if (*code == NULL) {
*code = __Pyx_createFrameCodeObject(funcname, srcfile, firstlineno);
if (*code == NULL) return 0;
}
*frame = PyFrame_New(
tstate, /*PyThreadState *tstate*/
*code, /*PyCodeObject *code*/
__pyx_d, /*PyObject *globals*/
0 /*PyObject *locals*/
);
if (*frame == NULL) return 0;
if (CYTHON_TRACE && (*frame)->f_trace == NULL) {
Py_INCREF(Py_None);
(*frame)->f_trace = Py_None;
}
#if PY_VERSION_HEX < 0x030400B1
} else {
(*frame)->f_tstate = tstate;
#endif
}
__Pyx_PyFrame_SetLineNumber(*frame, firstlineno);
retval = 1;
__Pyx_EnterTracing(tstate);
__Pyx_ErrFetchInState(tstate, &type, &value, &traceback);
#if CYTHON_TRACE
if (tstate->c_tracefunc)
retval = tstate->c_tracefunc(tstate->c_traceobj, *frame, PyTrace_CALL, NULL) == 0;
if (retval && tstate->c_profilefunc)
#endif
retval = tstate->c_profilefunc(tstate->c_profileobj, *frame, PyTrace_CALL, NULL) == 0;
__Pyx_LeaveTracing(tstate);
if (retval) {
__Pyx_ErrRestoreInState(tstate, type, value, traceback);
return __Pyx_IsTracing(tstate, 0, 0) && retval;
} else {
Py_XDECREF(type);
Py_XDECREF(value);
Py_XDECREF(traceback);
return -1;
}
}
static PyCodeObject *__Pyx_createFrameCodeObject(const char *funcname, const char *srcfile, int firstlineno) {
PyCodeObject *py_code = 0;
#if PY_MAJOR_VERSION >= 3
py_code = PyCode_NewEmpty(srcfile, funcname, firstlineno);
if (likely(py_code)) {
py_code->co_flags |= CO_OPTIMIZED | CO_NEWLOCALS;
}
#else
PyObject *py_srcfile = 0;
PyObject *py_funcname = 0;
py_funcname = PyString_FromString(funcname);
if (unlikely(!py_funcname)) goto bad;
py_srcfile = PyString_FromString(srcfile);
if (unlikely(!py_srcfile)) goto bad;
py_code = PyCode_New(
0,
0,
0,
CO_OPTIMIZED | CO_NEWLOCALS,
__pyx_empty_bytes, /*PyObject *code,*/
__pyx_empty_tuple, /*PyObject *consts,*/
__pyx_empty_tuple, /*PyObject *names,*/
__pyx_empty_tuple, /*PyObject *varnames,*/
__pyx_empty_tuple, /*PyObject *freevars,*/
__pyx_empty_tuple, /*PyObject *cellvars,*/
py_srcfile, /*PyObject *filename,*/
py_funcname, /*PyObject *name,*/
firstlineno,
__pyx_empty_bytes /*PyObject *lnotab*/
);
bad:
Py_XDECREF(py_srcfile);
Py_XDECREF(py_funcname);
#endif
return py_code;
}
#endif
/* PyDictVersioning */
#if CYTHON_USE_DICT_VERSIONS && CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE PY_UINT64_T __Pyx_get_tp_dict_version(PyObject *obj) {
PyObject *dict = Py_TYPE(obj)->tp_dict;
return likely(dict) ? __PYX_GET_DICT_VERSION(dict) : 0;
}
static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj) {
PyObject **dictptr = NULL;
Py_ssize_t offset = Py_TYPE(obj)->tp_dictoffset;
if (offset) {
#if CYTHON_COMPILING_IN_CPYTHON
dictptr = (likely(offset > 0)) ? (PyObject **) ((char *)obj + offset) : _PyObject_GetDictPtr(obj);
#else
dictptr = _PyObject_GetDictPtr(obj);
#endif
}
return (dictptr && *dictptr) ? __PYX_GET_DICT_VERSION(*dictptr) : 0;
}
static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version) {
PyObject *dict = Py_TYPE(obj)->tp_dict;
if (unlikely(!dict) || unlikely(tp_dict_version != __PYX_GET_DICT_VERSION(dict)))
return 0;
return obj_dict_version == __Pyx_get_object_dict_version(obj);
}
#endif
/* GetModuleGlobalName */
#if CYTHON_USE_DICT_VERSIONS
static PyObject *__Pyx__GetModuleGlobalName(PyObject *name, PY_UINT64_T *dict_version, PyObject **dict_cached_value)
#else
static CYTHON_INLINE PyObject *__Pyx__GetModuleGlobalName(PyObject *name)
#endif
{
PyObject *result;
#if !CYTHON_AVOID_BORROWED_REFS
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1
result = _PyDict_GetItem_KnownHash(__pyx_d, name, ((PyASCIIObject *) name)->hash);
__PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
if (likely(result)) {
return __Pyx_NewRef(result);
} else if (unlikely(PyErr_Occurred())) {
return NULL;
}
#else
result = PyDict_GetItem(__pyx_d, name);
__PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
if (likely(result)) {
return __Pyx_NewRef(result);
}
#endif
#else
result = PyObject_GetItem(__pyx_d, name);
__PYX_UPDATE_DICT_CACHE(__pyx_d, result, *dict_cached_value, *dict_version)
if (likely(result)) {
return __Pyx_NewRef(result);
}
PyErr_Clear();
#endif
return __Pyx_GetBuiltinName(name);
}
/* PyFunctionFastCall */
#if CYTHON_FAST_PYCALL
static PyObject* __Pyx_PyFunction_FastCallNoKw(PyCodeObject *co, PyObject **args, Py_ssize_t na,
PyObject *globals) {
PyFrameObject *f;
PyThreadState *tstate = __Pyx_PyThreadState_Current;
PyObject **fastlocals;
Py_ssize_t i;
PyObject *result;
assert(globals != NULL);
/* XXX Perhaps we should create a specialized
PyFrame_New() that doesn't take locals, but does
take builtins without sanity checking them.
*/
assert(tstate != NULL);
f = PyFrame_New(tstate, co, globals, NULL);
if (f == NULL) {
return NULL;
}
fastlocals = __Pyx_PyFrame_GetLocalsplus(f);
for (i = 0; i < na; i++) {
Py_INCREF(*args);
fastlocals[i] = *args++;
}
result = PyEval_EvalFrameEx(f,0);
++tstate->recursion_depth;
Py_DECREF(f);
--tstate->recursion_depth;
return result;
}
#if 1 || PY_VERSION_HEX < 0x030600B1
static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, Py_ssize_t nargs, PyObject *kwargs) {
PyCodeObject *co = (PyCodeObject *)PyFunction_GET_CODE(func);
PyObject *globals = PyFunction_GET_GLOBALS(func);
PyObject *argdefs = PyFunction_GET_DEFAULTS(func);
PyObject *closure;
#if PY_MAJOR_VERSION >= 3
PyObject *kwdefs;
#endif
PyObject *kwtuple, **k;
PyObject **d;
Py_ssize_t nd;
Py_ssize_t nk;
PyObject *result;
assert(kwargs == NULL || PyDict_Check(kwargs));
nk = kwargs ? PyDict_Size(kwargs) : 0;
if (Py_EnterRecursiveCall((char*)" while calling a Python object")) {
return NULL;
}
if (
#if PY_MAJOR_VERSION >= 3
co->co_kwonlyargcount == 0 &&
#endif
likely(kwargs == NULL || nk == 0) &&
co->co_flags == (CO_OPTIMIZED | CO_NEWLOCALS | CO_NOFREE)) {
if (argdefs == NULL && co->co_argcount == nargs) {
result = __Pyx_PyFunction_FastCallNoKw(co, args, nargs, globals);
goto done;
}
else if (nargs == 0 && argdefs != NULL
&& co->co_argcount == Py_SIZE(argdefs)) {
/* function called with no arguments, but all parameters have
a default value: use default values as arguments .*/
args = &PyTuple_GET_ITEM(argdefs, 0);
result =__Pyx_PyFunction_FastCallNoKw(co, args, Py_SIZE(argdefs), globals);
goto done;
}
}
if (kwargs != NULL) {
Py_ssize_t pos, i;
kwtuple = PyTuple_New(2 * nk);
if (kwtuple == NULL) {
result = NULL;
goto done;
}
k = &PyTuple_GET_ITEM(kwtuple, 0);
pos = i = 0;
while (PyDict_Next(kwargs, &pos, &k[i], &k[i+1])) {
Py_INCREF(k[i]);
Py_INCREF(k[i+1]);
i += 2;
}
nk = i / 2;
}
else {
kwtuple = NULL;
k = NULL;
}
closure = PyFunction_GET_CLOSURE(func);
#if PY_MAJOR_VERSION >= 3
kwdefs = PyFunction_GET_KW_DEFAULTS(func);
#endif
if (argdefs != NULL) {
d = &PyTuple_GET_ITEM(argdefs, 0);
nd = Py_SIZE(argdefs);
}
else {
d = NULL;
nd = 0;
}
#if PY_MAJOR_VERSION >= 3
result = PyEval_EvalCodeEx((PyObject*)co, globals, (PyObject *)NULL,
args, (int)nargs,
k, (int)nk,
d, (int)nd, kwdefs, closure);
#else
result = PyEval_EvalCodeEx(co, globals, (PyObject *)NULL,
args, (int)nargs,
k, (int)nk,
d, (int)nd, closure);
#endif
Py_XDECREF(kwtuple);
done:
Py_LeaveRecursiveCall();
return result;
}
#endif
#endif
/* PyCFunctionFastCall */
#if CYTHON_FAST_PYCCALL
static CYTHON_INLINE PyObject * __Pyx_PyCFunction_FastCall(PyObject *func_obj, PyObject **args, Py_ssize_t nargs) {
PyCFunctionObject *func = (PyCFunctionObject*)func_obj;
PyCFunction meth = PyCFunction_GET_FUNCTION(func);
PyObject *self = PyCFunction_GET_SELF(func);
int flags = PyCFunction_GET_FLAGS(func);
assert(PyCFunction_Check(func));
assert(METH_FASTCALL == (flags & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS | METH_STACKLESS)));
assert(nargs >= 0);
assert(nargs == 0 || args != NULL);
/* _PyCFunction_FastCallDict() must not be called with an exception set,
because it may clear it (directly or indirectly) and so the
caller loses its exception */
assert(!PyErr_Occurred());
if ((PY_VERSION_HEX < 0x030700A0) || unlikely(flags & METH_KEYWORDS)) {
return (*((__Pyx_PyCFunctionFastWithKeywords)(void*)meth)) (self, args, nargs, NULL);
} else {
return (*((__Pyx_PyCFunctionFast)(void*)meth)) (self, args, nargs);
}
}
#endif
/* PyObjectCall */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) {
PyObject *result;
ternaryfunc call = Py_TYPE(func)->tp_call;
if (unlikely(!call))
return PyObject_Call(func, arg, kw);
if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
return NULL;
result = (*call)(func, arg, kw);
Py_LeaveRecursiveCall();
if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
PyErr_SetString(
PyExc_SystemError,
"NULL result without error in PyObject_Call");
}
return result;
}
#endif
/* RaiseKeywordRequired */
static void __Pyx_RaiseKeywordRequired(const char* func_name, PyObject* kw_name) {
PyErr_Format(PyExc_TypeError,
#if PY_MAJOR_VERSION >= 3
"%s() needs keyword-only argument %U", func_name, kw_name);
#else
"%s() needs keyword-only argument %s", func_name,
PyString_AS_STRING(kw_name));
#endif
}
/* PyObjectSetAttrStr */
#if CYTHON_USE_TYPE_SLOTS
static CYTHON_INLINE int __Pyx_PyObject_SetAttrStr(PyObject* obj, PyObject* attr_name, PyObject* value) {
PyTypeObject* tp = Py_TYPE(obj);
if (likely(tp->tp_setattro))
return tp->tp_setattro(obj, attr_name, value);
#if PY_MAJOR_VERSION < 3
if (likely(tp->tp_setattr))
return tp->tp_setattr(obj, PyString_AS_STRING(attr_name), value);
#endif
return PyObject_SetAttr(obj, attr_name, value);
}
#endif
/* BytesEquals */
static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals) {
#if CYTHON_COMPILING_IN_PYPY
return PyObject_RichCompareBool(s1, s2, equals);
#else
if (s1 == s2) {
return (equals == Py_EQ);
} else if (PyBytes_CheckExact(s1) & PyBytes_CheckExact(s2)) {
const char *ps1, *ps2;
Py_ssize_t length = PyBytes_GET_SIZE(s1);
if (length != PyBytes_GET_SIZE(s2))
return (equals == Py_NE);
ps1 = PyBytes_AS_STRING(s1);
ps2 = PyBytes_AS_STRING(s2);
if (ps1[0] != ps2[0]) {
return (equals == Py_NE);
} else if (length == 1) {
return (equals == Py_EQ);
} else {
int result;
#if CYTHON_USE_UNICODE_INTERNALS && (PY_VERSION_HEX < 0x030B0000)
Py_hash_t hash1, hash2;
hash1 = ((PyBytesObject*)s1)->ob_shash;
hash2 = ((PyBytesObject*)s2)->ob_shash;
if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
return (equals == Py_NE);
}
#endif
result = memcmp(ps1, ps2, (size_t)length);
return (equals == Py_EQ) ? (result == 0) : (result != 0);
}
} else if ((s1 == Py_None) & PyBytes_CheckExact(s2)) {
return (equals == Py_NE);
} else if ((s2 == Py_None) & PyBytes_CheckExact(s1)) {
