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static int CO_ASYNC_GENERATOR;
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#ifndef CO_GENERATOR
static int CO_GENERATOR;
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static int CO_COROUTINE;
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#define CO_COROUTINE 0x80
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#define CO_ASYNC_GENERATOR 0x200
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static int __Pyx_init_co_variables(void);
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#define __Pyx_IS_TYPE(ob, type) Py_IS_TYPE(ob, type)
#else
#define __Pyx_IS_TYPE(ob, type) (((const PyObject*)ob)->ob_type == (type))
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#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_Is)
#define __Pyx_Py_Is(x, y) Py_Is(x, y)
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#define __Pyx_Py_Is(x, y) ((x) == (y))
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#define __Pyx_Py_IsNone(ob) Py_IsNone(ob)
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#define __Pyx_Py_IsNone(ob) __Pyx_Py_Is((ob), Py_None)
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#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_IsTrue)
#define __Pyx_Py_IsTrue(ob) Py_IsTrue(ob)
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#define __Pyx_Py_IsTrue(ob) __Pyx_Py_Is((ob), Py_True)
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#define __Pyx_Py_IsFalse(ob) Py_IsFalse(ob)
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#define __Pyx_Py_IsFalse(ob) __Pyx_Py_Is((ob), Py_False)
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#define __Pyx_PyObject_GC_IsFinalized(o) PyObject_GC_IsFinalized(o)
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#define __Pyx_PyObject_GC_IsFinalized(o) _PyGC_FINALIZED(o)
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#define Py_TPFLAGS_CHECKTYPES 0
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#ifndef Py_TPFLAGS_HAVE_INDEX
#define Py_TPFLAGS_HAVE_INDEX 0
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#ifndef Py_TPFLAGS_HAVE_NEWBUFFER
#define Py_TPFLAGS_HAVE_NEWBUFFER 0
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#ifndef Py_TPFLAGS_HAVE_FINALIZE
#define Py_TPFLAGS_HAVE_FINALIZE 0
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#ifndef Py_TPFLAGS_SEQUENCE
#define Py_TPFLAGS_SEQUENCE 0
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#ifndef Py_TPFLAGS_MAPPING
#define Py_TPFLAGS_MAPPING 0
#endif
#ifndef Py_TPFLAGS_IMMUTABLETYPE
#define Py_TPFLAGS_IMMUTABLETYPE (1UL << 8)
#endif
#ifndef Py_TPFLAGS_DISALLOW_INSTANTIATION
#define Py_TPFLAGS_DISALLOW_INSTANTIATION (1UL << 7)
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#ifndef METH_STACKLESS
#define METH_STACKLESS 0
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#ifndef METH_FASTCALL
#ifndef METH_FASTCALL
#define METH_FASTCALL 0x80
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typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs);
typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args,
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#if PY_VERSION_HEX >= 0x030d00A4
# define __Pyx_PyCFunctionFast PyCFunctionFast
# define __Pyx_PyCFunctionFastWithKeywords PyCFunctionFastWithKeywords
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# define __Pyx_PyCFunctionFast _PyCFunctionFast
# define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords
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#if CYTHON_METH_FASTCALL
#define __Pyx_METH_FASTCALL METH_FASTCALL
#define __Pyx_PyCFunction_FastCall __Pyx_PyCFunctionFast
#define __Pyx_PyCFunction_FastCallWithKeywords __Pyx_PyCFunctionFastWithKeywords
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#define __Pyx_METH_FASTCALL METH_VARARGS
#define __Pyx_PyCFunction_FastCall PyCFunction
#define __Pyx_PyCFunction_FastCallWithKeywords PyCFunctionWithKeywords
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#if CYTHON_VECTORCALL
#define __pyx_vectorcallfunc vectorcallfunc
#define __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET PY_VECTORCALL_ARGUMENTS_OFFSET
#define __Pyx_PyVectorcall_NARGS(n) PyVectorcall_NARGS((size_t)(n))
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#define __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET 0
#define __Pyx_PyVectorcall_NARGS(n) ((Py_ssize_t)(n))
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#if PY_VERSION_HEX >= 0x030900B1
#define __Pyx_PyCFunction_CheckExact(func) PyCFunction_CheckExact(func)
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#define __Pyx_PyCFunction_CheckExact(func) PyCFunction_Check(func)
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#define __Pyx_CyOrPyCFunction_Check(func) PyCFunction_Check(func)
#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_CyOrPyCFunction_GET_FUNCTION(func) (((PyCFunctionObject*)(func))->m_ml->ml_meth)
#elif !CYTHON_COMPILING_IN_LIMITED_API
#define __Pyx_CyOrPyCFunction_GET_FUNCTION(func) PyCFunction_GET_FUNCTION(func)
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#if CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_CyOrPyCFunction_GET_FLAGS(func) (((PyCFunctionObject*)(func))->m_ml->ml_flags)
static CYTHON_INLINE PyObject* __Pyx_CyOrPyCFunction_GET_SELF(PyObject *func) {
return (__Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_STATIC) ? NULL : ((PyCFunctionObject*)func)->m_self;
}
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static CYTHON_INLINE int __Pyx__IsSameCFunction(PyObject *func, void (*cfunc)(void)) {
#if CYTHON_COMPILING_IN_LIMITED_API
return PyCFunction_Check(func) && PyCFunction_GetFunction(func) == (PyCFunction) cfunc;
#else
return PyCFunction_Check(func) && PyCFunction_GET_FUNCTION(func) == (PyCFunction) cfunc;
#endif
}
#define __Pyx_IsSameCFunction(func, cfunc) __Pyx__IsSameCFunction(func, cfunc)
#if PY_VERSION_HEX < 0x03090000 || (CYTHON_COMPILING_IN_LIMITED_API && __PYX_LIMITED_VERSION_HEX < 0x030A0000)
#define __Pyx_PyType_FromModuleAndSpec(m, s, b) ((void)m, PyType_FromSpecWithBases(s, b))
typedef PyObject *(*__Pyx_PyCMethod)(PyObject *, PyTypeObject *, PyObject *const *, size_t, PyObject *);
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#define __Pyx_PyType_FromModuleAndSpec(m, s, b) PyType_FromModuleAndSpec(m, s, b)
#define __Pyx_PyCMethod PyCMethod
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#ifndef METH_METHOD
#define METH_METHOD 0x200
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#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)
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#if CYTHON_COMPILING_IN_LIMITED_API
#define __Pyx_PyFrame_SetLineNumber(frame, lineno)
#elif CYTHON_COMPILING_IN_GRAAL && defined(GRAALPY_VERSION_NUM) && GRAALPY_VERSION_NUM > 0x19000000
#define __Pyx_PyCode_HasFreeVars(co) (PyCode_GetNumFree(co) > 0)
#define __Pyx_PyFrame_SetLineNumber(frame, lineno) GraalPyFrame_SetLineNumber((frame), (lineno))
#elif CYTHON_COMPILING_IN_GRAAL
#define __Pyx_PyCode_HasFreeVars(co) (PyCode_GetNumFree(co) > 0)
#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)
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#if CYTHON_COMPILING_IN_LIMITED_API
#define __Pyx_PyThreadState_Current PyThreadState_Get()
#elif !CYTHON_FAST_THREAD_STATE
#define __Pyx_PyThreadState_Current PyThreadState_GET()
#elif PY_VERSION_HEX >= 0x030d00A1
#define __Pyx_PyThreadState_Current PyThreadState_GetUnchecked()
#else
#define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet()
#endif
#if CYTHON_USE_MODULE_STATE
static CYTHON_INLINE void *__Pyx__PyModule_GetState(PyObject *op)
{
void *result;
result = PyModule_GetState(op);
if (!result)
Py_FatalError("Couldn't find the module state");
return result;
}
#define __Pyx_PyModule_GetState(o) (__pyx_mstatetype *)__Pyx__PyModule_GetState(o)
#else
#define __Pyx_PyModule_GetState(op) ((void)op,__pyx_mstate_global)
#endif
#define __Pyx_PyObject_GetSlot(obj, name, func_ctype) __Pyx_PyType_GetSlot(Py_TYPE((PyObject *) obj), name, func_ctype)
#define __Pyx_PyObject_TryGetSlot(obj, name, func_ctype) __Pyx_PyType_TryGetSlot(Py_TYPE(obj), name, func_ctype)
#define __Pyx_PyObject_GetSubSlot(obj, sub, name, func_ctype) __Pyx_PyType_GetSubSlot(Py_TYPE(obj), sub, name, func_ctype)
#define __Pyx_PyObject_TryGetSubSlot(obj, sub, name, func_ctype) __Pyx_PyType_TryGetSubSlot(Py_TYPE(obj), sub, name, func_ctype)
#if CYTHON_USE_TYPE_SLOTS
#define __Pyx_PyType_GetSlot(type, name, func_ctype) ((type)->name)
#define __Pyx_PyType_TryGetSlot(type, name, func_ctype) __Pyx_PyType_GetSlot(type, name, func_ctype)
#define __Pyx_PyType_GetSubSlot(type, sub, name, func_ctype) (((type)->sub) ? ((type)->sub->name) : NULL)
#define __Pyx_PyType_TryGetSubSlot(type, sub, name, func_ctype) __Pyx_PyType_GetSubSlot(type, sub, name, func_ctype)
#else
#define __Pyx_PyType_GetSlot(type, name, func_ctype) ((func_ctype) PyType_GetSlot((type), Py_##name))
#define __Pyx_PyType_TryGetSlot(type, name, func_ctype)\
((__PYX_LIMITED_VERSION_HEX >= 0x030A0000 ||\
(PyType_GetFlags(type) & Py_TPFLAGS_HEAPTYPE) || __Pyx_get_runtime_version() >= 0x030A0000) ?\
__Pyx_PyType_GetSlot(type, name, func_ctype) : NULL)
#define __Pyx_PyType_GetSubSlot(obj, sub, name, func_ctype) __Pyx_PyType_GetSlot(obj, name, func_ctype)
#define __Pyx_PyType_TryGetSubSlot(obj, sub, name, func_ctype) __Pyx_PyType_TryGetSlot(obj, name, func_ctype)
#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
#define __Pyx_PyNumber_Divide(x,y) PyNumber_TrueDivide(x,y)
#define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceTrueDivide(x,y)
#if CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_UNICODE_INTERNALS
#define __Pyx_PyDict_GetItemStrWithError(dict, name) _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash)
static CYTHON_INLINE PyObject * __Pyx_PyDict_GetItemStr(PyObject *dict, PyObject *name) {
PyObject *res = __Pyx_PyDict_GetItemStrWithError(dict, name);
if (res == NULL) PyErr_Clear();
return res;
}
#elif !CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07020000
#define __Pyx_PyDict_GetItemStrWithError PyDict_GetItemWithError
#define __Pyx_PyDict_GetItemStr PyDict_GetItem
#else
static CYTHON_INLINE PyObject * __Pyx_PyDict_GetItemStrWithError(PyObject *dict, PyObject *name) {
#if CYTHON_COMPILING_IN_PYPY
return PyDict_GetItem(dict, name);
#else
PyDictEntry *ep;
PyDictObject *mp = (PyDictObject*) dict;
long hash = ((PyStringObject *) name)->ob_shash;
assert(hash != -1);
ep = (mp->ma_lookup)(mp, name, hash);
if (ep == NULL) {
return NULL;
}
return ep->me_value;
#endif
}
#define __Pyx_PyDict_GetItemStr PyDict_GetItem
#endif
#if CYTHON_USE_TYPE_SLOTS
#define __Pyx_PyType_GetFlags(tp) (((PyTypeObject *)tp)->tp_flags)
#define __Pyx_PyType_HasFeature(type, feature) ((__Pyx_PyType_GetFlags(type) & (feature)) != 0)
#else
#define __Pyx_PyType_GetFlags(tp) (PyType_GetFlags((PyTypeObject *)tp))
#define __Pyx_PyType_HasFeature(type, feature) PyType_HasFeature(type, feature)
#endif
#define __Pyx_PyObject_GetIterNextFunc(iterator) __Pyx_PyObject_GetSlot(iterator, tp_iternext, iternextfunc)
#if CYTHON_USE_TYPE_SPECS
#define __Pyx_PyHeapTypeObject_GC_Del(obj) {\
PyTypeObject *type = Py_TYPE((PyObject*)obj);\
assert(__Pyx_PyType_HasFeature(type, Py_TPFLAGS_HEAPTYPE));\
PyObject_GC_Del(obj);\
Py_DECREF(type);\
}
#else
#define __Pyx_PyHeapTypeObject_GC_Del(obj) PyObject_GC_Del(obj)
#endif
#if CYTHON_COMPILING_IN_LIMITED_API
#define __Pyx_PyUnicode_READY(op) (0)
#define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_ReadChar(u, i)
#define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) ((void)u, 1114111U)
#define __Pyx_PyUnicode_KIND(u) ((void)u, (0))
#define __Pyx_PyUnicode_DATA(u) ((void*)u)
#define __Pyx_PyUnicode_READ(k, d, i) ((void)k, PyUnicode_ReadChar((PyObject*)(d), i))
#define __Pyx_PyUnicode_IS_TRUE(u) (0 != PyUnicode_GetLength(u))
#else
#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_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) ((int)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, (Py_UCS4) 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
#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
#if !defined(PyUnicode_DecodeUnicodeEscape)
#define PyUnicode_DecodeUnicodeEscape(s, size, errors) PyUnicode_Decode(s, size, "unicode_escape", errors)
#endif
#if !defined(PyUnicode_Contains)
#define PyUnicode_Contains(u, s) PySequence_Contains(u, s)
#endif
#if !defined(PyByteArray_Check)
#define PyByteArray_Check(obj) PyObject_TypeCheck(obj, &PyByteArray_Type)
#endif
#if !defined(PyObject_Format)
#define PyObject_Format(obj, fmt) PyObject_CallMethod(obj, "__format__", "O", fmt)
#endif
#endif
#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 CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030E0000
#define __Pyx_PySequence_ListKeepNew(obj)\
(likely(PyList_CheckExact(obj) && PyUnstable_Object_IsUniquelyReferenced(obj)) ? __Pyx_NewRef(obj) : PySequence_List(obj))
#elif CYTHON_COMPILING_IN_CPYTHON
#define __Pyx_PySequence_ListKeepNew(obj)\
(likely(PyList_CheckExact(obj) && Py_REFCNT(obj) == 1) ? __Pyx_NewRef(obj) : PySequence_List(obj))
#else
#define __Pyx_PySequence_ListKeepNew(obj) PySequence_List(obj)
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#ifndef PySet_CheckExact
#define PySet_CheckExact(obj) __Pyx_IS_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)
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enum __Pyx_ReferenceSharing {
__Pyx_ReferenceSharing_DefinitelyUnique, // We created it so we know it's unshared - no need to check
__Pyx_ReferenceSharing_OwnStrongReference,
__Pyx_ReferenceSharing_FunctionArgument,
__Pyx_ReferenceSharing_SharedReference, // Never trust it to be unshared because it's a global or similar
};
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING && PY_VERSION_HEX >= 0x030E0000
#define __Pyx_IS_UNIQUELY_REFERENCED(o, sharing)\
(sharing == __Pyx_ReferenceSharing_DefinitelyUnique ? 1 :\
(sharing == __Pyx_ReferenceSharing_FunctionArgument ? PyUnstable_Object_IsUniqueReferencedTemporary(o) :\
(sharing == __Pyx_ReferenceSharing_OwnStrongReference ? PyUnstable_Object_IsUniquelyReferenced(o) : 0)))
#elif (CYTHON_COMPILING_IN_CPYTHON && !CYTHON_COMPILING_IN_CPYTHON_FREETHREADING) || CYTHON_COMPILING_IN_LIMITED_API
#define __Pyx_IS_UNIQUELY_REFERENCED(o, sharing) (((void)sharing), Py_REFCNT(o) == 1)
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#define __Pyx_IS_UNIQUELY_REFERENCED(o, sharing) (((void)o), ((void)sharing), 0)
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#if CYTHON_AVOID_BORROWED_REFS || CYTHON_AVOID_THREAD_UNSAFE_BORROWED_REFS
#if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
#define __Pyx_PyList_GetItemRef(o, i) PyList_GetItemRef(o, i)
#elif CYTHON_COMPILING_IN_LIMITED_API || !CYTHON_ASSUME_SAFE_MACROS
#define __Pyx_PyList_GetItemRef(o, i) (likely((i) >= 0) ? PySequence_GetItem(o, i) : (PyErr_SetString(PyExc_IndexError, "list index out of range"), (PyObject*)NULL))
#else
#define __Pyx_PyList_GetItemRef(o, i) PySequence_ITEM(o, i)
#endif
#elif CYTHON_COMPILING_IN_LIMITED_API || !CYTHON_ASSUME_SAFE_MACROS
#if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
#define __Pyx_PyList_GetItemRef(o, i) PyList_GetItemRef(o, i)
#else
#define __Pyx_PyList_GetItemRef(o, i) __Pyx_XNewRef(PyList_GetItem(o, i))
#endif
#else
#define __Pyx_PyList_GetItemRef(o, i) __Pyx_NewRef(PyList_GET_ITEM(o, i))
#endif
#if CYTHON_AVOID_THREAD_UNSAFE_BORROWED_REFS && !CYTHON_COMPILING_IN_LIMITED_API && CYTHON_ASSUME_SAFE_MACROS
#define __Pyx_PyList_GetItemRefFast(o, i, unsafe_shared) (__Pyx_IS_UNIQUELY_REFERENCED(o, unsafe_shared) ?\
__Pyx_NewRef(PyList_GET_ITEM(o, i)) : __Pyx_PyList_GetItemRef(o, i))
#else
#define __Pyx_PyList_GetItemRefFast(o, i, unsafe_shared) __Pyx_PyList_GetItemRef(o, i)
#endif
#if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
#define __Pyx_PyDict_GetItemRef(dict, key, result) PyDict_GetItemRef(dict, key, result)
#elif CYTHON_AVOID_BORROWED_REFS || CYTHON_AVOID_THREAD_UNSAFE_BORROWED_REFS
static CYTHON_INLINE int __Pyx_PyDict_GetItemRef(PyObject *dict, PyObject *key, PyObject **result) {
*result = PyObject_GetItem(dict, key);
if (*result == NULL) {
if (PyErr_ExceptionMatches(PyExc_KeyError)) {
PyErr_Clear();
return 0;
}
return -1;
}
return 1;
}
#else
static CYTHON_INLINE int __Pyx_PyDict_GetItemRef(PyObject *dict, PyObject *key, PyObject **result) {
*result = PyDict_GetItemWithError(dict, key);
if (*result == NULL) {
return PyErr_Occurred() ? -1 : 0;
}
Py_INCREF(*result);
return 1;
}
#endif
#if defined(CYTHON_DEBUG_VISIT_CONST) && CYTHON_DEBUG_VISIT_CONST
#define __Pyx_VISIT_CONST(obj) Py_VISIT(obj)
#else
#define __Pyx_VISIT_CONST(obj)
#endif
#if CYTHON_ASSUME_SAFE_MACROS
#define __Pyx_PySequence_ITEM(o, i) PySequence_ITEM(o, i)
#define __Pyx_PySequence_SIZE(seq) Py_SIZE(seq)
#define __Pyx_PyTuple_SET_ITEM(o, i, v) (PyTuple_SET_ITEM(o, i, v), (0))
#define __Pyx_PyTuple_GET_ITEM(o, i) PyTuple_GET_ITEM(o, i)
#define __Pyx_PyList_SET_ITEM(o, i, v) (PyList_SET_ITEM(o, i, v), (0))
#define __Pyx_PyList_GET_ITEM(o, i) PyList_GET_ITEM(o, i)
#else
#define __Pyx_PySequence_ITEM(o, i) PySequence_GetItem(o, i)
#define __Pyx_PySequence_SIZE(seq) PySequence_Size(seq)
#define __Pyx_PyTuple_SET_ITEM(o, i, v) PyTuple_SetItem(o, i, v)
#define __Pyx_PyTuple_GET_ITEM(o, i) PyTuple_GetItem(o, i)
#define __Pyx_PyList_SET_ITEM(o, i, v) PyList_SetItem(o, i, v)
#define __Pyx_PyList_GET_ITEM(o, i) PyList_GetItem(o, i)
#endif
#if CYTHON_ASSUME_SAFE_SIZE
#define __Pyx_PyTuple_GET_SIZE(o) PyTuple_GET_SIZE(o)
#define __Pyx_PyList_GET_SIZE(o) PyList_GET_SIZE(o)
#define __Pyx_PySet_GET_SIZE(o) PySet_GET_SIZE(o)
#define __Pyx_PyBytes_GET_SIZE(o) PyBytes_GET_SIZE(o)
#define __Pyx_PyByteArray_GET_SIZE(o) PyByteArray_GET_SIZE(o)
#define __Pyx_PyUnicode_GET_LENGTH(o) PyUnicode_GET_LENGTH(o)
#else
#define __Pyx_PyTuple_GET_SIZE(o) PyTuple_Size(o)
#define __Pyx_PyList_GET_SIZE(o) PyList_Size(o)
#define __Pyx_PySet_GET_SIZE(o) PySet_Size(o)
#define __Pyx_PyBytes_GET_SIZE(o) PyBytes_Size(o)
#define __Pyx_PyByteArray_GET_SIZE(o) PyByteArray_Size(o)
#define __Pyx_PyUnicode_GET_LENGTH(o) PyUnicode_GetLength(o)
#endif
#if CYTHON_COMPILING_IN_PYPY && !defined(PyUnicode_InternFromString)
#define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
#endif
#define __Pyx_PyLong_FromHash_t PyLong_FromSsize_t
#define __Pyx_PyLong_AsHash_t __Pyx_PyIndex_AsSsize_t
#if __PYX_LIMITED_VERSION_HEX >= 0x030A0000
#define __Pyx_PySendResult PySendResult
#else
typedef enum {
PYGEN_RETURN = 0,
PYGEN_ERROR = -1,
PYGEN_NEXT = 1,
} __Pyx_PySendResult;
#endif
#if CYTHON_COMPILING_IN_LIMITED_API || PY_VERSION_HEX < 0x030A00A3
typedef __Pyx_PySendResult (*__Pyx_pyiter_sendfunc)(PyObject *iter, PyObject *value, PyObject **result);
#else
#define __Pyx_pyiter_sendfunc sendfunc
#endif
#if !CYTHON_USE_AM_SEND
#define __PYX_HAS_PY_AM_SEND 0
#elif __PYX_LIMITED_VERSION_HEX >= 0x030A0000
#define __PYX_HAS_PY_AM_SEND 1
#else
#define __PYX_HAS_PY_AM_SEND 2 // our own backported implementation
#endif
#if __PYX_HAS_PY_AM_SEND < 2
#define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
#else
typedef struct {
unaryfunc am_await;
unaryfunc am_aiter;
unaryfunc am_anext;
__Pyx_pyiter_sendfunc am_send;
} __Pyx_PyAsyncMethodsStruct;
#define __Pyx_SlotTpAsAsync(s) ((PyAsyncMethods*)(s))
#endif
#if CYTHON_USE_AM_SEND && PY_VERSION_HEX < 0x030A00F0
#define __Pyx_TPFLAGS_HAVE_AM_SEND (1UL << 21)
#else
#define __Pyx_TPFLAGS_HAVE_AM_SEND (0)
#endif
#if PY_VERSION_HEX >= 0x03090000
#define __Pyx_PyInterpreterState_Get() PyInterpreterState_Get()
#else
#define __Pyx_PyInterpreterState_Get() PyThreadState_Get()->interp
#endif
#if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030A0000
#ifdef __cplusplus
extern "C"
#endif
PyAPI_FUNC(void *) PyMem_Calloc(size_t nelem, size_t elsize);
#endif
#if CYTHON_COMPILING_IN_LIMITED_API
static int __Pyx_init_co_variable(PyObject *inspect, const char* name, int *write_to) {
int value;
PyObject *py_value = PyObject_GetAttrString(inspect, name);
if (!py_value) return 0;
value = (int) PyLong_AsLong(py_value);
Py_DECREF(py_value);
*write_to = value;
return value != -1 || !PyErr_Occurred();
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static int __Pyx_init_co_variables(void) {
PyObject *inspect;
int result;
inspect = PyImport_ImportModule("inspect");
result =
#if !defined(CO_OPTIMIZED)
__Pyx_init_co_variable(inspect, "CO_OPTIMIZED", &CO_OPTIMIZED) &&
#endif
#if !defined(CO_NEWLOCALS)
__Pyx_init_co_variable(inspect, "CO_NEWLOCALS", &CO_NEWLOCALS) &&
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#if !defined(CO_VARARGS)
__Pyx_init_co_variable(inspect, "CO_VARARGS", &CO_VARARGS) &&
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#if !defined(CO_VARKEYWORDS)
__Pyx_init_co_variable(inspect, "CO_VARKEYWORDS", &CO_VARKEYWORDS) &&
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#if !defined(CO_ASYNC_GENERATOR)
__Pyx_init_co_variable(inspect, "CO_ASYNC_GENERATOR", &CO_ASYNC_GENERATOR) &&
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#if !defined(CO_GENERATOR)
__Pyx_init_co_variable(inspect, "CO_GENERATOR", &CO_GENERATOR) &&
#endif
#if !defined(CO_COROUTINE)
__Pyx_init_co_variable(inspect, "CO_COROUTINE", &CO_COROUTINE) &&
#endif
1;
Py_DECREF(inspect);
return result ? 0 : -1;
}
#else
static int __Pyx_init_co_variables(void) {
return 0; // It's a limited API-only feature
}
#endif
/* MathInitCode */
#if defined(_WIN32) || defined(WIN32) || defined(MS_WINDOWS)
#ifndef _USE_MATH_DEFINES
#define _USE_MATH_DEFINES
#endif
#endif
#include <math.h>
#if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL)
#define __Pyx_truncl trunc
#else
#define __Pyx_truncl truncl
#endif
#ifndef CYTHON_CLINE_IN_TRACEBACK_RUNTIME
#define CYTHON_CLINE_IN_TRACEBACK_RUNTIME 0
#endif
#ifndef CYTHON_CLINE_IN_TRACEBACK
#define CYTHON_CLINE_IN_TRACEBACK CYTHON_CLINE_IN_TRACEBACK_RUNTIME
#endif
#if CYTHON_CLINE_IN_TRACEBACK
#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; }
#else
#define __PYX_MARK_ERR_POS(f_index, lineno) { __pyx_filename = __pyx_f[f_index]; (void) __pyx_filename; __pyx_lineno = lineno; (void) __pyx_lineno; (void) __pyx_clineno; }
#endif
#define __PYX_ERR(f_index, lineno, Ln_error) \
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#ifdef CYTHON_EXTERN_C
#undef __PYX_EXTERN_C
#define __PYX_EXTERN_C CYTHON_EXTERN_C
#elif defined(__PYX_EXTERN_C)
#ifdef _MSC_VER
#pragma message ("Please do not define the '__PYX_EXTERN_C' macro externally. Use 'CYTHON_EXTERN_C' instead.")
#else
#warning Please do not define the '__PYX_EXTERN_C' macro externally. Use 'CYTHON_EXTERN_C' instead.
