/* Generated by Cython 0.29.1 */ #define PY_SSIZE_T_CLEAN #include "Python.h" #ifndef Py_PYTHON_H #error Python headers needed to compile C extensions, please install development version of Python. #elif PY_VERSION_HEX < 0x02060000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000) #error Cython requires Python 2.6+ or Python 3.3+. #else #define CYTHON_ABI "0_29_1" #define CYTHON_HEX_VERSION 0x001D01F0 #define CYTHON_FUTURE_DIVISION 0 #include #ifndef offsetof #define offsetof(type, member) ( (size_t) & ((type*)0) -> member ) #endif #if !defined(WIN32) && !defined(MS_WINDOWS) #ifndef __stdcall #define __stdcall #endif #ifndef __cdecl #define __cdecl #endif #ifndef __fastcall #define __fastcall #endif #endif #ifndef DL_IMPORT #define DL_IMPORT(t) t #endif #ifndef DL_EXPORT #define DL_EXPORT(t) t #endif #define __PYX_COMMA , #ifndef HAVE_LONG_LONG #if PY_VERSION_HEX >= 0x02070000 #define HAVE_LONG_LONG #endif #endif #ifndef PY_LONG_LONG #define PY_LONG_LONG LONG_LONG #endif #ifndef Py_HUGE_VAL #define Py_HUGE_VAL HUGE_VAL #endif #ifdef PYPY_VERSION #define CYTHON_COMPILING_IN_PYPY 1 #define CYTHON_COMPILING_IN_PYSTON 0 #define CYTHON_COMPILING_IN_CPYTHON 0 #undef CYTHON_USE_TYPE_SLOTS #define CYTHON_USE_TYPE_SLOTS 0 #undef CYTHON_USE_PYTYPE_LOOKUP #define CYTHON_USE_PYTYPE_LOOKUP 0 #if PY_VERSION_HEX < 0x03050000 #undef CYTHON_USE_ASYNC_SLOTS #define CYTHON_USE_ASYNC_SLOTS 0 #elif !defined(CYTHON_USE_ASYNC_SLOTS) #define CYTHON_USE_ASYNC_SLOTS 1 #endif #undef CYTHON_USE_PYLIST_INTERNALS #define CYTHON_USE_PYLIST_INTERNALS 0 #undef CYTHON_USE_UNICODE_INTERNALS #define CYTHON_USE_UNICODE_INTERNALS 0 #undef CYTHON_USE_UNICODE_WRITER #define CYTHON_USE_UNICODE_WRITER 0 #undef CYTHON_USE_PYLONG_INTERNALS #define CYTHON_USE_PYLONG_INTERNALS 0 #undef CYTHON_AVOID_BORROWED_REFS #define CYTHON_AVOID_BORROWED_REFS 1 #undef CYTHON_ASSUME_SAFE_MACROS #define CYTHON_ASSUME_SAFE_MACROS 0 #undef CYTHON_UNPACK_METHODS #define CYTHON_UNPACK_METHODS 0 #undef CYTHON_FAST_THREAD_STATE #define CYTHON_FAST_THREAD_STATE 0 #undef CYTHON_FAST_PYCALL #define CYTHON_FAST_PYCALL 0 #undef CYTHON_PEP489_MULTI_PHASE_INIT #define CYTHON_PEP489_MULTI_PHASE_INIT 0 #undef CYTHON_USE_TP_FINALIZE #define CYTHON_USE_TP_FINALIZE 0 #undef CYTHON_USE_DICT_VERSIONS #define CYTHON_USE_DICT_VERSIONS 0 #undef CYTHON_USE_EXC_INFO_STACK #define CYTHON_USE_EXC_INFO_STACK 0 #elif defined(PYSTON_VERSION) #define CYTHON_COMPILING_IN_PYPY 0 #define CYTHON_COMPILING_IN_PYSTON 1 #define CYTHON_COMPILING_IN_CPYTHON 0 #ifndef CYTHON_USE_TYPE_SLOTS #define CYTHON_USE_TYPE_SLOTS 1 #endif #undef CYTHON_USE_PYTYPE_LOOKUP #define CYTHON_USE_PYTYPE_LOOKUP 0 #undef CYTHON_USE_ASYNC_SLOTS #define CYTHON_USE_ASYNC_SLOTS 0 #undef CYTHON_USE_PYLIST_INTERNALS #define CYTHON_USE_PYLIST_INTERNALS 0 #ifndef CYTHON_USE_UNICODE_INTERNALS #define CYTHON_USE_UNICODE_INTERNALS 1 #endif #undef CYTHON_USE_UNICODE_WRITER #define CYTHON_USE_UNICODE_WRITER 0 #undef CYTHON_USE_PYLONG_INTERNALS #define CYTHON_USE_PYLONG_INTERNALS 0 #ifndef CYTHON_AVOID_BORROWED_REFS #define CYTHON_AVOID_BORROWED_REFS 0 #endif #ifndef CYTHON_ASSUME_SAFE_MACROS #define CYTHON_ASSUME_SAFE_MACROS 1 #endif #ifndef CYTHON_UNPACK_METHODS #define CYTHON_UNPACK_METHODS 1 #endif #undef CYTHON_FAST_THREAD_STATE #define CYTHON_FAST_THREAD_STATE 0 #undef CYTHON_FAST_PYCALL #define CYTHON_FAST_PYCALL 0 #undef CYTHON_PEP489_MULTI_PHASE_INIT #define CYTHON_PEP489_MULTI_PHASE_INIT 0 #undef CYTHON_USE_TP_FINALIZE #define CYTHON_USE_TP_FINALIZE 0 #undef CYTHON_USE_DICT_VERSIONS #define CYTHON_USE_DICT_VERSIONS 0 #undef CYTHON_USE_EXC_INFO_STACK #define CYTHON_USE_EXC_INFO_STACK 0 #else #define CYTHON_COMPILING_IN_PYPY 0 #define CYTHON_COMPILING_IN_PYSTON 0 #define CYTHON_COMPILING_IN_CPYTHON 1 #ifndef CYTHON_USE_TYPE_SLOTS #define CYTHON_USE_TYPE_SLOTS 1 #endif #if PY_VERSION_HEX < 0x02070000 #undef CYTHON_USE_PYTYPE_LOOKUP #define CYTHON_USE_PYTYPE_LOOKUP 0 #elif !defined(CYTHON_USE_PYTYPE_LOOKUP) #define CYTHON_USE_PYTYPE_LOOKUP 1 #endif #if PY_MAJOR_VERSION < 3 #undef CYTHON_USE_ASYNC_SLOTS #define CYTHON_USE_ASYNC_SLOTS 0 #elif !defined(CYTHON_USE_ASYNC_SLOTS) #define CYTHON_USE_ASYNC_SLOTS 1 #endif #if PY_VERSION_HEX < 0x02070000 #undef CYTHON_USE_PYLONG_INTERNALS #define CYTHON_USE_PYLONG_INTERNALS 0 #elif !defined(CYTHON_USE_PYLONG_INTERNALS) #define CYTHON_USE_PYLONG_INTERNALS 1 #endif #ifndef CYTHON_USE_PYLIST_INTERNALS #define CYTHON_USE_PYLIST_INTERNALS 1 #endif #ifndef CYTHON_USE_UNICODE_INTERNALS #define CYTHON_USE_UNICODE_INTERNALS 1 #endif #if PY_VERSION_HEX < 0x030300F0 #undef CYTHON_USE_UNICODE_WRITER #define CYTHON_USE_UNICODE_WRITER 0 #elif !defined(CYTHON_USE_UNICODE_WRITER) #define CYTHON_USE_UNICODE_WRITER 1 #endif #ifndef CYTHON_AVOID_BORROWED_REFS #define CYTHON_AVOID_BORROWED_REFS 0 #endif #ifndef CYTHON_ASSUME_SAFE_MACROS #define CYTHON_ASSUME_SAFE_MACROS 1 #endif #ifndef CYTHON_UNPACK_METHODS #define CYTHON_UNPACK_METHODS 1 #endif #ifndef CYTHON_FAST_THREAD_STATE #define CYTHON_FAST_THREAD_STATE 1 #endif #ifndef CYTHON_FAST_PYCALL #define CYTHON_FAST_PYCALL 1 #endif #ifndef CYTHON_PEP489_MULTI_PHASE_INIT #define CYTHON_PEP489_MULTI_PHASE_INIT (PY_VERSION_HEX >= 0x03050000) #endif #ifndef CYTHON_USE_TP_FINALIZE #define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1) #endif #ifndef CYTHON_USE_DICT_VERSIONS #define CYTHON_USE_DICT_VERSIONS (PY_VERSION_HEX >= 0x030600B1) #endif #ifndef CYTHON_USE_EXC_INFO_STACK #define CYTHON_USE_EXC_INFO_STACK (PY_VERSION_HEX >= 0x030700A3) #endif #endif #if !defined(CYTHON_FAST_PYCCALL) #define CYTHON_FAST_PYCCALL (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1) #endif #if CYTHON_USE_PYLONG_INTERNALS #include "longintrepr.h" #undef SHIFT #undef BASE #undef MASK #ifdef SIZEOF_VOID_P enum { __pyx_check_sizeof_voidp = 1/(SIZEOF_VOID_P == sizeof(void*)) }; #endif #endif #ifndef __has_attribute #define __has_attribute(x) 0 #endif #ifndef __has_cpp_attribute #define __has_cpp_attribute(x) 0 #endif #ifndef CYTHON_RESTRICT #if defined(__GNUC__) #define CYTHON_RESTRICT __restrict__ #elif defined(_MSC_VER) && _MSC_VER >= 1400 #define CYTHON_RESTRICT __restrict #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L #define CYTHON_RESTRICT restrict #else #define CYTHON_RESTRICT #endif #endif #ifndef CYTHON_UNUSED # if defined(__GNUC__) # if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4)) # define CYTHON_UNUSED __attribute__ ((__unused__)) # else # define CYTHON_UNUSED # endif # elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER)) # define CYTHON_UNUSED __attribute__ ((__unused__)) # else # define CYTHON_UNUSED # endif #endif #ifndef CYTHON_MAYBE_UNUSED_VAR # if defined(__cplusplus) template void CYTHON_MAYBE_UNUSED_VAR( const T& ) { } # else # define CYTHON_MAYBE_UNUSED_VAR(x) (void)(x) # endif #endif #ifndef CYTHON_NCP_UNUSED # if CYTHON_COMPILING_IN_CPYTHON # define CYTHON_NCP_UNUSED # else # define CYTHON_NCP_UNUSED CYTHON_UNUSED # endif #endif #define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None) #ifdef _MSC_VER #ifndef _MSC_STDINT_H_ #if _MSC_VER < 1300 typedef unsigned char uint8_t; typedef unsigned int uint32_t; #else typedef unsigned __int8 uint8_t; typedef unsigned __int32 uint32_t; #endif #endif #else #include #endif #ifndef CYTHON_FALLTHROUGH #if