return (equals == Py_NE);
} else {
int result;
PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
if (!py_result)
return -1;
result = __Pyx_PyObject_IsTrue(py_result);
Py_DECREF(py_result);
return result;
}
#endif
}
/* UnicodeEquals */
static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals) {
#if CYTHON_COMPILING_IN_PYPY
return PyObject_RichCompareBool(s1, s2, equals);
#else
#if PY_MAJOR_VERSION < 3
PyObject* owned_ref = NULL;
#endif
int s1_is_unicode, s2_is_unicode;
if (s1 == s2) {
goto return_eq;
}
s1_is_unicode = PyUnicode_CheckExact(s1);
s2_is_unicode = PyUnicode_CheckExact(s2);
#if PY_MAJOR_VERSION < 3
if ((s1_is_unicode & (!s2_is_unicode)) && PyString_CheckExact(s2)) {
owned_ref = PyUnicode_FromObject(s2);
if (unlikely(!owned_ref))
return -1;
s2 = owned_ref;
s2_is_unicode = 1;
} else if ((s2_is_unicode & (!s1_is_unicode)) && PyString_CheckExact(s1)) {
owned_ref = PyUnicode_FromObject(s1);
if (unlikely(!owned_ref))
return -1;
s1 = owned_ref;
s1_is_unicode = 1;
} else if (((!s2_is_unicode) & (!s1_is_unicode))) {
return __Pyx_PyBytes_Equals(s1, s2, equals);
}
#endif
if (s1_is_unicode & s2_is_unicode) {
Py_ssize_t length;
int kind;
void *data1, *data2;
if (unlikely(__Pyx_PyUnicode_READY(s1) < 0) || unlikely(__Pyx_PyUnicode_READY(s2) < 0))
return -1;
length = __Pyx_PyUnicode_GET_LENGTH(s1);
if (length != __Pyx_PyUnicode_GET_LENGTH(s2)) {
goto return_ne;
}
#if CYTHON_USE_UNICODE_INTERNALS
{
Py_hash_t hash1, hash2;
#if CYTHON_PEP393_ENABLED
hash1 = ((PyASCIIObject*)s1)->hash;
hash2 = ((PyASCIIObject*)s2)->hash;
#else
hash1 = ((PyUnicodeObject*)s1)->hash;
hash2 = ((PyUnicodeObject*)s2)->hash;
#endif
if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
goto return_ne;
}
}
#endif
kind = __Pyx_PyUnicode_KIND(s1);
if (kind != __Pyx_PyUnicode_KIND(s2)) {
goto return_ne;
}
data1 = __Pyx_PyUnicode_DATA(s1);
data2 = __Pyx_PyUnicode_DATA(s2);
if (__Pyx_PyUnicode_READ(kind, data1, 0) != __Pyx_PyUnicode_READ(kind, data2, 0)) {
goto return_ne;
} else if (length == 1) {
goto return_eq;
} else {
int result = memcmp(data1, data2, (size_t)(length * kind));
#if PY_MAJOR_VERSION < 3
Py_XDECREF(owned_ref);
#endif
return (equals == Py_EQ) ? (result == 0) : (result != 0);
}
} else if ((s1 == Py_None) & s2_is_unicode) {
goto return_ne;
} else if ((s2 == Py_None) & s1_is_unicode) {
goto return_ne;
} else {
int result;
PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
#if PY_MAJOR_VERSION < 3
Py_XDECREF(owned_ref);
#endif
if (!py_result)
return -1;
result = __Pyx_PyObject_IsTrue(py_result);
Py_DECREF(py_result);
return result;
}
return_eq:
#if PY_MAJOR_VERSION < 3
Py_XDECREF(owned_ref);
#endif
return (equals == Py_EQ);
return_ne:
#if PY_MAJOR_VERSION < 3
Py_XDECREF(owned_ref);
#endif
return (equals == Py_NE);
#endif
}
/* GetAttr */
static CYTHON_INLINE PyObject *__Pyx_GetAttr(PyObject *o, PyObject *n) {
#if CYTHON_USE_TYPE_SLOTS
#if PY_MAJOR_VERSION >= 3
if (likely(PyUnicode_Check(n)))
#else
if (likely(PyString_Check(n)))
#endif
return __Pyx_PyObject_GetAttrStr(o, n);
#endif
return PyObject_GetAttr(o, n);
}
/* HasAttr */
static CYTHON_INLINE int __Pyx_HasAttr(PyObject *o, PyObject *n) {
PyObject *r;
if (unlikely(!__Pyx_PyBaseString_Check(n))) {
PyErr_SetString(PyExc_TypeError,
"hasattr(): attribute name must be string");
return -1;
}
r = __Pyx_GetAttr(o, n);
if (unlikely(!r)) {
PyErr_Clear();
return 0;
} else {
Py_DECREF(r);
return 1;
}
}
/* PyObjectCallMethO */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) {
PyObject *self, *result;
PyCFunction cfunc;
cfunc = PyCFunction_GET_FUNCTION(func);
self = PyCFunction_GET_SELF(func);
if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
return NULL;
result = cfunc(self, arg);
Py_LeaveRecursiveCall();
if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
PyErr_SetString(
PyExc_SystemError,
"NULL result without error in PyObject_Call");
}
return result;
}
#endif
/* PyObjectCallOneArg */
#if CYTHON_COMPILING_IN_CPYTHON
static PyObject* __Pyx__PyObject_CallOneArg(PyObject *func, PyObject *arg) {
PyObject *result;
PyObject *args = PyTuple_New(1);
if (unlikely(!args)) return NULL;
Py_INCREF(arg);
PyTuple_SET_ITEM(args, 0, arg);
result = __Pyx_PyObject_Call(func, args, NULL);
Py_DECREF(args);
return result;
}
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(func)) {
return __Pyx_PyFunction_FastCall(func, &arg, 1);
}
#endif
if (likely(PyCFunction_Check(func))) {
if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) {
return __Pyx_PyObject_CallMethO(func, arg);
#if CYTHON_FAST_PYCCALL
} else if (__Pyx_PyFastCFunction_Check(func)) {
return __Pyx_PyCFunction_FastCall(func, &arg, 1);
#endif
}
}
return __Pyx__PyObject_CallOneArg(func, arg);
}
#else
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
PyObject *result;
PyObject *args = PyTuple_Pack(1, arg);
if (unlikely(!args)) return NULL;
result = __Pyx_PyObject_Call(func, args, NULL);
Py_DECREF(args);
return result;
}
#endif
/* RaiseException */
#if PY_MAJOR_VERSION < 3
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
CYTHON_UNUSED PyObject *cause) {
__Pyx_PyThreadState_declare
Py_XINCREF(type);
if (!value || value == Py_None)
value = NULL;
else
Py_INCREF(value);
if (!tb || tb == Py_None)
tb = NULL;
else {
Py_INCREF(tb);
if (!PyTraceBack_Check(tb)) {
PyErr_SetString(PyExc_TypeError,
"raise: arg 3 must be a traceback or None");
goto raise_error;
}
}
if (PyType_Check(type)) {
#if CYTHON_COMPILING_IN_PYPY
if (!value) {
Py_INCREF(Py_None);
value = Py_None;
}
#endif
PyErr_NormalizeException(&type, &value, &tb);
} else {
if (value) {
PyErr_SetString(PyExc_TypeError,
"instance exception may not have a separate value");
goto raise_error;
}
value = type;
type = (PyObject*) Py_TYPE(type);
Py_INCREF(type);
if (!PyType_IsSubtype((PyTypeObject *)type, (PyTypeObject *)PyExc_BaseException)) {
PyErr_SetString(PyExc_TypeError,
"raise: exception class must be a subclass of BaseException");
goto raise_error;
}
}
__Pyx_PyThreadState_assign
__Pyx_ErrRestore(type, value, tb);
return;
raise_error:
Py_XDECREF(value);
Py_XDECREF(type);
Py_XDECREF(tb);
return;
}
#else
static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
PyObject* owned_instance = NULL;
if (tb == Py_None) {
tb = 0;
} else if (tb && !PyTraceBack_Check(tb)) {
PyErr_SetString(PyExc_TypeError,
"raise: arg 3 must be a traceback or None");
goto bad;
}
if (value == Py_None)
value = 0;
if (PyExceptionInstance_Check(type)) {
if (value) {
PyErr_SetString(PyExc_TypeError,
"instance exception may not have a separate value");
goto bad;
}
value = type;
type = (PyObject*) Py_TYPE(value);
} else if (PyExceptionClass_Check(type)) {
PyObject *instance_class = NULL;
if (value && PyExceptionInstance_Check(value)) {
instance_class = (PyObject*) Py_TYPE(value);
if (instance_class != type) {
int is_subclass = PyObject_IsSubclass(instance_class, type);
if (!is_subclass) {
instance_class = NULL;
} else if (unlikely(is_subclass == -1)) {
goto bad;
} else {
type = instance_class;
}
}
}
if (!instance_class) {
PyObject *args;
if (!value)
args = PyTuple_New(0);
else if (PyTuple_Check(value)) {
Py_INCREF(value);
args = value;
} else
args = PyTuple_Pack(1, value);
if (!args)
goto bad;
owned_instance = PyObject_Call(type, args, NULL);
Py_DECREF(args);
if (!owned_instance)
goto bad;
value = owned_instance;
if (!PyExceptionInstance_Check(value)) {
PyErr_Format(PyExc_TypeError,
"calling %R should have returned an instance of "
"BaseException, not %R",
type, Py_TYPE(value));
goto bad;
}
}
} else {
PyErr_SetString(PyExc_TypeError,
"raise: exception class must be a subclass of BaseException");
goto bad;
}
if (cause) {
PyObject *fixed_cause;
if (cause == Py_None) {
fixed_cause = NULL;
} else if (PyExceptionClass_Check(cause)) {
fixed_cause = PyObject_CallObject(cause, NULL);
if (fixed_cause == NULL)
goto bad;
} else if (PyExceptionInstance_Check(cause)) {
fixed_cause = cause;
Py_INCREF(fixed_cause);
} else {
PyErr_SetString(PyExc_TypeError,
"exception causes must derive from "
"BaseException");
goto bad;
}
PyException_SetCause(value, fixed_cause);
}
PyErr_SetObject(type, value);
if (tb) {
#if CYTHON_FAST_THREAD_STATE
PyThreadState *tstate = __Pyx_PyThreadState_Current;
PyObject* tmp_tb = tstate->curexc_traceback;
if (tb != tmp_tb) {
Py_INCREF(tb);
tstate->curexc_traceback = tb;
Py_XDECREF(tmp_tb);
}
#else
PyObject *tmp_type, *tmp_value, *tmp_tb;
PyErr_Fetch(&tmp_type, &tmp_value, &tmp_tb);
Py_INCREF(tb);
PyErr_Restore(tmp_type, tmp_value, tb);
Py_XDECREF(tmp_tb);
#endif
}
bad:
Py_XDECREF(owned_instance);
return;
}
#endif
/* PyObjectCallNoArg */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(func)) {
return __Pyx_PyFunction_FastCall(func, NULL, 0);
}
#endif
#if defined(__Pyx_CyFunction_USED) && defined(NDEBUG)
if (likely(PyCFunction_Check(func) || __Pyx_CyFunction_Check(func)))
#else
if (likely(PyCFunction_Check(func)))
#endif
{
if (likely(PyCFunction_GET_FLAGS(func) & METH_NOARGS)) {
return __Pyx_PyObject_CallMethO(func, NULL);
}
}
return __Pyx_PyObject_Call(func, __pyx_empty_tuple, NULL);
}
#endif
/* PyObjectCall2Args */
static CYTHON_UNUSED PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2) {
PyObject *args, *result = NULL;
#if CYTHON_FAST_PYCALL
if (PyFunction_Check(function)) {
PyObject *args[2] = {arg1, arg2};
return __Pyx_PyFunction_FastCall(function, args, 2);
}
#endif
#if CYTHON_FAST_PYCCALL
if (__Pyx_PyFastCFunction_Check(function)) {
PyObject *args[2] = {arg1, arg2};
return __Pyx_PyCFunction_FastCall(function, args, 2);
}
#endif
args = PyTuple_New(2);
if (unlikely(!args)) goto done;
Py_INCREF(arg1);
PyTuple_SET_ITEM(args, 0, arg1);
Py_INCREF(arg2);
PyTuple_SET_ITEM(args, 1, arg2);
Py_INCREF(function);
result = __Pyx_PyObject_Call(function, args, NULL);
Py_DECREF(args);
Py_DECREF(function);
done:
return result;
}
/* GetItemInt */
static PyObject *__Pyx_GetItemInt_Generic(PyObject *o, PyObject* j) {
PyObject *r;
if (!j) return NULL;
r = PyObject_GetItem(o, j);
Py_DECREF(j);
return r;
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_List_Fast(PyObject *o, Py_ssize_t i,
CYTHON_NCP_UNUSED int wraparound,
CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
Py_ssize_t wrapped_i = i;
if (wraparound & unlikely(i < 0)) {
wrapped_i += PyList_GET_SIZE(o);
}
if ((!boundscheck) || likely(__Pyx_is_valid_index(wrapped_i, PyList_GET_SIZE(o)))) {
PyObject *r = PyList_GET_ITEM(o, wrapped_i);
Py_INCREF(r);
return r;
}
return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