#endif
#else
#define __PYX_EXTERN_C extern "C++"
#endif
#define __PYX_HAVE__thinc__backends__linalg
#define __PYX_HAVE_API__thinc__backends__linalg
/* Early includes */
#include <stdint.h>
#include <string.h>
#include "math.h"
#ifdef _OPENMP
#include <omp.h>
#endif /* _OPENMP */
#if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS)
#define CYTHON_WITHOUT_ASSERTIONS
#endif
#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
#define __PYX_DEFAULT_STRING_ENCODING_IS_UTF8 0
#define __PYX_DEFAULT_STRING_ENCODING ""
#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
#define __Pyx_uchar_cast(c) ((unsigned char)c)
#define __Pyx_long_cast(x) ((long)x)
#define __Pyx_fits_Py_ssize_t(v, type, is_signed) (\
(sizeof(type) < sizeof(Py_ssize_t)) ||\
(sizeof(type) > sizeof(Py_ssize_t) &&\
likely(v < (type)PY_SSIZE_T_MAX ||\
v == (type)PY_SSIZE_T_MAX) &&\
(!is_signed || likely(v > (type)PY_SSIZE_T_MIN ||\
v == (type)PY_SSIZE_T_MIN))) ||\
(sizeof(type) == sizeof(Py_ssize_t) &&\
(is_signed || likely(v < (type)PY_SSIZE_T_MAX ||\
v == (type)PY_SSIZE_T_MAX))) )
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 Py_ssize_t __Pyx_ssize_strlen(const char *s);
static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*);
static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length);
static CYTHON_INLINE PyObject* __Pyx_PyByteArray_FromString(const char*);
#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 CYTHON_ASSUME_SAFE_MACROS
#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_PyByteArray_AsString(s) PyByteArray_AS_STRING(s)
#else
#define __Pyx_PyBytes_AsWritableString(s) ((char*) PyBytes_AsString(s))
#define __Pyx_PyBytes_AsWritableSString(s) ((signed char*) PyBytes_AsString(s))
#define __Pyx_PyBytes_AsWritableUString(s) ((unsigned char*) PyBytes_AsString(s))
#define __Pyx_PyBytes_AsString(s) ((const char*) PyBytes_AsString(s))
#define __Pyx_PyBytes_AsSString(s) ((const signed char*) PyBytes_AsString(s))
#define __Pyx_PyBytes_AsUString(s) ((const unsigned char*) PyBytes_AsString(s))
#define __Pyx_PyByteArray_AsString(s) PyByteArray_AsString(s)
#endif
#define __Pyx_PyObject_AsWritableString(s) ((char*)(__pyx_uintptr_t) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsWritableSString(s) ((signed char*)(__pyx_uintptr_t) __Pyx_PyObject_AsString(s))
#define __Pyx_PyObject_AsWritableUString(s) ((unsigned char*)(__pyx_uintptr_t) __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_PyUnicode_FromCString(s) __Pyx_PyUnicode_FromString((const char*)s)
#define __Pyx_PyUnicode_FromOrdinal(o) PyUnicode_FromOrdinal((int)o)
#define __Pyx_PyUnicode_AsUnicode PyUnicode_AsUnicode
static CYTHON_INLINE PyObject *__Pyx_NewRef(PyObject *obj) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030a0000 || defined(Py_NewRef)
return Py_NewRef(obj);
#else
Py_INCREF(obj);
return obj;
#endif
}
static CYTHON_INLINE PyObject *__Pyx_XNewRef(PyObject *obj) {
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030a0000 || defined(Py_XNewRef)
return Py_XNewRef(obj);
#else
Py_XINCREF(obj);
return obj;
#endif
}
static CYTHON_INLINE PyObject *__Pyx_Owned_Py_None(int b);
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_Long(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_PyLong_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))
#define __Pyx_PyFloat_AS_DOUBLE(x) PyFloat_AS_DOUBLE(x)
#else
#define __Pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
#define __Pyx_PyFloat_AS_DOUBLE(x) PyFloat_AsDouble(x)
#endif
#define __Pyx_PyFloat_AsFloat(x) ((float) __Pyx_PyFloat_AsDouble(x))
#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
#if CYTHON_USE_PYLONG_INTERNALS
#if PY_VERSION_HEX >= 0x030C00A7
#ifndef _PyLong_SIGN_MASK
#define _PyLong_SIGN_MASK 3
#endif
#ifndef _PyLong_NON_SIZE_BITS
#define _PyLong_NON_SIZE_BITS 3
#endif
#define __Pyx_PyLong_Sign(x) (((PyLongObject*)x)->long_value.lv_tag & _PyLong_SIGN_MASK)
#define __Pyx_PyLong_IsNeg(x) ((__Pyx_PyLong_Sign(x) & 2) != 0)
#define __Pyx_PyLong_IsNonNeg(x) (!__Pyx_PyLong_IsNeg(x))
#define __Pyx_PyLong_IsZero(x) (__Pyx_PyLong_Sign(x) & 1)
#define __Pyx_PyLong_IsPos(x) (__Pyx_PyLong_Sign(x) == 0)
#define __Pyx_PyLong_CompactValueUnsigned(x) (__Pyx_PyLong_Digits(x)[0])
#define __Pyx_PyLong_DigitCount(x) ((Py_ssize_t) (((PyLongObject*)x)->long_value.lv_tag >> _PyLong_NON_SIZE_BITS))
#define __Pyx_PyLong_SignedDigitCount(x)\
((1 - (Py_ssize_t) __Pyx_PyLong_Sign(x)) * __Pyx_PyLong_DigitCount(x))
#if defined(PyUnstable_Long_IsCompact) && defined(PyUnstable_Long_CompactValue)
#define __Pyx_PyLong_IsCompact(x) PyUnstable_Long_IsCompact((PyLongObject*) x)
#define __Pyx_PyLong_CompactValue(x) PyUnstable_Long_CompactValue((PyLongObject*) x)
#else
#define __Pyx_PyLong_IsCompact(x) (((PyLongObject*)x)->long_value.lv_tag < (2 << _PyLong_NON_SIZE_BITS))
#define __Pyx_PyLong_CompactValue(x) ((1 - (Py_ssize_t) __Pyx_PyLong_Sign(x)) * (Py_ssize_t) __Pyx_PyLong_Digits(x)[0])
#endif
typedef Py_ssize_t __Pyx_compact_pylong;
typedef size_t __Pyx_compact_upylong;
#else
#define __Pyx_PyLong_IsNeg(x) (Py_SIZE(x) < 0)
#define __Pyx_PyLong_IsNonNeg(x) (Py_SIZE(x) >= 0)
#define __Pyx_PyLong_IsZero(x) (Py_SIZE(x) == 0)
#define __Pyx_PyLong_IsPos(x) (Py_SIZE(x) > 0)
#define __Pyx_PyLong_CompactValueUnsigned(x) ((Py_SIZE(x) == 0) ? 0 : __Pyx_PyLong_Digits(x)[0])
#define __Pyx_PyLong_DigitCount(x) __Pyx_sst_abs(Py_SIZE(x))
#define __Pyx_PyLong_SignedDigitCount(x) Py_SIZE(x)
#define __Pyx_PyLong_IsCompact(x) (Py_SIZE(x) == 0 || Py_SIZE(x) == 1 || Py_SIZE(x) == -1)
#define __Pyx_PyLong_CompactValue(x)\
((Py_SIZE(x) == 0) ? (sdigit) 0 : ((Py_SIZE(x) < 0) ? -(sdigit)__Pyx_PyLong_Digits(x)[0] : (sdigit)__Pyx_PyLong_Digits(x)[0]))
typedef sdigit __Pyx_compact_pylong;
typedef digit __Pyx_compact_upylong;
#endif
#if PY_VERSION_HEX >= 0x030C00A5
#define __Pyx_PyLong_Digits(x) (((PyLongObject*)x)->long_value.ob_digit)
#else
#define __Pyx_PyLong_Digits(x) (((PyLongObject*)x)->ob_digit)
#endif
#endif
#if __PYX_DEFAULT_STRING_ENCODING_IS_UTF8
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL)
#elif __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeASCII(c_str, size, NULL)
#else
#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL)
#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__ */
/* PretendToInitialize */
#ifdef __cplusplus
#if __cplusplus > 201103L
#include <type_traits>
#endif
template <typename T>
static void __Pyx_pretend_to_initialize(T* ptr) {
#if __cplusplus > 201103L
if ((std::is_trivially_default_constructible<T>::value))
#endif
*ptr = T();
(void)ptr;
}
#else
static CYTHON_INLINE void __Pyx_pretend_to_initialize(void* ptr) { (void)ptr; }
#endif
#if !CYTHON_USE_MODULE_STATE
static PyObject *__pyx_m = NULL;
#endif
static int __pyx_lineno;
static int __pyx_clineno = 0;
static const char * const __pyx_cfilenm = __FILE__;
static const char *__pyx_filename;
/* Header.proto */
#if !defined(CYTHON_CCOMPLEX)
#if defined(__cplusplus)
#define CYTHON_CCOMPLEX 1
#elif (defined(_Complex_I) && !defined(_MSC_VER)) || ((defined (__STDC_VERSION__) && __STDC_VERSION__ >= 201112L) && !defined(__STDC_NO_COMPLEX__) && !defined(_MSC_VER))
#define CYTHON_CCOMPLEX 1
#else
#define CYTHON_CCOMPLEX 0
#endif
#endif
#if CYTHON_CCOMPLEX
#ifdef __cplusplus
#include <complex>
#else
#include <complex.h>
#endif
#endif
#if CYTHON_CCOMPLEX && !defined(__cplusplus) && defined(__sun__) && defined(__GNUC__)
#undef _Complex_I
#define _Complex_I 1.0fj
#endif
/* #### Code section: filename_table ### */
static const char* const __pyx_f[] = {
"thinc/backends/linalg.pyx",
"thinc/backends/linalg.pxd",
"cymem/cymem.pxd",
};
/* #### Code section: utility_code_proto_before_types ### */
/* ForceInitThreads.proto */
#ifndef __PYX_FORCE_INIT_THREADS
#define __PYX_FORCE_INIT_THREADS 0
#endif
/* NoFastGil.proto */
#define __Pyx_PyGILState_Ensure PyGILState_Ensure
#define __Pyx_PyGILState_Release PyGILState_Release
#define __Pyx_FastGIL_Remember()
#define __Pyx_FastGIL_Forget()
#define __Pyx_FastGilFuncInit()
/* IncludeStructmemberH.proto (used by FixUpExtensionType) */
#include <structmember.h>
/* Atomics.proto (used by CodeObjectCache) */
#include <pythread.h>
#ifndef CYTHON_ATOMICS
#define CYTHON_ATOMICS 1
#endif
#define __PYX_CYTHON_ATOMICS_ENABLED() CYTHON_ATOMICS
#define __PYX_GET_CYTHON_COMPILING_IN_CPYTHON_FREETHREADING() CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
#define __pyx_atomic_int_type int
#define __pyx_nonatomic_int_type int
#if CYTHON_ATOMICS && (defined(__STDC_VERSION__) &&\
(__STDC_VERSION__ >= 201112L) &&\
!defined(__STDC_NO_ATOMICS__))
#include <stdatomic.h>
#elif CYTHON_ATOMICS && (defined(__cplusplus) && (\
(__cplusplus >= 201103L) ||\
(defined(_MSC_VER) && _MSC_VER >= 1700)))
#include <atomic>
#endif
#if CYTHON_ATOMICS && (defined(__STDC_VERSION__) &&\
(__STDC_VERSION__ >= 201112L) &&\
!defined(__STDC_NO_ATOMICS__) &&\
ATOMIC_INT_LOCK_FREE == 2)
#undef __pyx_atomic_int_type
#define __pyx_atomic_int_type atomic_int
#define __pyx_atomic_ptr_type atomic_uintptr_t
#define __pyx_nonatomic_ptr_type uintptr_t
#define __pyx_atomic_incr_relaxed(value) atomic_fetch_add_explicit(value, 1, memory_order_relaxed)
#define __pyx_atomic_incr_acq_rel(value) atomic_fetch_add_explicit(value, 1, memory_order_acq_rel)
#define __pyx_atomic_decr_acq_rel(value) atomic_fetch_sub_explicit(value, 1, memory_order_acq_rel)
#define __pyx_atomic_sub(value, arg) atomic_fetch_sub(value, arg)
#define __pyx_atomic_int_cmp_exchange(value, expected, desired) atomic_compare_exchange_strong(value, expected, desired)
#define __pyx_atomic_load(value) atomic_load(value)
#define __pyx_atomic_store(value, new_value) atomic_store(value, new_value)
#define __pyx_atomic_pointer_load_relaxed(value) atomic_load_explicit(value, memory_order_relaxed)
#define __pyx_atomic_pointer_load_acquire(value) atomic_load_explicit(value, memory_order_acquire)
#define __pyx_atomic_pointer_exchange(value, new_value) atomic_exchange(value, (__pyx_nonatomic_ptr_type)new_value)
#define __pyx_atomic_pointer_cmp_exchange(value, expected, desired) atomic_compare_exchange_strong(value, expected, desired)
#if defined(__PYX_DEBUG_ATOMICS) && defined(_MSC_VER)
#pragma message ("Using standard C atomics")
#elif defined(__PYX_DEBUG_ATOMICS)
#warning "Using standard C atomics"
#endif
#elif CYTHON_ATOMICS && (defined(__cplusplus) && (\
(__cplusplus >= 201103L) ||\
\
(defined(_MSC_VER) && _MSC_VER >= 1700)) &&\
ATOMIC_INT_LOCK_FREE == 2)
#undef __pyx_atomic_int_type
#define __pyx_atomic_int_type std::atomic_int
#define __pyx_atomic_ptr_type std::atomic_uintptr_t
#define __pyx_nonatomic_ptr_type uintptr_t
#define __pyx_atomic_incr_relaxed(value) std::atomic_fetch_add_explicit(value, 1, std::memory_order_relaxed)
#define __pyx_atomic_incr_acq_rel(value) std::atomic_fetch_add_explicit(value, 1, std::memory_order_acq_rel)
#define __pyx_atomic_decr_acq_rel(value) std::atomic_fetch_sub_explicit(value, 1, std::memory_order_acq_rel)
#define __pyx_atomic_sub(value, arg) std::atomic_fetch_sub(value, arg)
#define __pyx_atomic_int_cmp_exchange(value, expected, desired) std::atomic_compare_exchange_strong(value, expected, desired)
#define __pyx_atomic_load(value) std::atomic_load(value)
#define __pyx_atomic_store(value, new_value) std::atomic_store(value, new_value)
#define __pyx_atomic_pointer_load_relaxed(value) std::atomic_load_explicit(value, std::memory_order_relaxed)
#define __pyx_atomic_pointer_load_acquire(value) std::atomic_load_explicit(value, std::memory_order_acquire)
#define __pyx_atomic_pointer_exchange(value, new_value) std::atomic_exchange(value, (__pyx_nonatomic_ptr_type)new_value)
#define __pyx_atomic_pointer_cmp_exchange(value, expected, desired) std::atomic_compare_exchange_strong(value, expected, desired)
#if defined(__PYX_DEBUG_ATOMICS) && defined(_MSC_VER)
#pragma message ("Using standard C++ atomics")
#elif defined(__PYX_DEBUG_ATOMICS)
#warning "Using standard C++ atomics"
#endif
#elif CYTHON_ATOMICS && (__GNUC__ >= 5 || (__GNUC__ == 4 &&\
(__GNUC_MINOR__ > 1 ||\
(__GNUC_MINOR__ == 1 && __GNUC_PATCHLEVEL__ >= 2))))
#define __pyx_atomic_ptr_type void*
#define __pyx_nonatomic_ptr_type void*
#define __pyx_atomic_incr_relaxed(value) __sync_fetch_and_add(value, 1)
#define __pyx_atomic_incr_acq_rel(value) __sync_fetch_and_add(value, 1)
#define __pyx_atomic_decr_acq_rel(value) __sync_fetch_and_sub(value, 1)
#define __pyx_atomic_sub(value, arg) __sync_fetch_and_sub(value, arg)
static CYTHON_INLINE int __pyx_atomic_int_cmp_exchange(__pyx_atomic_int_type* value, __pyx_nonatomic_int_type* expected, __pyx_nonatomic_int_type desired) {
__pyx_nonatomic_int_type old = __sync_val_compare_and_swap(value, *expected, desired);
int result = old == *expected;
*expected = old;
return result;
}
#define __pyx_atomic_load(value) __sync_fetch_and_add(value, 0)
#define __pyx_atomic_store(value, new_value) __sync_lock_test_and_set(value, new_value)
#define __pyx_atomic_pointer_load_relaxed(value) __sync_fetch_and_add(value, 0)
#define __pyx_atomic_pointer_load_acquire(value) __sync_fetch_and_add(value, 0)
#define __pyx_atomic_pointer_exchange(value, new_value) __sync_lock_test_and_set(value, (__pyx_atomic_ptr_type)new_value)
static CYTHON_INLINE int __pyx_atomic_pointer_cmp_exchange(__pyx_atomic_ptr_type* value, __pyx_nonatomic_ptr_type* expected, __pyx_nonatomic_ptr_type desired) {
__pyx_nonatomic_ptr_type old = __sync_val_compare_and_swap(value, *expected, desired);
int result = old == *expected;
*expected = old;
return result;
}
#ifdef __PYX_DEBUG_ATOMICS
#warning "Using GNU atomics"
#endif
#elif CYTHON_ATOMICS && defined(_MSC_VER)
#include <intrin.h>
#undef __pyx_atomic_int_type
#define __pyx_atomic_int_type long
#define __pyx_atomic_ptr_type void*
#undef __pyx_nonatomic_int_type
#define __pyx_nonatomic_int_type long
#define __pyx_nonatomic_ptr_type void*
#pragma intrinsic (_InterlockedExchangeAdd, _InterlockedExchange, _InterlockedCompareExchange, _InterlockedCompareExchangePointer, _InterlockedExchangePointer)
#define __pyx_atomic_incr_relaxed(value) _InterlockedExchangeAdd(value, 1)
#define __pyx_atomic_incr_acq_rel(value) _InterlockedExchangeAdd(value, 1)
#define __pyx_atomic_decr_acq_rel(value) _InterlockedExchangeAdd(value, -1)
#define __pyx_atomic_sub(value, arg) _InterlockedExchangeAdd(value, -arg)
static CYTHON_INLINE int __pyx_atomic_int_cmp_exchange(__pyx_atomic_int_type* value, __pyx_nonatomic_int_type* expected, __pyx_nonatomic_int_type desired) {
__pyx_nonatomic_int_type old = _InterlockedCompareExchange(value, desired, *expected);
int result = old == *expected;
*expected = old;
return result;
}
#define __pyx_atomic_load(value) _InterlockedExchangeAdd(value, 0)
#define __pyx_atomic_store(value, new_value) _InterlockedExchange(value, new_value)
#define __pyx_atomic_pointer_load_relaxed(value) *(void * volatile *)value
#define __pyx_atomic_pointer_load_acquire(value) _InterlockedCompareExchangePointer(value, 0, 0)
#define __pyx_atomic_pointer_exchange(value, new_value) _InterlockedExchangePointer(value, (__pyx_atomic_ptr_type)new_value)
static CYTHON_INLINE int __pyx_atomic_pointer_cmp_exchange(__pyx_atomic_ptr_type* value, __pyx_nonatomic_ptr_type* expected, __pyx_nonatomic_ptr_type desired) {
__pyx_atomic_ptr_type old = _InterlockedCompareExchangePointer(value, desired, *expected);
int result = old == *expected;
*expected = old;
return result;
}
#ifdef __PYX_DEBUG_ATOMICS
#pragma message ("Using MSVC atomics")
#endif
#else
#undef CYTHON_ATOMICS
#define CYTHON_ATOMICS 0
#ifdef __PYX_DEBUG_ATOMICS
#warning "Not using atomics"
#endif
#endif
/* #### Code section: numeric_typedefs ### */
/* "thinc/backends/linalg.pxd":9
* from libc.string cimport memcpy, memset
*
* ctypedef float weight_t # <<<<<<<<<<<<<<
*
* DEF USE_BLAS = False
*/
typedef float __pyx_t_5thinc_8backends_6linalg_weight_t;
/* #### Code section: complex_type_declarations ### */
/* Declarations.proto */
#if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
#ifdef __cplusplus
typedef ::std::complex< double > __pyx_t_double_complex;
#else
typedef double _Complex __pyx_t_double_complex;
#endif
#else
typedef struct { double real, imag; } __pyx_t_double_complex;
#endif
static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double, double);
/* #### Code section: type_declarations ### */
/*--- Type declarations ---*/
struct __pyx_obj_5cymem_5cymem_PyMalloc;
struct __pyx_obj_5cymem_5cymem_PyFree;
struct __pyx_obj_5cymem_5cymem_Pool;
struct __pyx_obj_5cymem_5cymem_Address;
struct __pyx_obj_5thinc_8backends_6linalg_Matrix;
struct __pyx_obj_5thinc_8backends_6linalg_Vec;
struct __pyx_obj_5thinc_8backends_6linalg_VecVec;
struct __pyx_obj_5thinc_8backends_6linalg_Mat;
/* "cymem/cymem.pxd":1
* ctypedef void* (*malloc_t)(size_t n) # <<<<<<<<<<<<<<
* ctypedef void (*free_t)(void *p)
*
*/
typedef void *(*__pyx_t_5cymem_5cymem_malloc_t)(size_t);
/* "cymem/cymem.pxd":2
* ctypedef void* (*malloc_t)(size_t n)
* ctypedef void (*free_t)(void *p) # <<<<<<<<<<<<<<
*
* cdef class PyMalloc:
*/
typedef void (*__pyx_t_5cymem_5cymem_free_t)(void *);
/* "cymem/cymem.pxd":4
* ctypedef void (*free_t)(void *p)
*
* cdef class PyMalloc: # <<<<<<<<<<<<<<
* cdef malloc_t malloc
* cdef void _set(self, malloc_t malloc)
*/
struct __pyx_obj_5cymem_5cymem_PyMalloc {
PyObject_HEAD
struct __pyx_vtabstruct_5cymem_5cymem_PyMalloc *__pyx_vtab;
__pyx_t_5cymem_5cymem_malloc_t malloc;
};
/* "cymem/cymem.pxd":10
* cdef PyMalloc WrapMalloc(malloc_t malloc)
*
* cdef class PyFree: # <<<<<<<<<<<<<<
* cdef free_t free
* cdef void _set(self, free_t free)
*/
struct __pyx_obj_5cymem_5cymem_PyFree {
PyObject_HEAD
struct __pyx_vtabstruct_5cymem_5cymem_PyFree *__pyx_vtab;
__pyx_t_5cymem_5cymem_free_t free;
};
/* "cymem/cymem.pxd":16
* cdef PyFree WrapFree(free_t free)
*
* cdef class Pool: # <<<<<<<<<<<<<<
* cdef readonly size_t size
* cdef readonly dict addresses
*/
struct __pyx_obj_5cymem_5cymem_Pool {
PyObject_HEAD
struct __pyx_vtabstruct_5cymem_5cymem_Pool *__pyx_vtab;
size_t size;
PyObject *addresses;
PyObject *refs;
struct __pyx_obj_5cymem_5cymem_PyMalloc *pymalloc;
struct __pyx_obj_5cymem_5cymem_PyFree *pyfree;
};
/* "cymem/cymem.pxd":28
*
*
* cdef class Address: # <<<<<<<<<<<<<<
* cdef void* ptr
* cdef readonly PyMalloc pymalloc
*/
struct __pyx_obj_5cymem_5cymem_Address {
PyObject_HEAD
void *ptr;
struct __pyx_obj_5cymem_5cymem_PyMalloc *pymalloc;
struct __pyx_obj_5cymem_5cymem_PyFree *pyfree;
};
/* "thinc/backends/linalg.pxd":23
*
*
* cdef class Matrix: # <<<<<<<<<<<<<<
* cdef readonly Pool mem
* cdef weight_t* data
*/
struct __pyx_obj_5thinc_8backends_6linalg_Matrix {
PyObject_HEAD
struct __pyx_obj_5cymem_5cymem_Pool *mem;
__pyx_t_5thinc_8backends_6linalg_weight_t *data;
int32_t nr_row;
int32_t nr_col;
};
/* "thinc/backends/linalg.pxd":30
*
*
* cdef class Vec: # <<<<<<<<<<<<<<
* @staticmethod
* cdef inline int arg_max(const weight_t* scores, const int n_classes) noexcept nogil:
*/
struct __pyx_obj_5thinc_8backends_6linalg_Vec {
PyObject_HEAD
struct __pyx_vtabstruct_5thinc_8backends_6linalg_Vec *__pyx_vtab;
};
/* "thinc/backends/linalg.pxd":159
*
*
* cdef class VecVec: # <<<<<<<<<<<<<<
* @staticmethod
* cdef inline void add(weight_t* output,
*/
struct __pyx_obj_5thinc_8backends_6linalg_VecVec {
PyObject_HEAD
struct __pyx_vtabstruct_5thinc_8backends_6linalg_VecVec *__pyx_vtab;
};
/* "thinc/backends/linalg.pxd":250
*
*
* cdef class Mat: # <<<<<<<<<<<<<<
* @staticmethod
* cdef inline void mean_row(weight_t* Ex,
*/
struct __pyx_obj_5thinc_8backends_6linalg_Mat {
PyObject_HEAD
struct __pyx_vtabstruct_5thinc_8backends_6linalg_Mat *__pyx_vtab;
};
/* "cymem/cymem.pxd":4
* ctypedef void (*free_t)(void *p)
*
* cdef class PyMalloc: # <<<<<<<<<<<<<<
* cdef malloc_t malloc
* cdef void _set(self, malloc_t malloc)
*/
struct __pyx_vtabstruct_5cymem_5cymem_PyMalloc {
void (*_set)(struct __pyx_obj_5cymem_5cymem_PyMalloc *, __pyx_t_5cymem_5cymem_malloc_t);
};
static struct __pyx_vtabstruct_5cymem_5cymem_PyMalloc *__pyx_vtabptr_5cymem_5cymem_PyMalloc;
/* "cymem/cymem.pxd":10
* cdef PyMalloc WrapMalloc(malloc_t malloc)
*
* cdef class PyFree: # <<<<<<<<<<<<<<
* cdef free_t free
* cdef void _set(self, free_t free)
*/
struct __pyx_vtabstruct_5cymem_5cymem_PyFree {
void (*_set)(struct __pyx_obj_5cymem_5cymem_PyFree *, __pyx_t_5cymem_5cymem_free_t);
};
static struct __pyx_vtabstruct_5cymem_5cymem_PyFree *__pyx_vtabptr_5cymem_5cymem_PyFree;
/* "cymem/cymem.pxd":16
* cdef PyFree WrapFree(free_t free)
*
* cdef class Pool: # <<<<<<<<<<<<<<
* cdef readonly size_t size
* cdef readonly dict addresses
*/
struct __pyx_vtabstruct_5cymem_5cymem_Pool {
void *(*alloc)(struct __pyx_obj_5cymem_5cymem_Pool *, size_t, size_t);
void (*free)(struct __pyx_obj_5cymem_5cymem_Pool *, void *);
void *(*realloc)(struct __pyx_obj_5cymem_5cymem_Pool *, void *, size_t);
};
static struct __pyx_vtabstruct_5cymem_5cymem_Pool *__pyx_vtabptr_5cymem_5cymem_Pool;
/* "thinc/backends/linalg.pxd":30
*
*
* cdef class Vec: # <<<<<<<<<<<<<<
* @staticmethod
* cdef inline int arg_max(const weight_t* scores, const int n_classes) noexcept nogil:
*/
struct __pyx_vtabstruct_5thinc_8backends_6linalg_Vec {
int (*arg_max)(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int const );
__pyx_t_5thinc_8backends_6linalg_weight_t (*max)(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
__pyx_t_5thinc_8backends_6linalg_weight_t (*sum)(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
__pyx_t_5thinc_8backends_6linalg_weight_t (*norm)(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
void (*add)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*add_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*mul)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*mul_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*pow)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*pow_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const , int32_t);
void (*div)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*div_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const , int32_t);
void (*exp)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
void (*exp_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, int32_t);
void (*reciprocal_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, int32_t);
__pyx_t_5thinc_8backends_6linalg_weight_t (*mean)(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
__pyx_t_5thinc_8backends_6linalg_weight_t (*variance)(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
};
static struct __pyx_vtabstruct_5thinc_8backends_6linalg_Vec *__pyx_vtabptr_5thinc_8backends_6linalg_Vec;
static CYTHON_INLINE int __pyx_f_5thinc_8backends_6linalg_3Vec_arg_max(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int const );
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_max(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_sum(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_norm(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_add(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_add_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_mul(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_mul_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_pow(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_pow_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const , int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_div(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_div_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const , int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_exp(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_exp_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_reciprocal_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, int32_t);
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_mean(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_variance(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
/* "thinc/backends/linalg.pxd":159
*
*
* cdef class VecVec: # <<<<<<<<<<<<<<
* @staticmethod
* cdef inline void add(weight_t* output,
*/
struct __pyx_vtabstruct_5thinc_8backends_6linalg_VecVec {
void (*add)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*add_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*batch_add_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t, int32_t);
void (*add_pow)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*add_pow_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
void (*mul)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
void (*mul_i)(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
__pyx_t_5thinc_8backends_6linalg_weight_t (*dot)(__pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
int (*arg_max_if_true)(__pyx_t_5thinc_8backends_6linalg_weight_t const *, int const *, int const );
int (*arg_max_if_zero)(__pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, int const );
};
static struct __pyx_vtabstruct_5thinc_8backends_6linalg_VecVec *__pyx_vtabptr_5thinc_8backends_6linalg_VecVec;
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_batch_add_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add_pow(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add_pow_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_mul(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_mul_i(__pyx_t_5thinc_8backends_6linalg_weight_t *, __pyx_t_5thinc_8backends_6linalg_weight_t const *, int32_t);
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/* "thinc/backends/linalg.pxd":250
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static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex, __pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex, __pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex);
static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex);
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#if 1
static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex);
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex, __pyx_t_double_complex);
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/* PyObjectVectorCallKwBuilder.proto (used by CIntToPy) */
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#if CYTHON_VECTORCALL
#if PY_VERSION_HEX >= 0x03090000
#define __Pyx_Object_Vectorcall_CallFromBuilder PyObject_Vectorcall
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#define __Pyx_Object_Vectorcall_CallFromBuilder _PyObject_Vectorcall
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static int __Pyx_VectorcallBuilder_AddArg(PyObject *key, PyObject *value, PyObject *builder, PyObject **args, int n);
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#define __Pyx_MakeVectorcallBuilderKwds(n) __Pyx_PyDict_NewPresized(n)
#define __Pyx_VectorcallBuilder_AddArg(key, value, builder, args, n) PyDict_SetItem(builder, key, value)
#define __Pyx_VectorcallBuilder_AddArgStr(key, value, builder, args, n) PyDict_SetItemString(builder, key, value)
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static CYTHON_INLINE PyObject* __Pyx_PyLong_From_int(int value);
/* CIntFromPy.proto */
static CYTHON_INLINE int __Pyx_PyLong_As_int(PyObject *);
/* CIntToPy.proto */
static CYTHON_INLINE PyObject* __Pyx_PyLong_From_int32_t(int32_t value);
/* CIntFromPy.proto */
static CYTHON_INLINE int32_t __Pyx_PyLong_As_int32_t(PyObject *);
/* CIntFromPy.proto */
static CYTHON_INLINE long __Pyx_PyLong_As_long(PyObject *);
/* FormatTypeName.proto */
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typedef PyObject *__Pyx_TypeName;
#define __Pyx_FMT_TYPENAME "%U"
#define __Pyx_DECREF_TypeName(obj) Py_XDECREF(obj)
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#define __Pyx_FMT_TYPENAME "%.200s"
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#define __Pyx_DECREF_TypeName(obj)
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#define __Pyx_TypeCheck(obj, type) __Pyx_IsSubtype(Py_TYPE(obj), (PyTypeObject *)type)
#define __Pyx_TypeCheck2(obj, type1, type2) __Pyx_IsAnySubtype2(Py_TYPE(obj), (PyTypeObject *)type1, (PyTypeObject *)type2)
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
static CYTHON_INLINE int __Pyx_IsAnySubtype2(PyTypeObject *cls, PyTypeObject *a, PyTypeObject *b);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject *type);
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
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#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
#define __Pyx_TypeCheck2(obj, type1, type2) (PyObject_TypeCheck(obj, (PyTypeObject *)type1) || PyObject_TypeCheck(obj, (PyTypeObject *)type2))
#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2) {
return PyErr_GivenExceptionMatches(err, type1) || PyErr_GivenExceptionMatches(err, type2);
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#define __Pyx_PyErr_ExceptionMatches2(err1, err2) __Pyx_PyErr_GivenExceptionMatches2(__Pyx_PyErr_CurrentExceptionType(), err1, err2)
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#define __PYX_ABI_MODULE_NAME "_cython_" CYTHON_ABI
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static CYTHON_INLINE int __pyx_f_5thinc_8backends_6linalg_3Vec_arg_max(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_scores, int const __pyx_v_n_classes); /* proto*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_max(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_sum(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_norm(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_add(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_inc, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_add_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_inc, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_mul(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_mul_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_pow(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_pow_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t const __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_div(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_div_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t const __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_exp(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_exp_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_reciprocal_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_mean(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_X, int32_t __pyx_v_nr_dim); /* proto*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_variance(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_X, int32_t __pyx_v_nr_dim); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scale, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scale, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_batch_add_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scale, int32_t __pyx_v_nr, int32_t __pyx_v_nr_batch); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add_pow(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_power, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add_pow_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_power, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_mul(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_mul_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_6VecVec_dot(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, int32_t __pyx_v_nr); /* proto*/