defined(__cplusplus) && __cplusplus >= 201103L #if __has_cpp_attribute(fallthrough) #define CYTHON_FALLTHROUGH [[fallthrough]] #elif __has_cpp_attribute(clang::fallthrough) #define CYTHON_FALLTHROUGH [[clang::fallthrough]] #elif __has_cpp_attribute(gnu::fallthrough) #define CYTHON_FALLTHROUGH [[gnu::fallthrough]] #endif #endif #ifndef CYTHON_FALLTHROUGH #if __has_attribute(fallthrough) #define CYTHON_FALLTHROUGH __attribute__((fallthrough)) #else #define CYTHON_FALLTHROUGH #endif #endif #if defined(__clang__ ) && defined(__apple_build_version__) #if __apple_build_version__ < 7000000 #undef CYTHON_FALLTHROUGH #define CYTHON_FALLTHROUGH #endif #endif #endif #ifndef __cplusplus #error "Cython files generated with the C++ option must be compiled with a C++ compiler." #endif #ifndef CYTHON_INLINE #if defined(__clang__) #define CYTHON_INLINE __inline__ __attribute__ ((__unused__)) #else #define CYTHON_INLINE inline #endif #endif template void __Pyx_call_destructor(T& x) { x.~T(); } template class __Pyx_FakeReference { public: __Pyx_FakeReference() : ptr(NULL) { } __Pyx_FakeReference(const T& ref) : ptr(const_cast(&ref)) { } T *operator->() { return ptr; } T *operator&() { return ptr; } operator T&() { return *ptr; } template bool operator ==(U other) { return *ptr == other; } template bool operator !=(U other) { return *ptr != other; } private: T *ptr; }; #if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX < 0x02070600 && !defined(Py_OptimizeFlag) #define Py_OptimizeFlag 0 #endif #define __PYX_BUILD_PY_SSIZE_T "n" #define CYTHON_FORMAT_SSIZE_T "z" #if PY_MAJOR_VERSION < 3 #define __Pyx_BUILTIN_MODULE_NAME "__builtin__" #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\ PyCode_New(a+k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) #define __Pyx_DefaultClassType PyClass_Type #else #define __Pyx_BUILTIN_MODULE_NAME "builtins" #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\ PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) #define __Pyx_DefaultClassType PyType_Type #endif #ifndef Py_TPFLAGS_CHECKTYPES #define Py_TPFLAGS_CHECKTYPES 0 #endif #ifndef Py_TPFLAGS_HAVE_INDEX #define Py_TPFLAGS_HAVE_INDEX 0 #endif #ifndef Py_TPFLAGS_HAVE_NEWBUFFER #define Py_TPFLAGS_HAVE_NEWBUFFER 0 #endif #ifndef Py_TPFLAGS_HAVE_FINALIZE #define Py_TPFLAGS_HAVE_FINALIZE 0 #endif #ifndef METH_STACKLESS #define METH_STACKLESS 0 #endif #if PY_VERSION_HEX <= 0x030700A3 || !defined(METH_FASTCALL) #ifndef METH_FASTCALL #define METH_FASTCALL 0x80 #endif typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs); typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args, Py_ssize_t nargs, PyObject *kwnames); #else #define __Pyx_PyCFunctionFast _PyCFunctionFast #define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords #endif #if CYTHON_FAST_PYCCALL #define __Pyx_PyFastCFunction_Check(func)\ ((PyCFunction_Check(func) && (METH_FASTCALL == (PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS | METH_STACKLESS))))) #else #define __Pyx_PyFastCFunction_Check(func) 0 #endif #if CYTHON_USE_DICT_VERSIONS #define __PYX_GET_DICT_VERSION(dict) (((PyDictObject*)(dict))->ma_version_tag) #define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)\ (version_var) = __PYX_GET_DICT_VERSION(dict);\ (cache_var) = (value); #define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP) {\ static PY_UINT64_T __pyx_dict_version = 0;\ static PyObject *__pyx_dict_cached_value = NULL;\ if (likely(__PYX_GET_DICT_VERSION(DICT) == __pyx_dict_version)) {\ (VAR) = __pyx_dict_cached_value;\ } else {\ (VAR) = __pyx_dict_cached_value = (LOOKUP);\ __pyx_dict_version = __PYX_GET_DICT_VERSION(DICT);\ }\ } #else #define __PYX_GET_DICT_VERSION(dict) (0) #define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var) #define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP) (VAR) = (LOOKUP); #endif #if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc) #define PyObject_Malloc(s) PyMem_Malloc(s) #define PyObject_Free(p) PyMem_Free(p) #define PyObject_Realloc(p) PyMem_Realloc(p) #endif #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030400A1 #define PyMem_RawMalloc(n) PyMem_Malloc(n) #define PyMem_RawRealloc(p, n) PyMem_Realloc(p, n) #define PyMem_RawFree(p) PyMem_Free(p) #endif #if CYTHON_COMPILING_IN_PYSTON #define __Pyx_PyCode_HasFreeVars(co) PyCode_HasFreeVars(co) #define __Pyx_PyFrame_SetLineNumber(frame, lineno) PyFrame_SetLineNumber(frame, lineno) #else #define __Pyx_PyCode_HasFreeVars(co) (PyCode_GetNumFree(co) > 0) #define __Pyx_PyFrame_SetLineNumber(frame, lineno) (frame)->f_lineno = (lineno) #endif #if !CYTHON_FAST_THREAD_STATE || PY_VERSION_HEX < 0x02070000 #define __Pyx_PyThreadState_Current PyThreadState_GET() #elif PY_VERSION_HEX >= 0x03060000 #define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet() #elif PY_VERSION_HEX >= 0x03000000 #define __Pyx_PyThreadState_Current PyThreadState_GET() #else #define __Pyx_PyThreadState_Current _PyThreadState_Current #endif #if PY_VERSION_HEX < 0x030700A2 && !defined(PyThread_tss_create) && !defined(Py_tss_NEEDS_INIT) #include "pythread.h" #define Py_tss_NEEDS_INIT 0 typedef int Py_tss_t; static CYTHON_INLINE int PyThread_tss_create(Py_tss_t *key) { *key = PyThread_create_key(); return 0; // PyThread_create_key reports success always } static CYTHON_INLINE Py_tss_t * PyThread_tss_alloc(void) { Py_tss_t *key = (Py_tss_t *)PyObject_Malloc(sizeof(Py_tss_t)); *key = Py_tss_NEEDS_INIT; return key; } static CYTHON_INLINE void PyThread_tss_free(Py_tss_t *key) { PyObject_Free(key); } static CYTHON_INLINE int PyThread_tss_is_created(Py_tss_t *key) { return *key != Py_tss_NEEDS_INIT; } static CYTHON_INLINE void PyThread_tss_delete(Py_tss_t *key) { PyThread_delete_key(*key); *key = Py_tss_NEEDS_INIT; } static CYTHON_INLINE int PyThread_tss_set(Py_tss_t *key, void *value) { return PyThread_set_key_value(*key, value); } static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { return PyThread_get_key_value(*key); } #endif // TSS (Thread Specific Storage) API #if CYTHON_COMPILING_IN_CPYTHON || defined(_PyDict_NewPresized) #define __Pyx_PyDict_NewPresized(n) ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n)) #else #define __Pyx_PyDict_NewPresized(n) PyDict_New() #endif #if PY_MAJOR_VERSION >= 3 || CYTHON_FUTURE_DIVISION #define __Pyx_PyNumber_Divide(x,y) PyNumber_TrueDivide(x,y) #define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceTrueDivide(x,y) #else #define __Pyx_PyNumber_Divide(x,y) PyNumber_Divide(x,y) #define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceDivide(x,y) #endif #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1 && CYTHON_USE_UNICODE_INTERNALS #define __Pyx_PyDict_GetItemStr(dict, name) _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash) #else #define __Pyx_PyDict_GetItemStr(dict, name) PyDict_GetItem(dict, name) #endif #if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND) #define CYTHON_PEP393_ENABLED 1 #define __Pyx_PyUnicode_READY(op) (likely(PyUnicode_IS_READY(op)) ?