return PySequence_GetItem(o, i);
#endif
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Tuple_Fast(PyObject *o, Py_ssize_t i,
CYTHON_NCP_UNUSED int wraparound,
CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
Py_ssize_t wrapped_i = i;
if (wraparound & unlikely(i < 0)) {
wrapped_i += PyTuple_GET_SIZE(o);
}
if ((!boundscheck) || likely(__Pyx_is_valid_index(wrapped_i, PyTuple_GET_SIZE(o)))) {
PyObject *r = PyTuple_GET_ITEM(o, wrapped_i);
Py_INCREF(r);
return r;
}
return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
#else
return PySequence_GetItem(o, i);
#endif
}
static CYTHON_INLINE PyObject *__Pyx_GetItemInt_Fast(PyObject *o, Py_ssize_t i, int is_list,
CYTHON_NCP_UNUSED int wraparound,
CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS && CYTHON_USE_TYPE_SLOTS
if (is_list || PyList_CheckExact(o)) {
Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyList_GET_SIZE(o);
if ((!boundscheck) || (likely(__Pyx_is_valid_index(n, PyList_GET_SIZE(o))))) {
PyObject *r = PyList_GET_ITEM(o, n);
Py_INCREF(r);
return r;
}
}
else if (PyTuple_CheckExact(o)) {
Py_ssize_t n = ((!wraparound) | likely(i >= 0)) ? i : i + PyTuple_GET_SIZE(o);
if ((!boundscheck) || likely(__Pyx_is_valid_index(n, PyTuple_GET_SIZE(o)))) {
PyObject *r = PyTuple_GET_ITEM(o, n);
Py_INCREF(r);
return r;
}
} else {
PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
if (likely(m && m->sq_item)) {
if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
Py_ssize_t l = m->sq_length(o);
if (likely(l >= 0)) {
i += l;
} else {
if (!PyErr_ExceptionMatches(PyExc_OverflowError))
return NULL;
PyErr_Clear();
}
}
return m->sq_item(o, i);
}
}
#else
if (is_list || PySequence_Check(o)) {
return PySequence_GetItem(o, i);
}
#endif
return __Pyx_GetItemInt_Generic(o, PyInt_FromSsize_t(i));
}
/* PyIntBinop */
#if !CYTHON_COMPILING_IN_PYPY
static PyObject* __Pyx_PyInt_AddObjC(PyObject *op1, PyObject *op2, CYTHON_UNUSED long intval, int inplace, int zerodivision_check) {
(void)inplace;
(void)zerodivision_check;
#if PY_MAJOR_VERSION < 3
if (likely(PyInt_CheckExact(op1))) {
const long b = intval;
long x;
long a = PyInt_AS_LONG(op1);
x = (long)((unsigned long)a + b);
if (likely((x^a) >= 0 || (x^b) >= 0))
return PyInt_FromLong(x);
return PyLong_Type.tp_as_number->nb_add(op1, op2);
}
#endif
#if CYTHON_USE_PYLONG_INTERNALS
if (likely(PyLong_CheckExact(op1))) {
const long b = intval;
long a, x;
#ifdef HAVE_LONG_LONG
const PY_LONG_LONG llb = intval;
PY_LONG_LONG lla, llx;
#endif
const digit* digits = ((PyLongObject*)op1)->ob_digit;
const Py_ssize_t size = Py_SIZE(op1);
if (likely(__Pyx_sst_abs(size) <= 1)) {
a = likely(size) ? digits[0] : 0;
if (size == -1) a = -a;
} else {
switch (size) {
case -2:
if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
a = -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
break;
#ifdef HAVE_LONG_LONG
} else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
lla = -(PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
goto long_long;
#endif
}
CYTHON_FALLTHROUGH;
case 2:
if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
a = (long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
break;
#ifdef HAVE_LONG_LONG
} else if (8 * sizeof(PY_LONG_LONG) - 1 > 2 * PyLong_SHIFT) {
lla = (PY_LONG_LONG) (((((unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
goto long_long;
#endif
}
CYTHON_FALLTHROUGH;
case -3:
if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
a = -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
break;
#ifdef HAVE_LONG_LONG
} else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
lla = -(PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
goto long_long;
#endif
}
CYTHON_FALLTHROUGH;
case 3:
if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
a = (long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
break;
#ifdef HAVE_LONG_LONG
} else if (8 * sizeof(PY_LONG_LONG) - 1 > 3 * PyLong_SHIFT) {
lla = (PY_LONG_LONG) (((((((unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
goto long_long;
#endif
}
CYTHON_FALLTHROUGH;
case -4:
if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
a = -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
break;
#ifdef HAVE_LONG_LONG
} else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
lla = -(PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
goto long_long;
#endif
}
CYTHON_FALLTHROUGH;
case 4:
if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
a = (long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]));
break;
#ifdef HAVE_LONG_LONG
} else if (8 * sizeof(PY_LONG_LONG) - 1 > 4 * PyLong_SHIFT) {
lla = (PY_LONG_LONG) (((((((((unsigned PY_LONG_LONG)digits[3]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[2]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[1]) << PyLong_SHIFT) | (unsigned PY_LONG_LONG)digits[0]));
goto long_long;
#endif
}
CYTHON_FALLTHROUGH;
default: return PyLong_Type.tp_as_number->nb_add(op1, op2);
}
}
x = a + b;
return PyLong_FromLong(x);
#ifdef HAVE_LONG_LONG
long_long:
llx = lla + llb;
return PyLong_FromLongLong(llx);
#endif
}
#endif
if (PyFloat_CheckExact(op1)) {
const long b = intval;
double a = PyFloat_AS_DOUBLE(op1);
double result;
PyFPE_START_PROTECT("add", return NULL)
result = ((double)a) + (double)b;
PyFPE_END_PROTECT(result)
return PyFloat_FromDouble(result);
}
return (inplace ? PyNumber_InPlaceAdd : PyNumber_Add)(op1, op2);
}
#endif
/* UnpackUnboundCMethod */
static int __Pyx_TryUnpackUnboundCMethod(__Pyx_CachedCFunction* target) {
PyObject *method;
method = __Pyx_PyObject_GetAttrStr(target->type, *target->method_name);
if (unlikely(!method))
return -1;
target->method = method;
#if CYTHON_COMPILING_IN_CPYTHON
#if PY_MAJOR_VERSION >= 3
if (likely(__Pyx_TypeCheck(method, &PyMethodDescr_Type)))
#endif
{
PyMethodDescrObject *descr = (PyMethodDescrObject*) method;
target->func = descr->d_method->ml_meth;
target->flag = descr->d_method->ml_flags & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_STACKLESS);
}
#endif
return 0;
}
/* CallUnboundCMethod0 */
static PyObject* __Pyx__CallUnboundCMethod0(__Pyx_CachedCFunction* cfunc, PyObject* self) {
PyObject *args, *result = NULL;
if (unlikely(!cfunc->method) && unlikely(__Pyx_TryUnpackUnboundCMethod(cfunc) < 0)) return NULL;
#if CYTHON_ASSUME_SAFE_MACROS
args = PyTuple_New(1);
if (unlikely(!args)) goto bad;
Py_INCREF(self);
PyTuple_SET_ITEM(args, 0, self);
#else
args = PyTuple_Pack(1, self);
if (unlikely(!args)) goto bad;
#endif
result = __Pyx_PyObject_Call(cfunc->method, args, NULL);
Py_DECREF(args);
bad:
return result;
}
/* py_dict_items */
static CYTHON_INLINE PyObject* __Pyx_PyDict_Items(PyObject* d) {
if (PY_MAJOR_VERSION >= 3)
return __Pyx_CallUnboundCMethod0(&__pyx_umethod_PyDict_Type_items, d);
else
return PyDict_Items(d);
}
/* None */
static CYTHON_INLINE void __Pyx_RaiseUnboundLocalError(const char *varname) {
PyErr_Format(PyExc_UnboundLocalError, "local variable '%s' referenced before assignment", varname);
}
/* RaiseTooManyValuesToUnpack */
static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
PyErr_Format(PyExc_ValueError,
"too many values to unpack (expected %" CYTHON_FORMAT_SSIZE_T "d)", expected);
}
/* RaiseNeedMoreValuesToUnpack */
static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
PyErr_Format(PyExc_ValueError,
"need more than %" CYTHON_FORMAT_SSIZE_T "d value%.1s to unpack",
index, (index == 1) ? "" : "s");
}
/* IterFinish */
static CYTHON_INLINE int __Pyx_IterFinish(void) {
#if CYTHON_FAST_THREAD_STATE
PyThreadState *tstate = __Pyx_PyThreadState_Current;
PyObject* exc_type = tstate->curexc_type;
if (unlikely(exc_type)) {
if (likely(__Pyx_PyErr_GivenExceptionMatches(exc_type, PyExc_StopIteration))) {
PyObject *exc_value, *exc_tb;
exc_value = tstate->curexc_value;
exc_tb = tstate->curexc_traceback;
tstate->curexc_type = 0;
tstate->curexc_value = 0;
tstate->curexc_traceback = 0;
Py_DECREF(exc_type);
Py_XDECREF(exc_value);
Py_XDECREF(exc_tb);
return 0;
} else {
return -1;
}
}
return 0;
#else
if (unlikely(PyErr_Occurred())) {
if (likely(PyErr_ExceptionMatches(PyExc_StopIteration))) {
PyErr_Clear();
return 0;
} else {
return -1;
}
}
return 0;
#endif
}
/* UnpackItemEndCheck */
static int __Pyx_IternextUnpackEndCheck(PyObject *retval, Py_ssize_t expected) {
if (unlikely(retval)) {
Py_DECREF(retval);
__Pyx_RaiseTooManyValuesError(expected);
return -1;
}
return __Pyx_IterFinish();
}
/* SetItemInt */
static int __Pyx_SetItemInt_Generic(PyObject *o, PyObject *j, PyObject *v) {
int r;
if (!j) return -1;
r = PyObject_SetItem(o, j, v);
Py_DECREF(j);
return r;
}
static CYTHON_INLINE int __Pyx_SetItemInt_Fast(PyObject *o, Py_ssize_t i, PyObject *v, int is_list,
CYTHON_NCP_UNUSED int wraparound, CYTHON_NCP_UNUSED int boundscheck) {
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS && CYTHON_USE_TYPE_SLOTS
if (is_list || PyList_CheckExact(o)) {
Py_ssize_t n = (!wraparound) ? i : ((likely(i >= 0)) ? i : i + PyList_GET_SIZE(o));
if ((!boundscheck) || likely(__Pyx_is_valid_index(n, PyList_GET_SIZE(o)))) {
PyObject* old = PyList_GET_ITEM(o, n);
Py_INCREF(v);
PyList_SET_ITEM(o, n, v);
Py_DECREF(old);
return 1;
}
} else {
PySequenceMethods *m = Py_TYPE(o)->tp_as_sequence;
if (likely(m && m->sq_ass_item)) {
if (wraparound && unlikely(i < 0) && likely(m->sq_length)) {
Py_ssize_t l = m->sq_length(o);
if (likely(l >= 0)) {
i += l;
} else {
if (!PyErr_ExceptionMatches(PyExc_OverflowError))
return -1;
PyErr_Clear();
}
}
return m->sq_ass_item(o, i, v);
}
}
#else
#if CYTHON_COMPILING_IN_PYPY
if (is_list || (PySequence_Check(o) && !PyDict_Check(o)))
#else
if (is_list || PySequence_Check(o))
#endif
{
return PySequence_SetItem(o, i, v);
}
#endif
return __Pyx_SetItemInt_Generic(o, PyInt_FromSsize_t(i), v);
}
/* ObjectGetItem */
#if CYTHON_USE_TYPE_SLOTS
static PyObject *__Pyx_PyObject_GetIndex(PyObject *obj, PyObject* index) {
PyObject *runerr = NULL;
Py_ssize_t key_value;
PySequenceMethods *m = Py_TYPE(obj)->tp_as_sequence;
if (unlikely(!(m && m->sq_item))) {
PyErr_Format(PyExc_TypeError, "'%.200s' object is not subscriptable", Py_TYPE(obj)->tp_name);
return NULL;
}
key_value = __Pyx_PyIndex_AsSsize_t(index);
if (likely(key_value != -1 || !(runerr = PyErr_Occurred()))) {
return __Pyx_GetItemInt_Fast(obj, key_value, 0, 1, 1);
}
if (PyErr_GivenExceptionMatches(runerr, PyExc_OverflowError)) {
PyErr_Clear();
PyErr_Format(PyExc_IndexError, "cannot fit '%.200s' into an index-sized integer", Py_TYPE(index)->tp_name);