static CYTHON_INLINE int __pyx_f_5thinc_8backends_6linalg_6VecVec_arg_max_if_true(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_scores, int const *__pyx_v_is_valid, int const __pyx_v_n_classes); /* proto*/
static CYTHON_INLINE int __pyx_f_5thinc_8backends_6linalg_6VecVec_arg_max_if_zero(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_scores, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_costs, int const __pyx_v_n_classes); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Mat_mean_row(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_Ex, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_mat, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Mat_var_row(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_Vx, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_Ex, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_eps); /* proto*/
/* Module declarations from "cython" */
/* Module declarations from "cymem.cymem" */
/* Module declarations from "libc.stdint" */
/* Module declarations from "libc.string" */
/* Module declarations from "thinc.backends.linalg" */
/* #### Code section: typeinfo ### */
/* #### Code section: before_global_var ### */
#define __Pyx_MODULE_NAME "thinc.backends.linalg"
extern int __pyx_module_is_main_thinc__backends__linalg;
int __pyx_module_is_main_thinc__backends__linalg = 0;
/* Implementation of "thinc.backends.linalg" */
/* #### Code section: global_var ### */
/* #### Code section: string_decls ### */
/* #### Code section: decls ### */
static PyObject *__pyx_tp_new_5thinc_8backends_6linalg_Matrix(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_5thinc_8backends_6linalg_Vec(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_5thinc_8backends_6linalg_VecVec(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
static PyObject *__pyx_tp_new_5thinc_8backends_6linalg_Mat(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
/* #### Code section: late_includes ### */
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/* SmallCodeConfig */
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#define CYTHON_SMALL_CODE
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#define CYTHON_SMALL_CODE __attribute__((cold))
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#define CYTHON_SMALL_CODE
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typedef struct {
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PyTypeObject *__pyx_ptype_5cymem_5cymem_PyMalloc;
PyTypeObject *__pyx_ptype_5cymem_5cymem_PyFree;
PyTypeObject *__pyx_ptype_5cymem_5cymem_Pool;
PyTypeObject *__pyx_ptype_5cymem_5cymem_Address;
PyObject *__pyx_type_5thinc_8backends_6linalg_Matrix;
PyObject *__pyx_type_5thinc_8backends_6linalg_Vec;
PyObject *__pyx_type_5thinc_8backends_6linalg_VecVec;
PyObject *__pyx_type_5thinc_8backends_6linalg_Mat;
PyTypeObject *__pyx_ptype_5thinc_8backends_6linalg_Matrix;
PyTypeObject *__pyx_ptype_5thinc_8backends_6linalg_Vec;
PyTypeObject *__pyx_ptype_5thinc_8backends_6linalg_VecVec;
PyTypeObject *__pyx_ptype_5thinc_8backends_6linalg_Mat;
PyObject *__pyx_string_tab[21];
/* #### Code section: module_state_contents ### */
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struct __Pyx_CodeObjectCache __pyx_code_cache;
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namespace {
extern struct PyModuleDef __pyx_moduledef;
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static struct PyModuleDef __pyx_moduledef;
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#define __pyx_mstate_global (__Pyx_PyModule_GetState(__Pyx_State_FindModule(&__pyx_moduledef)))
#define __pyx_m (__Pyx_State_FindModule(&__pyx_moduledef))
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static __pyx_mstatetype __pyx_mstate_global_static =
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{};
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{0};
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static __pyx_mstatetype * const __pyx_mstate_global = &__pyx_mstate_global_static;
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/* #### Code section: constant_name_defines ### */
#define __pyx_kp_u_ __pyx_string_tab[0]
#define __pyx_kp_u_disable __pyx_string_tab[1]
#define __pyx_kp_u_enable __pyx_string_tab[2]
#define __pyx_kp_u_gc __pyx_string_tab[3]
#define __pyx_kp_u_isenabled __pyx_string_tab[4]
#define __pyx_kp_u_thinc_backends_blis_py __pyx_string_tab[5]
#define __pyx_n_u_Mat __pyx_string_tab[6]
#define __pyx_n_u_Matrix __pyx_string_tab[7]
#define __pyx_n_u_Vec __pyx_string_tab[8]
#define __pyx_n_u_VecVec __pyx_string_tab[9]
#define __pyx_n_u_blis __pyx_string_tab[10]
#define __pyx_n_u_blis_py __pyx_string_tab[11]
#define __pyx_n_u_cline_in_traceback __pyx_string_tab[12]
#define __pyx_n_u_main __pyx_string_tab[13]
#define __pyx_n_u_module __pyx_string_tab[14]
#define __pyx_n_u_name __pyx_string_tab[15]
#define __pyx_n_u_pyx_vtable __pyx_string_tab[16]
#define __pyx_n_u_qualname __pyx_string_tab[17]
#define __pyx_n_u_set_name __pyx_string_tab[18]
#define __pyx_n_u_setdefault __pyx_string_tab[19]
#define __pyx_n_u_test __pyx_string_tab[20]
/* #### Code section: module_state_clear ### */
#if CYTHON_USE_MODULE_STATE
static CYTHON_SMALL_CODE int __pyx_m_clear(PyObject *m) {
__pyx_mstatetype *clear_module_state = __Pyx_PyModule_GetState(m);
if (!clear_module_state) return 0;
Py_CLEAR(clear_module_state->__pyx_d);
Py_CLEAR(clear_module_state->__pyx_b);
Py_CLEAR(clear_module_state->__pyx_cython_runtime);
Py_CLEAR(clear_module_state->__pyx_empty_tuple);
Py_CLEAR(clear_module_state->__pyx_empty_bytes);
Py_CLEAR(clear_module_state->__pyx_empty_unicode);
#if CYTHON_PEP489_MULTI_PHASE_INIT
__Pyx_State_RemoveModule(NULL);
#endif
Py_CLEAR(clear_module_state->__pyx_ptype_5cymem_5cymem_PyMalloc);
Py_CLEAR(clear_module_state->__pyx_ptype_5cymem_5cymem_PyFree);
Py_CLEAR(clear_module_state->__pyx_ptype_5cymem_5cymem_Pool);
Py_CLEAR(clear_module_state->__pyx_ptype_5cymem_5cymem_Address);
Py_CLEAR(clear_module_state->__pyx_ptype_5thinc_8backends_6linalg_Matrix);
Py_CLEAR(clear_module_state->__pyx_type_5thinc_8backends_6linalg_Matrix);
Py_CLEAR(clear_module_state->__pyx_ptype_5thinc_8backends_6linalg_Vec);
Py_CLEAR(clear_module_state->__pyx_type_5thinc_8backends_6linalg_Vec);
Py_CLEAR(clear_module_state->__pyx_ptype_5thinc_8backends_6linalg_VecVec);
Py_CLEAR(clear_module_state->__pyx_type_5thinc_8backends_6linalg_VecVec);
Py_CLEAR(clear_module_state->__pyx_ptype_5thinc_8backends_6linalg_Mat);
Py_CLEAR(clear_module_state->__pyx_type_5thinc_8backends_6linalg_Mat);
for (int i=0; i<21; ++i) { Py_CLEAR(clear_module_state->__pyx_string_tab[i]); }
/* #### Code section: module_state_clear_contents ### */
/* #### Code section: module_state_clear_end ### */
return 0;
}
#endif
/* #### Code section: module_state_traverse ### */
#if CYTHON_USE_MODULE_STATE
static CYTHON_SMALL_CODE int __pyx_m_traverse(PyObject *m, visitproc visit, void *arg) {
__pyx_mstatetype *traverse_module_state = __Pyx_PyModule_GetState(m);
if (!traverse_module_state) return 0;
Py_VISIT(traverse_module_state->__pyx_d);
Py_VISIT(traverse_module_state->__pyx_b);
Py_VISIT(traverse_module_state->__pyx_cython_runtime);
__Pyx_VISIT_CONST(traverse_module_state->__pyx_empty_tuple);
__Pyx_VISIT_CONST(traverse_module_state->__pyx_empty_bytes);
__Pyx_VISIT_CONST(traverse_module_state->__pyx_empty_unicode);
Py_VISIT(traverse_module_state->__pyx_ptype_5cymem_5cymem_PyMalloc);
Py_VISIT(traverse_module_state->__pyx_ptype_5cymem_5cymem_PyFree);
Py_VISIT(traverse_module_state->__pyx_ptype_5cymem_5cymem_Pool);
Py_VISIT(traverse_module_state->__pyx_ptype_5cymem_5cymem_Address);
Py_VISIT(traverse_module_state->__pyx_ptype_5thinc_8backends_6linalg_Matrix);
Py_VISIT(traverse_module_state->__pyx_type_5thinc_8backends_6linalg_Matrix);
Py_VISIT(traverse_module_state->__pyx_ptype_5thinc_8backends_6linalg_Vec);
Py_VISIT(traverse_module_state->__pyx_type_5thinc_8backends_6linalg_Vec);
Py_VISIT(traverse_module_state->__pyx_ptype_5thinc_8backends_6linalg_VecVec);
Py_VISIT(traverse_module_state->__pyx_type_5thinc_8backends_6linalg_VecVec);
Py_VISIT(traverse_module_state->__pyx_ptype_5thinc_8backends_6linalg_Mat);
Py_VISIT(traverse_module_state->__pyx_type_5thinc_8backends_6linalg_Mat);
for (int i=0; i<21; ++i) { __Pyx_VISIT_CONST(traverse_module_state->__pyx_string_tab[i]); }
/* #### Code section: module_state_traverse_contents ### */
/* #### Code section: module_state_traverse_end ### */
return 0;
}
#endif
/* #### Code section: module_code ### */
/* "thinc/backends/linalg.pxd":31
*
* cdef class Vec:
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline int arg_max(const weight_t* scores, const int n_classes) noexcept nogil:
* if n_classes == 2:
*/
static CYTHON_INLINE int __pyx_f_5thinc_8backends_6linalg_3Vec_arg_max(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_scores, int const __pyx_v_n_classes) {
int __pyx_v_i;
int __pyx_v_best;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_mode;
int __pyx_r;
int __pyx_t_1;
int __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
/* "thinc/backends/linalg.pxd":33
* @staticmethod
* cdef inline int arg_max(const weight_t* scores, const int n_classes) noexcept nogil:
* if n_classes == 2: # <<<<<<<<<<<<<<
* return 0 if scores[0] > scores[1] else 1
* cdef int i
*/
__pyx_t_1 = (__pyx_v_n_classes == 2);
if (__pyx_t_1) {
/* "thinc/backends/linalg.pxd":34
* cdef inline int arg_max(const weight_t* scores, const int n_classes) noexcept nogil:
* if n_classes == 2:
* return 0 if scores[0] > scores[1] else 1 # <<<<<<<<<<<<<<
* cdef int i
* cdef int best = 0
*/
__pyx_t_1 = ((__pyx_v_scores[0]) > (__pyx_v_scores[1]));
if (__pyx_t_1) {
__pyx_t_2 = 0;
} else {
__pyx_t_2 = 1;
}
__pyx_r = __pyx_t_2;
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":33
* @staticmethod
* cdef inline int arg_max(const weight_t* scores, const int n_classes) noexcept nogil:
* if n_classes == 2: # <<<<<<<<<<<<<<
* return 0 if scores[0] > scores[1] else 1
* cdef int i
*/
}
/* "thinc/backends/linalg.pxd":36
* return 0 if scores[0] > scores[1] else 1
* cdef int i
* cdef int best = 0 # <<<<<<<<<<<<<<
* cdef weight_t mode = scores[0]
* for i in range(1, n_classes):
*/
__pyx_v_best = 0;
/* "thinc/backends/linalg.pxd":37
* cdef int i
* cdef int best = 0
* cdef weight_t mode = scores[0] # <<<<<<<<<<<<<<
* for i in range(1, n_classes):
* if scores[i] > mode:
*/
__pyx_v_mode = (__pyx_v_scores[0]);
/* "thinc/backends/linalg.pxd":38
* cdef int best = 0
* cdef weight_t mode = scores[0]
* for i in range(1, n_classes): # <<<<<<<<<<<<<<
* if scores[i] > mode:
* mode = scores[i]
*/
__pyx_t_2 = __pyx_v_n_classes;
__pyx_t_3 = __pyx_t_2;
for (__pyx_t_4 = 1; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
__pyx_v_i = __pyx_t_4;
/* "thinc/backends/linalg.pxd":39
* cdef weight_t mode = scores[0]
* for i in range(1, n_classes):
* if scores[i] > mode: # <<<<<<<<<<<<<<
* mode = scores[i]
* best = i
*/
__pyx_t_1 = ((__pyx_v_scores[__pyx_v_i]) > __pyx_v_mode);
if (__pyx_t_1) {
/* "thinc/backends/linalg.pxd":40
* for i in range(1, n_classes):
* if scores[i] > mode:
* mode = scores[i] # <<<<<<<<<<<<<<
* best = i
* return best
*/
__pyx_v_mode = (__pyx_v_scores[__pyx_v_i]);
/* "thinc/backends/linalg.pxd":41
* if scores[i] > mode:
* mode = scores[i]
* best = i # <<<<<<<<<<<<<<
* return best
*
*/
__pyx_v_best = __pyx_v_i;
/* "thinc/backends/linalg.pxd":39
* cdef weight_t mode = scores[0]
* for i in range(1, n_classes):
* if scores[i] > mode: # <<<<<<<<<<<<<<
* mode = scores[i]
* best = i
*/
}
}
/* "thinc/backends/linalg.pxd":42
* mode = scores[i]
* best = i
* return best # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_r = __pyx_v_best;
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":31
*
* cdef class Vec:
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline int arg_max(const weight_t* scores, const int n_classes) noexcept nogil:
* if n_classes == 2:
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
}
/* "thinc/backends/linalg.pxd":44
* return best
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t max(const weight_t* x, int32_t nr) noexcept nogil:
* if nr == 0:
*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_max(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, int32_t __pyx_v_nr) {
int __pyx_v_i;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_mode;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_r;
int __pyx_t_1;
int32_t __pyx_t_2;
int32_t __pyx_t_3;
int __pyx_t_4;
/* "thinc/backends/linalg.pxd":46
* @staticmethod
* cdef inline weight_t max(const weight_t* x, int32_t nr) noexcept nogil:
* if nr == 0: # <<<<<<<<<<<<<<
* return 0
* cdef int i
*/
__pyx_t_1 = (__pyx_v_nr == 0);
if (__pyx_t_1) {
/* "thinc/backends/linalg.pxd":47
* cdef inline weight_t max(const weight_t* x, int32_t nr) noexcept nogil:
* if nr == 0:
* return 0 # <<<<<<<<<<<<<<
* cdef int i
* cdef weight_t mode = x[0]
*/
__pyx_r = 0.0;
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":46
* @staticmethod
* cdef inline weight_t max(const weight_t* x, int32_t nr) noexcept nogil:
* if nr == 0: # <<<<<<<<<<<<<<
* return 0
* cdef int i
*/
}
/* "thinc/backends/linalg.pxd":49
* return 0
* cdef int i
* cdef weight_t mode = x[0] # <<<<<<<<<<<<<<
* for i in range(1, nr):
* if x[i] > mode:
*/
__pyx_v_mode = (__pyx_v_x[0]);
/* "thinc/backends/linalg.pxd":50
* cdef int i
* cdef weight_t mode = x[0]
* for i in range(1, nr): # <<<<<<<<<<<<<<
* if x[i] > mode:
* mode = x[i]
*/
__pyx_t_2 = __pyx_v_nr;
__pyx_t_3 = __pyx_t_2;
for (__pyx_t_4 = 1; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
__pyx_v_i = __pyx_t_4;
/* "thinc/backends/linalg.pxd":51
* cdef weight_t mode = x[0]
* for i in range(1, nr):
* if x[i] > mode: # <<<<<<<<<<<<<<
* mode = x[i]
* return mode
*/
__pyx_t_1 = ((__pyx_v_x[__pyx_v_i]) > __pyx_v_mode);
if (__pyx_t_1) {
/* "thinc/backends/linalg.pxd":52
* for i in range(1, nr):
* if x[i] > mode:
* mode = x[i] # <<<<<<<<<<<<<<
* return mode
*
*/
__pyx_v_mode = (__pyx_v_x[__pyx_v_i]);
/* "thinc/backends/linalg.pxd":51
* cdef weight_t mode = x[0]
* for i in range(1, nr):
* if x[i] > mode: # <<<<<<<<<<<<<<
* mode = x[i]
* return mode
*/
}
}
/* "thinc/backends/linalg.pxd":53
* if x[i] > mode:
* mode = x[i]
* return mode # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_r = __pyx_v_mode;
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":44
* return best
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t max(const weight_t* x, int32_t nr) noexcept nogil:
* if nr == 0:
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
}
/* "thinc/backends/linalg.pxd":55
* return mode
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t sum(const weight_t* vec, int32_t nr) noexcept nogil:
* cdef int i
*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_sum(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr) {
int __pyx_v_i;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_total;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_r;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
/* "thinc/backends/linalg.pxd":58
* cdef inline weight_t sum(const weight_t* vec, int32_t nr) noexcept nogil:
* cdef int i
* cdef weight_t total = 0 # <<<<<<<<<<<<<<
* for i in range(nr):
* total += vec[i]
*/
__pyx_v_total = 0.0;
/* "thinc/backends/linalg.pxd":59
* cdef int i
* cdef weight_t total = 0
* for i in range(nr): # <<<<<<<<<<<<<<
* total += vec[i]
* return total
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":60
* cdef weight_t total = 0
* for i in range(nr):
* total += vec[i] # <<<<<<<<<<<<<<
* return total
*
*/
__pyx_v_total = (__pyx_v_total + (__pyx_v_vec[__pyx_v_i]));
}
/* "thinc/backends/linalg.pxd":61
* for i in range(nr):
* total += vec[i]
* return total # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_r = __pyx_v_total;
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":55
* return mode
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t sum(const weight_t* vec, int32_t nr) noexcept nogil:
* cdef int i
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
}
/* "thinc/backends/linalg.pxd":63
* return total
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t norm(const weight_t* vec, int32_t nr) noexcept nogil:
* cdef weight_t total = 0
*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_norm(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr) {
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_total;
int32_t __pyx_v_i;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_r;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int32_t __pyx_t_3;
/* "thinc/backends/linalg.pxd":65
* @staticmethod
* cdef inline weight_t norm(const weight_t* vec, int32_t nr) noexcept nogil:
* cdef weight_t total = 0 # <<<<<<<<<<<<<<
* for i in range(nr):
* total += vec[i] ** 2
*/
__pyx_v_total = 0.0;
/* "thinc/backends/linalg.pxd":66
* cdef inline weight_t norm(const weight_t* vec, int32_t nr) noexcept nogil:
* cdef weight_t total = 0
* for i in range(nr): # <<<<<<<<<<<<<<
* total += vec[i] ** 2
* return sqrt(total)
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":67
* cdef weight_t total = 0
* for i in range(nr):
* total += vec[i] ** 2 # <<<<<<<<<<<<<<
* return sqrt(total)
*
*/
__pyx_v_total = (__pyx_v_total + powf(((__pyx_t_5thinc_8backends_6linalg_weight_t)(__pyx_v_vec[__pyx_v_i])), 2.0));
}
/* "thinc/backends/linalg.pxd":68
* for i in range(nr):
* total += vec[i] ** 2
* return sqrt(total) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_r = sqrt(__pyx_v_total);
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":63
* return total
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t norm(const weight_t* vec, int32_t nr) noexcept nogil:
* cdef weight_t total = 0
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
}
/* "thinc/backends/linalg.pxd":70
* return sqrt(total)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add(weight_t* output, const weight_t* x,
* weight_t inc, int32_t nr) noexcept nogil:
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_add(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_inc, int32_t __pyx_v_nr) {
/* "thinc/backends/linalg.pxd":73
* cdef inline void add(weight_t* output, const weight_t* x,
* weight_t inc, int32_t nr) noexcept nogil:
* memcpy(output, x, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
* Vec.add_i(output, inc, nr)
*
*/
(void)(memcpy(__pyx_v_output, __pyx_v_x, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
/* "thinc/backends/linalg.pxd":74
* weight_t inc, int32_t nr) noexcept nogil:
* memcpy(output, x, sizeof(output[0]) * nr)
* Vec.add_i(output, inc, nr) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_f_5thinc_8backends_6linalg_3Vec_add_i(__pyx_v_output, __pyx_v_inc, __pyx_v_nr);
/* "thinc/backends/linalg.pxd":70
* return sqrt(total)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add(weight_t* output, const weight_t* x,
* weight_t inc, int32_t nr) noexcept nogil:
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":76
* Vec.add_i(output, inc, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add_i(weight_t* vec, weight_t inc, int32_t nr) noexcept nogil:
* cdef int i
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_add_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_inc, int32_t __pyx_v_nr) {
int __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
/* "thinc/backends/linalg.pxd":79
* cdef inline void add_i(weight_t* vec, weight_t inc, int32_t nr) noexcept nogil:
* cdef int i
* for i in range(nr): # <<<<<<<<<<<<<<
* vec[i] += inc
*
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":80
* cdef int i
* for i in range(nr):
* vec[i] += inc # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_t_4 = __pyx_v_i;
(__pyx_v_vec[__pyx_t_4]) = ((__pyx_v_vec[__pyx_t_4]) + __pyx_v_inc);
}
/* "thinc/backends/linalg.pxd":76
* Vec.add_i(output, inc, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add_i(weight_t* vec, weight_t inc, int32_t nr) noexcept nogil:
* cdef int i
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":82
* vec[i] += inc
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mul(weight_t* output, const weight_t* vec, weight_t scal,
* int32_t nr) noexcept nogil:
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_mul(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scal, int32_t __pyx_v_nr) {
/* "thinc/backends/linalg.pxd":85
* cdef inline void mul(weight_t* output, const weight_t* vec, weight_t scal,
* int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
* Vec.mul_i(output, scal, nr)
*
*/
(void)(memcpy(__pyx_v_output, __pyx_v_vec, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
/* "thinc/backends/linalg.pxd":86
* int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr)
* Vec.mul_i(output, scal, nr) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_f_5thinc_8backends_6linalg_3Vec_mul_i(__pyx_v_output, __pyx_v_scal, __pyx_v_nr);
/* "thinc/backends/linalg.pxd":82
* vec[i] += inc
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mul(weight_t* output, const weight_t* vec, weight_t scal,
* int32_t nr) noexcept nogil:
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":88
* Vec.mul_i(output, scal, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mul_i(weight_t* vec, weight_t scal, int32_t nr) noexcept nogil:
* cdef int i
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_mul_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scal, int32_t __pyx_v_nr) {
int __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
/* "thinc/backends/linalg.pxd":94
* blis.cy.scalv(BLIS_NO_CONJUGATE, nr, scal, vec, 1)
* ELSE:
* for i in range(nr): # <<<<<<<<<<<<<<
* vec[i] *= scal
*
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":95
* ELSE:
* for i in range(nr):
* vec[i] *= scal # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_t_4 = __pyx_v_i;
(__pyx_v_vec[__pyx_t_4]) = ((__pyx_v_vec[__pyx_t_4]) * __pyx_v_scal);
}
/* "thinc/backends/linalg.pxd":88
* Vec.mul_i(output, scal, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mul_i(weight_t* vec, weight_t scal, int32_t nr) noexcept nogil:
* cdef int i
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":97
* vec[i] *= scal
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void pow(weight_t* output, const weight_t* vec, weight_t scal,
* int32_t nr) noexcept nogil:
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_pow(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scal, int32_t __pyx_v_nr) {
/* "thinc/backends/linalg.pxd":100
* cdef inline void pow(weight_t* output, const weight_t* vec, weight_t scal,
* int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
* Vec.pow_i(output, scal, nr)
*
*/
(void)(memcpy(__pyx_v_output, __pyx_v_vec, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
/* "thinc/backends/linalg.pxd":101
* int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr)
* Vec.pow_i(output, scal, nr) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_f_5thinc_8backends_6linalg_3Vec_pow_i(__pyx_v_output, __pyx_v_scal, __pyx_v_nr);
/* "thinc/backends/linalg.pxd":97
* vec[i] *= scal
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void pow(weight_t* output, const weight_t* vec, weight_t scal,
* int32_t nr) noexcept nogil:
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":103
* Vec.pow_i(output, scal, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void pow_i(weight_t* vec, const weight_t scal, int32_t nr) noexcept nogil:
* cdef int i
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_pow_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t const __pyx_v_scal, int32_t __pyx_v_nr) {
int __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
/* "thinc/backends/linalg.pxd":106
* cdef inline void pow_i(weight_t* vec, const weight_t scal, int32_t nr) noexcept nogil:
* cdef int i
* for i in range(nr): # <<<<<<<<<<<<<<
* vec[i] **= scal
*
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":107
* cdef int i
* for i in range(nr):
* vec[i] **= scal # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_t_4 = __pyx_v_i;
(__pyx_v_vec[__pyx_t_4]) = powf((__pyx_v_vec[__pyx_t_4]), ((__pyx_t_5thinc_8backends_6linalg_weight_t)__pyx_v_scal));
}
/* "thinc/backends/linalg.pxd":103
* Vec.pow_i(output, scal, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void pow_i(weight_t* vec, const weight_t scal, int32_t nr) noexcept nogil:
* cdef int i
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":109
* vec[i] **= scal
*
* @staticmethod # <<<<<<<<<<<<<<
* @cython.cdivision(True)
* cdef inline void div(weight_t* output, const weight_t* vec, weight_t scal,
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_div(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scal, int32_t __pyx_v_nr) {
/* "thinc/backends/linalg.pxd":113
* cdef inline void div(weight_t* output, const weight_t* vec, weight_t scal,
* int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
* Vec.div_i(output, scal, nr)
*
*/
(void)(memcpy(__pyx_v_output, __pyx_v_vec, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
/* "thinc/backends/linalg.pxd":114
* int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr)
* Vec.div_i(output, scal, nr) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_f_5thinc_8backends_6linalg_3Vec_div_i(__pyx_v_output, __pyx_v_scal, __pyx_v_nr);
/* "thinc/backends/linalg.pxd":109
* vec[i] **= scal
*
* @staticmethod # <<<<<<<<<<<<<<
* @cython.cdivision(True)
* cdef inline void div(weight_t* output, const weight_t* vec, weight_t scal,
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":116
* Vec.div_i(output, scal, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* @cython.cdivision(True)
* cdef inline void div_i(weight_t* vec, const weight_t scal, int32_t nr) noexcept nogil:
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_div_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, __pyx_t_5thinc_8backends_6linalg_weight_t const __pyx_v_scal, int32_t __pyx_v_nr) {
int __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
/* "thinc/backends/linalg.pxd":120
* cdef inline void div_i(weight_t* vec, const weight_t scal, int32_t nr) noexcept nogil:
* cdef int i
* for i in range(nr): # <<<<<<<<<<<<<<
* vec[i] /= scal
*
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":121
* cdef int i
* for i in range(nr):
* vec[i] /= scal # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_t_4 = __pyx_v_i;
(__pyx_v_vec[__pyx_t_4]) = ((__pyx_v_vec[__pyx_t_4]) / __pyx_v_scal);
}
/* "thinc/backends/linalg.pxd":116
* Vec.div_i(output, scal, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* @cython.cdivision(True)
* cdef inline void div_i(weight_t* vec, const weight_t scal, int32_t nr) noexcept nogil:
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":123
* vec[i] /= scal
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr)
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_exp(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr) {
/* "thinc/backends/linalg.pxd":125
* @staticmethod
* cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
* Vec.exp_i(output, nr)
*
*/
(void)(memcpy(__pyx_v_output, __pyx_v_vec, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
/* "thinc/backends/linalg.pxd":126
* cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr)
* Vec.exp_i(output, nr) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_f_5thinc_8backends_6linalg_3Vec_exp_i(__pyx_v_output, __pyx_v_nr);
/* "thinc/backends/linalg.pxd":123
* vec[i] /= scal
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) noexcept nogil:
* memcpy(output, vec, sizeof(output[0]) * nr)
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":128
* Vec.exp_i(output, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void exp_i(weight_t* vec, int32_t nr) noexcept nogil:
* cdef int i
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_exp_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, int32_t __pyx_v_nr) {
int __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
/* "thinc/backends/linalg.pxd":131
* cdef inline void exp_i(weight_t* vec, int32_t nr) noexcept nogil:
* cdef int i
* for i in range(nr): # <<<<<<<<<<<<<<
* vec[i] = exp(vec[i])
*
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":132
* cdef int i
* for i in range(nr):
* vec[i] = exp(vec[i]) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
(__pyx_v_vec[__pyx_v_i]) = exp((__pyx_v_vec[__pyx_v_i]));
}
/* "thinc/backends/linalg.pxd":128
* Vec.exp_i(output, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void exp_i(weight_t* vec, int32_t nr) noexcept nogil:
* cdef int i
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":134
* vec[i] = exp(vec[i])
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void reciprocal_i(weight_t* vec, int32_t nr) noexcept nogil:
* cdef int i
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Vec_reciprocal_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_vec, int32_t __pyx_v_nr) {
int __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
/* "thinc/backends/linalg.pxd":137
* cdef inline void reciprocal_i(weight_t* vec, int32_t nr) noexcept nogil:
* cdef int i
* for i in range(nr): # <<<<<<<<<<<<<<
* vec[i] = 1.0 / vec[i]
*
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":138
* cdef int i
* for i in range(nr):
* vec[i] = 1.0 / vec[i] # <<<<<<<<<<<<<<
*
* @staticmethod
*/
(__pyx_v_vec[__pyx_v_i]) = (1.0 / (__pyx_v_vec[__pyx_v_i]));
}
/* "thinc/backends/linalg.pxd":134
* vec[i] = exp(vec[i])
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void reciprocal_i(weight_t* vec, int32_t nr) noexcept nogil:
* cdef int i
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":140
* vec[i] = 1.0 / vec[i]
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t mean(const weight_t* X, int32_t nr_dim) noexcept nogil:
* cdef weight_t mean = 0.