\ 0 : _PyUnicode_Ready((PyObject *)(op))) #define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_LENGTH(u) #define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i) #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) PyUnicode_MAX_CHAR_VALUE(u) #define __Pyx_PyUnicode_KIND(u) PyUnicode_KIND(u) #define __Pyx_PyUnicode_DATA(u) PyUnicode_DATA(u) #define __Pyx_PyUnicode_READ(k, d, i) PyUnicode_READ(k, d, i) #define __Pyx_PyUnicode_WRITE(k, d, i, ch) PyUnicode_WRITE(k, d, i, ch) #define __Pyx_PyUnicode_IS_TRUE(u) (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u))) #else #define CYTHON_PEP393_ENABLED 0 #define PyUnicode_1BYTE_KIND 1 #define PyUnicode_2BYTE_KIND 2 #define PyUnicode_4BYTE_KIND 4 #define __Pyx_PyUnicode_READY(op) (0) #define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_SIZE(u) #define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i])) #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) ((sizeof(Py_UNICODE) == 2) ? 65535 : 1114111) #define __Pyx_PyUnicode_KIND(u) (sizeof(Py_UNICODE)) #define __Pyx_PyUnicode_DATA(u) ((void*)PyUnicode_AS_UNICODE(u)) #define __Pyx_PyUnicode_READ(k, d, i) ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i])) #define __Pyx_PyUnicode_WRITE(k, d, i, ch) (((void)(k)), ((Py_UNICODE*)d)[i] = ch) #define __Pyx_PyUnicode_IS_TRUE(u) (0 != PyUnicode_GET_SIZE(u)) #endif #if CYTHON_COMPILING_IN_PYPY #define __Pyx_PyUnicode_Concat(a, b) PyNumber_Add(a, b) #define __Pyx_PyUnicode_ConcatSafe(a, b) PyNumber_Add(a, b) #else #define __Pyx_PyUnicode_Concat(a, b) PyUnicode_Concat(a, b) #define __Pyx_PyUnicode_ConcatSafe(a, b) ((unlikely((a) == Py_None) || unlikely((b) == Py_None)) ?\ PyNumber_Add(a, b) : __Pyx_PyUnicode_Concat(a, b)) #endif #if CYTHON_COMPILING_IN_PYPY && !defined(PyUnicode_Contains) #define PyUnicode_Contains(u, s) PySequence_Contains(u, s) #endif #if CYTHON_COMPILING_IN_PYPY && !defined(PyByteArray_Check) #define PyByteArray_Check(obj) PyObject_TypeCheck(obj, &PyByteArray_Type) #endif #if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Format) #define PyObject_Format(obj, fmt) PyObject_CallMethod(obj, "__format__", "O", fmt) #endif #define __Pyx_PyString_FormatSafe(a, b) ((unlikely((a) == Py_None || (PyString_Check(b) && !PyString_CheckExact(b)))) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b)) #define __Pyx_PyUnicode_FormatSafe(a, b) ((unlikely((a) == Py_None || (PyUnicode_Check(b) && !PyUnicode_CheckExact(b)))) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b)) #if PY_MAJOR_VERSION >= 3 #define __Pyx_PyString_Format(a, b) PyUnicode_Format(a, b) #else #define __Pyx_PyString_Format(a, b) PyString_Format(a, b) #endif #if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII) #define PyObject_ASCII(o) PyObject_Repr(o) #endif #if PY_MAJOR_VERSION >= 3 #define PyBaseString_Type PyUnicode_Type #define PyStringObject PyUnicodeObject #define PyString_Type PyUnicode_Type #define PyString_Check PyUnicode_Check #define PyString_CheckExact PyUnicode_CheckExact #define PyObject_Unicode PyObject_Str #endif #if PY_MAJOR_VERSION >= 3 #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj) #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj) #else #define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj)) #define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj)) #endif #ifndef PySet_CheckExact #define PySet_CheckExact(obj) (Py_TYPE(obj) == &PySet_Type) #endif #if CYTHON_ASSUME_SAFE_MACROS #define __Pyx_PySequence_SIZE(seq) Py_SIZE(seq) #else #define __Pyx_PySequence_SIZE(seq) PySequence_Size(seq) #endif #if PY_MAJOR_VERSION >= 3 #define PyIntObject PyLongObject #define PyInt_Type PyLong_Type #define PyInt_Check(op) PyLong_Check(op) #define PyInt_CheckExact(op) PyLong_CheckExact(op) #define PyInt_FromString PyLong_FromString #define PyInt_FromUnicode PyLong_FromUnicode #define PyInt_FromLong PyLong_FromLong #define PyInt_FromSize_t PyLong_FromSize_t #define PyInt_FromSsize_t