}
return NULL;
}
static PyObject *__Pyx_PyObject_GetItem(PyObject *obj, PyObject* key) {
PyMappingMethods *m = Py_TYPE(obj)->tp_as_mapping;
if (likely(m && m->mp_subscript)) {
return m->mp_subscript(obj, key);
}
return __Pyx_PyObject_GetIndex(obj, key);
}
#endif
/* JoinPyUnicode */
static PyObject* __Pyx_PyUnicode_Join(PyObject* value_tuple, Py_ssize_t value_count, Py_ssize_t result_ulength,
CYTHON_UNUSED Py_UCS4 max_char) {
#if CYTHON_USE_UNICODE_INTERNALS && CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
PyObject *result_uval;
int result_ukind;
Py_ssize_t i, char_pos;
void *result_udata;
#if CYTHON_PEP393_ENABLED
result_uval = PyUnicode_New(result_ulength, max_char);
if (unlikely(!result_uval)) return NULL;
result_ukind = (max_char <= 255) ? PyUnicode_1BYTE_KIND : (max_char <= 65535) ? PyUnicode_2BYTE_KIND : PyUnicode_4BYTE_KIND;
result_udata = PyUnicode_DATA(result_uval);
#else
result_uval = PyUnicode_FromUnicode(NULL, result_ulength);
if (unlikely(!result_uval)) return NULL;
result_ukind = sizeof(Py_UNICODE);
result_udata = PyUnicode_AS_UNICODE(result_uval);
#endif
char_pos = 0;
for (i=0; i < value_count; i++) {
int ukind;
Py_ssize_t ulength;
void *udata;
PyObject *uval = PyTuple_GET_ITEM(value_tuple, i);
if (unlikely(__Pyx_PyUnicode_READY(uval)))
goto bad;
ulength = __Pyx_PyUnicode_GET_LENGTH(uval);
if (unlikely(!ulength))
continue;
if (unlikely(char_pos + ulength < 0))
goto overflow;
ukind = __Pyx_PyUnicode_KIND(uval);
udata = __Pyx_PyUnicode_DATA(uval);
if (!CYTHON_PEP393_ENABLED || ukind == result_ukind) {
memcpy((char *)result_udata + char_pos * result_ukind, udata, (size_t) (ulength * result_ukind));
} else {
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030300F0 || defined(_PyUnicode_FastCopyCharacters)
_PyUnicode_FastCopyCharacters(result_uval, char_pos, uval, 0, ulength);
#else
Py_ssize_t j;
for (j=0; j < ulength; j++) {
Py_UCS4 uchar = __Pyx_PyUnicode_READ(ukind, udata, j);
__Pyx_PyUnicode_WRITE(result_ukind, result_udata, char_pos+j, uchar);
}
#endif
}
char_pos += ulength;
}
return result_uval;
overflow:
PyErr_SetString(PyExc_OverflowError, "join() result is too long for a Python string");
bad:
Py_DECREF(result_uval);
return NULL;
#else
result_ulength++;
value_count++;
return PyUnicode_Join(__pyx_empty_unicode, value_tuple);
#endif
}
/* Import */
static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
PyObject *empty_list = 0;
PyObject *module = 0;
PyObject *global_dict = 0;
PyObject *empty_dict = 0;
PyObject *list;
#if PY_MAJOR_VERSION < 3
PyObject *py_import;
py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s_import);
if (!py_import)
goto bad;
#endif
if (from_list)
list = from_list;
else {
empty_list = PyList_New(0);
if (!empty_list)
goto bad;
list = empty_list;
}
global_dict = PyModule_GetDict(__pyx_m);
if (!global_dict)
goto bad;
empty_dict = PyDict_New();
if (!empty_dict)
goto bad;
{
#if PY_MAJOR_VERSION >= 3
if (level == -1) {
if ((1) && (strchr(__Pyx_MODULE_NAME, '.'))) {
module = PyImport_ImportModuleLevelObject(
name, global_dict, empty_dict, list, 1);
if (!module) {
if (!PyErr_ExceptionMatches(PyExc_ImportError))
goto bad;
PyErr_Clear();
}
}
level = 0;
}
#endif
if (!module) {
#if PY_MAJOR_VERSION < 3
PyObject *py_level = PyInt_FromLong(level);
if (!py_level)
goto bad;
module = PyObject_CallFunctionObjArgs(py_import,
name, global_dict, empty_dict, list, py_level, (PyObject *)NULL);
Py_DECREF(py_level);
#else
module = PyImport_ImportModuleLevelObject(
name, global_dict, empty_dict, list, level);
#endif
}
}
bad:
#if PY_MAJOR_VERSION < 3
Py_XDECREF(py_import);
#endif
Py_XDECREF(empty_list);
Py_XDECREF(empty_dict);
return module;
}
/* ImportFrom */
static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name) {
PyObject* value = __Pyx_PyObject_GetAttrStr(module, name);
if (unlikely(!value) && PyErr_ExceptionMatches(PyExc_AttributeError)) {
PyErr_Format(PyExc_ImportError,
#if PY_MAJOR_VERSION < 3
"cannot import name %.230s", PyString_AS_STRING(name));
#else
"cannot import name %S", name);
#endif
}
return value;
}
/* DictGetItem */
#if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
PyObject *value;
value = PyDict_GetItemWithError(d, key);
if (unlikely(!value)) {
if (!PyErr_Occurred()) {
if (unlikely(PyTuple_Check(key))) {
PyObject* args = PyTuple_Pack(1, key);
if (likely(args)) {
PyErr_SetObject(PyExc_KeyError, args);
Py_DECREF(args);
}
} else {
PyErr_SetObject(PyExc_KeyError, key);
}
}
return NULL;
}
Py_INCREF(value);
return value;
}
#endif
/* FetchCommonType */
static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type) {
PyObject* fake_module;
PyTypeObject* cached_type = NULL;
fake_module = PyImport_AddModule((char*) "_cython_" CYTHON_ABI);
if (!fake_module) return NULL;
Py_INCREF(fake_module);
cached_type = (PyTypeObject*) PyObject_GetAttrString(fake_module, type->tp_name);
if (cached_type) {
if (!PyType_Check((PyObject*)cached_type)) {
PyErr_Format(PyExc_TypeError,
"Shared Cython type %.200s is not a type object",
type->tp_name);
goto bad;
}
if (cached_type->tp_basicsize != type->tp_basicsize) {
PyErr_Format(PyExc_TypeError,
"Shared Cython type %.200s has the wrong size, try recompiling",
type->tp_name);
goto bad;
}
} else {
if (!PyErr_ExceptionMatches(PyExc_AttributeError)) goto bad;
PyErr_Clear();
if (PyType_Ready(type) < 0) goto bad;
if (PyObject_SetAttrString(fake_module, type->tp_name, (PyObject*) type) < 0)
goto bad;
Py_INCREF(type);
cached_type = type;
}
done:
Py_DECREF(fake_module);
return cached_type;
bad:
Py_XDECREF(cached_type);
cached_type = NULL;
goto done;
}
/* CythonFunctionShared */
#include <structmember.h>
static PyObject *
__Pyx_CyFunction_get_doc(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *closure)
{
if (unlikely(op->func_doc == NULL)) {
if (op->func.m_ml->ml_doc) {
#if PY_MAJOR_VERSION >= 3
op->func_doc = PyUnicode_FromString(op->func.m_ml->ml_doc);
#else
op->func_doc = PyString_FromString(op->func.m_ml->ml_doc);
#endif
if (unlikely(op->func_doc == NULL))
return NULL;
} else {
Py_INCREF(Py_None);
return Py_None;
}
}
Py_INCREF(op->func_doc);
return op->func_doc;
}
static int
__Pyx_CyFunction_set_doc(__pyx_CyFunctionObject *op, PyObject *value, CYTHON_UNUSED void *context)
{
PyObject *tmp = op->func_doc;
if (value == NULL) {
value = Py_None;
}
Py_INCREF(value);
op->func_doc = value;
Py_XDECREF(tmp);
return 0;
}
static PyObject *
__Pyx_CyFunction_get_name(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
if (unlikely(op->func_name == NULL)) {
#if PY_MAJOR_VERSION >= 3
op->func_name = PyUnicode_InternFromString(op->func.m_ml->ml_name);
#else
op->func_name = PyString_InternFromString(op->func.m_ml->ml_name);
#endif
if (unlikely(op->func_name == NULL))
return NULL;
}
Py_INCREF(op->func_name);
return op->func_name;
}
static int
__Pyx_CyFunction_set_name(__pyx_CyFunctionObject *op, PyObject *value, CYTHON_UNUSED void *context)
{
PyObject *tmp;
#if PY_MAJOR_VERSION >= 3
if (unlikely(value == NULL || !PyUnicode_Check(value)))
#else
if (unlikely(value == NULL || !PyString_Check(value)))
#endif
{
PyErr_SetString(PyExc_TypeError,
"__name__ must be set to a string object");
return -1;
}
tmp = op->func_name;
Py_INCREF(value);
op->func_name = value;
Py_XDECREF(tmp);
return 0;
}
static PyObject *
__Pyx_CyFunction_get_qualname(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
Py_INCREF(op->func_qualname);
return op->func_qualname;
}
static int
__Pyx_CyFunction_set_qualname(__pyx_CyFunctionObject *op, PyObject *value, CYTHON_UNUSED void *context)
{
PyObject *tmp;
#if PY_MAJOR_VERSION >= 3
if (unlikely(value == NULL || !PyUnicode_Check(value)))
#else
if (unlikely(value == NULL || !PyString_Check(value)))
#endif
{
PyErr_SetString(PyExc_TypeError,
"__qualname__ must be set to a string object");
return -1;
}
tmp = op->func_qualname;
Py_INCREF(value);
op->func_qualname = value;
Py_XDECREF(tmp);
return 0;
}
static PyObject *
__Pyx_CyFunction_get_self(__pyx_CyFunctionObject *m, CYTHON_UNUSED void *closure)
{
PyObject *self;
self = m->func_closure;
if (self == NULL)
self = Py_None;
Py_INCREF(self);
return self;
}
static PyObject *
__Pyx_CyFunction_get_dict(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
if (unlikely(op->func_dict == NULL)) {
op->func_dict = PyDict_New();
if (unlikely(op->func_dict == NULL))
return NULL;
}
Py_INCREF(op->func_dict);
return op->func_dict;
}
static int
__Pyx_CyFunction_set_dict(__pyx_CyFunctionObject *op, PyObject *value, CYTHON_UNUSED void *context)
{
PyObject *tmp;
if (unlikely(value == NULL)) {
PyErr_SetString(PyExc_TypeError,
"function's dictionary may not be deleted");
return -1;
}
if (unlikely(!PyDict_Check(value))) {
PyErr_SetString(PyExc_TypeError,
"setting function's dictionary to a non-dict");
return -1;
}
tmp = op->func_dict;
Py_INCREF(value);
op->func_dict = value;
Py_XDECREF(tmp);
return 0;
}
static PyObject *
__Pyx_CyFunction_get_globals(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
Py_INCREF(op->func_globals);
return op->func_globals;
}
static PyObject *
__Pyx_CyFunction_get_closure(CYTHON_UNUSED __pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
Py_INCREF(Py_None);
return Py_None;
}
static PyObject *
__Pyx_CyFunction_get_code(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context)
{
PyObject* result = (op->func_code) ? op->func_code : Py_None;
Py_INCREF(result);
return result;
}
static int
__Pyx_CyFunction_init_defaults(__pyx_CyFunctionObject *op) {
int result = 0;
PyObject *res = op->defaults_getter((PyObject *) op);
if (unlikely(!res))
return -1;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
op->defaults_tuple = PyTuple_GET_ITEM(res, 0);
Py_INCREF(op->defaults_tuple);
op->defaults_kwdict = PyTuple_GET_ITEM(res, 1);
Py_INCREF(op->defaults_kwdict);
#else
op->defaults_tuple = PySequence_ITEM(res, 0);
if (unlikely(!op->defaults_tuple)) result = -1;
else {
op->defaults_kwdict = PySequence_ITEM(res, 1);
if (unlikely(!op->defaults_kwdict)) result = -1;
}
#endif
Py_DECREF(res);
return result;
}
static int
__Pyx_CyFunction_set_defaults(__pyx_CyFunctionObject *op, PyObject* value, CYTHON_UNUSED void *context) {
PyObject* tmp;
if (!value) {
value = Py_None;
} else if (value != Py_None && !PyTuple_Check(value)) {
PyErr_SetString(PyExc_TypeError,
"__defaults__ must be set to a tuple object");
return -1;
}
Py_INCREF(value);
tmp = op->defaults_tuple;
op->defaults_tuple = value;
Py_XDECREF(tmp);
return 0;
}
static PyObject *