*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_mean(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_X, int32_t __pyx_v_nr_dim) {
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_mean;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_x;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_r;
__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_t_1;
__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_t_2;
__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_t_3;
/* "thinc/backends/linalg.pxd":142
* @staticmethod
* cdef inline weight_t mean(const weight_t* X, int32_t nr_dim) noexcept nogil:
* cdef weight_t mean = 0. # <<<<<<<<<<<<<<
* for x in X[:nr_dim]:
* mean += x
*/
__pyx_v_mean = 0.;
/* "thinc/backends/linalg.pxd":143
* cdef inline weight_t mean(const weight_t* X, int32_t nr_dim) noexcept nogil:
* cdef weight_t mean = 0.
* for x in X[:nr_dim]: # <<<<<<<<<<<<<<
* mean += x
* return mean / nr_dim
*/
__pyx_t_2 = (__pyx_v_X + __pyx_v_nr_dim);
for (__pyx_t_3 = __pyx_v_X; __pyx_t_3 < __pyx_t_2; __pyx_t_3++) {
__pyx_t_1 = __pyx_t_3;
__pyx_v_x = (__pyx_t_1[0]);
/* "thinc/backends/linalg.pxd":144
* cdef weight_t mean = 0.
* for x in X[:nr_dim]:
* mean += x # <<<<<<<<<<<<<<
* return mean / nr_dim
*
*/
__pyx_v_mean = (__pyx_v_mean + __pyx_v_x);
}
/* "thinc/backends/linalg.pxd":145
* for x in X[:nr_dim]:
* mean += x
* return mean / nr_dim # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_r = (__pyx_v_mean / __pyx_v_nr_dim);
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":140
* vec[i] = 1.0 / vec[i]
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t mean(const weight_t* X, int32_t nr_dim) noexcept nogil:
* cdef weight_t mean = 0.
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
}
/* "thinc/backends/linalg.pxd":147
* return mean / nr_dim
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t variance(const weight_t* X, int32_t nr_dim) noexcept nogil:
* # See https://www.johndcook.com/blog/standard_deviation/
*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_3Vec_variance(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_X, int32_t __pyx_v_nr_dim) {
double __pyx_v_m;
double __pyx_v_v;
long __pyx_v_i;
double __pyx_v_diff;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_r;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
long __pyx_t_3;
/* "thinc/backends/linalg.pxd":150
* cdef inline weight_t variance(const weight_t* X, int32_t nr_dim) noexcept nogil:
* # See https://www.johndcook.com/blog/standard_deviation/
* cdef double m = X[0] # <<<<<<<<<<<<<<
* cdef double v = 0.
* for i in range(1, nr_dim):
*/
__pyx_v_m = (__pyx_v_X[0]);
/* "thinc/backends/linalg.pxd":151
* # See https://www.johndcook.com/blog/standard_deviation/
* cdef double m = X[0]
* cdef double v = 0. # <<<<<<<<<<<<<<
* for i in range(1, nr_dim):
* diff = X[i]-m
*/
__pyx_v_v = 0.;
/* "thinc/backends/linalg.pxd":152
* cdef double m = X[0]
* cdef double v = 0.
* for i in range(1, nr_dim): # <<<<<<<<<<<<<<
* diff = X[i]-m
* m += diff / (i+1)
*/
__pyx_t_1 = __pyx_v_nr_dim;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 1; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":153
* cdef double v = 0.
* for i in range(1, nr_dim):
* diff = X[i]-m # <<<<<<<<<<<<<<
* m += diff / (i+1)
* v += diff * (X[i] - m)
*/
__pyx_v_diff = ((__pyx_v_X[__pyx_v_i]) - __pyx_v_m);
/* "thinc/backends/linalg.pxd":154
* for i in range(1, nr_dim):
* diff = X[i]-m
* m += diff / (i+1) # <<<<<<<<<<<<<<
* v += diff * (X[i] - m)
* return v / nr_dim
*/
__pyx_v_m = (__pyx_v_m + (__pyx_v_diff / (__pyx_v_i + 1)));
/* "thinc/backends/linalg.pxd":155
* diff = X[i]-m
* m += diff / (i+1)
* v += diff * (X[i] - m) # <<<<<<<<<<<<<<
* return v / nr_dim
*
*/
__pyx_v_v = (__pyx_v_v + (__pyx_v_diff * ((__pyx_v_X[__pyx_v_i]) - __pyx_v_m)));
}
/* "thinc/backends/linalg.pxd":156
* m += diff / (i+1)
* v += diff * (X[i] - m)
* return v / nr_dim # <<<<<<<<<<<<<<
*
*
*/
__pyx_r = (__pyx_v_v / __pyx_v_nr_dim);
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":147
* return mean / nr_dim
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t variance(const weight_t* X, int32_t nr_dim) noexcept nogil:
* # See https://www.johndcook.com/blog/standard_deviation/
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
}
/* "thinc/backends/linalg.pxd":160
*
* cdef class VecVec:
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add(weight_t* output,
* const weight_t* x,
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scale, int32_t __pyx_v_nr) {
/* "thinc/backends/linalg.pxd":166
* weight_t scale,
* int32_t nr) noexcept nogil:
* memcpy(output, x, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
* VecVec.add_i(output, y, scale, nr)
*
*/
(void)(memcpy(__pyx_v_output, __pyx_v_x, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
/* "thinc/backends/linalg.pxd":167
* int32_t nr) noexcept nogil:
* memcpy(output, x, sizeof(output[0]) * nr)
* VecVec.add_i(output, y, scale, nr) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_f_5thinc_8backends_6linalg_6VecVec_add_i(__pyx_v_output, __pyx_v_y, __pyx_v_scale, __pyx_v_nr);
/* "thinc/backends/linalg.pxd":160
*
* cdef class VecVec:
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add(weight_t* output,
* const weight_t* x,
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":169
* VecVec.add_i(output, y, scale, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add_i(weight_t* x,
* const weight_t* y,
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scale, int32_t __pyx_v_nr) {
int __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
/* "thinc/backends/linalg.pxd":178
* blis.cy.axpyv(BLIS_NO_CONJUGATE, nr, scale, y, 1, x, 1)
* ELSE:
* for i in range(nr): # <<<<<<<<<<<<<<
* x[i] += y[i] * scale
*
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":179
* ELSE:
* for i in range(nr):
* x[i] += y[i] * scale # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_t_4 = __pyx_v_i;
(__pyx_v_x[__pyx_t_4]) = ((__pyx_v_x[__pyx_t_4]) + ((__pyx_v_y[__pyx_v_i]) * __pyx_v_scale));
}
/* "thinc/backends/linalg.pxd":169
* VecVec.add_i(output, y, scale, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add_i(weight_t* x,
* const weight_t* y,
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":181
* x[i] += y[i] * scale
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void batch_add_i(weight_t* x,
* const weight_t* y,
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_batch_add_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_scale, int32_t __pyx_v_nr, int32_t __pyx_v_nr_batch) {
CYTHON_UNUSED int __pyx_v__;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
/* "thinc/backends/linalg.pxd":188
* # For fixed x, matrix of y
* cdef int i, _
* for _ in range(nr_batch): # <<<<<<<<<<<<<<
* VecVec.add_i(x,
* y, scale, nr)
*/
__pyx_t_1 = __pyx_v_nr_batch;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v__ = __pyx_t_3;
/* "thinc/backends/linalg.pxd":189
* cdef int i, _
* for _ in range(nr_batch):
* VecVec.add_i(x, # <<<<<<<<<<<<<<
* y, scale, nr)
* y += nr
*/
__pyx_f_5thinc_8backends_6linalg_6VecVec_add_i(__pyx_v_x, __pyx_v_y, __pyx_v_scale, __pyx_v_nr);
/* "thinc/backends/linalg.pxd":191
* VecVec.add_i(x,
* y, scale, nr)
* y += nr # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_v_y = (__pyx_v_y + __pyx_v_nr);
}
/* "thinc/backends/linalg.pxd":181
* x[i] += y[i] * scale
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void batch_add_i(weight_t* x,
* const weight_t* y,
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":193
* y += nr
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add_pow(weight_t* output,
* const weight_t* x, const weight_t* y, weight_t power, int32_t nr) noexcept nogil:
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add_pow(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_power, int32_t __pyx_v_nr) {
/* "thinc/backends/linalg.pxd":196
* cdef inline void add_pow(weight_t* output,
* const weight_t* x, const weight_t* y, weight_t power, int32_t nr) noexcept nogil:
* memcpy(output, x, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
* VecVec.add_pow_i(output, y, power, nr)
*
*/
(void)(memcpy(__pyx_v_output, __pyx_v_x, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
/* "thinc/backends/linalg.pxd":197
* const weight_t* x, const weight_t* y, weight_t power, int32_t nr) noexcept nogil:
* memcpy(output, x, sizeof(output[0]) * nr)
* VecVec.add_pow_i(output, y, power, nr) # <<<<<<<<<<<<<<
*
*
*/
__pyx_f_5thinc_8backends_6linalg_6VecVec_add_pow_i(__pyx_v_output, __pyx_v_y, __pyx_v_power, __pyx_v_nr);
/* "thinc/backends/linalg.pxd":193
* y += nr
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add_pow(weight_t* output,
* const weight_t* x, const weight_t* y, weight_t power, int32_t nr) noexcept nogil:
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":200
*
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add_pow_i(weight_t* x,
* const weight_t* y, weight_t power, int32_t nr) noexcept nogil:
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_add_pow_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_power, int32_t __pyx_v_nr) {
int __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
double __pyx_t_5;
int __pyx_lineno = 0;
const char *__pyx_filename = NULL;
int __pyx_clineno = 0;
PyGILState_STATE __pyx_gilstate_save;
/* "thinc/backends/linalg.pxd":204
* const weight_t* y, weight_t power, int32_t nr) noexcept nogil:
* cdef int i
* for i in range(nr): # <<<<<<<<<<<<<<
* x[i] += y[i] ** power
*
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":205
* cdef int i
* for i in range(nr):
* x[i] += y[i] ** power # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_t_4 = __pyx_v_i;
__pyx_t_5 = __Pyx_SoftComplexToDouble(__Pyx_c_sum_double(__pyx_t_double_complex_from_parts((__pyx_v_x[__pyx_t_4]), 0), __Pyx_c_pow_double(__pyx_t_double_complex_from_parts((__pyx_v_y[__pyx_v_i]), 0), __pyx_t_double_complex_from_parts(__pyx_v_power, 0))), 2); if (unlikely(__pyx_t_5 == ((double)-1) && __Pyx_ErrOccurredWithGIL())) __PYX_ERR(1, 205, __pyx_L1_error)
(__pyx_v_x[__pyx_t_4]) = __pyx_t_5;
}
/* "thinc/backends/linalg.pxd":200
*
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void add_pow_i(weight_t* x,
* const weight_t* y, weight_t power, int32_t nr) noexcept nogil:
*/
/* function exit code */
goto __pyx_L0;
__pyx_L1_error:;
__pyx_gilstate_save = __Pyx_PyGILState_Ensure();
__Pyx_WriteUnraisable("thinc.backends.linalg.VecVec.add_pow_i", __pyx_clineno, __pyx_lineno, __pyx_filename, 1, 0);
__Pyx_PyGILState_Release(__pyx_gilstate_save);
__pyx_L0:;
}
/* "thinc/backends/linalg.pxd":207
* x[i] += y[i] ** power
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mul(weight_t* output,
* const weight_t* x, const weight_t* y, int32_t nr) noexcept nogil:
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_mul(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_output, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, int32_t __pyx_v_nr) {
/* "thinc/backends/linalg.pxd":210
* cdef inline void mul(weight_t* output,
* const weight_t* x, const weight_t* y, int32_t nr) noexcept nogil:
* memcpy(output, x, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
* VecVec.mul_i(output, y, nr)
*
*/
(void)(memcpy(__pyx_v_output, __pyx_v_x, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
/* "thinc/backends/linalg.pxd":211
* const weight_t* x, const weight_t* y, int32_t nr) noexcept nogil:
* memcpy(output, x, sizeof(output[0]) * nr)
* VecVec.mul_i(output, y, nr) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_f_5thinc_8backends_6linalg_6VecVec_mul_i(__pyx_v_output, __pyx_v_y, __pyx_v_nr);
/* "thinc/backends/linalg.pxd":207
* x[i] += y[i] ** power
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mul(weight_t* output,
* const weight_t* x, const weight_t* y, int32_t nr) noexcept nogil:
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":213
* VecVec.mul_i(output, y, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mul_i(weight_t* x,
* const weight_t* y, int32_t nr) noexcept nogil:
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_6VecVec_mul_i(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, int32_t __pyx_v_nr) {
int __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
/* "thinc/backends/linalg.pxd":217
* const weight_t* y, int32_t nr) noexcept nogil:
* cdef int i
* for i in range(nr): # <<<<<<<<<<<<<<
* x[i] *= y[i]
*
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":218
* cdef int i
* for i in range(nr):
* x[i] *= y[i] # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_t_4 = __pyx_v_i;
(__pyx_v_x[__pyx_t_4]) = ((__pyx_v_x[__pyx_t_4]) * (__pyx_v_y[__pyx_v_i]));
}
/* "thinc/backends/linalg.pxd":213
* VecVec.mul_i(output, y, nr)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mul_i(weight_t* x,
* const weight_t* y, int32_t nr) noexcept nogil:
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":220
* x[i] *= y[i]
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t dot(
* const weight_t* x, const weight_t* y, int32_t nr) noexcept nogil:
*/
static CYTHON_INLINE __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_f_5thinc_8backends_6linalg_6VecVec_dot(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_x, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_y, int32_t __pyx_v_nr) {
int __pyx_v_i;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_total;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_r;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int __pyx_t_3;
/* "thinc/backends/linalg.pxd":224
* const weight_t* x, const weight_t* y, int32_t nr) noexcept nogil:
* cdef int i
* cdef weight_t total = 0 # <<<<<<<<<<<<<<
* for i in range(nr):
* total += x[i] * y[i]
*/
__pyx_v_total = 0.0;
/* "thinc/backends/linalg.pxd":225
* cdef int i
* cdef weight_t total = 0
* for i in range(nr): # <<<<<<<<<<<<<<
* total += x[i] * y[i]
* return total
*/
__pyx_t_1 = __pyx_v_nr;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":226
* cdef weight_t total = 0
* for i in range(nr):
* total += x[i] * y[i] # <<<<<<<<<<<<<<
* return total
*
*/
__pyx_v_total = (__pyx_v_total + ((__pyx_v_x[__pyx_v_i]) * (__pyx_v_y[__pyx_v_i])));
}
/* "thinc/backends/linalg.pxd":227
* for i in range(nr):
* total += x[i] * y[i]
* return total # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_r = __pyx_v_total;
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":220
* x[i] *= y[i]
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline weight_t dot(
* const weight_t* x, const weight_t* y, int32_t nr) noexcept nogil:
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
}
/* "thinc/backends/linalg.pxd":229
* return total
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline int arg_max_if_true(
* const weight_t* scores, const int* is_valid, const int n_classes) noexcept nogil:
*/
static CYTHON_INLINE int __pyx_f_5thinc_8backends_6linalg_6VecVec_arg_max_if_true(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_scores, int const *__pyx_v_is_valid, int const __pyx_v_n_classes) {
int __pyx_v_i;
int __pyx_v_best;
int __pyx_r;
int __pyx_t_1;
int __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
int __pyx_t_5;
/* "thinc/backends/linalg.pxd":233
* const weight_t* scores, const int* is_valid, const int n_classes) noexcept nogil:
* cdef int i
* cdef int best = -1 # <<<<<<<<<<<<<<
* for i in range(n_classes):
* if is_valid[i] and (best == -1 or scores[i] > scores[best]):
*/
__pyx_v_best = -1;
/* "thinc/backends/linalg.pxd":234
* cdef int i
* cdef int best = -1
* for i in range(n_classes): # <<<<<<<<<<<<<<
* if is_valid[i] and (best == -1 or scores[i] > scores[best]):
* best = i
*/
__pyx_t_1 = __pyx_v_n_classes;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":235
* cdef int best = -1
* for i in range(n_classes):
* if is_valid[i] and (best == -1 or scores[i] > scores[best]): # <<<<<<<<<<<<<<
* best = i
* return best
*/
__pyx_t_5 = ((__pyx_v_is_valid[__pyx_v_i]) != 0);
if (__pyx_t_5) {
} else {
__pyx_t_4 = __pyx_t_5;
goto __pyx_L6_bool_binop_done;
}
__pyx_t_5 = (__pyx_v_best == -1L);
if (!__pyx_t_5) {
} else {
__pyx_t_4 = __pyx_t_5;
goto __pyx_L6_bool_binop_done;
}
__pyx_t_5 = ((__pyx_v_scores[__pyx_v_i]) > (__pyx_v_scores[__pyx_v_best]));
__pyx_t_4 = __pyx_t_5;
__pyx_L6_bool_binop_done:;
if (__pyx_t_4) {
/* "thinc/backends/linalg.pxd":236
* for i in range(n_classes):
* if is_valid[i] and (best == -1 or scores[i] > scores[best]):
* best = i # <<<<<<<<<<<<<<
* return best
*
*/
__pyx_v_best = __pyx_v_i;
/* "thinc/backends/linalg.pxd":235
* cdef int best = -1
* for i in range(n_classes):
* if is_valid[i] and (best == -1 or scores[i] > scores[best]): # <<<<<<<<<<<<<<
* best = i
* return best
*/
}
}
/* "thinc/backends/linalg.pxd":237
* if is_valid[i] and (best == -1 or scores[i] > scores[best]):
* best = i
* return best # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_r = __pyx_v_best;
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":229
* return total
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline int arg_max_if_true(
* const weight_t* scores, const int* is_valid, const int n_classes) noexcept nogil:
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
}
/* "thinc/backends/linalg.pxd":239
* return best
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline int arg_max_if_zero(
* const weight_t* scores, const weight_t* costs, const int n_classes) noexcept nogil:
*/
static CYTHON_INLINE int __pyx_f_5thinc_8backends_6linalg_6VecVec_arg_max_if_zero(__pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_scores, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_costs, int const __pyx_v_n_classes) {
int __pyx_v_i;
int __pyx_v_best;
int __pyx_r;
int __pyx_t_1;
int __pyx_t_2;
int __pyx_t_3;
int __pyx_t_4;
int __pyx_t_5;
/* "thinc/backends/linalg.pxd":243
* const weight_t* scores, const weight_t* costs, const int n_classes) noexcept nogil:
* cdef int i
* cdef int best = -1 # <<<<<<<<<<<<<<
* for i in range(n_classes):
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]):
*/
__pyx_v_best = -1;
/* "thinc/backends/linalg.pxd":244
* cdef int i
* cdef int best = -1
* for i in range(n_classes): # <<<<<<<<<<<<<<
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]):
* best = i
*/
__pyx_t_1 = __pyx_v_n_classes;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":245
* cdef int best = -1
* for i in range(n_classes):
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]): # <<<<<<<<<<<<<<
* best = i
* return best
*/
__pyx_t_5 = ((__pyx_v_costs[__pyx_v_i]) == 0.0);
if (__pyx_t_5) {
} else {
__pyx_t_4 = __pyx_t_5;
goto __pyx_L6_bool_binop_done;
}
__pyx_t_5 = (__pyx_v_best == -1L);
if (!__pyx_t_5) {
} else {
__pyx_t_4 = __pyx_t_5;
goto __pyx_L6_bool_binop_done;
}
__pyx_t_5 = ((__pyx_v_scores[__pyx_v_i]) > (__pyx_v_scores[__pyx_v_best]));
__pyx_t_4 = __pyx_t_5;
__pyx_L6_bool_binop_done:;
if (__pyx_t_4) {
/* "thinc/backends/linalg.pxd":246
* for i in range(n_classes):
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]):
* best = i # <<<<<<<<<<<<<<
* return best
*
*/
__pyx_v_best = __pyx_v_i;
/* "thinc/backends/linalg.pxd":245
* cdef int best = -1
* for i in range(n_classes):
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]): # <<<<<<<<<<<<<<
* best = i
* return best
*/
}
}
/* "thinc/backends/linalg.pxd":247
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]):
* best = i
* return best # <<<<<<<<<<<<<<
*
*
*/
__pyx_r = __pyx_v_best;
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":239
* return best
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline int arg_max_if_zero(
* const weight_t* scores, const weight_t* costs, const int n_classes) noexcept nogil:
*/
/* function exit code */
__pyx_L0:;
return __pyx_r;
}
/* "thinc/backends/linalg.pxd":251
*
* cdef class Mat:
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mean_row(weight_t* Ex,
* const weight_t* mat, int32_t nr_row, int32_t nr_col) noexcept nogil:
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Mat_mean_row(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_Ex, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_mat, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
int32_t __pyx_v_i;
int32_t __pyx_t_1;
int32_t __pyx_t_2;
int32_t __pyx_t_3;
/* "thinc/backends/linalg.pxd":254
* cdef inline void mean_row(weight_t* Ex,
* const weight_t* mat, int32_t nr_row, int32_t nr_col) noexcept nogil:
* memset(Ex, 0, sizeof(Ex[0]) * nr_col) # <<<<<<<<<<<<<<
* for i in range(nr_row):
* VecVec.add_i(Ex, &mat[i * nr_col], 1.0, nr_col)
*/
(void)(memset(__pyx_v_Ex, 0, ((sizeof((__pyx_v_Ex[0]))) * __pyx_v_nr_col)));
/* "thinc/backends/linalg.pxd":255
* const weight_t* mat, int32_t nr_row, int32_t nr_col) noexcept nogil:
* memset(Ex, 0, sizeof(Ex[0]) * nr_col)
* for i in range(nr_row): # <<<<<<<<<<<<<<
* VecVec.add_i(Ex, &mat[i * nr_col], 1.0, nr_col)
* Vec.mul_i(Ex, 1.0 / nr_row, nr_col)
*/
__pyx_t_1 = __pyx_v_nr_row;
__pyx_t_2 = __pyx_t_1;
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
__pyx_v_i = __pyx_t_3;
/* "thinc/backends/linalg.pxd":256
* memset(Ex, 0, sizeof(Ex[0]) * nr_col)
* for i in range(nr_row):
* VecVec.add_i(Ex, &mat[i * nr_col], 1.0, nr_col) # <<<<<<<<<<<<<<
* Vec.mul_i(Ex, 1.0 / nr_row, nr_col)
*
*/
__pyx_f_5thinc_8backends_6linalg_6VecVec_add_i(__pyx_v_Ex, (&(__pyx_v_mat[(__pyx_v_i * __pyx_v_nr_col)])), 1.0, __pyx_v_nr_col);
}
/* "thinc/backends/linalg.pxd":257
* for i in range(nr_row):
* VecVec.add_i(Ex, &mat[i * nr_col], 1.0, nr_col)
* Vec.mul_i(Ex, 1.0 / nr_row, nr_col) # <<<<<<<<<<<<<<
*
* @staticmethod
*/
__pyx_f_5thinc_8backends_6linalg_3Vec_mul_i(__pyx_v_Ex, (1.0 / __pyx_v_nr_row), __pyx_v_nr_col);
/* "thinc/backends/linalg.pxd":251
*
* cdef class Mat:
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void mean_row(weight_t* Ex,
* const weight_t* mat, int32_t nr_row, int32_t nr_col) noexcept nogil:
*/
/* function exit code */
}
/* "thinc/backends/linalg.pxd":259
* Vec.mul_i(Ex, 1.0 / nr_row, nr_col)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void var_row(weight_t* Vx,
* const weight_t* mat, const weight_t* Ex,
*/
static CYTHON_INLINE void __pyx_f_5thinc_8backends_6linalg_3Mat_var_row(__pyx_t_5thinc_8backends_6linalg_weight_t *__pyx_v_Vx, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8backends_6linalg_weight_t const *__pyx_v_Ex, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, __pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_eps) {
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_sum_;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_sum2;
int32_t __pyx_v_i;
int32_t __pyx_v_j;
__pyx_t_5thinc_8backends_6linalg_weight_t __pyx_v_x;
int __pyx_t_1;
int __pyx_t_2;
int32_t __pyx_t_3;
int32_t __pyx_t_4;
int32_t __pyx_t_5;
int32_t __pyx_t_6;
int32_t __pyx_t_7;
int32_t __pyx_t_8;
/* "thinc/backends/linalg.pxd":264
* int32_t nr_row, int32_t nr_col, weight_t eps) noexcept nogil:
* # From https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance
* if nr_row == 0 or nr_col == 0: # <<<<<<<<<<<<<<
* return
* cdef weight_t sum_, sum2
*/
__pyx_t_2 = (__pyx_v_nr_row == 0);
if (!__pyx_t_2) {
} else {
__pyx_t_1 = __pyx_t_2;
goto __pyx_L4_bool_binop_done;
}
__pyx_t_2 = (__pyx_v_nr_col == 0);
__pyx_t_1 = __pyx_t_2;
__pyx_L4_bool_binop_done:;
if (__pyx_t_1) {
/* "thinc/backends/linalg.pxd":265
* # From https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance
* if nr_row == 0 or nr_col == 0:
* return # <<<<<<<<<<<<<<
* cdef weight_t sum_, sum2
* for i in range(nr_col):
*/
goto __pyx_L0;
/* "thinc/backends/linalg.pxd":264
* int32_t nr_row, int32_t nr_col, weight_t eps) noexcept nogil:
* # From https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance
* if nr_row == 0 or nr_col == 0: # <<<<<<<<<<<<<<
* return
* cdef weight_t sum_, sum2
*/
}
/* "thinc/backends/linalg.pxd":267
* return
* cdef weight_t sum_, sum2
* for i in range(nr_col): # <<<<<<<<<<<<<<
* sum_ = 0.0
* sum2 = 0.0
*/
__pyx_t_3 = __pyx_v_nr_col;
__pyx_t_4 = __pyx_t_3;
for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
__pyx_v_i = __pyx_t_5;
/* "thinc/backends/linalg.pxd":268
* cdef weight_t sum_, sum2
* for i in range(nr_col):
* sum_ = 0.0 # <<<<<<<<<<<<<<
* sum2 = 0.0
* for j in range(nr_row):
*/
__pyx_v_sum_ = 0.0;
/* "thinc/backends/linalg.pxd":269
* for i in range(nr_col):
* sum_ = 0.0
* sum2 = 0.0 # <<<<<<<<<<<<<<
* for j in range(nr_row):
* x = mat[j * nr_col + i]
*/
__pyx_v_sum2 = 0.0;
/* "thinc/backends/linalg.pxd":270
* sum_ = 0.0
* sum2 = 0.0
* for j in range(nr_row): # <<<<<<<<<<<<<<
* x = mat[j * nr_col + i]
* sum2 += (x - Ex[i]) ** 2
*/
__pyx_t_6 = __pyx_v_nr_row;
__pyx_t_7 = __pyx_t_6;
for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_7; __pyx_t_8+=1) {
__pyx_v_j = __pyx_t_8;
/* "thinc/backends/linalg.pxd":271
* sum2 = 0.0
* for j in range(nr_row):
* x = mat[j * nr_col + i] # <<<<<<<<<<<<<<
* sum2 += (x - Ex[i]) ** 2
* sum_ += x - Ex[i]
*/
__pyx_v_x = (__pyx_v_mat[((__pyx_v_j * __pyx_v_nr_col) + __pyx_v_i)]);
/* "thinc/backends/linalg.pxd":272
* for j in range(nr_row):
* x = mat[j * nr_col + i]
* sum2 += (x - Ex[i]) ** 2 # <<<<<<<<<<<<<<
* sum_ += x - Ex[i]
* Vx[i] = (sum2 - sum_**2 / nr_row) / nr_row
*/
__pyx_v_sum2 = (__pyx_v_sum2 + powf((__pyx_v_x - (__pyx_v_Ex[__pyx_v_i])), 2.0));
/* "thinc/backends/linalg.pxd":273
* x = mat[j * nr_col + i]
* sum2 += (x - Ex[i]) ** 2
* sum_ += x - Ex[i] # <<<<<<<<<<<<<<
* Vx[i] = (sum2 - sum_**2 / nr_row) / nr_row
* Vx[i] += eps
*/
__pyx_v_sum_ = (__pyx_v_sum_ + (__pyx_v_x - (__pyx_v_Ex[__pyx_v_i])));
}
/* "thinc/backends/linalg.pxd":274
* sum2 += (x - Ex[i]) ** 2
* sum_ += x - Ex[i]
* Vx[i] = (sum2 - sum_**2 / nr_row) / nr_row # <<<<<<<<<<<<<<
* Vx[i] += eps
*/
(__pyx_v_Vx[__pyx_v_i]) = ((__pyx_v_sum2 - (powf(__pyx_v_sum_, 2.0) / __pyx_v_nr_row)) / __pyx_v_nr_row);
/* "thinc/backends/linalg.pxd":275
* sum_ += x - Ex[i]
* Vx[i] = (sum2 - sum_**2 / nr_row) / nr_row
* Vx[i] += eps # <<<<<<<<<<<<<<
*/
__pyx_t_6 = __pyx_v_i;
(__pyx_v_Vx[__pyx_t_6]) = ((__pyx_v_Vx[__pyx_t_6]) + __pyx_v_eps);
}
/* "thinc/backends/linalg.pxd":259
* Vec.mul_i(Ex, 1.0 / nr_row, nr_col)
*
* @staticmethod # <<<<<<<<<<<<<<
* cdef inline void var_row(weight_t* Vx,
* const weight_t* mat, const weight_t* Ex,
*/
/* function exit code */
__pyx_L0:;
}
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struct __pyx_obj_5thinc_8backends_6linalg_Matrix *p;
PyObject *o;
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static struct __pyx_vtabstruct_5thinc_8backends_6linalg_Vec __pyx_vtable_5thinc_8backends_6linalg_Vec;
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struct __pyx_obj_5thinc_8backends_6linalg_Vec *p;
PyObject *o;
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static PyType_Spec __pyx_type_5thinc_8backends_6linalg_Vec_spec = {
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PyObject *o;
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Py_DECREF(module);
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Py_DECREF(value);
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return NULL;
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modname = PyObject_GetAttrString(spec, "name");
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module = PyModule_NewObject(modname);
Py_DECREF(modname);
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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);
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"'type' doesn't have a dictoffset");
return -1;
} else if (unlikely(tp_dictoffset < 0)) {
PyErr_SetString(
PyExc_TypeError,
"'type' has an unexpected negative dictoffset. "
"Please report this as Cython bug");
return -1;
}
return tp_dictoffset;
}
static PyObject *__Pyx_GetTypeDict(PyTypeObject *tp) {
static Py_ssize_t tp_dictoffset = 0;
if (unlikely(tp_dictoffset == 0)) {
tp_dictoffset = __Pyx_GetTypeDictOffset();
if (unlikely(tp_dictoffset == -1 && PyErr_Occurred())) {
tp_dictoffset = 0; // try again next time?
return NULL;
}
}
return *(PyObject**)((char*)tp + tp_dictoffset);
}
#endif
/* SetItemOnTypeDict (used by FixUpExtensionType) */
static int __Pyx__SetItemOnTypeDict(PyTypeObject *tp, PyObject *k, PyObject *v) {
int result;
PyObject *tp_dict;
#if CYTHON_COMPILING_IN_LIMITED_API
tp_dict = __Pyx_GetTypeDict(tp);
if (unlikely(!tp_dict)) return -1;
#else
tp_dict = tp->tp_dict;
#endif
result = PyDict_SetItem(tp_dict, k, v);
if (likely(!result)) {
PyType_Modified(tp);
if (unlikely(PyObject_HasAttr(v, __pyx_mstate_global->__pyx_n_u_set_name))) {
PyObject *setNameResult = PyObject_CallMethodObjArgs(v, __pyx_mstate_global->__pyx_n_u_set_name, (PyObject *) tp, k, NULL);
if (!setNameResult) return -1;
Py_DECREF(setNameResult);
}
}
return result;
}
/* FixUpExtensionType */
static int __Pyx_fix_up_extension_type_from_spec(PyType_Spec *spec, PyTypeObject *type) {
#if __PYX_LIMITED_VERSION_HEX > 0x030900B1
CYTHON_UNUSED_VAR(spec);
CYTHON_UNUSED_VAR(type);
CYTHON_UNUSED_VAR(__Pyx__SetItemOnTypeDict);
#else
const PyType_Slot *slot = spec->slots;
int changed = 0;
#if !CYTHON_COMPILING_IN_LIMITED_API
while (slot && slot->slot && slot->slot != Py_tp_members)
slot++;
if (slot && slot->slot == Py_tp_members) {
#if !CYTHON_COMPILING_IN_CPYTHON
const
#endif // !CYTHON_COMPILING_IN_CPYTHON)
PyMemberDef *memb = (PyMemberDef*) slot->pfunc;
while (memb && memb->name) {
if (memb->name[0] == '_' && memb->name[1] == '_') {
if (strcmp(memb->name, "__weaklistoffset__") == 0) {
assert(memb->type == T_PYSSIZET);
assert(memb->flags == READONLY);
type->tp_weaklistoffset = memb->offset;
changed = 1;
}
else if (strcmp(memb->name, "__dictoffset__") == 0) {
assert(memb->type == T_PYSSIZET);
assert(memb->flags == READONLY);
type->tp_dictoffset = memb->offset;
changed = 1;
}
#if CYTHON_METH_FASTCALL
else if (strcmp(memb->name, "__vectorcalloffset__") == 0) {
assert(memb->type == T_PYSSIZET);
assert(memb->flags == READONLY);
type->tp_vectorcall_offset = memb->offset;
changed = 1;
}
#endif // CYTHON_METH_FASTCALL
#if !CYTHON_COMPILING_IN_PYPY
else if (strcmp(memb->name, "__module__") == 0) {
PyObject *descr;
assert(memb->type == T_OBJECT);
assert(memb->flags == 0 || memb->flags == READONLY);
descr = PyDescr_NewMember(type, memb);
if (unlikely(!descr))
return -1;
int set_item_result = PyDict_SetItem(type->tp_dict, PyDescr_NAME(descr), descr);
Py_DECREF(descr);
if (unlikely(set_item_result < 0)) {
return -1;
}
changed = 1;
}
#endif // !CYTHON_COMPILING_IN_PYPY
}
memb++;
}
}
#endif // !CYTHON_COMPILING_IN_LIMITED_API
#if !CYTHON_COMPILING_IN_PYPY
slot = spec->slots;
while (slot && slot->slot && slot->slot != Py_tp_getset)
slot++;
if (slot && slot->slot == Py_tp_getset) {
PyGetSetDef *getset = (PyGetSetDef*) slot->pfunc;
while (getset && getset->name) {
if (getset->name[0] == '_' && getset->name[1] == '_' && strcmp(getset->name, "__module__") == 0) {
PyObject *descr = PyDescr_NewGetSet(type, getset);
if (unlikely(!descr))
return -1;
#if CYTHON_COMPILING_IN_LIMITED_API
PyObject *pyname = PyUnicode_FromString(getset->name);
if (unlikely(!pyname)) {
Py_DECREF(descr);
return -1;
}
int set_item_result = __Pyx_SetItemOnTypeDict(type, pyname, descr);
Py_DECREF(pyname);
#else
CYTHON_UNUSED_VAR(__Pyx__SetItemOnTypeDict);
int set_item_result = PyDict_SetItem(type->tp_dict, PyDescr_NAME(descr), descr);
#endif
Py_DECREF(descr);
if (unlikely(set_item_result < 0)) {
return -1;
}
changed = 1;
}
++getset;
}
}
#else
CYTHON_UNUSED_VAR(__Pyx__SetItemOnTypeDict);
#endif // !CYTHON_COMPILING_IN_PYPY
if (changed)
PyType_Modified(type);
#endif // PY_VERSION_HEX > 0x030900B1
return 0;
}
/* PyObjectCall (used by PyObjectFastCall) */
#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(" 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
/* PyObjectCallMethO (used by PyObjectFastCall) */
#if CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) {
PyObject *self, *result;
PyCFunction cfunc;
cfunc = __Pyx_CyOrPyCFunction_GET_FUNCTION(func);
self = __Pyx_CyOrPyCFunction_GET_SELF(func);
if (unlikely(Py_EnterRecursiveCall(" 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
/* PyObjectFastCall (used by PyObjectCallNoArg) */
#if PY_VERSION_HEX < 0x03090000 || CYTHON_COMPILING_IN_LIMITED_API
static PyObject* __Pyx_PyObject_FastCall_fallback(PyObject *func, PyObject * const*args, size_t nargs, PyObject *kwargs) {
PyObject *argstuple;
PyObject *result = 0;
size_t i;
argstuple = PyTuple_New((Py_ssize_t)nargs);
if (unlikely(!argstuple)) return NULL;
for (i = 0; i < nargs; i++) {
Py_INCREF(args[i]);
if (__Pyx_PyTuple_SET_ITEM(argstuple, (Py_ssize_t)i, args[i]) != (0)) goto bad;
}
result = __Pyx_PyObject_Call(func, argstuple, kwargs);
bad:
Py_DECREF(argstuple);
return result;
}
#endif
#if CYTHON_VECTORCALL && !CYTHON_COMPILING_IN_LIMITED_API
#if PY_VERSION_HEX < 0x03090000
#define __Pyx_PyVectorcall_Function(callable) _PyVectorcall_Function(callable)
#elif CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE vectorcallfunc __Pyx_PyVectorcall_Function(PyObject *callable) {
PyTypeObject *tp = Py_TYPE(callable);
#if defined(__Pyx_CyFunction_USED)
if (__Pyx_CyFunction_CheckExact(callable)) {
return __Pyx_CyFunction_func_vectorcall(callable);
}
#endif
if (!PyType_HasFeature(tp, Py_TPFLAGS_HAVE_VECTORCALL)) {
return NULL;
}
assert(PyCallable_Check(callable));
Py_ssize_t offset = tp->tp_vectorcall_offset;
assert(offset > 0);
vectorcallfunc ptr;
memcpy(&ptr, (char *) callable + offset, sizeof(ptr));
return ptr;
}
#else
#define __Pyx_PyVectorcall_Function(callable) PyVectorcall_Function(callable)
#endif
#endif
static CYTHON_INLINE PyObject* __Pyx_PyObject_FastCallDict(PyObject *func, PyObject *const *args, size_t _nargs, PyObject *kwargs) {
Py_ssize_t nargs = __Pyx_PyVectorcall_NARGS(_nargs);
#if CYTHON_COMPILING_IN_CPYTHON
if (nargs == 0 && kwargs == NULL) {
if (__Pyx_CyOrPyCFunction_Check(func) && likely( __Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_NOARGS))
return __Pyx_PyObject_CallMethO(func, NULL);
}
else if (nargs == 1 && kwargs == NULL) {
if (__Pyx_CyOrPyCFunction_Check(func) && likely( __Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_O))
return __Pyx_PyObject_CallMethO(func, args[0]);
}
#endif
if (kwargs == NULL) {
#if CYTHON_VECTORCALL
#if CYTHON_COMPILING_IN_LIMITED_API
return PyObject_Vectorcall(func, args, _nargs, NULL);
#else
vectorcallfunc f = __Pyx_PyVectorcall_Function(func);
if (f) {
return f(func, args, _nargs, NULL);
}
#endif
#endif
}
if (nargs == 0) {
return __Pyx_PyObject_Call(func, __pyx_mstate_global->__pyx_empty_tuple, kwargs);
}
#if PY_VERSION_HEX >= 0x03090000 && !CYTHON_COMPILING_IN_LIMITED_API
return PyObject_VectorcallDict(func, args, (size_t)nargs, kwargs);
#else
return __Pyx_PyObject_FastCall_fallback(func, args, (size_t)nargs, kwargs);
#endif
}
/* PyObjectCallNoArg (used by PyObjectCallMethod0) */
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallNoArg(PyObject *func) {
PyObject *arg[2] = {NULL, NULL};
return __Pyx_PyObject_FastCall(func, arg + 1, 0 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
}
/* PyObjectCallOneArg (used by PyObjectCallMethod0) */
static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
PyObject *args[2] = {NULL, arg};
return __Pyx_PyObject_FastCall(func, args+1, 1 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET);
}
/* PyObjectGetAttrStr (used by PyObjectGetMethod) */
#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);
return PyObject_GetAttr(obj, attr_name);
}
#endif
/* PyObjectGetMethod (used by PyObjectCallMethod0) */
#if !(CYTHON_VECTORCALL && (__PYX_LIMITED_VERSION_HEX >= 0x030C0000 || (!CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x03090000)))
static int __Pyx_PyObject_GetMethod(PyObject *obj, PyObject *name, PyObject **method) {
PyObject *attr;
#if CYTHON_UNPACK_METHODS && CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_PYTYPE_LOOKUP
__Pyx_TypeName type_name;
PyTypeObject *tp = Py_TYPE(obj);
PyObject *descr;
descrgetfunc f = NULL;
PyObject **dictptr, *dict;
int meth_found = 0;
assert (*method == NULL);
if (unlikely(tp->tp_getattro != PyObject_GenericGetAttr)) {
attr = __Pyx_PyObject_GetAttrStr(obj, name);
goto try_unpack;
}
if (unlikely(tp->tp_dict == NULL) && unlikely(PyType_Ready(tp) < 0)) {
return 0;
}
descr = _PyType_Lookup(tp, name);
if (likely(descr != NULL)) {
Py_INCREF(descr);
#if defined(Py_TPFLAGS_METHOD_DESCRIPTOR) && Py_TPFLAGS_METHOD_DESCRIPTOR
if (__Pyx_PyType_HasFeature(Py_TYPE(descr), Py_TPFLAGS_METHOD_DESCRIPTOR))
#else
#ifdef __Pyx_CyFunction_USED
if (likely(PyFunction_Check(descr) || __Pyx_IS_TYPE(descr, &PyMethodDescr_Type) || __Pyx_CyFunction_Check(descr)))
#else
if (likely(PyFunction_Check(descr) || __Pyx_IS_TYPE(descr, &PyMethodDescr_Type)))
#endif
#endif
{
meth_found = 1;
} else {
f = Py_TYPE(descr)->tp_descr_get;
if (f != NULL && PyDescr_IsData(descr)) {
attr = f(descr, obj, (PyObject *)Py_TYPE(obj));
Py_DECREF(descr);
goto try_unpack;
}
}
}
dictptr = _PyObject_GetDictPtr(obj);
if (dictptr != NULL && (dict = *dictptr) != NULL) {
Py_INCREF(dict);
attr = __Pyx_PyDict_GetItemStr(dict, name);
if (attr != NULL) {
Py_INCREF(attr);
Py_DECREF(dict);
Py_XDECREF(descr);
goto try_unpack;
}
Py_DECREF(dict);
}
if (meth_found) {
*method = descr;
return 1;
}
if (f != NULL) {
attr = f(descr, obj, (PyObject *)Py_TYPE(obj));
Py_DECREF(descr);
goto try_unpack;
}
if (likely(descr != NULL)) {
*method = descr;
return 0;
}
type_name = __Pyx_PyType_GetFullyQualifiedName(tp);
PyErr_Format(PyExc_AttributeError,
"'" __Pyx_FMT_TYPENAME "' object has no attribute '%U'",
type_name, name);
__Pyx_DECREF_TypeName(type_name);
return 0;
#else
attr = __Pyx_PyObject_GetAttrStr(obj, name);
goto try_unpack;
#endif
try_unpack:
#if CYTHON_UNPACK_METHODS
if (likely(attr) && PyMethod_Check(attr) && likely(PyMethod_GET_SELF(attr) == obj)) {
PyObject *function = PyMethod_GET_FUNCTION(attr);
Py_INCREF(function);
Py_DECREF(attr);
*method = function;
return 1;
}
#endif
*method = attr;
return 0;
}
#endif
/* PyObjectCallMethod0 (used by PyType_Ready) */
static PyObject* __Pyx_PyObject_CallMethod0(PyObject* obj, PyObject* method_name) {
#if CYTHON_VECTORCALL && (__PYX_LIMITED_VERSION_HEX >= 0x030C0000 || (!CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x03090000))
PyObject *args[1] = {obj};
(void) __Pyx_PyObject_CallOneArg;
(void) __Pyx_PyObject_CallNoArg;
return PyObject_VectorcallMethod(method_name, args, 1 | PY_VECTORCALL_ARGUMENTS_OFFSET, NULL);
#else
PyObject *method = NULL, *result = NULL;
int is_method = __Pyx_PyObject_GetMethod(obj, method_name, &method);
if (likely(is_method)) {
result = __Pyx_PyObject_CallOneArg(method, obj);
Py_DECREF(method);
return result;
}
if (unlikely(!method)) goto bad;
result = __Pyx_PyObject_CallNoArg(method);
Py_DECREF(method);
bad:
return result;
#endif
}
/* ValidateBasesTuple (used by PyType_Ready) */
#if CYTHON_COMPILING_IN_CPYTHON || CYTHON_COMPILING_IN_LIMITED_API || CYTHON_USE_TYPE_SPECS
static int __Pyx_validate_bases_tuple(const char *type_name, Py_ssize_t dictoffset, PyObject *bases) {
Py_ssize_t i, n;
#if CYTHON_ASSUME_SAFE_SIZE
n = PyTuple_GET_SIZE(bases);
#else
n = PyTuple_Size(bases);
if (unlikely(n < 0)) return -1;
#endif
for (i = 1; i < n; i++)
{
PyTypeObject *b;
#if CYTHON_AVOID_BORROWED_REFS
PyObject *b0 = PySequence_GetItem(bases, i);
if (!b0) return -1;
#elif CYTHON_ASSUME_SAFE_MACROS
PyObject *b0 = PyTuple_GET_ITEM(bases, i);
#else
PyObject *b0 = PyTuple_GetItem(bases, i);
if (!b0) return -1;
#endif
b = (PyTypeObject*) b0;
if (!__Pyx_PyType_HasFeature(b, Py_TPFLAGS_HEAPTYPE))
{
__Pyx_TypeName b_name = __Pyx_PyType_GetFullyQualifiedName(b);
PyErr_Format(PyExc_TypeError,
"base class '" __Pyx_FMT_TYPENAME "' is not a heap type", b_name);
__Pyx_DECREF_TypeName(b_name);
#if CYTHON_AVOID_BORROWED_REFS
Py_DECREF(b0);
#endif
return -1;
}
if (dictoffset == 0)
{
Py_ssize_t b_dictoffset = 0;
#if CYTHON_USE_TYPE_SLOTS
b_dictoffset = b->tp_dictoffset;
#else
PyObject *py_b_dictoffset = PyObject_GetAttrString((PyObject*)b, "__dictoffset__");
if (!py_b_dictoffset) goto dictoffset_return;
b_dictoffset = PyLong_AsSsize_t(py_b_dictoffset);
Py_DECREF(py_b_dictoffset);
if (b_dictoffset == -1 && PyErr_Occurred()) goto dictoffset_return;
#endif
if (b_dictoffset) {
{
__Pyx_TypeName b_name = __Pyx_PyType_GetFullyQualifiedName(b);
PyErr_Format(PyExc_TypeError,
"extension type '%.200s' has no __dict__ slot, "
"but base type '" __Pyx_FMT_TYPENAME "' has: "
"either add 'cdef dict __dict__' to the extension type "
"or add '__slots__ = [...]' to the base type",
type_name, b_name);
__Pyx_DECREF_TypeName(b_name);
}
#if !CYTHON_USE_TYPE_SLOTS
dictoffset_return:
#endif
#if CYTHON_AVOID_BORROWED_REFS
Py_DECREF(b0);
#endif
return -1;
}
}
#if CYTHON_AVOID_BORROWED_REFS
Py_DECREF(b0);
#endif
}
return 0;
}
#endif
/* PyType_Ready */
CYTHON_UNUSED static int __Pyx_PyType_HasMultipleInheritance(PyTypeObject *t) {
while (t) {
PyObject *bases = __Pyx_PyType_GetSlot(t, tp_bases, PyObject*);
if (bases) {
return 1;
}
t = __Pyx_PyType_GetSlot(t, tp_base, PyTypeObject*);
}
return 0;
}
static int __Pyx_PyType_Ready(PyTypeObject *t) {
#if CYTHON_USE_TYPE_SPECS || !CYTHON_COMPILING_IN_CPYTHON || defined(PYSTON_MAJOR_VERSION)
(void)__Pyx_PyObject_CallMethod0;
#if CYTHON_USE_TYPE_SPECS
(void)__Pyx_validate_bases_tuple;
#endif
return PyType_Ready(t);
#else
int r;
if (!__Pyx_PyType_HasMultipleInheritance(t)) {
return PyType_Ready(t);
}
PyObject *bases = __Pyx_PyType_GetSlot(t, tp_bases, PyObject*);
if (bases && unlikely(__Pyx_validate_bases_tuple(t->tp_name, t->tp_dictoffset, bases) == -1))
return -1;
#if !defined(PYSTON_MAJOR_VERSION)
{
int gc_was_enabled;
#if PY_VERSION_HEX >= 0x030A00b1
gc_was_enabled = PyGC_Disable();
(void)__Pyx_PyObject_CallMethod0;
#else
PyObject *ret, *py_status;
PyObject *gc = NULL;
#if (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM+0 >= 0x07030400) &&\
!CYTHON_COMPILING_IN_GRAAL
gc = PyImport_GetModule(__pyx_mstate_global->__pyx_kp_u_gc);
#endif
if (unlikely(!gc)) gc = PyImport_Import(__pyx_mstate_global->__pyx_kp_u_gc);
if (unlikely(!gc)) return -1;
py_status = __Pyx_PyObject_CallMethod0(gc, __pyx_mstate_global->__pyx_kp_u_isenabled);
if (unlikely(!py_status)) {
Py_DECREF(gc);
return -1;
}
gc_was_enabled = __Pyx_PyObject_IsTrue(py_status);
Py_DECREF(py_status);
if (gc_was_enabled > 0) {
ret = __Pyx_PyObject_CallMethod0(gc, __pyx_mstate_global->__pyx_kp_u_disable);
if (unlikely(!ret)) {
Py_DECREF(gc);
return -1;
}
Py_DECREF(ret);
} else if (unlikely(gc_was_enabled == -1)) {
Py_DECREF(gc);
return -1;
}
#endif
t->tp_flags |= Py_TPFLAGS_HEAPTYPE;
#if PY_VERSION_HEX >= 0x030A0000
t->tp_flags |= Py_TPFLAGS_IMMUTABLETYPE;
#endif
#else
(void)__Pyx_PyObject_CallMethod0;
#endif
r = PyType_Ready(t);
#if !defined(PYSTON_MAJOR_VERSION)
t->tp_flags &= ~Py_TPFLAGS_HEAPTYPE;
#if PY_VERSION_HEX >= 0x030A00b1
if (gc_was_enabled)
PyGC_Enable();
#else
if (gc_was_enabled) {
PyObject *tp, *v, *tb;
PyErr_Fetch(&tp, &v, &tb);
ret = __Pyx_PyObject_CallMethod0(gc, __pyx_mstate_global->__pyx_kp_u_enable);
if (likely(ret || r == -1)) {
Py_XDECREF(ret);
PyErr_Restore(tp, v, tb);
} else {
Py_XDECREF(tp);
Py_XDECREF(v);
Py_XDECREF(tb);
r = -1;
}
}
Py_DECREF(gc);
#endif
}
#endif
return r;
#endif
}
/* SetVTable */
static int __Pyx_SetVtable(PyTypeObject *type, void *vtable) {
PyObject *ob = PyCapsule_New(vtable, 0, 0);
if (unlikely(!ob))
goto bad;
#if CYTHON_COMPILING_IN_LIMITED_API
if (unlikely(PyObject_SetAttr((PyObject *) type, __pyx_mstate_global->__pyx_n_u_pyx_vtable, ob) < 0))
#else
if (unlikely(PyDict_SetItem(type->tp_dict, __pyx_mstate_global->__pyx_n_u_pyx_vtable, ob) < 0))
#endif
goto bad;
Py_DECREF(ob);
return 0;
bad:
Py_XDECREF(ob);
return -1;
}
/* GetVTable (used by MergeVTables) */
static void* __Pyx_GetVtable(PyTypeObject *type) {
void* ptr;
#if CYTHON_COMPILING_IN_LIMITED_API
PyObject *ob = PyObject_GetAttr((PyObject *)type, __pyx_mstate_global->__pyx_n_u_pyx_vtable);
#else
PyObject *ob = PyObject_GetItem(type->tp_dict, __pyx_mstate_global->__pyx_n_u_pyx_vtable);
#endif
if (!ob)
goto bad;
ptr = PyCapsule_GetPointer(ob, 0);
if (!ptr && !PyErr_Occurred())
PyErr_SetString(PyExc_RuntimeError, "invalid vtable found for imported type");
Py_DECREF(ob);
return ptr;
bad:
Py_XDECREF(ob);
return NULL;
}
/* MergeVTables */
static int __Pyx_MergeVtables(PyTypeObject *type) {
int i=0;
Py_ssize_t size;
void** base_vtables;
__Pyx_TypeName tp_base_name = NULL;
__Pyx_TypeName base_name = NULL;
void* unknown = (void*)-1;
PyObject* bases = __Pyx_PyType_GetSlot(type, tp_bases, PyObject*);
int base_depth = 0;
{
PyTypeObject* base = __Pyx_PyType_GetSlot(type, tp_base, PyTypeObject*);
while (base) {
base_depth += 1;
base = __Pyx_PyType_GetSlot(base, tp_base, PyTypeObject*);
}
}
base_vtables = (void**) PyMem_Malloc(sizeof(void*) * (size_t)(base_depth + 1));
base_vtables[0] = unknown;
#if CYTHON_COMPILING_IN_LIMITED_API
size = PyTuple_Size(bases);
if (size < 0) goto other_failure;
#else
size = PyTuple_GET_SIZE(bases);
#endif
for (i = 1; i < size; i++) {
PyObject *basei;
void* base_vtable;
#if CYTHON_AVOID_BORROWED_REFS
basei = PySequence_GetItem(bases, i);
if (unlikely(!basei)) goto other_failure;
#elif !CYTHON_ASSUME_SAFE_MACROS
basei = PyTuple_GetItem(bases, i);
if (unlikely(!basei)) goto other_failure;
#else
basei = PyTuple_GET_ITEM(bases, i);
#endif
base_vtable = __Pyx_GetVtable((PyTypeObject*)basei);
#if CYTHON_AVOID_BORROWED_REFS
Py_DECREF(basei);
#endif
if (base_vtable != NULL) {
int j;
PyTypeObject* base = __Pyx_PyType_GetSlot(type, tp_base, PyTypeObject*);
for (j = 0; j < base_depth; j++) {
if (base_vtables[j] == unknown) {
base_vtables[j] = __Pyx_GetVtable(base);
base_vtables[j + 1] = unknown;
}
if (base_vtables[j] == base_vtable) {
break;
} else if (base_vtables[j] == NULL) {
goto bad;
}
base = __Pyx_PyType_GetSlot(base, tp_base, PyTypeObject*);
}
}
}
PyErr_Clear();
PyMem_Free(base_vtables);
return 0;
bad:
{
PyTypeObject* basei = NULL;
PyTypeObject* tp_base = __Pyx_PyType_GetSlot(type, tp_base, PyTypeObject*);
tp_base_name = __Pyx_PyType_GetFullyQualifiedName(tp_base);
#if CYTHON_AVOID_BORROWED_REFS
basei = (PyTypeObject*)PySequence_GetItem(bases, i);
if (unlikely(!basei)) goto really_bad;
#elif !CYTHON_ASSUME_SAFE_MACROS
basei = (PyTypeObject*)PyTuple_GetItem(bases, i);
if (unlikely(!basei)) goto really_bad;
#else
basei = (PyTypeObject*)PyTuple_GET_ITEM(bases, i);
#endif
base_name = __Pyx_PyType_GetFullyQualifiedName(basei);
#if CYTHON_AVOID_BORROWED_REFS
Py_DECREF(basei);
#endif
}
PyErr_Format(PyExc_TypeError,
"multiple bases have vtable conflict: '" __Pyx_FMT_TYPENAME "' and '" __Pyx_FMT_TYPENAME "'", tp_base_name, base_name);
#if CYTHON_AVOID_BORROWED_REFS || !CYTHON_ASSUME_SAFE_MACROS
really_bad: // bad has failed!