__Pyx_CyFunction_get_defaults(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context) {
PyObject* result = op->defaults_tuple;
if (unlikely(!result)) {
if (op->defaults_getter) {
if (__Pyx_CyFunction_init_defaults(op) < 0) return NULL;
result = op->defaults_tuple;
} else {
result = Py_None;
}
}
Py_INCREF(result);
return result;
}
static int
__Pyx_CyFunction_set_kwdefaults(__pyx_CyFunctionObject *op, PyObject* value, CYTHON_UNUSED void *context) {
PyObject* tmp;
if (!value) {
value = Py_None;
} else if (value != Py_None && !PyDict_Check(value)) {
PyErr_SetString(PyExc_TypeError,
"__kwdefaults__ must be set to a dict object");
return -1;
}
Py_INCREF(value);
tmp = op->defaults_kwdict;
op->defaults_kwdict = value;
Py_XDECREF(tmp);
return 0;
}
static PyObject *
__Pyx_CyFunction_get_kwdefaults(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context) {
PyObject* result = op->defaults_kwdict;
if (unlikely(!result)) {
if (op->defaults_getter) {
if (__Pyx_CyFunction_init_defaults(op) < 0) return NULL;
result = op->defaults_kwdict;
} else {
result = Py_None;
}
}
Py_INCREF(result);
return result;
}
static int
__Pyx_CyFunction_set_annotations(__pyx_CyFunctionObject *op, PyObject* value, CYTHON_UNUSED void *context) {
PyObject* tmp;
if (!value || value == Py_None) {
value = NULL;
} else if (!PyDict_Check(value)) {
PyErr_SetString(PyExc_TypeError,
"__annotations__ must be set to a dict object");
return -1;
}
Py_XINCREF(value);
tmp = op->func_annotations;
op->func_annotations = value;
Py_XDECREF(tmp);
return 0;
}
static PyObject *
__Pyx_CyFunction_get_annotations(__pyx_CyFunctionObject *op, CYTHON_UNUSED void *context) {
PyObject* result = op->func_annotations;
if (unlikely(!result)) {
result = PyDict_New();
if (unlikely(!result)) return NULL;
op->func_annotations = result;
}
Py_INCREF(result);
return result;
}
static PyGetSetDef __pyx_CyFunction_getsets[] = {
{(char *) "func_doc", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
{(char *) "__doc__", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
{(char *) "func_name", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
{(char *) "__name__", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
{(char *) "__qualname__", (getter)__Pyx_CyFunction_get_qualname, (setter)__Pyx_CyFunction_set_qualname, 0, 0},
{(char *) "__self__", (getter)__Pyx_CyFunction_get_self, 0, 0, 0},
{(char *) "func_dict", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
{(char *) "__dict__", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
{(char *) "func_globals", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
{(char *) "__globals__", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
{(char *) "func_closure", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
{(char *) "__closure__", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
{(char *) "func_code", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
{(char *) "__code__", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
{(char *) "func_defaults", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
{(char *) "__defaults__", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
{(char *) "__kwdefaults__", (getter)__Pyx_CyFunction_get_kwdefaults, (setter)__Pyx_CyFunction_set_kwdefaults, 0, 0},
{(char *) "__annotations__", (getter)__Pyx_CyFunction_get_annotations, (setter)__Pyx_CyFunction_set_annotations, 0, 0},
{0, 0, 0, 0, 0}
};
static PyMemberDef __pyx_CyFunction_members[] = {
{(char *) "__module__", T_OBJECT, offsetof(PyCFunctionObject, m_module), PY_WRITE_RESTRICTED, 0},
{0, 0, 0, 0, 0}
};
static PyObject *
__Pyx_CyFunction_reduce(__pyx_CyFunctionObject *m, CYTHON_UNUSED PyObject *args)
{
#if PY_MAJOR_VERSION >= 3
Py_INCREF(m->func_qualname);
return m->func_qualname;
#else
return PyString_FromString(m->func.m_ml->ml_name);
#endif
}
static PyMethodDef __pyx_CyFunction_methods[] = {
{"__reduce__", (PyCFunction)__Pyx_CyFunction_reduce, METH_VARARGS, 0},
{0, 0, 0, 0}
};
#if PY_VERSION_HEX < 0x030500A0
#define __Pyx_CyFunction_weakreflist(cyfunc) ((cyfunc)->func_weakreflist)
#else
#define __Pyx_CyFunction_weakreflist(cyfunc) ((cyfunc)->func.m_weakreflist)
#endif
static PyObject *__Pyx_CyFunction_Init(__pyx_CyFunctionObject *op, PyMethodDef *ml, int flags, PyObject* qualname,
PyObject *closure, PyObject *module, PyObject* globals, PyObject* code) {
if (unlikely(op == NULL))
return NULL;
op->flags = flags;
__Pyx_CyFunction_weakreflist(op) = NULL;
op->func.m_ml = ml;
op->func.m_self = (PyObject *) op;
Py_XINCREF(closure);
op->func_closure = closure;
Py_XINCREF(module);
op->func.m_module = module;
op->func_dict = NULL;
op->func_name = NULL;
Py_INCREF(qualname);
op->func_qualname = qualname;
op->func_doc = NULL;
op->func_classobj = NULL;
op->func_globals = globals;
Py_INCREF(op->func_globals);
Py_XINCREF(code);
op->func_code = code;
op->defaults_pyobjects = 0;
op->defaults_size = 0;
op->defaults = NULL;
op->defaults_tuple = NULL;
op->defaults_kwdict = NULL;
op->defaults_getter = NULL;
op->func_annotations = NULL;
return (PyObject *) op;
}
static int
__Pyx_CyFunction_clear(__pyx_CyFunctionObject *m)
{
Py_CLEAR(m->func_closure);
Py_CLEAR(m->func.m_module);
Py_CLEAR(m->func_dict);
Py_CLEAR(m->func_name);
Py_CLEAR(m->func_qualname);
Py_CLEAR(m->func_doc);
Py_CLEAR(m->func_globals);
Py_CLEAR(m->func_code);
Py_CLEAR(m->func_classobj);
Py_CLEAR(m->defaults_tuple);
Py_CLEAR(m->defaults_kwdict);
Py_CLEAR(m->func_annotations);
if (m->defaults) {
PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
int i;
for (i = 0; i < m->defaults_pyobjects; i++)
Py_XDECREF(pydefaults[i]);
PyObject_Free(m->defaults);
m->defaults = NULL;
}
return 0;
}
static void __Pyx__CyFunction_dealloc(__pyx_CyFunctionObject *m)
{
if (__Pyx_CyFunction_weakreflist(m) != NULL)
PyObject_ClearWeakRefs((PyObject *) m);
__Pyx_CyFunction_clear(m);
PyObject_GC_Del(m);
}
static void __Pyx_CyFunction_dealloc(__pyx_CyFunctionObject *m)
{
PyObject_GC_UnTrack(m);
__Pyx__CyFunction_dealloc(m);
}
static int __Pyx_CyFunction_traverse(__pyx_CyFunctionObject *m, visitproc visit, void *arg)
{
Py_VISIT(m->func_closure);
Py_VISIT(m->func.m_module);
Py_VISIT(m->func_dict);
Py_VISIT(m->func_name);
Py_VISIT(m->func_qualname);
Py_VISIT(m->func_doc);
Py_VISIT(m->func_globals);
Py_VISIT(m->func_code);
Py_VISIT(m->func_classobj);
Py_VISIT(m->defaults_tuple);
Py_VISIT(m->defaults_kwdict);
if (m->defaults) {
PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
int i;
for (i = 0; i < m->defaults_pyobjects; i++)
Py_VISIT(pydefaults[i]);
}
return 0;
}
static PyObject *__Pyx_CyFunction_descr_get(PyObject *func, PyObject *obj, PyObject *type)
{
#if PY_MAJOR_VERSION < 3
__pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
if (m->flags & __Pyx_CYFUNCTION_STATICMETHOD) {
Py_INCREF(func);
return func;
}
if (m->flags & __Pyx_CYFUNCTION_CLASSMETHOD) {
if (type == NULL)
type = (PyObject *)(Py_TYPE(obj));
return __Pyx_PyMethod_New(func, type, (PyObject *)(Py_TYPE(type)));
}
if (obj == Py_None)
obj = NULL;
#endif
return __Pyx_PyMethod_New(func, obj, type);
}
static PyObject*
__Pyx_CyFunction_repr(__pyx_CyFunctionObject *op)
{
#if PY_MAJOR_VERSION >= 3
return PyUnicode_FromFormat("<cyfunction %U at %p>",
op->func_qualname, (void *)op);
#else
return PyString_FromFormat("<cyfunction %s at %p>",
PyString_AsString(op->func_qualname), (void *)op);
#endif
}
static PyObject * __Pyx_CyFunction_CallMethod(PyObject *func, PyObject *self, PyObject *arg, PyObject *kw) {
PyCFunctionObject* f = (PyCFunctionObject*)func;
PyCFunction meth = f->m_ml->ml_meth;
Py_ssize_t size;
switch (f->m_ml->ml_flags & (METH_VARARGS | METH_KEYWORDS | METH_NOARGS | METH_O)) {
case METH_VARARGS:
if (likely(kw == NULL || PyDict_Size(kw) == 0))
return (*meth)(self, arg);
break;
case METH_VARARGS | METH_KEYWORDS:
return (*(PyCFunctionWithKeywords)(void*)meth)(self, arg, kw);
case METH_NOARGS:
if (likely(kw == NULL || PyDict_Size(kw) == 0)) {
size = PyTuple_GET_SIZE(arg);
if (likely(size == 0))
return (*meth)(self, NULL);
PyErr_Format(PyExc_TypeError,
"%.200s() takes no arguments (%" CYTHON_FORMAT_SSIZE_T "d given)",
f->m_ml->ml_name, size);
return NULL;
}
break;
case METH_O:
if (likely(kw == NULL || PyDict_Size(kw) == 0)) {
size = PyTuple_GET_SIZE(arg);
if (likely(size == 1)) {
PyObject *result, *arg0;
#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
arg0 = PyTuple_GET_ITEM(arg, 0);
#else
arg0 = PySequence_ITEM(arg, 0); if (unlikely(!arg0)) return NULL;
#endif
result = (*meth)(self, arg0);
#if !(CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS)
Py_DECREF(arg0);
#endif
return result;
}
PyErr_Format(PyExc_TypeError,
"%.200s() takes exactly one argument (%" CYTHON_FORMAT_SSIZE_T "d given)",
f->m_ml->ml_name, size);
return NULL;
}
break;
default:
PyErr_SetString(PyExc_SystemError, "Bad call flags in "
"__Pyx_CyFunction_Call. METH_OLDARGS is no "
"longer supported!");
return NULL;
}
PyErr_Format(PyExc_TypeError, "%.200s() takes no keyword arguments",
f->m_ml->ml_name);
return NULL;
}
static CYTHON_INLINE PyObject *__Pyx_CyFunction_Call(PyObject *func, PyObject *arg, PyObject *kw) {
return __Pyx_CyFunction_CallMethod(func, ((PyCFunctionObject*)func)->m_self, arg, kw);
}
static PyObject *__Pyx_CyFunction_CallAsMethod(PyObject *func, PyObject *args, PyObject *kw) {
PyObject *result;
__pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *) func;
if ((cyfunc->flags & __Pyx_CYFUNCTION_CCLASS) && !(cyfunc->flags & __Pyx_CYFUNCTION_STATICMETHOD)) {
Py_ssize_t argc;
PyObject *new_args;
PyObject *self;
argc = PyTuple_GET_SIZE(args);
new_args = PyTuple_GetSlice(args, 1, argc);
if (unlikely(!new_args))
return NULL;
self = PyTuple_GetItem(args, 0);
if (unlikely(!self)) {
Py_DECREF(new_args);
#if PY_MAJOR_VERSION > 2
PyErr_Format(PyExc_TypeError,
"unbound method %.200S() needs an argument",
cyfunc->func_qualname);
#else
PyErr_SetString(PyExc_TypeError,
"unbound method needs an argument");
#endif
return NULL;
}
result = __Pyx_CyFunction_CallMethod(func, self, new_args, kw);
Py_DECREF(new_args);
} else {
result = __Pyx_CyFunction_Call(func, args, kw);
}
return result;
}
static PyTypeObject __pyx_CyFunctionType_type = {
PyVarObject_HEAD_INIT(0, 0)
"cython_function_or_method",
sizeof(__pyx_CyFunctionObject),
0,
(destructor) __Pyx_CyFunction_dealloc,
0,
0,
0,
#if PY_MAJOR_VERSION < 3
0,
#else
0,
#endif
(reprfunc) __Pyx_CyFunction_repr,
0,
0,
0,
0,
__Pyx_CyFunction_CallAsMethod,
0,
0,
0,
0,
Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC,
0,
(traverseproc) __Pyx_CyFunction_traverse,
(inquiry) __Pyx_CyFunction_clear,
0,
#if PY_VERSION_HEX < 0x030500A0
offsetof(__pyx_CyFunctionObject, func_weakreflist),
#else
offsetof(PyCFunctionObject, m_weakreflist),
#endif
0,
0,
__pyx_CyFunction_methods,
__pyx_CyFunction_members,
__pyx_CyFunction_getsets,
0,
0,
__Pyx_CyFunction_descr_get,
0,
offsetof(__pyx_CyFunctionObject, func_dict),
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
#if PY_VERSION_HEX >= 0x030400a1
0,
#endif
#if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800)
0,
#endif
#if PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000
0,
#endif
#if PY_VERSION_HEX >= 0x030C0000
0,
#endif
#if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 && PY_VERSION_HEX < 0x030a0000
0,
#endif
};
static int __pyx_CyFunction_init(void) {
__pyx_CyFunctionType = __Pyx_FetchCommonType(&__pyx_CyFunctionType_type);
if (unlikely(__pyx_CyFunctionType == NULL)) {
return -1;
}
return 0;
}
static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *func, size_t size, int pyobjects) {
__pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
m->defaults = PyObject_Malloc(size);
if (unlikely(!m->defaults))
return PyErr_NoMemory();
memset(m->defaults, 0, size);
m->defaults_pyobjects = pyobjects;
m->defaults_size = size;
return m->defaults;
}
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *func, PyObject *tuple) {
__pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
m->defaults_tuple = tuple;
Py_INCREF(tuple);
}
static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *func, PyObject *dict) {
__pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
m->defaults_kwdict = dict;
Py_INCREF(dict);
}
static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *func, PyObject *dict) {
__pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
m->func_annotations = dict;
Py_INCREF(dict);
}
/* CythonFunction */
static PyObject *__Pyx_CyFunction_New(PyMethodDef *ml, int flags, PyObject* qualname,
PyObject *closure, PyObject *module, PyObject* globals, PyObject* code) {
PyObject *op = __Pyx_CyFunction_Init(
PyObject_GC_New(__pyx_CyFunctionObject, __pyx_CyFunctionType),
ml, flags, qualname, closure, module, globals, code
);
if (likely(op)) {
PyObject_GC_Track(op);
}
return op;
}
/* CalculateMetaclass */
static PyObject *__Pyx_CalculateMetaclass(PyTypeObject *metaclass, PyObject *bases) {
Py_ssize_t i, nbases = PyTuple_GET_SIZE(bases);
for (i=0; i < nbases; i++) {
PyTypeObject *tmptype;
PyObject *tmp = PyTuple_GET_ITEM(bases, i);
tmptype = Py_TYPE(tmp);
#if PY_MAJOR_VERSION < 3
if (tmptype == &PyClass_Type)
continue;
#endif
if (!metaclass) {
metaclass = tmptype;
continue;
}
if (PyType_IsSubtype(metaclass, tmptype))
continue;
if (PyType_IsSubtype(tmptype, metaclass)) {
metaclass = tmptype;
continue;
}
PyErr_SetString(PyExc_TypeError,
"metaclass conflict: "
"the metaclass of a derived class "
"must be a (non-strict) subclass "
"of the metaclasses of all its bases");
return NULL;
}
if (!metaclass) {
#if PY_MAJOR_VERSION < 3
metaclass = &PyClass_Type;
#else
metaclass = &PyType_Type;
#endif
}
Py_INCREF((PyObject*) metaclass);
return (PyObject*) metaclass;
}
/* Py3ClassCreate */
static PyObject *__Pyx_Py3MetaclassPrepare(PyObject *metaclass, PyObject *bases, PyObject *name,
PyObject *qualname, PyObject *mkw, PyObject *modname, PyObject *doc) {
PyObject *ns;
if (metaclass) {
PyObject *prep = __Pyx_PyObject_GetAttrStr(metaclass, __pyx_n_s_prepare);
if (prep) {
PyObject *pargs = PyTuple_Pack(2, name, bases);
if (unlikely(!pargs)) {
Py_DECREF(prep);
return NULL;
}
ns = PyObject_Call(prep, pargs, mkw);
Py_DECREF(prep);
Py_DECREF(pargs);
} else {
if (unlikely(!PyErr_ExceptionMatches(PyExc_AttributeError)))
return NULL;
PyErr_Clear();
ns = PyDict_New();
}
} else {
ns = PyDict_New();
}
if (unlikely(!ns))
return NULL;
if (unlikely(PyObject_SetItem(ns, __pyx_n_s_module, modname) < 0)) goto bad;
if (unlikely(PyObject_SetItem(ns, __pyx_n_s_qualname, qualname) < 0)) goto bad;
if (unlikely(doc && PyObject_SetItem(ns, __pyx_n_s_doc, doc) < 0)) goto bad;
return ns;
bad:
Py_DECREF(ns);
return NULL;
}
static PyObject *__Pyx_Py3ClassCreate(PyObject *metaclass, PyObject *name, PyObject *bases,
PyObject *dict, PyObject *mkw,
int calculate_metaclass, int allow_py2_metaclass) {
PyObject *result, *margs;
PyObject *owned_metaclass = NULL;
if (allow_py2_metaclass) {
owned_metaclass = PyObject_GetItem(dict, __pyx_n_s_metaclass);
if (owned_metaclass) {
metaclass = owned_metaclass;
} else if (likely(PyErr_ExceptionMatches(PyExc_KeyError))) {
PyErr_Clear();
} else {
return NULL;
}
}
if (calculate_metaclass && (!metaclass || PyType_Check(metaclass))) {
metaclass = __Pyx_CalculateMetaclass((PyTypeObject*) metaclass, bases);
Py_XDECREF(owned_metaclass);
if (unlikely(!metaclass))
return NULL;
owned_metaclass = metaclass;
}
margs = PyTuple_Pack(3, name, bases, dict);
if (unlikely(!margs)) {
result = NULL;
} else {
result = PyObject_Call(metaclass, margs, mkw);
Py_DECREF(margs);
}
Py_XDECREF(owned_metaclass);
return result;
}
/* CLineInTraceback */
#ifndef CYTHON_CLINE_IN_TRACEBACK
static int __Pyx_CLineForTraceback(CYTHON_UNUSED PyThreadState *tstate, int c_line) {
PyObject *use_cline;
PyObject *ptype, *pvalue, *ptraceback;
#if CYTHON_COMPILING_IN_CPYTHON
PyObject **cython_runtime_dict;
#endif
if (unlikely(!__pyx_cython_runtime)) {
return c_line;
}
__Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
#if CYTHON_COMPILING_IN_CPYTHON
cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime);
if (likely(cython_runtime_dict)) {
__PYX_PY_DICT_LOOKUP_IF_MODIFIED(
use_cline, *cython_runtime_dict,
__Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback))
} else
#endif
{
PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback);
if (use_cline_obj) {
use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True;
Py_DECREF(use_cline_obj);
} else {
PyErr_Clear();
use_cline = NULL;
}
}
if (!use_cline) {
c_line = 0;
(void) PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False);
}
else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) {
c_line = 0;
}
__Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
return c_line;
}
#endif
/* CodeObjectCache */
static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
int start = 0, mid = 0, end = count - 1;
if (end >= 0 && code_line > entries[end].code_line) {
return count;
}
while (start < end) {
mid = start + (end - start) / 2;
if (code_line < entries[mid].code_line) {
end = mid;
} else if (code_line > entries[mid].code_line) {
start = mid + 1;
} else {
return mid;
}
}
if (code_line <= entries[mid].code_line) {
return mid;
} else {
return mid + 1;
}
}
static PyCodeObject *__pyx_find_code_object(int code_line) {
PyCodeObject* code_object;
int pos;
if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) {
return NULL;
}
pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) {
return NULL;
}
code_object = __pyx_code_cache.entries[pos].code_object;
Py_INCREF(code_object);
return code_object;
}
static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
int pos, i;
__Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries;
if (unlikely(!code_line)) {
return;
}
if (unlikely(!entries)) {
entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
if (likely(entries)) {
__pyx_code_cache.entries = entries;
__pyx_code_cache.max_count = 64;
__pyx_code_cache.count = 1;
entries[0].code_line = code_line;
entries[0].code_object = code_object;
Py_INCREF(code_object);
}
return;
}
pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) {
PyCodeObject* tmp = entries[pos].code_object;
entries[pos].code_object = code_object;
Py_DECREF(tmp);
return;
}
if (__pyx_code_cache.count == __pyx_code_cache.max_count) {
int new_max = __pyx_code_cache.max_count + 64;
entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
__pyx_code_cache.entries, ((size_t)new_max) * sizeof(__Pyx_CodeObjectCacheEntry));
if (unlikely(!entries)) {
return;
}
__pyx_code_cache.entries = entries;
__pyx_code_cache.max_count = new_max;
}
for (i=__pyx_code_cache.count; i>pos; i--) {
entries[i] = entries[i-1];
}
entries[pos].code_line = code_line;
entries[pos].code_object = code_object;
__pyx_code_cache.count++;
Py_INCREF(code_object);
}
/* AddTraceback */
#include "compile.h"
#include "frameobject.h"
#include "traceback.h"
#if PY_VERSION_HEX >= 0x030b00a6
#ifndef Py_BUILD_CORE
#define Py_BUILD_CORE 1
#endif
#include "internal/pycore_frame.h"
#endif
static PyCodeObject* __Pyx_CreateCodeObjectForTraceback(
const char *funcname, int c_line,
int py_line, const char *filename) {
PyCodeObject *py_code = NULL;
PyObject *py_funcname = NULL;
#if PY_MAJOR_VERSION < 3
PyObject *py_srcfile = NULL;
py_srcfile = PyString_FromString(filename);
if (!py_srcfile) goto bad;
#endif
if (c_line) {
#if PY_MAJOR_VERSION < 3
py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
if (!py_funcname) goto bad;
#else
py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
if (!py_funcname) goto bad;
funcname = PyUnicode_AsUTF8(py_funcname);
if (!funcname) goto bad;
#endif
}
else {
#if PY_MAJOR_VERSION < 3
py_funcname = PyString_FromString(funcname);
if (!py_funcname) goto bad;
#endif
}
#if PY_MAJOR_VERSION < 3
py_code = __Pyx_PyCode_New(
0,
0,
0,
0,
0,
__pyx_empty_bytes, /*PyObject *code,*/
__pyx_empty_tuple, /*PyObject *consts,*/
__pyx_empty_tuple, /*PyObject *names,*/
__pyx_empty_tuple, /*PyObject *varnames,*/
__pyx_empty_tuple, /*PyObject *freevars,*/
__pyx_empty_tuple, /*PyObject *cellvars,*/
py_srcfile, /*PyObject *filename,*/
py_funcname, /*PyObject *name,*/
py_line,
__pyx_empty_bytes /*PyObject *lnotab*/
);
Py_DECREF(py_srcfile);
#else
py_code = PyCode_NewEmpty(filename, funcname, py_line);
#endif
Py_XDECREF(py_funcname); // XDECREF since it's only set on Py3 if cline
return py_code;
bad:
Py_XDECREF(py_funcname);
#if PY_MAJOR_VERSION < 3
Py_XDECREF(py_srcfile);
#endif
return NULL;
}
static void __Pyx_AddTraceback(const char *funcname, int c_line,
int py_line, const char *filename) {
PyCodeObject *py_code = 0;
PyFrameObject *py_frame = 0;
PyThreadState *tstate = __Pyx_PyThreadState_Current;
PyObject *ptype, *pvalue, *ptraceback;
if (c_line) {
c_line = __Pyx_CLineForTraceback(tstate, c_line);
}
py_code = __pyx_find_code_object(c_line ? -c_line : py_line);
if (!py_code) {
__Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
py_code = __Pyx_CreateCodeObjectForTraceback(