#endif
__Pyx_DECREF_TypeName(tp_base_name);
__Pyx_DECREF_TypeName(base_name);
#if CYTHON_COMPILING_IN_LIMITED_API || CYTHON_AVOID_BORROWED_REFS || !CYTHON_ASSUME_SAFE_MACROS
other_failure:
#endif
PyMem_Free(base_vtables);
return -1;
}
/* TypeImport */
#ifndef __PYX_HAVE_RT_ImportType_3_2_1
#define __PYX_HAVE_RT_ImportType_3_2_1
static PyTypeObject *__Pyx_ImportType_3_2_1(PyObject *module, const char *module_name, const char *class_name,
size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_2_1 check_size)
{
PyObject *result = 0;
Py_ssize_t basicsize;
Py_ssize_t itemsize;
#if defined(Py_LIMITED_API) || (defined(CYTHON_COMPILING_IN_LIMITED_API) && CYTHON_COMPILING_IN_LIMITED_API)
PyObject *py_basicsize;
PyObject *py_itemsize;
#endif
result = PyObject_GetAttrString(module, class_name);
if (!result)
goto bad;
if (!PyType_Check(result)) {
PyErr_Format(PyExc_TypeError,
"%.200s.%.200s is not a type object",
module_name, class_name);
goto bad;
}
#if !( defined(Py_LIMITED_API) || (defined(CYTHON_COMPILING_IN_LIMITED_API) && CYTHON_COMPILING_IN_LIMITED_API) )
basicsize = ((PyTypeObject *)result)->tp_basicsize;
itemsize = ((PyTypeObject *)result)->tp_itemsize;
#else
if (size == 0) {
return (PyTypeObject *)result;
}
py_basicsize = PyObject_GetAttrString(result, "__basicsize__");
if (!py_basicsize)
goto bad;
basicsize = PyLong_AsSsize_t(py_basicsize);
Py_DECREF(py_basicsize);
py_basicsize = 0;
if (basicsize == (Py_ssize_t)-1 && PyErr_Occurred())
goto bad;
py_itemsize = PyObject_GetAttrString(result, "__itemsize__");
if (!py_itemsize)
goto bad;
itemsize = PyLong_AsSsize_t(py_itemsize);
Py_DECREF(py_itemsize);
py_itemsize = 0;
if (itemsize == (Py_ssize_t)-1 && PyErr_Occurred())
goto bad;
#endif
if (itemsize) {
if (size % alignment) {
alignment = size % alignment;
}
if (itemsize < (Py_ssize_t)alignment)
itemsize = (Py_ssize_t)alignment;
}
if ((size_t)(basicsize + itemsize) < size) {
PyErr_Format(PyExc_ValueError,
"%.200s.%.200s size changed, may indicate binary incompatibility. "
"Expected %zd from C header, got %zd from PyObject",
module_name, class_name, size, basicsize+itemsize);
goto bad;
}
if (check_size == __Pyx_ImportType_CheckSize_Error_3_2_1 &&
((size_t)basicsize > size || (size_t)(basicsize + itemsize) < size)) {
PyErr_Format(PyExc_ValueError,
"%.200s.%.200s size changed, may indicate binary incompatibility. "
"Expected %zd from C header, got %zd-%zd from PyObject",
module_name, class_name, size, basicsize, basicsize+itemsize);
goto bad;
}
else if (check_size == __Pyx_ImportType_CheckSize_Warn_3_2_1 && (size_t)basicsize > size) {
if (PyErr_WarnFormat(NULL, 0,
"%.200s.%.200s size changed, may indicate binary incompatibility. "
"Expected %zd from C header, got %zd from PyObject",
module_name, class_name, size, basicsize) < 0) {
goto bad;
}
}
return (PyTypeObject *)result;
bad:
Py_XDECREF(result);
return NULL;
}
#endif
/* PyErrExceptionMatches (used by PyObjectGetAttrStrNoError) */
#if CYTHON_FAST_THREAD_STATE
static int __Pyx_PyErr_ExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
Py_ssize_t i, n;
n = PyTuple_GET_SIZE(tuple);
for (i=0; i<n; i++) {
if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
}
for (i=0; i<n; i++) {
if (__Pyx_PyErr_GivenExceptionMatches(exc_type, PyTuple_GET_ITEM(tuple, i))) return 1;
}
return 0;
}
static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err) {
int result;
PyObject *exc_type;
#if PY_VERSION_HEX >= 0x030C00A6
PyObject *current_exception = tstate->current_exception;
if (unlikely(!current_exception)) return 0;
exc_type = (PyObject*) Py_TYPE(current_exception);
if (exc_type == err) return 1;
#else
exc_type = tstate->curexc_type;
if (exc_type == err) return 1;
if (unlikely(!exc_type)) return 0;
#endif
#if CYTHON_AVOID_BORROWED_REFS
Py_INCREF(exc_type);
#endif
if (unlikely(PyTuple_Check(err))) {
result = __Pyx_PyErr_ExceptionMatchesTuple(exc_type, err);
} else {
result = __Pyx_PyErr_GivenExceptionMatches(exc_type, err);
}
#if CYTHON_AVOID_BORROWED_REFS
Py_DECREF(exc_type);
#endif
return result;
}
#endif
/* PyObjectGetAttrStrNoError (used by HasAttr) */
#if __PYX_LIMITED_VERSION_HEX < 0x030d0000
static void __Pyx_PyObject_GetAttrStr_ClearAttributeError(void) {
__Pyx_PyThreadState_declare
__Pyx_PyThreadState_assign
if (likely(__Pyx_PyErr_ExceptionMatches(PyExc_AttributeError)))
__Pyx_PyErr_Clear();
}
#endif
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name) {
PyObject *result;
#if __PYX_LIMITED_VERSION_HEX >= 0x030d0000
(void) PyObject_GetOptionalAttr(obj, attr_name, &result);
return result;
#else
#if CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_TYPE_SLOTS
PyTypeObject* tp = Py_TYPE(obj);
if (likely(tp->tp_getattro == PyObject_GenericGetAttr)) {
return _PyObject_GenericGetAttrWithDict(obj, attr_name, NULL, 1);
}
#endif
result = __Pyx_PyObject_GetAttrStr(obj, attr_name);
if (unlikely(!result)) {
__Pyx_PyObject_GetAttrStr_ClearAttributeError();
}
return result;
#endif
}
/* HasAttr (used by ImportImpl) */
#if __PYX_LIMITED_VERSION_HEX < 0x030d0000
static CYTHON_INLINE int __Pyx_HasAttr(PyObject *o, PyObject *n) {
PyObject *r;
if (unlikely(!PyUnicode_Check(n))) {
PyErr_SetString(PyExc_TypeError,
"hasattr(): attribute name must be string");
return -1;
}
r = __Pyx_PyObject_GetAttrStrNoError(o, n);
if (!r) {
return (unlikely(PyErr_Occurred())) ? -1 : 0;
} else {
Py_DECREF(r);
return 1;
}
}
#endif
/* TupleAndListFromArray (used by ImportImpl) */
#if !CYTHON_COMPILING_IN_CPYTHON && CYTHON_METH_FASTCALL
static CYTHON_INLINE PyObject *
__Pyx_PyTuple_FromArray(PyObject *const *src, Py_ssize_t n)
{
PyObject *res;
Py_ssize_t i;
if (n <= 0) {
return __Pyx_NewRef(__pyx_mstate_global->__pyx_empty_tuple);
}
res = PyTuple_New(n);
if (unlikely(res == NULL)) return NULL;
for (i = 0; i < n; i++) {
if (unlikely(__Pyx_PyTuple_SET_ITEM(res, i, src[i]) < (0))) {
Py_DECREF(res);
return NULL;
}
Py_INCREF(src[i]);
}
return res;
}
#elif CYTHON_COMPILING_IN_CPYTHON
static CYTHON_INLINE void __Pyx_copy_object_array(PyObject *const *CYTHON_RESTRICT src, PyObject** CYTHON_RESTRICT dest, Py_ssize_t length) {
PyObject *v;
Py_ssize_t i;
for (i = 0; i < length; i++) {
v = dest[i] = src[i];
Py_INCREF(v);
}
}
static CYTHON_INLINE PyObject *
__Pyx_PyTuple_FromArray(PyObject *const *src, Py_ssize_t n)
{
PyObject *res;
if (n <= 0) {
return __Pyx_NewRef(__pyx_mstate_global->__pyx_empty_tuple);
}
res = PyTuple_New(n);
if (unlikely(res == NULL)) return NULL;
__Pyx_copy_object_array(src, ((PyTupleObject*)res)->ob_item, n);
return res;
}
static CYTHON_INLINE PyObject *
__Pyx_PyList_FromArray(PyObject *const *src, Py_ssize_t n)
{
PyObject *res;
if (n <= 0) {
return PyList_New(0);
}
res = PyList_New(n);
if (unlikely(res == NULL)) return NULL;
__Pyx_copy_object_array(src, ((PyListObject*)res)->ob_item, n);
return res;
}
#endif
/* ImportImpl (used by Import) */
static int __Pyx__Import_GetModule(PyObject *qualname, PyObject **module) {
PyObject *imported_module = PyImport_GetModule(qualname);
if (unlikely(!imported_module)) {
*module = NULL;
if (PyErr_Occurred()) {
return -1;
}
return 0;
}
*module = imported_module;
return 1;
}
static int __Pyx__Import_Lookup(PyObject *qualname, PyObject *const *imported_names, Py_ssize_t len_imported_names, PyObject **module) {
PyObject *imported_module;
PyObject *top_level_package_name;
Py_ssize_t i;
int status, module_found;
Py_ssize_t dot_index;
module_found = __Pyx__Import_GetModule(qualname, &imported_module);
if (unlikely(!module_found || module_found == -1)) {
*module = NULL;
return module_found;
}
if (imported_names) {
for (i = 0; i < len_imported_names; i++) {
PyObject *imported_name = imported_names[i];
#if __PYX_LIMITED_VERSION_HEX < 0x030d0000
int has_imported_attribute = PyObject_HasAttr(imported_module, imported_name);
#else
int has_imported_attribute = PyObject_HasAttrWithError(imported_module, imported_name);
if (unlikely(has_imported_attribute == -1)) goto error;
#endif
if (!has_imported_attribute) {
goto not_found;
}
}
*module = imported_module;
return 1;
}
dot_index = PyUnicode_FindChar(qualname, '.', 0, PY_SSIZE_T_MAX, 1);
if (dot_index == -1) {
*module = imported_module;
return 1;
}
if (unlikely(dot_index == -2)) goto error;
top_level_package_name = PyUnicode_Substring(qualname, 0, dot_index);
if (unlikely(!top_level_package_name)) goto error;
Py_DECREF(imported_module);
status = __Pyx__Import_GetModule(top_level_package_name, module);
Py_DECREF(top_level_package_name);
return status;
error:
Py_DECREF(imported_module);
*module = NULL;
return -1;
not_found:
Py_DECREF(imported_module);
*module = NULL;
return 0;
}
static PyObject *__Pyx__Import(PyObject *name, PyObject *const *imported_names, Py_ssize_t len_imported_names, PyObject *qualname, PyObject *moddict, int level) {
PyObject *module = 0;
PyObject *empty_dict = 0;
PyObject *from_list = 0;
int module_found;
if (!qualname) {
qualname = name;
}
module_found = __Pyx__Import_Lookup(qualname, imported_names, len_imported_names, &module);
if (likely(module_found == 1)) {
return module;
} else if (unlikely(module_found == -1)) {
return NULL;
}
empty_dict = PyDict_New();
if (unlikely(!empty_dict))
goto bad;
if (imported_names) {
#if CYTHON_COMPILING_IN_CPYTHON
from_list = __Pyx_PyList_FromArray(imported_names, len_imported_names);
if (unlikely(!from_list))
goto bad;
#else
from_list = PyList_New(len_imported_names);
if (unlikely(!from_list)) goto bad;
for (Py_ssize_t i=0; i<len_imported_names; ++i) {
if (PyList_SetItem(from_list, i, __Pyx_NewRef(imported_names[i])) < 0) goto bad;
}
#endif
}
if (level == -1) {
const char* package_sep = strchr(__Pyx_MODULE_NAME, '.');
if (package_sep != (0)) {
module = PyImport_ImportModuleLevelObject(
name, moddict, empty_dict, from_list, 1);
if (unlikely(!module)) {
if (unlikely(!PyErr_ExceptionMatches(PyExc_ImportError)))
goto bad;
PyErr_Clear();
}
}
level = 0;
}
if (!module) {
module = PyImport_ImportModuleLevelObject(
name, moddict, empty_dict, from_list, level);
}
bad:
Py_XDECREF(from_list);
Py_XDECREF(empty_dict);
return module;
}
/* Import */
static PyObject *__Pyx_Import(PyObject *name, PyObject *const *imported_names, Py_ssize_t len_imported_names, PyObject *qualname, int level) {
return __Pyx__Import(name, imported_names, len_imported_names, qualname, __pyx_mstate_global->__pyx_d, level);
}
/* GetTopmostException (used by SaveResetException) */
#if CYTHON_USE_EXC_INFO_STACK && CYTHON_FAST_THREAD_STATE
static _PyErr_StackItem *
__Pyx_PyErr_GetTopmostException(PyThreadState *tstate)
{
_PyErr_StackItem *exc_info = tstate->exc_info;
while ((exc_info->exc_value == NULL || exc_info->exc_value == Py_None) &&
exc_info->previous_item != NULL)
{
exc_info = exc_info->previous_item;
}
return exc_info;
}
#endif
/* SaveResetException */
#if CYTHON_FAST_THREAD_STATE
static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
#if CYTHON_USE_EXC_INFO_STACK && PY_VERSION_HEX >= 0x030B00a4
_PyErr_StackItem *exc_info = __Pyx_PyErr_GetTopmostException(tstate);
PyObject *exc_value = exc_info->exc_value;
if (exc_value == NULL || exc_value == Py_None) {
*value = NULL;
*type = NULL;
*tb = NULL;
} else {
*value = exc_value;
Py_INCREF(*value);
*type = (PyObject*) Py_TYPE(exc_value);
Py_INCREF(*type);
*tb = PyException_GetTraceback(exc_value);
}
#elif CYTHON_USE_EXC_INFO_STACK
_PyErr_StackItem *exc_info = __Pyx_PyErr_GetTopmostException(tstate);
*type = exc_info->exc_type;
*value = exc_info->exc_value;
*tb = exc_info->exc_traceback;
Py_XINCREF(*type);
Py_XINCREF(*value);
Py_XINCREF(*tb);
#else
*type = tstate->exc_type;
*value = tstate->exc_value;
*tb = tstate->exc_traceback;
Py_XINCREF(*type);
Py_XINCREF(*value);
Py_XINCREF(*tb);
#endif
}
static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
#if CYTHON_USE_EXC_INFO_STACK && PY_VERSION_HEX >= 0x030B00a4
_PyErr_StackItem *exc_info = tstate->exc_info;
PyObject *tmp_value = exc_info->exc_value;
exc_info->exc_value = value;
Py_XDECREF(tmp_value);
Py_XDECREF(type);
Py_XDECREF(tb);
#else
PyObject *tmp_type, *tmp_value, *tmp_tb;
#if CYTHON_USE_EXC_INFO_STACK
_PyErr_StackItem *exc_info = tstate->exc_info;
tmp_type = exc_info->exc_type;
tmp_value = exc_info->exc_value;
tmp_tb = exc_info->exc_traceback;
exc_info->exc_type = type;
exc_info->exc_value = value;
exc_info->exc_traceback = tb;
#else
tmp_type = tstate->exc_type;
tmp_value = tstate->exc_value;
tmp_tb = tstate->exc_traceback;
tstate->exc_type = type;
tstate->exc_value = value;
tstate->exc_traceback = tb;
#endif
Py_XDECREF(tmp_type);
Py_XDECREF(tmp_value);
Py_XDECREF(tmp_tb);
#endif
}
#endif
/* dict_setdefault (used by CLineInTraceback) */
static CYTHON_INLINE PyObject *__Pyx_PyDict_SetDefault(PyObject *d, PyObject *key, PyObject *default_value) {
PyObject* value;
#if CYTHON_COMPILING_IN_LIMITED_API && __PYX_LIMITED_VERSION_HEX >= 0x030C0000
PyObject *args[] = {d, key, default_value};
value = PyObject_VectorcallMethod(__pyx_mstate_global->__pyx_n_u_setdefault, args, 3 | PY_VECTORCALL_ARGUMENTS_OFFSET, NULL);
#elif CYTHON_COMPILING_IN_LIMITED_API
value = PyObject_CallMethodObjArgs(d, __pyx_mstate_global->__pyx_n_u_setdefault, key, default_value, NULL);
#elif PY_VERSION_HEX >= 0x030d0000
PyDict_SetDefaultRef(d, key, default_value, &value);
#else
value = PyDict_SetDefault(d, key, default_value);
if (unlikely(!value)) return NULL;
Py_INCREF(value);
#endif
return value;
}
/* PyDictVersioning (used by CLineInTraceback) */
#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
/* CLineInTraceback (used by AddTraceback) */
#if CYTHON_CLINE_IN_TRACEBACK && CYTHON_CLINE_IN_TRACEBACK_RUNTIME
#if CYTHON_COMPILING_IN_LIMITED_API && __PYX_LIMITED_VERSION_HEX < 0x030A0000
#define __Pyx_PyProbablyModule_GetDict(o) __Pyx_XNewRef(PyModule_GetDict(o))
#elif !CYTHON_COMPILING_IN_CPYTHON || CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
#define __Pyx_PyProbablyModule_GetDict(o) PyObject_GenericGetDict(o, NULL);
#else
PyObject* __Pyx_PyProbablyModule_GetDict(PyObject *o) {
PyObject **dict_ptr = _PyObject_GetDictPtr(o);
return dict_ptr ? __Pyx_XNewRef(*dict_ptr) : NULL;
}
#endif
static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) {
PyObject *use_cline = NULL;
PyObject *ptype, *pvalue, *ptraceback;
PyObject *cython_runtime_dict;
CYTHON_MAYBE_UNUSED_VAR(tstate);
if (unlikely(!__pyx_mstate_global->__pyx_cython_runtime)) {
return c_line;
}
__Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
cython_runtime_dict = __Pyx_PyProbablyModule_GetDict(__pyx_mstate_global->__pyx_cython_runtime);
if (likely(cython_runtime_dict)) {
__PYX_PY_DICT_LOOKUP_IF_MODIFIED(
use_cline, cython_runtime_dict,
__Pyx_PyDict_SetDefault(cython_runtime_dict, __pyx_mstate_global->__pyx_n_u_cline_in_traceback, Py_False))
}
if (use_cline == NULL || use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) {
c_line = 0;
}
Py_XDECREF(use_cline);
Py_XDECREF(cython_runtime_dict);
__Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
return c_line;
}
#endif
/* CodeObjectCache (used by AddTraceback) */
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 __Pyx_CachedCodeObjectType *__pyx__find_code_object(struct __Pyx_CodeObjectCache *code_cache, int code_line) {
__Pyx_CachedCodeObjectType* code_object;
int pos;
if (unlikely(!code_line) || unlikely(!code_cache->entries)) {
return NULL;
}
pos = __pyx_bisect_code_objects(code_cache->entries, code_cache->count, code_line);
if (unlikely(pos >= code_cache->count) || unlikely(code_cache->entries[pos].code_line != code_line)) {
return NULL;
}
code_object = code_cache->entries[pos].code_object;
Py_INCREF(code_object);
return code_object;
}
static __Pyx_CachedCodeObjectType *__pyx_find_code_object(int code_line) {
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING && !CYTHON_ATOMICS
(void)__pyx__find_code_object;
return NULL; // Most implementation should have atomics. But otherwise, don't make it thread-safe, just miss.
#else
struct __Pyx_CodeObjectCache *code_cache = &__pyx_mstate_global->__pyx_code_cache;
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
__pyx_nonatomic_int_type old_count = __pyx_atomic_incr_acq_rel(&code_cache->accessor_count);
if (old_count < 0) {
__pyx_atomic_decr_acq_rel(&code_cache->accessor_count);
return NULL;
}
#endif
__Pyx_CachedCodeObjectType *result = __pyx__find_code_object(code_cache, code_line);
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
__pyx_atomic_decr_acq_rel(&code_cache->accessor_count);
#endif
return result;
#endif
}
static void __pyx__insert_code_object(struct __Pyx_CodeObjectCache *code_cache, int code_line, __Pyx_CachedCodeObjectType* code_object)
{
int pos, i;
__Pyx_CodeObjectCacheEntry* entries = code_cache->entries;
if (unlikely(!code_line)) {
return;
}
if (unlikely(!entries)) {
entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
if (likely(entries)) {
code_cache->entries = entries;
code_cache->max_count = 64;
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(code_cache->entries, code_cache->count, code_line);
if ((pos < code_cache->count) && unlikely(code_cache->entries[pos].code_line == code_line)) {
__Pyx_CachedCodeObjectType* tmp = entries[pos].code_object;
entries[pos].code_object = code_object;
Py_INCREF(code_object);
Py_DECREF(tmp);
return;
}
if (code_cache->count == code_cache->max_count) {
int new_max = code_cache->max_count + 64;
entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
code_cache->entries, ((size_t)new_max) * sizeof(__Pyx_CodeObjectCacheEntry));
if (unlikely(!entries)) {
return;
}
code_cache->entries = entries;
code_cache->max_count = new_max;
}
for (i=code_cache->count; i>pos; i--) {
entries[i] = entries[i-1];
}
entries[pos].code_line = code_line;
entries[pos].code_object = code_object;
code_cache->count++;
Py_INCREF(code_object);
}
static void __pyx_insert_code_object(int code_line, __Pyx_CachedCodeObjectType* code_object) {
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING && !CYTHON_ATOMICS
(void)__pyx__insert_code_object;
return; // Most implementation should have atomics. But otherwise, don't make it thread-safe, just fail.