funcname, c_line, py_line, filename);
if (!py_code) {
/* If the code object creation fails, then we should clear the
fetched exception references and propagate the new exception */
Py_XDECREF(ptype);
Py_XDECREF(pvalue);
Py_XDECREF(ptraceback);
goto bad;
}
__Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
__pyx_insert_code_object(c_line ? -c_line : py_line, py_code);
}
py_frame = PyFrame_New(
tstate, /*PyThreadState *tstate,*/
py_code, /*PyCodeObject *code,*/
__pyx_d, /*PyObject *globals,*/
0 /*PyObject *locals*/
);
if (!py_frame) goto bad;
__Pyx_PyFrame_SetLineNumber(py_frame, py_line);
PyTraceBack_Here(py_frame);
bad:
Py_XDECREF(py_code);
Py_XDECREF(py_frame);
}
/* CIntToPy */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
const long neg_one = (long) -1, const_zero = (long) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
const int is_unsigned = neg_one > const_zero;
if (is_unsigned) {
if (sizeof(long) < sizeof(long)) {
return PyInt_FromLong((long) value);
} else if (sizeof(long) <= sizeof(unsigned long)) {
return PyLong_FromUnsignedLong((unsigned long) value);
#ifdef HAVE_LONG_LONG
} else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
}
} else {
if (sizeof(long) <= sizeof(long)) {
return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
} else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
}
}
{
int one = 1; int little = (int)*(unsigned char *)&one;
unsigned char *bytes = (unsigned char *)&value;
return _PyLong_FromByteArray(bytes, sizeof(long),
little, !is_unsigned);
}
}
/* CIntToPy */
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
const int neg_one = (int) -1, const_zero = (int) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
const int is_unsigned = neg_one > const_zero;
if (is_unsigned) {
if (sizeof(int) < sizeof(long)) {
return PyInt_FromLong((long) value);
} else if (sizeof(int) <= sizeof(unsigned long)) {
return PyLong_FromUnsignedLong((unsigned long) value);
#ifdef HAVE_LONG_LONG
} else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
}
} else {
if (sizeof(int) <= sizeof(long)) {
return PyInt_FromLong((long) value);
#ifdef HAVE_LONG_LONG
} else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
return PyLong_FromLongLong((PY_LONG_LONG) value);
#endif
}
}
{
int one = 1; int little = (int)*(unsigned char *)&one;
unsigned char *bytes = (unsigned char *)&value;
return _PyLong_FromByteArray(bytes, sizeof(int),
little, !is_unsigned);
}
}
/* CIntFromPyVerify */
#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
__PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
__PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
{\
func_type value = func_value;\
if (sizeof(target_type) < sizeof(func_type)) {\
if (unlikely(value != (func_type) (target_type) value)) {\
func_type zero = 0;\
if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
return (target_type) -1;\
if (is_unsigned && unlikely(value < zero))\
goto raise_neg_overflow;\
else\
goto raise_overflow;\
}\
}\
return (target_type) value;\
}
/* CIntFromPy */
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
const long neg_one = (long) -1, const_zero = (long) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
if (likely(PyInt_Check(x))) {
if (sizeof(long) < sizeof(long)) {
__PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x))
} else {
long val = PyInt_AS_LONG(x);
if (is_unsigned && unlikely(val < 0)) {
goto raise_neg_overflow;
}
return (long) val;
}
} else
#endif
if (likely(PyLong_Check(x))) {
if (is_unsigned) {
#if CYTHON_USE_PYLONG_INTERNALS
const digit* digits = ((PyLongObject*)x)->ob_digit;
switch (Py_SIZE(x)) {
case 0: return (long) 0;
case 1: __PYX_VERIFY_RETURN_INT(long, digit, digits[0])
case 2:
if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(long) >= 2 * PyLong_SHIFT) {
return (long) (((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
}
}
break;
case 3:
if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(long) >= 3 * PyLong_SHIFT) {
return (long) (((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
}
}
break;
case 4:
if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(long) >= 4 * PyLong_SHIFT) {
return (long) (((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
}
}
break;
}
#endif
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030C00A7
if (unlikely(Py_SIZE(x) < 0)) {
goto raise_neg_overflow;
}
#else
{
int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
if (unlikely(result < 0))
return (long) -1;
if (unlikely(result == 1))
goto raise_neg_overflow;
}
#endif
if (sizeof(long) <= sizeof(unsigned long)) {
__PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
} else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
__PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
}
} else {
#if CYTHON_USE_PYLONG_INTERNALS
const digit* digits = ((PyLongObject*)x)->ob_digit;
switch (Py_SIZE(x)) {
case 0: return (long) 0;
case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, (sdigit) (-(sdigit)digits[0]))
case 1: __PYX_VERIFY_RETURN_INT(long, digit, +digits[0])
case -2:
if (8 * sizeof(long) - 1 > 1 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case 2:
if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case -3:
if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case 3:
if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case -4:
if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case 4:
if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
}
#endif
if (sizeof(long) <= sizeof(long)) {
__PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
} else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
__PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
}
}
{
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
PyErr_SetString(PyExc_RuntimeError,
"_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
long val;
PyObject *v = __Pyx_PyNumber_IntOrLong(x);
#if PY_MAJOR_VERSION < 3
if (likely(v) && !PyLong_Check(v)) {
PyObject *tmp = v;
v = PyNumber_Long(tmp);
Py_DECREF(tmp);
}
#endif
if (likely(v)) {
int one = 1; int is_little = (int)*(unsigned char *)&one;
unsigned char *bytes = (unsigned char *)&val;
int ret = _PyLong_AsByteArray((PyLongObject *)v,
bytes, sizeof(val),
is_little, !is_unsigned);
Py_DECREF(v);
if (likely(!ret))
return val;
}
#endif
return (long) -1;
}
} else {
long val;
PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
if (!tmp) return (long) -1;
val = __Pyx_PyInt_As_long(tmp);
Py_DECREF(tmp);
return val;
}
raise_overflow:
PyErr_SetString(PyExc_OverflowError,
"value too large to convert to long");
return (long) -1;
raise_neg_overflow:
PyErr_SetString(PyExc_OverflowError,
"can't convert negative value to long");
return (long) -1;
}
/* CIntFromPy */
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
const int neg_one = (int) -1, const_zero = (int) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
const int is_unsigned = neg_one > const_zero;
#if PY_MAJOR_VERSION < 3
if (likely(PyInt_Check(x))) {
if (sizeof(int) < sizeof(long)) {
__PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
} else {
long val = PyInt_AS_LONG(x);
if (is_unsigned && unlikely(val < 0)) {
goto raise_neg_overflow;
}
return (int) val;
}
} else
#endif
if (likely(PyLong_Check(x))) {
if (is_unsigned) {
#if CYTHON_USE_PYLONG_INTERNALS
const digit* digits = ((PyLongObject*)x)->ob_digit;
switch (Py_SIZE(x)) {
case 0: return (int) 0;
case 1: __PYX_VERIFY_RETURN_INT(int, digit, digits[0])
case 2:
if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(int) >= 2 * PyLong_SHIFT) {
return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
}
}
break;
case 3:
if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(int) >= 3 * PyLong_SHIFT) {
return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
}
}
break;
case 4:
if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(int) >= 4 * PyLong_SHIFT) {
return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
}
}
break;
}
#endif
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030C00A7
if (unlikely(Py_SIZE(x) < 0)) {
goto raise_neg_overflow;
}
#else
{
int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
if (unlikely(result < 0))
return (int) -1;
if (unlikely(result == 1))
goto raise_neg_overflow;
}
#endif
if (sizeof(int) <= sizeof(unsigned long)) {
__PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
#ifdef HAVE_LONG_LONG
} else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
__PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
#endif
}
} else {
#if CYTHON_USE_PYLONG_INTERNALS
const digit* digits = ((PyLongObject*)x)->ob_digit;
switch (Py_SIZE(x)) {
case 0: return (int) 0;
case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, (sdigit) (-(sdigit)digits[0]))
case 1: __PYX_VERIFY_RETURN_INT(int, digit, +digits[0])
case -2:
if (8 * sizeof(int) - 1 > 1 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case 2:
if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case -3:
if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case 3:
if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case -4:
if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case 4:
if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
}
#endif
if (sizeof(int) <= sizeof(long)) {
__PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
#ifdef HAVE_LONG_LONG
} else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
__PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
#endif
}
}
{
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
PyErr_SetString(PyExc_RuntimeError,
"_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
#else
int val;
PyObject *v = __Pyx_PyNumber_IntOrLong(x);
#if PY_MAJOR_VERSION < 3
if (likely(v) && !PyLong_Check(v)) {
PyObject *tmp = v;
v = PyNumber_Long(tmp);
Py_DECREF(tmp);
}
#endif
if (likely(v)) {
int one = 1; int is_little = (int)*(unsigned char *)&one;
unsigned char *bytes = (unsigned char *)&val;
int ret = _PyLong_AsByteArray((PyLongObject *)v,
bytes, sizeof(val),
is_little, !is_unsigned);
Py_DECREF(v);
if (likely(!ret))
return val;
}
#endif
return (int) -1;
}
} else {
int val;
PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
if (!tmp) return (int) -1;
val = __Pyx_PyInt_As_int(tmp);
Py_DECREF(tmp);
return val;
}
raise_overflow:
PyErr_SetString(PyExc_OverflowError,
"value too large to convert to int");
return (int) -1;
raise_neg_overflow:
PyErr_SetString(PyExc_OverflowError,
"can't convert negative value to int");