#else
struct __Pyx_CodeObjectCache *code_cache = &__pyx_mstate_global->__pyx_code_cache;
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
__pyx_nonatomic_int_type expected = 0;
if (!__pyx_atomic_int_cmp_exchange(&code_cache->accessor_count, &expected, INT_MIN)) {
return;
}
#endif
__pyx__insert_code_object(code_cache, code_line, code_object);
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
__pyx_atomic_sub(&code_cache->accessor_count, INT_MIN);
#endif
#endif
}
/* AddTraceback */
#include "compile.h"
#include "frameobject.h"
#include "traceback.h"
#if PY_VERSION_HEX >= 0x030b00a6 && !CYTHON_COMPILING_IN_LIMITED_API && !defined(PYPY_VERSION)
#ifndef Py_BUILD_CORE
#define Py_BUILD_CORE 1
#endif
#include "internal/pycore_frame.h"
#endif
#if CYTHON_COMPILING_IN_LIMITED_API
static PyObject *__Pyx_PyCode_Replace_For_AddTraceback(PyObject *code, PyObject *scratch_dict,
PyObject *firstlineno, PyObject *name) {
PyObject *replace = NULL;
if (unlikely(PyDict_SetItemString(scratch_dict, "co_firstlineno", firstlineno))) return NULL;
if (unlikely(PyDict_SetItemString(scratch_dict, "co_name", name))) return NULL;
replace = PyObject_GetAttrString(code, "replace");
if (likely(replace)) {
PyObject *result = PyObject_Call(replace, __pyx_mstate_global->__pyx_empty_tuple, scratch_dict);
Py_DECREF(replace);
return result;
}
PyErr_Clear();
return NULL;
}
static void __Pyx_AddTraceback(const char *funcname, int c_line,
int py_line, const char *filename) {
PyObject *code_object = NULL, *py_py_line = NULL, *py_funcname = NULL, *dict = NULL;
PyObject *replace = NULL, *getframe = NULL, *frame = NULL;
PyObject *exc_type, *exc_value, *exc_traceback;
int success = 0;
if (c_line) {
c_line = __Pyx_CLineForTraceback(__Pyx_PyThreadState_Current, c_line);
}
PyErr_Fetch(&exc_type, &exc_value, &exc_traceback);
code_object = __pyx_find_code_object(c_line ? -c_line : py_line);
if (!code_object) {
code_object = Py_CompileString("_getframe()", filename, Py_eval_input);
if (unlikely(!code_object)) goto bad;
py_py_line = PyLong_FromLong(py_line);
if (unlikely(!py_py_line)) goto bad;
if (c_line) {
py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
} else {
py_funcname = PyUnicode_FromString(funcname);
}
if (unlikely(!py_funcname)) goto bad;
dict = PyDict_New();
if (unlikely(!dict)) goto bad;
{
PyObject *old_code_object = code_object;
code_object = __Pyx_PyCode_Replace_For_AddTraceback(code_object, dict, py_py_line, py_funcname);
Py_DECREF(old_code_object);
}
if (unlikely(!code_object)) goto bad;
__pyx_insert_code_object(c_line ? -c_line : py_line, code_object);
} else {
dict = PyDict_New();
}
getframe = PySys_GetObject("_getframe");
if (unlikely(!getframe)) goto bad;
if (unlikely(PyDict_SetItemString(dict, "_getframe", getframe))) goto bad;
frame = PyEval_EvalCode(code_object, dict, dict);
if (unlikely(!frame) || frame == Py_None) goto bad;
success = 1;
bad:
PyErr_Restore(exc_type, exc_value, exc_traceback);
Py_XDECREF(code_object);
Py_XDECREF(py_py_line);
Py_XDECREF(py_funcname);
Py_XDECREF(dict);
Py_XDECREF(replace);
if (success) {
PyTraceBack_Here(
(struct _frame*)frame);
}
Py_XDECREF(frame);
}
#else
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 (c_line) {
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;
}
py_code = PyCode_NewEmpty(filename, funcname, py_line);
Py_XDECREF(py_funcname);
return py_code;
bad:
Py_XDECREF(py_funcname);
return NULL;
}
static void __Pyx_AddTraceback(const char *funcname, int c_line,
int py_line, const char *filename) {
PyCodeObject *py_code = 0;
PyFrameObject *py_frame = 0;
PyThreadState *tstate = __Pyx_PyThreadState_Current;
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_mstate_global->__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);
}
#endif
/* 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;\
}
/* Declarations */
#if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
#ifdef __cplusplus
static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
return ::std::complex< double >(x, y);
}
#else
static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
return x + y*(__pyx_t_double_complex)_Complex_I;
}
#endif
#else
static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
__pyx_t_double_complex z;
z.real = x;
z.imag = y;
return z;
}
#endif
/* Arithmetic */
#if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
#else
static CYTHON_INLINE int __Pyx_c_eq_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
return (a.real == b.real) && (a.imag == b.imag);
}
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
__pyx_t_double_complex z;
z.real = a.real + b.real;
z.imag = a.imag + b.imag;
return z;
}
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
__pyx_t_double_complex z;
z.real = a.real - b.real;
z.imag = a.imag - b.imag;
return z;
}
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
__pyx_t_double_complex z;
z.real = a.real * b.real - a.imag * b.imag;
z.imag = a.real * b.imag + a.imag * b.real;
return z;
}
#if 1
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
if (b.imag == 0) {
return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
} else if (fabs(b.real) >= fabs(b.imag)) {
if (b.real == 0 && b.imag == 0) {
return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.imag);
} else {
double r = b.imag / b.real;
double s = (double)(1.0) / (b.real + b.imag * r);
return __pyx_t_double_complex_from_parts(
(a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
}
} else {
double r = b.real / b.imag;
double s = (double)(1.0) / (b.imag + b.real * r);
return __pyx_t_double_complex_from_parts(
(a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
}
}
#else
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
if (b.imag == 0) {
return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
} else {
double denom = b.real * b.real + b.imag * b.imag;
return __pyx_t_double_complex_from_parts(
(a.real * b.real + a.imag * b.imag) / denom,
(a.imag * b.real - a.real * b.imag) / denom);
}
}
#endif
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex a) {
__pyx_t_double_complex z;
z.real = -a.real;
z.imag = -a.imag;
return z;
}
static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex a) {
return (a.real == 0) && (a.imag == 0);
}
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__pyx_t_double_complex a) {
__pyx_t_double_complex z;
z.real = a.real;
z.imag = -a.imag;
return z;
}
#if 1
static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex z) {
#if !defined(HAVE_HYPOT) || defined(_MSC_VER)
return sqrt(z.real*z.real + z.imag*z.imag);
#else
return hypot(z.real, z.imag);
#endif
}
static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
__pyx_t_double_complex z;
double r, lnr, theta, z_r, z_theta;
if (b.imag == 0 && b.real == (int)b.real) {
if (b.real < 0) {
double denom = a.real * a.real + a.imag * a.imag;
a.real = a.real / denom;
a.imag = -a.imag / denom;
b.real = -b.real;
}
switch ((int)b.real) {
case 0:
z.real = 1;
z.imag = 0;
return z;
case 1:
return a;
case 2:
return __Pyx_c_prod_double(a, a);
case 3:
z = __Pyx_c_prod_double(a, a);
return __Pyx_c_prod_double(z, a);
case 4:
z = __Pyx_c_prod_double(a, a);
return __Pyx_c_prod_double(z, z);
}
}
if (a.imag == 0) {
if (a.real == 0) {
return a;
} else if ((b.imag == 0) && (a.real >= 0)) {
z.real = pow(a.real, b.real);
z.imag = 0;
return z;
} else if (a.real > 0) {
r = a.real;
theta = 0;
} else {
r = -a.real;
theta = atan2(0.0, -1.0);
}
} else {
r = __Pyx_c_abs_double(a);
theta = atan2(a.imag, a.real);
}
lnr = log(r);
z_r = exp(lnr * b.real - theta * b.imag);
z_theta = theta * b.real + lnr * b.imag;
z.real = z_r * cos(z_theta);
z.imag = z_r * sin(z_theta);
return z;
}
#endif
#endif
/* PyObjectVectorCallKwBuilder (used by CIntToPy) */
#if CYTHON_VECTORCALL
static int __Pyx_VectorcallBuilder_AddArg(PyObject *key, PyObject *value, PyObject *builder, PyObject **args, int n) {
(void)__Pyx_PyObject_FastCallDict;
if (__Pyx_PyTuple_SET_ITEM(builder, n, key) != (0)) return -1;
Py_INCREF(key);
args[n] = value;
return 0;
}
CYTHON_UNUSED static int __Pyx_VectorcallBuilder_AddArg_Check(PyObject *key, PyObject *value, PyObject *builder, PyObject **args, int n) {
(void)__Pyx_VectorcallBuilder_AddArgStr;
if (unlikely(!PyUnicode_Check(key))) {
PyErr_SetString(PyExc_TypeError, "keywords must be strings");
return -1;
}
return __Pyx_VectorcallBuilder_AddArg(key, value, builder, args, n);
}
static int __Pyx_VectorcallBuilder_AddArgStr(const char *key, PyObject *value, PyObject *builder, PyObject **args, int n) {
PyObject *pyKey = PyUnicode_FromString(key);
if (!pyKey) return -1;
return __Pyx_VectorcallBuilder_AddArg(pyKey, value, builder, args, n);
}
#else // CYTHON_VECTORCALL
CYTHON_UNUSED static int __Pyx_VectorcallBuilder_AddArg_Check(PyObject *key, PyObject *value, PyObject *builder, CYTHON_UNUSED PyObject **args, CYTHON_UNUSED int n) {
if (unlikely(!PyUnicode_Check(key))) {
PyErr_SetString(PyExc_TypeError, "keywords must be strings");
return -1;
}
return PyDict_SetItem(builder, key, value);
}
#endif
/* CIntToPy */
static CYTHON_INLINE PyObject* __Pyx_PyLong_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 PyLong_FromLong((long) value);
} else if (sizeof(int) <= sizeof(unsigned long)) {
return PyLong_FromUnsignedLong((unsigned long) value);
#if !CYTHON_COMPILING_IN_PYPY
} 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 PyLong_FromLong((long) value);
} else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
return PyLong_FromLongLong((PY_LONG_LONG) value);
}
}
{
unsigned char *bytes = (unsigned char *)&value;
#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d00A4
if (is_unsigned) {
return PyLong_FromUnsignedNativeBytes(bytes, sizeof(value), -1);
} else {
return PyLong_FromNativeBytes(bytes, sizeof(value), -1);
}
#elif !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
int one = 1; int little = (int)*(unsigned char *)&one;
return _PyLong_FromByteArray(bytes, sizeof(int),
little, !is_unsigned);
#else
int one = 1; int little = (int)*(unsigned char *)&one;
PyObject *from_bytes, *result = NULL, *kwds = NULL;
PyObject *py_bytes = NULL, *order_str = NULL;
from_bytes = PyObject_GetAttrString((PyObject*)&PyLong_Type, "from_bytes");
if (!from_bytes) return NULL;
py_bytes = PyBytes_FromStringAndSize((char*)bytes, sizeof(int));
if (!py_bytes) goto limited_bad;
order_str = PyUnicode_FromString(little ? "little" : "big");
if (!order_str) goto limited_bad;
{
PyObject *args[3+(CYTHON_VECTORCALL ? 1 : 0)] = { NULL, py_bytes, order_str };
if (!is_unsigned) {
kwds = __Pyx_MakeVectorcallBuilderKwds(1);
if (!kwds) goto limited_bad;
if (__Pyx_VectorcallBuilder_AddArgStr("signed", __Pyx_NewRef(Py_True), kwds, args+3, 0) < 0) goto limited_bad;
}
result = __Pyx_Object_Vectorcall_CallFromBuilder(from_bytes, args+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET, kwds);
}
limited_bad:
Py_XDECREF(kwds);
Py_XDECREF(order_str);
Py_XDECREF(py_bytes);
Py_XDECREF(from_bytes);
return result;
#endif
}
}
/* CIntFromPy */
static CYTHON_INLINE int __Pyx_PyLong_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 (unlikely(!PyLong_Check(x))) {
int val;
PyObject *tmp = __Pyx_PyNumber_Long(x);
if (!tmp) return (int) -1;
val = __Pyx_PyLong_As_int(tmp);
Py_DECREF(tmp);
return val;
}
if (is_unsigned) {
#if CYTHON_USE_PYLONG_INTERNALS
if (unlikely(__Pyx_PyLong_IsNeg(x))) {
goto raise_neg_overflow;
} else if (__Pyx_PyLong_IsCompact(x)) {
__PYX_VERIFY_RETURN_INT(int, __Pyx_compact_upylong, __Pyx_PyLong_CompactValueUnsigned(x))
} else {
const digit* digits = __Pyx_PyLong_Digits(x);
assert(__Pyx_PyLong_DigitCount(x) > 1);
switch (__Pyx_PyLong_DigitCount(x)) {
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))
} else if ((sizeof(int) <= sizeof(unsigned PY_LONG_LONG))) {
__PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
}
} else {
#if CYTHON_USE_PYLONG_INTERNALS
if (__Pyx_PyLong_IsCompact(x)) {
__PYX_VERIFY_RETURN_INT(int, __Pyx_compact_pylong, __Pyx_PyLong_CompactValue(x))
} else {
const digit* digits = __Pyx_PyLong_Digits(x);
assert(__Pyx_PyLong_DigitCount(x) > 1);
switch (__Pyx_PyLong_SignedDigitCount(x)) {
case -2:
if ((8 * sizeof(int) - 1 > 1 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int) - 1 > 2 * PyLong_SHIFT)) {
return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case 2:
if ((8 * sizeof(int) > 1 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int) - 1 > 2 * PyLong_SHIFT)) {
return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case -3:
if ((8 * sizeof(int) - 1 > 2 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int) - 1 > 3 * PyLong_SHIFT)) {
return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case 3:
if ((8 * sizeof(int) > 2 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int) - 1 > 3 * PyLong_SHIFT)) {
return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case -4:
if ((8 * sizeof(int) - 1 > 3 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int) - 1 > 4 * PyLong_SHIFT)) {
return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
case 4:
if ((8 * sizeof(int) > 3 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int) - 1 > 4 * PyLong_SHIFT)) {
return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
}
}
break;
}
}
#endif
if ((sizeof(int) <= sizeof(long))) {
__PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
} else if ((sizeof(int) <= sizeof(PY_LONG_LONG))) {
__PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
}
}
{
int val;
int ret = -1;
#if PY_VERSION_HEX >= 0x030d00A6 && !CYTHON_COMPILING_IN_LIMITED_API
Py_ssize_t bytes_copied = PyLong_AsNativeBytes(
x, &val, sizeof(val), Py_ASNATIVEBYTES_NATIVE_ENDIAN | (is_unsigned ? Py_ASNATIVEBYTES_UNSIGNED_BUFFER | Py_ASNATIVEBYTES_REJECT_NEGATIVE : 0));
if (unlikely(bytes_copied == -1)) {
} else if (unlikely(bytes_copied > (Py_ssize_t) sizeof(val))) {
goto raise_overflow;
} else {
ret = 0;
}
#elif PY_VERSION_HEX < 0x030d0000 && !(CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API) || defined(_PyLong_AsByteArray)
int one = 1; int is_little = (int)*(unsigned char *)&one;
unsigned char *bytes = (unsigned char *)&val;
ret = _PyLong_AsByteArray((PyLongObject *)x,
bytes, sizeof(val),
is_little, !is_unsigned);
#else
PyObject *v;
PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
int bits, remaining_bits, is_negative = 0;
int chunk_size = (sizeof(long) < 8) ? 30 : 62;
if (likely(PyLong_CheckExact(x))) {
v = __Pyx_NewRef(x);
} else {
v = PyNumber_Long(x);
if (unlikely(!v)) return (int) -1;
assert(PyLong_CheckExact(v));
}
{
int result = PyObject_RichCompareBool(v, Py_False, Py_LT);
if (unlikely(result < 0)) {
Py_DECREF(v);
return (int) -1;
}
is_negative = result == 1;
}
if (is_unsigned && unlikely(is_negative)) {
Py_DECREF(v);
goto raise_neg_overflow;
} else if (is_negative) {
stepval = PyNumber_Invert(v);
Py_DECREF(v);
if (unlikely(!stepval))
return (int) -1;
} else {
stepval = v;
}
v = NULL;
val = (int) 0;
mask = PyLong_FromLong((1L << chunk_size) - 1); if (unlikely(!mask)) goto done;
shift = PyLong_FromLong(chunk_size); if (unlikely(!shift)) goto done;
for (bits = 0; bits < (int) sizeof(int) * 8 - chunk_size; bits += chunk_size) {
PyObject *tmp, *digit;
long idigit;
digit = PyNumber_And(stepval, mask);
if (unlikely(!digit)) goto done;
idigit = PyLong_AsLong(digit);
Py_DECREF(digit);
if (unlikely(idigit < 0)) goto done;
val |= ((int) idigit) << bits;
tmp = PyNumber_Rshift(stepval, shift);
if (unlikely(!tmp)) goto done;
Py_DECREF(stepval); stepval = tmp;
}
Py_DECREF(shift); shift = NULL;
Py_DECREF(mask); mask = NULL;
{
long idigit = PyLong_AsLong(stepval);
if (unlikely(idigit < 0)) goto done;
remaining_bits = ((int) sizeof(int) * 8) - bits - (is_unsigned ? 0 : 1);
if (unlikely(idigit >= (1L << remaining_bits)))
goto raise_overflow;
val |= ((int) idigit) << bits;
}
if (!is_unsigned) {
if (unlikely(val & (((int) 1) << (sizeof(int) * 8 - 1))))
goto raise_overflow;
if (is_negative)
val = ~val;
}
ret = 0;
done:
Py_XDECREF(shift);
Py_XDECREF(mask);
Py_XDECREF(stepval);
#endif
if (unlikely(ret))
return (int) -1;
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;
}
/* CIntToPy */
static CYTHON_INLINE PyObject* __Pyx_PyLong_From_int32_t(int32_t value) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
const int32_t neg_one = (int32_t) -1, const_zero = (int32_t) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
const int is_unsigned = neg_one > const_zero;
if (is_unsigned) {
if (sizeof(int32_t) < sizeof(long)) {
return PyLong_FromLong((long) value);
} else if (sizeof(int32_t) <= sizeof(unsigned long)) {
return PyLong_FromUnsignedLong((unsigned long) value);
#if !CYTHON_COMPILING_IN_PYPY
} else if (sizeof(int32_t) <= sizeof(unsigned PY_LONG_LONG)) {
return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
#endif
}
} else {
if (sizeof(int32_t) <= sizeof(long)) {
return PyLong_FromLong((long) value);
} else if (sizeof(int32_t) <= sizeof(PY_LONG_LONG)) {
return PyLong_FromLongLong((PY_LONG_LONG) value);
}
}
{
unsigned char *bytes = (unsigned char *)&value;
#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d00A4
if (is_unsigned) {
return PyLong_FromUnsignedNativeBytes(bytes, sizeof(value), -1);
} else {
return PyLong_FromNativeBytes(bytes, sizeof(value), -1);
}
#elif !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
int one = 1; int little = (int)*(unsigned char *)&one;
return _PyLong_FromByteArray(bytes, sizeof(int32_t),
little, !is_unsigned);
#else
int one = 1; int little = (int)*(unsigned char *)&one;
PyObject *from_bytes, *result = NULL, *kwds = NULL;
PyObject *py_bytes = NULL, *order_str = NULL;
from_bytes = PyObject_GetAttrString((PyObject*)&PyLong_Type, "from_bytes");
if (!from_bytes) return NULL;
py_bytes = PyBytes_FromStringAndSize((char*)bytes, sizeof(int32_t));
if (!py_bytes) goto limited_bad;
order_str = PyUnicode_FromString(little ? "little" : "big");
if (!order_str) goto limited_bad;
{
PyObject *args[3+(CYTHON_VECTORCALL ? 1 : 0)] = { NULL, py_bytes, order_str };
if (!is_unsigned) {
kwds = __Pyx_MakeVectorcallBuilderKwds(1);
if (!kwds) goto limited_bad;
if (__Pyx_VectorcallBuilder_AddArgStr("signed", __Pyx_NewRef(Py_True), kwds, args+3, 0) < 0) goto limited_bad;
}
result = __Pyx_Object_Vectorcall_CallFromBuilder(from_bytes, args+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET, kwds);
}
limited_bad:
Py_XDECREF(kwds);
Py_XDECREF(order_str);
Py_XDECREF(py_bytes);
Py_XDECREF(from_bytes);
return result;
#endif
}
}
/* CIntFromPy */
static CYTHON_INLINE int32_t __Pyx_PyLong_As_int32_t(PyObject *x) {
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wconversion"
#endif
const int32_t neg_one = (int32_t) -1, const_zero = (int32_t) 0;
#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
#pragma GCC diagnostic pop
#endif
const int is_unsigned = neg_one > const_zero;
if (unlikely(!PyLong_Check(x))) {
int32_t val;
PyObject *tmp = __Pyx_PyNumber_Long(x);
if (!tmp) return (int32_t) -1;
val = __Pyx_PyLong_As_int32_t(tmp);
Py_DECREF(tmp);
return val;
}
if (is_unsigned) {
#if CYTHON_USE_PYLONG_INTERNALS
if (unlikely(__Pyx_PyLong_IsNeg(x))) {
goto raise_neg_overflow;
} else if (__Pyx_PyLong_IsCompact(x)) {
__PYX_VERIFY_RETURN_INT(int32_t, __Pyx_compact_upylong, __Pyx_PyLong_CompactValueUnsigned(x))
} else {
const digit* digits = __Pyx_PyLong_Digits(x);
assert(__Pyx_PyLong_DigitCount(x) > 1);
switch (__Pyx_PyLong_DigitCount(x)) {
case 2:
if ((8 * sizeof(int32_t) > 1 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int32_t) >= 2 * PyLong_SHIFT)) {
return (int32_t) (((((int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0]));
}
}
break;
case 3:
if ((8 * sizeof(int32_t) > 2 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int32_t) >= 3 * PyLong_SHIFT)) {
return (int32_t) (((((((int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0]));
}
}
break;
case 4:
if ((8 * sizeof(int32_t) > 3 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int32_t, 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(int32_t) >= 4 * PyLong_SHIFT)) {
return (int32_t) (((((((((int32_t)digits[3]) << PyLong_SHIFT) | (int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)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 (int32_t) -1;
if (unlikely(result == 1))
goto raise_neg_overflow;
}
#endif
if ((sizeof(int32_t) <= sizeof(unsigned long))) {
__PYX_VERIFY_RETURN_INT_EXC(int32_t, unsigned long, PyLong_AsUnsignedLong(x))
} else if ((sizeof(int32_t) <= sizeof(unsigned PY_LONG_LONG))) {
__PYX_VERIFY_RETURN_INT_EXC(int32_t, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
}
} else {
#if CYTHON_USE_PYLONG_INTERNALS
if (__Pyx_PyLong_IsCompact(x)) {
__PYX_VERIFY_RETURN_INT(int32_t, __Pyx_compact_pylong, __Pyx_PyLong_CompactValue(x))
} else {
const digit* digits = __Pyx_PyLong_Digits(x);
assert(__Pyx_PyLong_DigitCount(x) > 1);
switch (__Pyx_PyLong_SignedDigitCount(x)) {
case -2:
if ((8 * sizeof(int32_t) - 1 > 1 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int32_t, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int32_t) - 1 > 2 * PyLong_SHIFT)) {
return (int32_t) (((int32_t)-1)*(((((int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
}
}
break;
case 2:
if ((8 * sizeof(int32_t) > 1 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int32_t) - 1 > 2 * PyLong_SHIFT)) {
return (int32_t) ((((((int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
}
}
break;
case -3:
if ((8 * sizeof(int32_t) - 1 > 2 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int32_t, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int32_t) - 1 > 3 * PyLong_SHIFT)) {
return (int32_t) (((int32_t)-1)*(((((((int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
}
}
break;
case 3:
if ((8 * sizeof(int32_t) > 2 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(int32_t) - 1 > 3 * PyLong_SHIFT)) {
return (int32_t) ((((((((int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
}
}
break;
case -4:
if ((8 * sizeof(int32_t) - 1 > 3 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int32_t, 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(int32_t) - 1 > 4 * PyLong_SHIFT)) {
return (int32_t) (((int32_t)-1)*(((((((((int32_t)digits[3]) << PyLong_SHIFT) | (int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
}
}
break;
case 4:
if ((8 * sizeof(int32_t) > 3 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(int32_t, 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(int32_t) - 1 > 4 * PyLong_SHIFT)) {
return (int32_t) ((((((((((int32_t)digits[3]) << PyLong_SHIFT) | (int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
}
}
break;
}
}
#endif
if ((sizeof(int32_t) <= sizeof(long))) {
__PYX_VERIFY_RETURN_INT_EXC(int32_t, long, PyLong_AsLong(x))
} else if ((sizeof(int32_t) <= sizeof(PY_LONG_LONG))) {
__PYX_VERIFY_RETURN_INT_EXC(int32_t, PY_LONG_LONG, PyLong_AsLongLong(x))
}
}
{
int32_t val;
int ret = -1;
#if PY_VERSION_HEX >= 0x030d00A6 && !CYTHON_COMPILING_IN_LIMITED_API
Py_ssize_t bytes_copied = PyLong_AsNativeBytes(
x, &val, sizeof(val), Py_ASNATIVEBYTES_NATIVE_ENDIAN | (is_unsigned ? Py_ASNATIVEBYTES_UNSIGNED_BUFFER | Py_ASNATIVEBYTES_REJECT_NEGATIVE : 0));
if (unlikely(bytes_copied == -1)) {
} else if (unlikely(bytes_copied > (Py_ssize_t) sizeof(val))) {
goto raise_overflow;
} else {
ret = 0;
}
#elif PY_VERSION_HEX < 0x030d0000 && !(CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API) || defined(_PyLong_AsByteArray)
int one = 1; int is_little = (int)*(unsigned char *)&one;
unsigned char *bytes = (unsigned char *)&val;
ret = _PyLong_AsByteArray((PyLongObject *)x,
bytes, sizeof(val),
is_little, !is_unsigned);
#else
PyObject *v;
PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
int bits, remaining_bits, is_negative = 0;
int chunk_size = (sizeof(long) < 8) ? 30 : 62;
if (likely(PyLong_CheckExact(x))) {
v = __Pyx_NewRef(x);
} else {
v = PyNumber_Long(x);
if (unlikely(!v)) return (int32_t) -1;
assert(PyLong_CheckExact(v));
}
{
int result = PyObject_RichCompareBool(v, Py_False, Py_LT);
if (unlikely(result < 0)) {
Py_DECREF(v);
return (int32_t) -1;
}
is_negative = result == 1;
}
if (is_unsigned && unlikely(is_negative)) {
Py_DECREF(v);
goto raise_neg_overflow;
} else if (is_negative) {
stepval = PyNumber_Invert(v);
Py_DECREF(v);
if (unlikely(!stepval))
return (int32_t) -1;
} else {
stepval = v;
}
v = NULL;
val = (int32_t) 0;
mask = PyLong_FromLong((1L << chunk_size) - 1); if (unlikely(!mask)) goto done;
shift = PyLong_FromLong(chunk_size); if (unlikely(!shift)) goto done;
for (bits = 0; bits < (int) sizeof(int32_t) * 8 - chunk_size; bits += chunk_size) {
PyObject *tmp, *digit;
long idigit;
digit = PyNumber_And(stepval, mask);
if (unlikely(!digit)) goto done;
idigit = PyLong_AsLong(digit);
Py_DECREF(digit);
if (unlikely(idigit < 0)) goto done;
val |= ((int32_t) idigit) << bits;
tmp = PyNumber_Rshift(stepval, shift);
if (unlikely(!tmp)) goto done;
Py_DECREF(stepval); stepval = tmp;
}
Py_DECREF(shift); shift = NULL;
Py_DECREF(mask); mask = NULL;
{
long idigit = PyLong_AsLong(stepval);
if (unlikely(idigit < 0)) goto done;
remaining_bits = ((int) sizeof(int32_t) * 8) - bits - (is_unsigned ? 0 : 1);
if (unlikely(idigit >= (1L << remaining_bits)))
goto raise_overflow;
val |= ((int32_t) idigit) << bits;
}
if (!is_unsigned) {
if (unlikely(val & (((int32_t) 1) << (sizeof(int32_t) * 8 - 1))))
goto raise_overflow;
if (is_negative)
val = ~val;
}
ret = 0;
done:
Py_XDECREF(shift);
Py_XDECREF(mask);
Py_XDECREF(stepval);
#endif
if (unlikely(ret))
return (int32_t) -1;
return val;
}
raise_overflow:
PyErr_SetString(PyExc_OverflowError,
"value too large to convert to int32_t");
return (int32_t) -1;
raise_neg_overflow:
PyErr_SetString(PyExc_OverflowError,
"can't convert negative value to int32_t");
return (int32_t) -1;
}
/* CIntFromPy */
static CYTHON_INLINE long __Pyx_PyLong_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 (unlikely(!PyLong_Check(x))) {
long val;
PyObject *tmp = __Pyx_PyNumber_Long(x);
if (!tmp) return (long) -1;
val = __Pyx_PyLong_As_long(tmp);
Py_DECREF(tmp);
return val;
}
if (is_unsigned) {
#if CYTHON_USE_PYLONG_INTERNALS
if (unlikely(__Pyx_PyLong_IsNeg(x))) {
goto raise_neg_overflow;
} else if (__Pyx_PyLong_IsCompact(x)) {
__PYX_VERIFY_RETURN_INT(long, __Pyx_compact_upylong, __Pyx_PyLong_CompactValueUnsigned(x))
} else {
const digit* digits = __Pyx_PyLong_Digits(x);
assert(__Pyx_PyLong_DigitCount(x) > 1);
switch (__Pyx_PyLong_DigitCount(x)) {
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))
} else if ((sizeof(long) <= sizeof(unsigned PY_LONG_LONG))) {
__PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
}
} else {
#if CYTHON_USE_PYLONG_INTERNALS
if (__Pyx_PyLong_IsCompact(x)) {
__PYX_VERIFY_RETURN_INT(long, __Pyx_compact_pylong, __Pyx_PyLong_CompactValue(x))
} else {
const digit* digits = __Pyx_PyLong_Digits(x);
assert(__Pyx_PyLong_DigitCount(x) > 1);
switch (__Pyx_PyLong_SignedDigitCount(x)) {
case -2:
if ((8 * sizeof(long) - 1 > 1 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(long) - 1 > 2 * PyLong_SHIFT)) {
return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case 2:
if ((8 * sizeof(long) > 1 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(long) - 1 > 2 * PyLong_SHIFT)) {
return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case -3:
if ((8 * sizeof(long) - 1 > 2 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(long) - 1 > 3 * PyLong_SHIFT)) {
return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case 3:
if ((8 * sizeof(long) > 2 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(long) - 1 > 3 * PyLong_SHIFT)) {
return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case -4:
if ((8 * sizeof(long) - 1 > 3 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(long) - 1 > 4 * PyLong_SHIFT)) {
return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
case 4:
if ((8 * sizeof(long) > 3 * PyLong_SHIFT)) {
if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
} else if ((8 * sizeof(long) - 1 > 4 * PyLong_SHIFT)) {
return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
}
}
break;
}
}
#endif
if ((sizeof(long) <= sizeof(long))) {
__PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
} else if ((sizeof(long) <= sizeof(PY_LONG_LONG))) {
__PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
}
}
{
long val;
int ret = -1;
#if PY_VERSION_HEX >= 0x030d00A6 && !CYTHON_COMPILING_IN_LIMITED_API
Py_ssize_t bytes_copied = PyLong_AsNativeBytes(
x, &val, sizeof(val), Py_ASNATIVEBYTES_NATIVE_ENDIAN | (is_unsigned ? Py_ASNATIVEBYTES_UNSIGNED_BUFFER | Py_ASNATIVEBYTES_REJECT_NEGATIVE : 0));
if (unlikely(bytes_copied == -1)) {
} else if (unlikely(bytes_copied > (Py_ssize_t) sizeof(val))) {
goto raise_overflow;
} else {
ret = 0;
}
#elif PY_VERSION_HEX < 0x030d0000 && !(CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API) || defined(_PyLong_AsByteArray)
int one = 1; int is_little = (int)*(unsigned char *)&one;
unsigned char *bytes = (unsigned char *)&val;
ret = _PyLong_AsByteArray((PyLongObject *)x,
bytes, sizeof(val),
is_little, !is_unsigned);
#else
PyObject *v;
PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
int bits, remaining_bits, is_negative = 0;
int chunk_size = (sizeof(long) < 8) ? 30 : 62;
if (likely(PyLong_CheckExact(x))) {
v = __Pyx_NewRef(x);
} else {
v = PyNumber_Long(x);
if (unlikely(!v)) return (long) -1;
assert(PyLong_CheckExact(v));
}
{
int result = PyObject_RichCompareBool(v, Py_False, Py_LT);
if (unlikely(result < 0)) {
Py_DECREF(v);
return (long) -1;
}
is_negative = result == 1;
}
if (is_unsigned && unlikely(is_negative)) {
Py_DECREF(v);
goto raise_neg_overflow;
} else if (is_negative) {
stepval = PyNumber_Invert(v);
Py_DECREF(v);
if (unlikely(!stepval))
return (long) -1;
} else {
stepval = v;
}
v = NULL;
val = (long) 0;
mask = PyLong_FromLong((1L << chunk_size) - 1); if (unlikely(!mask)) goto done;
shift = PyLong_FromLong(chunk_size); if (unlikely(!shift)) goto done;
for (bits = 0; bits < (int) sizeof(long) * 8 - chunk_size; bits += chunk_size) {
PyObject *tmp, *digit;
long idigit;
digit = PyNumber_And(stepval, mask);
if (unlikely(!digit)) goto done;
idigit = PyLong_AsLong(digit);
Py_DECREF(digit);
if (unlikely(idigit < 0)) goto done;
val |= ((long) idigit) << bits;
tmp = PyNumber_Rshift(stepval, shift);
if (unlikely(!tmp)) goto done;
Py_DECREF(stepval); stepval = tmp;
}
Py_DECREF(shift); shift = NULL;
Py_DECREF(mask); mask = NULL;
{
long idigit = PyLong_AsLong(stepval);
if (unlikely(idigit < 0)) goto done;
remaining_bits = ((int) sizeof(long) * 8) - bits - (is_unsigned ? 0 : 1);
if (unlikely(idigit >= (1L << remaining_bits)))
goto raise_overflow;
val |= ((long) idigit) << bits;
}
if (!is_unsigned) {
if (unlikely(val & (((long) 1) << (sizeof(long) * 8 - 1))))
goto raise_overflow;
if (is_negative)
val = ~val;
}
ret = 0;
done:
Py_XDECREF(shift);
Py_XDECREF(mask);
Py_XDECREF(stepval);
#endif
if (unlikely(ret))
return (long) -1;
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;
}
/* FormatTypeName */
#if CYTHON_COMPILING_IN_LIMITED_API && __PYX_LIMITED_VERSION_HEX < 0x030d0000
static __Pyx_TypeName
__Pyx_PyType_GetFullyQualifiedName(PyTypeObject* tp)
{
PyObject *module = NULL, *name = NULL, *result = NULL;
#if __PYX_LIMITED_VERSION_HEX < 0x030b0000
name = __Pyx_PyObject_GetAttrStr((PyObject *)tp,
__pyx_mstate_global->__pyx_n_u_qualname);
#else
name = PyType_GetQualName(tp);
#endif
if (unlikely(name == NULL) || unlikely(!PyUnicode_Check(name))) goto bad;
module = __Pyx_PyObject_GetAttrStr((PyObject *)tp,
__pyx_mstate_global->__pyx_n_u_module);
if (unlikely(module == NULL) || unlikely(!PyUnicode_Check(module))) goto bad;
if (PyUnicode_CompareWithASCIIString(module, "builtins") == 0) {
result = name;
name = NULL;
goto done;
}
result = PyUnicode_FromFormat("%U.%U", module, name);
if (unlikely(result == NULL)) goto bad;
done:
Py_XDECREF(name);
Py_XDECREF(module);
return result;
bad:
PyErr_Clear();
if (name) {
result = name;
name = NULL;
} else {
result = __Pyx_NewRef(__pyx_mstate_global->__pyx_kp_u_);
}
goto done;
}
#endif
/* CIntToPy */
static CYTHON_INLINE PyObject* __Pyx_PyLong_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 PyLong_FromLong((long) value);
} else if (sizeof(long) <= sizeof(unsigned long)) {
return PyLong_FromUnsignedLong((unsigned long) value);
#if !CYTHON_COMPILING_IN_PYPY
} 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 PyLong_FromLong((long) value);
} else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
return PyLong_FromLongLong((PY_LONG_LONG) value);
}
}
{
unsigned char *bytes = (unsigned char *)&value;
#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d00A4
if (is_unsigned) {
return PyLong_FromUnsignedNativeBytes(bytes, sizeof(value), -1);
} else {
return PyLong_FromNativeBytes(bytes, sizeof(value), -1);
}
#elif !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
int one = 1; int little = (int)*(unsigned char *)&one;
return _PyLong_FromByteArray(bytes, sizeof(long),
little, !is_unsigned);
#else
int one = 1; int little = (int)*(unsigned char *)&one;
PyObject *from_bytes, *result = NULL, *kwds = NULL;
PyObject *py_bytes = NULL, *order_str = NULL;
from_bytes = PyObject_GetAttrString((PyObject*)&PyLong_Type, "from_bytes");
if (!from_bytes) return NULL;
py_bytes = PyBytes_FromStringAndSize((char*)bytes, sizeof(long));
if (!py_bytes) goto limited_bad;
order_str = PyUnicode_FromString(little ? "little" : "big");
if (!order_str) goto limited_bad;
{
PyObject *args[3+(CYTHON_VECTORCALL ? 1 : 0)] = { NULL, py_bytes, order_str };
if (!is_unsigned) {
kwds = __Pyx_MakeVectorcallBuilderKwds(1);
if (!kwds) goto limited_bad;
if (__Pyx_VectorcallBuilder_AddArgStr("signed", __Pyx_NewRef(Py_True), kwds, args+3, 0) < 0) goto limited_bad;
}
result = __Pyx_Object_Vectorcall_CallFromBuilder(from_bytes, args+1, 2 | __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET, kwds);
}
limited_bad:
Py_XDECREF(kwds);
Py_XDECREF(order_str);
Py_XDECREF(py_bytes);
Py_XDECREF(from_bytes);
return result;
#endif
}
}
/* FastTypeChecks */
#if CYTHON_COMPILING_IN_CPYTHON
static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) {
while (a) {
a = __Pyx_PyType_GetSlot(a, tp_base, PyTypeObject*);
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);
}
static CYTHON_INLINE int __Pyx_IsAnySubtype2(PyTypeObject *cls, PyTypeObject *a, PyTypeObject *b) {
PyObject *mro;
if (cls == a || cls == b) return 1;
mro = cls->tp_mro;
if (likely(mro)) {
Py_ssize_t i, n;
n = PyTuple_GET_SIZE(mro);
for (i = 0; i < n; i++) {
PyObject *base = PyTuple_GET_ITEM(mro, i);
if (base == (PyObject *)a || base == (PyObject *)b)
return 1;
}
return 0;
}
return __Pyx_InBases(cls, a) || __Pyx_InBases(cls, b);
}
static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) {
if (exc_type1) {
return __Pyx_IsAnySubtype2((PyTypeObject*)err, (PyTypeObject*)exc_type1, (PyTypeObject*)exc_type2);
} else {
return __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2);
}
}
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);
for (i=0; i<n; i++) {
if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
}
for (i=0; i<n; i++) {
PyObject *t = PyTuple_GET_ITEM(tuple, i);
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
/* GetRuntimeVersion */
#if __PYX_LIMITED_VERSION_HEX < 0x030b0000
void __Pyx_init_runtime_version(void) {
if (__Pyx_cached_runtime_version == 0) {
const char* rt_version = Py_GetVersion();
unsigned long version = 0;
unsigned long factor = 0x01000000UL;
unsigned int digit = 0;
int i = 0;
while (factor) {
while ('0' <= rt_version[i] && rt_version[i] <= '9') {
digit = digit * 10 + (unsigned int) (rt_version[i] - '0');
++i;
}
version += factor * digit;
if (rt_version[i] != '.')