return (int) -1;
}
/* FastTypeChecks */
#if CYTHON_COMPILING_IN_CPYTHON
static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) {
while (a) {
a = a->tp_base;
if (a == b)
return 1;
}
return b == &PyBaseObject_Type;
}
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b) {
PyObject *mro;
if (a == b) return 1;
mro = a->tp_mro;
if (likely(mro)) {
Py_ssize_t i, n;
n = PyTuple_GET_SIZE(mro);
for (i = 0; i < n; i++) {
if (PyTuple_GET_ITEM(mro, i) == (PyObject *)b)
return 1;
}
return 0;
}
return __Pyx_InBases(a, b);
}
#if PY_MAJOR_VERSION == 2
static int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject* exc_type2) {
PyObject *exception, *value, *tb;
int res;
__Pyx_PyThreadState_declare
__Pyx_PyThreadState_assign
__Pyx_ErrFetch(&exception, &value, &tb);
res = exc_type1 ? PyObject_IsSubclass(err, exc_type1) : 0;
if (unlikely(res == -1)) {
PyErr_WriteUnraisable(err);
res = 0;
}
if (!res) {
res = PyObject_IsSubclass(err, exc_type2);
if (unlikely(res == -1)) {
PyErr_WriteUnraisable(err);
res = 0;
}
}
__Pyx_ErrRestore(exception, value, tb);
return res;
}
#else
static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) {
int res = exc_type1 ? __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type1) : 0;
if (!res) {
res = __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2);
}
return res;
}
#endif
static int __Pyx_PyErr_GivenExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
Py_ssize_t i, n;
assert(PyExceptionClass_Check(exc_type));
n = PyTuple_GET_SIZE(tuple);
#if PY_MAJOR_VERSION >= 3
for (i=0; i<n; i++) {
if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
}
#endif
for (i=0; i<n; i++) {
PyObject *t = PyTuple_GET_ITEM(tuple, i);
#if PY_MAJOR_VERSION < 3
if (likely(exc_type == t)) return 1;
#endif
if (likely(PyExceptionClass_Check(t))) {
if (__Pyx_inner_PyErr_GivenExceptionMatches2(exc_type, NULL, t)) return 1;
} else {
}
}
return 0;
}
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject* exc_type) {
if (likely(err == exc_type)) return 1;
if (likely(PyExceptionClass_Check(err))) {
if (likely(PyExceptionClass_Check(exc_type))) {
return __Pyx_inner_PyErr_GivenExceptionMatches2(err, NULL, exc_type);
} else if (likely(PyTuple_Check(exc_type))) {
return __Pyx_PyErr_GivenExceptionMatchesTuple(err, exc_type);
} else {
}
}
return PyErr_GivenExceptionMatches(err, exc_type);
}
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *exc_type1, PyObject *exc_type2) {
assert(PyExceptionClass_Check(exc_type1));
assert(PyExceptionClass_Check(exc_type2));
if (likely(err == exc_type1 || err == exc_type2)) return 1;
if (likely(PyExceptionClass_Check(err))) {
return __Pyx_inner_PyErr_GivenExceptionMatches2(err, exc_type1, exc_type2);
}
return (PyErr_GivenExceptionMatches(err, exc_type1) || PyErr_GivenExceptionMatches(err, exc_type2));
}
#endif
/* CheckBinaryVersion */
static int __Pyx_check_binary_version(void) {
char ctversion[5];
int same=1, i, found_dot;
const char* rt_from_call = Py_GetVersion();
PyOS_snprintf(ctversion, 5, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION);
found_dot = 0;
for (i = 0; i < 4; i++) {
if (!ctversion[i]) {
same = (rt_from_call[i] < '0' || rt_from_call[i] > '9');
break;
}
if (rt_from_call[i] != ctversion[i]) {
same = 0;
break;
}
}
if (!same) {
char rtversion[5] = {'\0'};
char message[200];
for (i=0; i<4; ++i) {
if (rt_from_call[i] == '.') {
if (found_dot) break;
found_dot = 1;
} else if (rt_from_call[i] < '0' || rt_from_call[i] > '9') {
break;
}
rtversion[i] = rt_from_call[i];
}
PyOS_snprintf(message, sizeof(message),
"compiletime version %s of module '%.100s' "
"does not match runtime version %s",
ctversion, __Pyx_MODULE_NAME, rtversion);
return PyErr_WarnEx(NULL, message, 1);
}
return 0;
}
/* InitStrings */
static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
while (t->p) {
#if PY_MAJOR_VERSION < 3
if (t->is_unicode) {
*t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL);
} else if (t->intern) {
*t->p = PyString_InternFromString(t->s);
} else {
*t->p = PyString_FromStringAndSize(t->s, t->n - 1);
}
#else
if (t->is_unicode | t->is_str) {
if (t->intern) {
*t->p = PyUnicode_InternFromString(t->s);
} else if (t->encoding) {
*t->p = PyUnicode_Decode(t->s, t->n - 1, t->encoding, NULL);
} else {
*t->p = PyUnicode_FromStringAndSize(t->s, t->n - 1);
}
} else {
*t->p = PyBytes_FromStringAndSize(t->s, t->n - 1);
}
#endif
if (!*t->p)
return -1;
if (PyObject_Hash(*t->p) == -1)
return -1;
++t;
}
return 0;
}
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) {
return __Pyx_PyUnicode_FromStringAndSize(c_str, (Py_ssize_t)strlen(c_str));
}
static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject* o) {
Py_ssize_t ignore;
return __Pyx_PyObject_AsStringAndSize(o, &ignore);
}
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
#if !CYTHON_PEP393_ENABLED
static const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
char* defenc_c;
PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL);
if (!defenc) return NULL;
defenc_c = PyBytes_AS_STRING(defenc);
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
{
char* end = defenc_c + PyBytes_GET_SIZE(defenc);
char* c;
for (c = defenc_c; c < end; c++) {
if ((unsigned char) (*c) >= 128) {
PyUnicode_AsASCIIString(o);
return NULL;
}
}
}
#endif
*length = PyBytes_GET_SIZE(defenc);
return defenc_c;
}
#else
static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL;
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
if (likely(PyUnicode_IS_ASCII(o))) {
*length = PyUnicode_GET_LENGTH(o);
return PyUnicode_AsUTF8(o);
} else {
PyUnicode_AsASCIIString(o);
return NULL;
}
#else
return PyUnicode_AsUTF8AndSize(o, length);
#endif
}
#endif
#endif
static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
if (
#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
__Pyx_sys_getdefaultencoding_not_ascii &&
#endif
PyUnicode_Check(o)) {
return __Pyx_PyUnicode_AsStringAndSize(o, length);
} else
#endif
#if (!CYTHON_COMPILING_IN_PYPY) || (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE))
if (PyByteArray_Check(o)) {
*length = PyByteArray_GET_SIZE(o);
return PyByteArray_AS_STRING(o);
} else
#endif
{
char* result;
int r = PyBytes_AsStringAndSize(o, &result, length);
if (unlikely(r < 0)) {
return NULL;
} else {
return result;
}
}
}
static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
int is_true = x == Py_True;
if (is_true | (x == Py_False) | (x == Py_None)) return is_true;
else return PyObject_IsTrue(x);
}
static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject* x) {
int retval;
if (unlikely(!x)) return -1;
retval = __Pyx_PyObject_IsTrue(x);
Py_DECREF(x);
return retval;
}
static PyObject* __Pyx_PyNumber_IntOrLongWrongResultType(PyObject* result, const char* type_name) {
#if PY_MAJOR_VERSION >= 3
if (PyLong_Check(result)) {
if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1,
"__int__ returned non-int (type %.200s). "
"The ability to return an instance of a strict subclass of int "
"is deprecated, and may be removed in a future version of Python.",
Py_TYPE(result)->tp_name)) {
Py_DECREF(result);
return NULL;
}
return result;
}
#endif
PyErr_Format(PyExc_TypeError,
"__%.4s__ returned non-%.4s (type %.200s)",
type_name, type_name, Py_TYPE(result)->tp_name);
Py_DECREF(result);
return NULL;
}
static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
#if CYTHON_USE_TYPE_SLOTS
PyNumberMethods *m;
#endif
const char *name = NULL;
PyObject *res = NULL;
#if PY_MAJOR_VERSION < 3
if (likely(PyInt_Check(x) || PyLong_Check(x)))
#else
if (likely(PyLong_Check(x)))
#endif
return __Pyx_NewRef(x);
#if CYTHON_USE_TYPE_SLOTS
m = Py_TYPE(x)->tp_as_number;
#if PY_MAJOR_VERSION < 3
if (m && m->nb_int) {
name = "int";
res = m->nb_int(x);
}
else if (m && m->nb_long) {
name = "long";
res = m->nb_long(x);
}
#else
if (likely(m && m->nb_int)) {
name = "int";
res = m->nb_int(x);
}
#endif
#else
if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) {
res = PyNumber_Int(x);
}
#endif
if (likely(res)) {
#if PY_MAJOR_VERSION < 3
if (unlikely(!PyInt_Check(res) && !PyLong_Check(res))) {
#else
if (unlikely(!PyLong_CheckExact(res))) {
#endif
return __Pyx_PyNumber_IntOrLongWrongResultType(res, name);
}
}
else if (!PyErr_Occurred()) {
PyErr_SetString(PyExc_TypeError,
"an integer is required");
}
return res;
}
static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) {
Py_ssize_t ival;
PyObject *x;
#if PY_MAJOR_VERSION < 3
if (likely(PyInt_CheckExact(b))) {
if (sizeof(Py_ssize_t) >= sizeof(long))
return PyInt_AS_LONG(b);
else
return PyInt_AsSsize_t(b);
}
#endif
if (likely(PyLong_CheckExact(b))) {
#if CYTHON_USE_PYLONG_INTERNALS
const digit* digits = ((PyLongObject*)b)->ob_digit;
const Py_ssize_t size = Py_SIZE(b);
if (likely(__Pyx_sst_abs(size) <= 1)) {
ival = likely(size) ? digits[0] : 0;
if (size == -1) ival = -ival;
return ival;
} else {
switch (size) {
case 2:
if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
return (Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
}
break;
case -2:
if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
return -(Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
}
break;
case 3:
if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
return (Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
}
break;
case -3:
if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
return -(Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
}
break;
case 4:
if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
return (Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
}
break;
case -4:
if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
return -(Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
}
break;
}
}
#endif
return PyLong_AsSsize_t(b);
}
x = PyNumber_Index(b);
if (!x) return -1;
ival = PyInt_AsSsize_t(x);
Py_DECREF(x);
return ival;
}
static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject* o) {
if (sizeof(Py_hash_t) == sizeof(Py_ssize_t)) {
return (Py_hash_t) __Pyx_PyIndex_AsSsize_t(o);
#if PY_MAJOR_VERSION < 3
} else if (likely(PyInt_CheckExact(o))) {
return PyInt_AS_LONG(o);
#endif
} else {
Py_ssize_t ival;
PyObject *x;
x = PyNumber_Index(o);
if (!x) return -1;
ival = PyInt_AsLong(x);
Py_DECREF(x);
return ival;
}
}
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) {
return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False);
}
static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
return PyInt_FromSize_t(ival);
}
#endif /* Py_PYTHON_H */