break;
digit = 0;
factor >>= 8;
++i;
}
__Pyx_cached_runtime_version = version;
}
}
#endif
static unsigned long __Pyx_get_runtime_version(void) {
#if __PYX_LIMITED_VERSION_HEX >= 0x030b0000
return Py_Version & ~0xFFUL;
#else
return __Pyx_cached_runtime_version;
#endif
}
/* AddModuleRef */
#if CYTHON_COMPILING_IN_CPYTHON_FREETHREADING
static PyObject *__Pyx_PyImport_AddModuleObjectRef(PyObject *name) {
PyObject *module_dict = PyImport_GetModuleDict();
PyObject *m;
if (PyMapping_GetOptionalItem(module_dict, name, &m) < 0) {
return NULL;
}
if (m != NULL && PyModule_Check(m)) {
return m;
}
Py_XDECREF(m);
m = PyModule_NewObject(name);
if (m == NULL)
return NULL;
if (PyDict_CheckExact(module_dict)) {
PyObject *new_m;
(void)PyDict_SetDefaultRef(module_dict, name, m, &new_m);
Py_DECREF(m);
return new_m;
} else {
if (PyObject_SetItem(module_dict, name, m) != 0) {
Py_DECREF(m);
return NULL;
}
return m;
}
}
static PyObject *__Pyx_PyImport_AddModuleRef(const char *name) {
PyObject *py_name = PyUnicode_FromString(name);
if (!py_name) return NULL;
PyObject *module = __Pyx_PyImport_AddModuleObjectRef(py_name);
Py_DECREF(py_name);
return module;
}
#elif __PYX_LIMITED_VERSION_HEX >= 0x030d0000
#define __Pyx_PyImport_AddModuleRef(name) PyImport_AddModuleRef(name)
#else
static PyObject *__Pyx_PyImport_AddModuleRef(const char *name) {
PyObject *module = PyImport_AddModule(name);
Py_XINCREF(module);
return module;
}
#endif
/* CheckBinaryVersion */
static int __Pyx_check_binary_version(unsigned long ct_version, unsigned long rt_version, int allow_newer) {
const unsigned long MAJOR_MINOR = 0xFFFF0000UL;
if ((rt_version & MAJOR_MINOR) == (ct_version & MAJOR_MINOR))
return 0;
if (likely(allow_newer && (rt_version & MAJOR_MINOR) > (ct_version & MAJOR_MINOR)))
return 1;
{
char message[200];
PyOS_snprintf(message, sizeof(message),
"compile time Python version %d.%d "
"of module '%.100s' "
"%s "
"runtime version %d.%d",
(int) (ct_version >> 24), (int) ((ct_version >> 16) & 0xFF),
__Pyx_MODULE_NAME,
(allow_newer) ? "was newer than" : "does not match",
(int) (rt_version >> 24), (int) ((rt_version >> 16) & 0xFF)
);
return PyErr_WarnEx(NULL, message, 1);
}
}
/* DecompressString */
static PyObject *__Pyx_DecompressString(const char *s, Py_ssize_t length, int algo) {
PyObject *module, *decompress, *compressed_bytes, *decompressed;
const char* module_name = algo == 3 ? "compression.zstd" : algo == 2 ? "bz2" : "zlib";
PyObject *methodname = PyUnicode_FromString("decompress");
if (unlikely(!methodname)) return NULL;
#if __PYX_LIMITED_VERSION_HEX >= 0x030e0000
if (algo == 3) {
PyObject *fromlist = Py_BuildValue("[O]", methodname);
if (unlikely(!fromlist)) return NULL;
module = PyImport_ImportModuleLevel("compression.zstd", NULL, NULL, fromlist, 0);
Py_DECREF(fromlist);
} else
#endif
module = PyImport_ImportModule(module_name);
if (unlikely(!module)) goto import_failed;
decompress = PyObject_GetAttr(module, methodname);
if (unlikely(!decompress)) goto import_failed;
{
#ifdef __cplusplus
char *memview_bytes = const_cast<char*>(s);
#else
#if defined(__clang__)
#pragma clang diagnostic push
#pragma clang diagnostic ignored "-Wcast-qual"
#elif !defined(__INTEL_COMPILER) && defined(__GNUC__)
#pragma GCC diagnostic push
#pragma GCC diagnostic ignored "-Wcast-qual"
#endif
char *memview_bytes = (char*) s;
#if defined(__clang__)
#pragma clang diagnostic pop
#elif !defined(__INTEL_COMPILER) && defined(__GNUC__)
#pragma GCC diagnostic pop
#endif
#endif
#if CYTHON_COMPILING_IN_LIMITED_API && !defined(PyBUF_READ)
int memview_flags = 0x100;
#else
int memview_flags = PyBUF_READ;
#endif
compressed_bytes = PyMemoryView_FromMemory(memview_bytes, length, memview_flags);
}
if (unlikely(!compressed_bytes)) {
Py_DECREF(decompress);
goto bad;
}
decompressed = PyObject_CallFunctionObjArgs(decompress, compressed_bytes, NULL);
Py_DECREF(compressed_bytes);
Py_DECREF(decompress);
Py_DECREF(module);
Py_DECREF(methodname);
return decompressed;
import_failed:
PyErr_Format(PyExc_ImportError,
"Failed to import '%.20s.decompress' - cannot initialise module strings. "
"String compression was configured with the C macro 'CYTHON_COMPRESS_STRINGS=%d'.",
module_name, algo);
bad:
Py_XDECREF(module);
Py_DECREF(methodname);
return NULL;
}
#include <string.h>
static CYTHON_INLINE Py_ssize_t __Pyx_ssize_strlen(const char *s) {
size_t len = strlen(s);
if (unlikely(len > (size_t) PY_SSIZE_T_MAX)) {
PyErr_SetString(PyExc_OverflowError, "byte string is too long");
return -1;
}
return (Py_ssize_t) len;
}
static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) {
Py_ssize_t len = __Pyx_ssize_strlen(c_str);
if (unlikely(len < 0)) return NULL;
return __Pyx_PyUnicode_FromStringAndSize(c_str, len);
}
static CYTHON_INLINE PyObject* __Pyx_PyByteArray_FromString(const char* c_str) {
Py_ssize_t len = __Pyx_ssize_strlen(c_str);
if (unlikely(len < 0)) return NULL;
return PyByteArray_FromStringAndSize(c_str, len);
}
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_UTF8
static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL;
#if CYTHON_COMPILING_IN_LIMITED_API
{
const char* result;
Py_ssize_t unicode_length;
CYTHON_MAYBE_UNUSED_VAR(unicode_length); // only for __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
#if __PYX_LIMITED_VERSION_HEX < 0x030A0000
if (unlikely(PyArg_Parse(o, "s#", &result, length) < 0)) return NULL;
#else
result = PyUnicode_AsUTF8AndSize(o, length);
#endif
#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
unicode_length = PyUnicode_GetLength(o);
if (unlikely(unicode_length < 0)) return NULL;
if (unlikely(unicode_length != *length)) {
PyUnicode_AsASCIIString(o);
return NULL;
}
#endif
return result;
}
#else
#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_UTF8
if (PyUnicode_Check(o)) {
return __Pyx_PyUnicode_AsStringAndSize(o, length);
} else
#endif
if (PyByteArray_Check(o)) {
#if (CYTHON_ASSUME_SAFE_SIZE && CYTHON_ASSUME_SAFE_MACROS) || (CYTHON_COMPILING_IN_PYPY && (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE)))
*length = PyByteArray_GET_SIZE(o);
return PyByteArray_AS_STRING(o);
#else
*length = PyByteArray_Size(o);
if (*length == -1) return NULL;
return PyByteArray_AsString(o);
#endif
} else
{
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_LongWrongResultType(PyObject* result) {
__Pyx_TypeName result_type_name = __Pyx_PyType_GetFullyQualifiedName(Py_TYPE(result));
if (PyLong_Check(result)) {
if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1,
"__int__ returned non-int (type " __Pyx_FMT_TYPENAME "). "
"The ability to return an instance of a strict subclass of int is deprecated, "
"and may be removed in a future version of Python.",
result_type_name)) {
__Pyx_DECREF_TypeName(result_type_name);
Py_DECREF(result);
return NULL;
}
__Pyx_DECREF_TypeName(result_type_name);
return result;
}
PyErr_Format(PyExc_TypeError,
"__int__ returned non-int (type " __Pyx_FMT_TYPENAME ")",
result_type_name);
__Pyx_DECREF_TypeName(result_type_name);
Py_DECREF(result);
return NULL;
}
static CYTHON_INLINE PyObject* __Pyx_PyNumber_Long(PyObject* x) {
#if CYTHON_USE_TYPE_SLOTS
PyNumberMethods *m;
#endif
PyObject *res = NULL;
if (likely(PyLong_Check(x)))
return __Pyx_NewRef(x);
#if CYTHON_USE_TYPE_SLOTS
m = Py_TYPE(x)->tp_as_number;
if (likely(m && m->nb_int)) {
res = m->nb_int(x);
}
#else
if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) {
res = PyNumber_Long(x);
}
#endif
if (likely(res)) {
if (unlikely(!PyLong_CheckExact(res))) {
return __Pyx_PyNumber_LongWrongResultType(res);
}
}
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 (likely(PyLong_CheckExact(b))) {
#if CYTHON_USE_PYLONG_INTERNALS
if (likely(__Pyx_PyLong_IsCompact(b))) {
return __Pyx_PyLong_CompactValue(b);
} else {
const digit* digits = __Pyx_PyLong_Digits(b);
const Py_ssize_t size = __Pyx_PyLong_SignedDigitCount(b);
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 = PyLong_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);
} else {
Py_ssize_t ival;
PyObject *x;
x = PyNumber_Index(o);
if (!x) return -1;
ival = PyLong_AsLong(x);
Py_DECREF(x);
return ival;
}
}
static CYTHON_INLINE PyObject *__Pyx_Owned_Py_None(int b) {
CYTHON_UNUSED_VAR(b);
return __Pyx_NewRef(Py_None);
}
static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) {
return __Pyx_NewRef(b ? Py_True: Py_False);
}
static CYTHON_INLINE PyObject * __Pyx_PyLong_FromSize_t(size_t ival) {
return PyLong_FromSize_t(ival);
}
/* MultiPhaseInitModuleState */
#if CYTHON_PEP489_MULTI_PHASE_INIT && CYTHON_USE_MODULE_STATE
#ifndef CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
#if (CYTHON_COMPILING_IN_LIMITED_API || PY_VERSION_HEX >= 0x030C0000)
#define CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE 1
#else
#define CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE 0
#endif
#endif
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE && !CYTHON_ATOMICS
#error "Module state with PEP489 requires atomics. Currently that's one of\
C11, C++11, gcc atomic intrinsics or MSVC atomic intrinsics"
#endif
#if !CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
#define __Pyx_ModuleStateLookup_Lock()
#define __Pyx_ModuleStateLookup_Unlock()
#elif !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX >= 0x030d0000
static PyMutex __Pyx_ModuleStateLookup_mutex = {0};
#define __Pyx_ModuleStateLookup_Lock() PyMutex_Lock(&__Pyx_ModuleStateLookup_mutex)
#define __Pyx_ModuleStateLookup_Unlock() PyMutex_Unlock(&__Pyx_ModuleStateLookup_mutex)
#elif defined(__cplusplus) && __cplusplus >= 201103L
#include <mutex>
static std::mutex __Pyx_ModuleStateLookup_mutex;
#define __Pyx_ModuleStateLookup_Lock() __Pyx_ModuleStateLookup_mutex.lock()
#define __Pyx_ModuleStateLookup_Unlock() __Pyx_ModuleStateLookup_mutex.unlock()
#elif defined(__STDC_VERSION__) && (__STDC_VERSION__ > 201112L) && !defined(__STDC_NO_THREADS__)
#include <threads.h>
static mtx_t __Pyx_ModuleStateLookup_mutex;
static once_flag __Pyx_ModuleStateLookup_mutex_once_flag = ONCE_FLAG_INIT;
static void __Pyx_ModuleStateLookup_initialize_mutex(void) {
mtx_init(&__Pyx_ModuleStateLookup_mutex, mtx_plain);
}
#define __Pyx_ModuleStateLookup_Lock()\
call_once(&__Pyx_ModuleStateLookup_mutex_once_flag, __Pyx_ModuleStateLookup_initialize_mutex);\
mtx_lock(&__Pyx_ModuleStateLookup_mutex)
#define __Pyx_ModuleStateLookup_Unlock() mtx_unlock(&__Pyx_ModuleStateLookup_mutex)
#elif defined(HAVE_PTHREAD_H)
#include <pthread.h>
static pthread_mutex_t __Pyx_ModuleStateLookup_mutex = PTHREAD_MUTEX_INITIALIZER;
#define __Pyx_ModuleStateLookup_Lock() pthread_mutex_lock(&__Pyx_ModuleStateLookup_mutex)
#define __Pyx_ModuleStateLookup_Unlock() pthread_mutex_unlock(&__Pyx_ModuleStateLookup_mutex)
#elif defined(_WIN32)
#include <Windows.h> // synchapi.h on its own doesn't work
static SRWLOCK __Pyx_ModuleStateLookup_mutex = SRWLOCK_INIT;
#define __Pyx_ModuleStateLookup_Lock() AcquireSRWLockExclusive(&__Pyx_ModuleStateLookup_mutex)
#define __Pyx_ModuleStateLookup_Unlock() ReleaseSRWLockExclusive(&__Pyx_ModuleStateLookup_mutex)
#else
#error "No suitable lock available for CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE.\
Requires C standard >= C11, or C++ standard >= C++11,\
or pthreads, or the Windows 32 API, or Python >= 3.13."
#endif
typedef struct {
int64_t id;
PyObject *module;
} __Pyx_InterpreterIdAndModule;
typedef struct {
char interpreter_id_as_index;
Py_ssize_t count;
Py_ssize_t allocated;
__Pyx_InterpreterIdAndModule table[1];
} __Pyx_ModuleStateLookupData;
#define __PYX_MODULE_STATE_LOOKUP_SMALL_SIZE 32
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
static __pyx_atomic_int_type __Pyx_ModuleStateLookup_read_counter = 0;
#endif
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
static __pyx_atomic_ptr_type __Pyx_ModuleStateLookup_data = 0;
#else
static __Pyx_ModuleStateLookupData* __Pyx_ModuleStateLookup_data = NULL;
#endif
static __Pyx_InterpreterIdAndModule* __Pyx_State_FindModuleStateLookupTableLowerBound(
__Pyx_InterpreterIdAndModule* table,
Py_ssize_t count,
int64_t interpreterId) {
__Pyx_InterpreterIdAndModule* begin = table;
__Pyx_InterpreterIdAndModule* end = begin + count;
if (begin->id == interpreterId) {
return begin;
}
while ((end - begin) > __PYX_MODULE_STATE_LOOKUP_SMALL_SIZE) {
__Pyx_InterpreterIdAndModule* halfway = begin + (end - begin)/2;
if (halfway->id == interpreterId) {
return halfway;
}
if (halfway->id < interpreterId) {
begin = halfway;
} else {
end = halfway;
}
}
for (; begin < end; ++begin) {
if (begin->id >= interpreterId) return begin;
}
return begin;
}
static PyObject *__Pyx_State_FindModule(CYTHON_UNUSED void* dummy) {
int64_t interpreter_id = PyInterpreterState_GetID(__Pyx_PyInterpreterState_Get());
if (interpreter_id == -1) return NULL;
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
__Pyx_ModuleStateLookupData* data = (__Pyx_ModuleStateLookupData*)__pyx_atomic_pointer_load_relaxed(&__Pyx_ModuleStateLookup_data);
{
__pyx_atomic_incr_acq_rel(&__Pyx_ModuleStateLookup_read_counter);
if (likely(data)) {
__Pyx_ModuleStateLookupData* new_data = (__Pyx_ModuleStateLookupData*)__pyx_atomic_pointer_load_acquire(&__Pyx_ModuleStateLookup_data);
if (likely(data == new_data)) {
goto read_finished;
}
}
__pyx_atomic_decr_acq_rel(&__Pyx_ModuleStateLookup_read_counter);
__Pyx_ModuleStateLookup_Lock();
__pyx_atomic_incr_relaxed(&__Pyx_ModuleStateLookup_read_counter);
data = (__Pyx_ModuleStateLookupData*)__pyx_atomic_pointer_load_relaxed(&__Pyx_ModuleStateLookup_data);
__Pyx_ModuleStateLookup_Unlock();
}
read_finished:;
#else
__Pyx_ModuleStateLookupData* data = __Pyx_ModuleStateLookup_data;
#endif
__Pyx_InterpreterIdAndModule* found = NULL;
if (unlikely(!data)) goto end;
if (data->interpreter_id_as_index) {
if (interpreter_id < data->count) {
found = data->table+interpreter_id;
}
} else {
found = __Pyx_State_FindModuleStateLookupTableLowerBound(
data->table, data->count, interpreter_id);
}
end:
{
PyObject *result=NULL;
if (found && found->id == interpreter_id) {
result = found->module;
}
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
__pyx_atomic_decr_acq_rel(&__Pyx_ModuleStateLookup_read_counter);
#endif
return result;
}
}
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
static void __Pyx_ModuleStateLookup_wait_until_no_readers(void) {
while (__pyx_atomic_load(&__Pyx_ModuleStateLookup_read_counter) != 0);
}
#else
#define __Pyx_ModuleStateLookup_wait_until_no_readers()
#endif
static int __Pyx_State_AddModuleInterpIdAsIndex(__Pyx_ModuleStateLookupData **old_data, PyObject* module, int64_t interpreter_id) {
Py_ssize_t to_allocate = (*old_data)->allocated;
while (to_allocate <= interpreter_id) {
if (to_allocate == 0) to_allocate = 1;
else to_allocate *= 2;
}
__Pyx_ModuleStateLookupData *new_data = *old_data;
if (to_allocate != (*old_data)->allocated) {
new_data = (__Pyx_ModuleStateLookupData *)realloc(
*old_data,
sizeof(__Pyx_ModuleStateLookupData)+(to_allocate-1)*sizeof(__Pyx_InterpreterIdAndModule));
if (!new_data) {
PyErr_NoMemory();
return -1;
}
for (Py_ssize_t i = new_data->allocated; i < to_allocate; ++i) {
new_data->table[i].id = i;
new_data->table[i].module = NULL;
}
new_data->allocated = to_allocate;
}
new_data->table[interpreter_id].module = module;
if (new_data->count < interpreter_id+1) {
new_data->count = interpreter_id+1;
}
*old_data = new_data;
return 0;
}
static void __Pyx_State_ConvertFromInterpIdAsIndex(__Pyx_ModuleStateLookupData *data) {
__Pyx_InterpreterIdAndModule *read = data->table;
__Pyx_InterpreterIdAndModule *write = data->table;
__Pyx_InterpreterIdAndModule *end = read + data->count;
for (; read<end; ++read) {
if (read->module) {
write->id = read->id;
write->module = read->module;
++write;
}
}
data->count = write - data->table;
for (; write<end; ++write) {
write->id = 0;
write->module = NULL;
}
data->interpreter_id_as_index = 0;
}
static int __Pyx_State_AddModule(PyObject* module, CYTHON_UNUSED void* dummy) {
int64_t interpreter_id = PyInterpreterState_GetID(__Pyx_PyInterpreterState_Get());
if (interpreter_id == -1) return -1;
int result = 0;
__Pyx_ModuleStateLookup_Lock();
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
__Pyx_ModuleStateLookupData *old_data = (__Pyx_ModuleStateLookupData *)
__pyx_atomic_pointer_exchange(&__Pyx_ModuleStateLookup_data, 0);
#else
__Pyx_ModuleStateLookupData *old_data = __Pyx_ModuleStateLookup_data;
#endif
__Pyx_ModuleStateLookupData *new_data = old_data;
if (!new_data) {
new_data = (__Pyx_ModuleStateLookupData *)calloc(1, sizeof(__Pyx_ModuleStateLookupData));
if (!new_data) {
result = -1;
PyErr_NoMemory();
goto end;
}
new_data->allocated = 1;
new_data->interpreter_id_as_index = 1;
}
__Pyx_ModuleStateLookup_wait_until_no_readers();
if (new_data->interpreter_id_as_index) {
if (interpreter_id < __PYX_MODULE_STATE_LOOKUP_SMALL_SIZE) {
result = __Pyx_State_AddModuleInterpIdAsIndex(&new_data, module, interpreter_id);
goto end;
}
__Pyx_State_ConvertFromInterpIdAsIndex(new_data);
}
{
Py_ssize_t insert_at = 0;
{
__Pyx_InterpreterIdAndModule* lower_bound = __Pyx_State_FindModuleStateLookupTableLowerBound(
new_data->table, new_data->count, interpreter_id);
assert(lower_bound);
insert_at = lower_bound - new_data->table;
if (unlikely(insert_at < new_data->count && lower_bound->id == interpreter_id)) {
lower_bound->module = module;
goto end; // already in table, nothing more to do
}
}
if (new_data->count+1 >= new_data->allocated) {
Py_ssize_t to_allocate = (new_data->count+1)*2;
new_data =
(__Pyx_ModuleStateLookupData*)realloc(
new_data,
sizeof(__Pyx_ModuleStateLookupData) +
(to_allocate-1)*sizeof(__Pyx_InterpreterIdAndModule));
if (!new_data) {
result = -1;
new_data = old_data;
PyErr_NoMemory();
goto end;
}
new_data->allocated = to_allocate;
}
++new_data->count;
int64_t last_id = interpreter_id;
PyObject *last_module = module;
for (Py_ssize_t i=insert_at; i<new_data->count; ++i) {
int64_t current_id = new_data->table[i].id;
new_data->table[i].id = last_id;
last_id = current_id;
PyObject *current_module = new_data->table[i].module;
new_data->table[i].module = last_module;
last_module = current_module;
}
}
end:
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
__pyx_atomic_pointer_exchange(&__Pyx_ModuleStateLookup_data, new_data);
#else
__Pyx_ModuleStateLookup_data = new_data;
#endif
__Pyx_ModuleStateLookup_Unlock();
return result;
}
static int __Pyx_State_RemoveModule(CYTHON_UNUSED void* dummy) {
int64_t interpreter_id = PyInterpreterState_GetID(__Pyx_PyInterpreterState_Get());
if (interpreter_id == -1) return -1;
__Pyx_ModuleStateLookup_Lock();
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
__Pyx_ModuleStateLookupData *data = (__Pyx_ModuleStateLookupData *)
__pyx_atomic_pointer_exchange(&__Pyx_ModuleStateLookup_data, 0);
#else
__Pyx_ModuleStateLookupData *data = __Pyx_ModuleStateLookup_data;
#endif
if (data->interpreter_id_as_index) {
if (interpreter_id < data->count) {
data->table[interpreter_id].module = NULL;
}
goto done;
}
{
__Pyx_ModuleStateLookup_wait_until_no_readers();
__Pyx_InterpreterIdAndModule* lower_bound = __Pyx_State_FindModuleStateLookupTableLowerBound(
data->table, data->count, interpreter_id);
if (!lower_bound) goto done;
if (lower_bound->id != interpreter_id) goto done;
__Pyx_InterpreterIdAndModule *end = data->table+data->count;
for (;lower_bound<end-1; ++lower_bound) {
lower_bound->id = (lower_bound+1)->id;
lower_bound->module = (lower_bound+1)->module;
}
}
--data->count;
if (data->count == 0) {
free(data);
data = NULL;
}
done:
#if CYTHON_MODULE_STATE_LOOKUP_THREAD_SAFE
__pyx_atomic_pointer_exchange(&__Pyx_ModuleStateLookup_data, data);
#else
__Pyx_ModuleStateLookup_data = data;
#endif
__Pyx_ModuleStateLookup_Unlock();
return 0;
}
#endif
/* #### Code section: utility_code_pragmas_end ### */
#ifdef _MSC_VER
#pragma warning( pop )
#endif
/* #### Code section: end ### */
#endif /* Py_PYTHON_H */