PyLong_FromSsize_t #define PyInt_AsLong PyLong_AsLong #define PyInt_AS_LONG PyLong_AS_LONG #define PyInt_AsSsize_t PyLong_AsSsize_t #define PyInt_AsUnsignedLongMask PyLong_AsUnsignedLongMask #define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask #define PyNumber_Int PyNumber_Long #endif #if PY_MAJOR_VERSION >= 3 #define PyBoolObject PyLongObject #endif #if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY #ifndef PyUnicode_InternFromString #define PyUnicode_InternFromString(s) PyUnicode_FromString(s) #endif #endif #if PY_VERSION_HEX < 0x030200A4 typedef long Py_hash_t; #define __Pyx_PyInt_FromHash_t PyInt_FromLong #define __Pyx_PyInt_AsHash_t PyInt_AsLong #else #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t #define __Pyx_PyInt_AsHash_t PyInt_AsSsize_t #endif #if PY_MAJOR_VERSION >= 3 #define __Pyx_PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : (Py_INCREF(func), func)) #else #define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass) #endif #if CYTHON_USE_ASYNC_SLOTS #if PY_VERSION_HEX >= 0x030500B1 #define __Pyx_PyAsyncMethodsStruct PyAsyncMethods #define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async) #else #define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved)) #endif #else #define __Pyx_PyType_AsAsync(obj) NULL #endif #ifndef __Pyx_PyAsyncMethodsStruct typedef struct { unaryfunc am_await; unaryfunc am_aiter; unaryfunc am_anext; } __Pyx_PyAsyncMethodsStruct; #endif #if defined(WIN32) || defined(MS_WINDOWS) #define _USE_MATH_DEFINES #endif #include #ifdef NAN #define __PYX_NAN() ((float) NAN) #else static CYTHON_INLINE float __PYX_NAN() { float value; memset(&value, 0xFF, sizeof(value)); return value; } #endif #if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL) #define __Pyx_truncl trunc #else #define __Pyx_truncl truncl #endif #define __PYX_ERR(f_index, lineno, Ln_error) \ { \ __pyx_filename = __pyx_f[f_index]; __pyx_lineno = lineno; __pyx_clineno = __LINE__; goto Ln_error; \ } #ifndef __PYX_EXTERN_C #ifdef __cplusplus #define __PYX_EXTERN_C extern "C" #else #define __PYX_EXTERN_C extern #endif #endif #define __PYX_HAVE__thinc__linalg #define __PYX_HAVE_API__thinc__linalg /* Early includes */ #include #include #include "math.h" #ifdef _OPENMP #include #endif /* _OPENMP */ #if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS) #define CYTHON_WITHOUT_ASSERTIONS #endif typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding; const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry; #define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0 #define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT 0 #define __PYX_DEFAULT_STRING_ENCODING "" #define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString #define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize #define __Pyx_uchar_cast(c) ((unsigned char)c) #define __Pyx_long_cast(x) ((long)x) #define __Pyx_fits_Py_ssize_t(v, type, is_signed) (\ (sizeof(type) < sizeof(Py_ssize_t)) ||\ (sizeof(type) > sizeof(Py_ssize_t) &&\ likely(v < (type)PY_SSIZE_T_MAX ||\ v == (type)PY_SSIZE_T_MAX) &&\ (!is_signed || likely(v > (type)PY_SSIZE_T_MIN ||\ v == (type)PY_SSIZE_T_MIN))) ||\ (sizeof(type) == sizeof(Py_ssize_t) &&\ (is_signed || likely(v < (type)PY_SSIZE_T_MAX ||\ v == (type)PY_SSIZE_T_MAX))) ) 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 #define __Pyx_sst_abs(value) std::abs(value) #elif SIZEOF_INT >= SIZEOF_SIZE_T #define __Pyx_sst_abs(value) abs(value) #elif SIZEOF_LONG >= SIZEOF_SIZE_T #define __Pyx_sst_abs(value) labs(value) #elif defined (_MSC_VER) #define __Pyx_sst_abs(value) ((Py_ssize_t)_abs64(value)) #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L #define __Pyx_sst_abs(value) llabs(value) #elif defined (__GNUC__) #define __Pyx_sst_abs(value) __builtin_llabs(value) #else #define __Pyx_sst_abs(value) ((value<0) ? -value : value) #endif static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*); static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length); #define __Pyx_PyByteArray_FromString(s) PyByteArray_FromStringAndSize((const char*)s, strlen((const char*)s)) #define __Pyx_PyByteArray_FromStringAndSize(s, l) PyByteArray_FromStringAndSize((const char*)s, l) #define __Pyx_PyBytes_FromString PyBytes_FromString #define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char*); #if PY_MAJOR_VERSION < 3 #define __Pyx_PyStr_FromString __Pyx_PyBytes_FromString #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize #else #define __Pyx_PyStr_FromString __Pyx_PyUnicode_FromString #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize #endif #define __Pyx_PyBytes_AsWritableString(s) ((char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsWritableSString(s) ((signed char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsWritableUString(s) ((unsigned char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsString(s) ((const char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsSString(s) ((const signed char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsUString(s) ((const unsigned char*) PyBytes_AS_STRING(s)) #define __Pyx_PyObject_AsWritableString(s) ((char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_AsWritableSString(s) ((signed char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_AsWritableUString(s) ((unsigned char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_AsSString(s) ((const signed char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_AsUString(s) ((const unsigned char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_FromCString(s) __Pyx_PyObject_FromString((const char*)s) #define __Pyx_PyBytes_FromCString(s) __Pyx_PyBytes_FromString((const char*)s) #define __Pyx_PyByteArray_FromCString(s) __Pyx_PyByteArray_FromString((const char*)s) #define __Pyx_PyStr_FromCString(s) __Pyx_PyStr_FromString((const char*)s) #define __Pyx_PyUnicode_FromCString(s) __Pyx_PyUnicode_FromString((const char*)s) static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u) { const Py_UNICODE *u_end = u; while (*u_end++) ; return (size_t)(u_end - u - 1); } #define __Pyx_PyUnicode_FromUnicode(u) PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u)) #define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode #define __Pyx_PyUnicode_AsUnicode PyUnicode_AsUnicode #define __Pyx_NewRef(obj) (Py_INCREF(obj), obj) #define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None) static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b); static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*); static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject*); static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x); #define __Pyx_PySequence_Tuple(obj)\ (likely(PyTuple_CheckExact(obj)) ? __Pyx_NewRef(obj) : PySequence_Tuple(obj)) static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*); static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t); #if CYTHON_ASSUME_SAFE_MACROS #define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x)) #else #define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x) #endif #define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x)) #if PY_MAJOR_VERSION >= 3 #define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x)) #else #define __Pyx_PyNumber_Int(x) (PyInt_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Int(x)) #endif #define __Pyx_PyNumber_Float(x) (PyFloat_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Float(x)) #if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII static int __Pyx_sys_getdefaultencoding_not_ascii; static int __Pyx_init_sys_getdefaultencoding_params(void) { PyObject* sys; PyObject* default_encoding = NULL; PyObject* ascii_chars_u = NULL; PyObject* ascii_chars_b = NULL; const char* default_encoding_c; sys = PyImport_ImportModule("sys"); if (!sys) goto bad; default_encoding = PyObject_CallMethod(sys, (char*) "getdefaultencoding", NULL); Py_DECREF(sys); if (!default_encoding) goto bad; default_encoding_c = PyBytes_AsString(default_encoding); if (!default_encoding_c) goto bad; if (strcmp(default_encoding_c, "ascii") == 0) { __Pyx_sys_getdefaultencoding_not_ascii = 0; } else { char ascii_chars[128]; int c; for (c = 0; c < 128; c++) { ascii_chars[c] = c; } __Pyx_sys_getdefaultencoding_not_ascii = 1; ascii_chars_u = PyUnicode_DecodeASCII(ascii_chars, 128, NULL); if (!ascii_chars_u) goto bad; ascii_chars_b = PyUnicode_AsEncodedString(ascii_chars_u, default_encoding_c, NULL); if (!ascii_chars_b || !PyBytes_Check(ascii_chars_b) || memcmp(ascii_chars, PyBytes_AS_STRING(ascii_chars_b), 128) != 0) { PyErr_Format( PyExc_ValueError, "This module compiled with c_string_encoding=ascii, but default encoding '%.200s' is not a superset of ascii.", default_encoding_c); goto bad; } Py_DECREF(ascii_chars_u); Py_DECREF(ascii_chars_b); } Py_DECREF(default_encoding); return 0; bad: Py_XDECREF(default_encoding); Py_XDECREF(ascii_chars_u); Py_XDECREF(ascii_chars_b); return -1; } #endif #if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT && PY_MAJOR_VERSION >= 3 #define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL) #else #define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL) #if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT static char* __PYX_DEFAULT_STRING_ENCODING; static int __Pyx_init_sys_getdefaultencoding_params(void) { PyObject* sys; PyObject* default_encoding = NULL; char* default_encoding_c; sys = PyImport_ImportModule("sys"); if (!sys) goto bad; default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL); Py_DECREF(sys); if (!default_encoding) goto bad; default_encoding_c = PyBytes_AsString(default_encoding); if (!default_encoding_c) goto bad; __PYX_DEFAULT_STRING_ENCODING = (char*) malloc(strlen(default_encoding_c) + 1); if (!__PYX_DEFAULT_STRING_ENCODING) goto bad; strcpy(__PYX_DEFAULT_STRING_ENCODING, default_encoding_c); Py_DECREF(default_encoding); return 0; bad: Py_XDECREF(default_encoding); return -1; } #endif #endif /* Test for GCC > 2.95 */ #if defined(__GNUC__) && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95))) #define likely(x) __builtin_expect(!!(x), 1) #define unlikely(x) __builtin_expect(!!(x), 0) #else /* !__GNUC__ or GCC < 2.95 */ #define likely(x) (x) #define unlikely(x) (x) #endif /* __GNUC__ */ static CYTHON_INLINE void __Pyx_pretend_to_initialize(void* ptr) { (void)ptr; } static PyObject *__pyx_m = NULL; static PyObject *__pyx_d; static PyObject *__pyx_b; static PyObject *__pyx_cython_runtime = NULL; static PyObject *__pyx_empty_tuple; static PyObject *__pyx_empty_bytes; static PyObject *__pyx_empty_unicode; static int __pyx_lineno; static int __pyx_clineno = 0; static const char * __pyx_cfilenm= __FILE__; static const char *__pyx_filename; static const char *__pyx_f[] = { "linalg.pxd", "linalg.pyx", "cymem.pxd", }; /* "typedefs.pxd":7 * * * ctypedef float weight_t # <<<<<<<<<<<<<< * ctypedef uint64_t atom_t * ctypedef uint64_t feat_t */ typedef float __pyx_t_5thinc_8typedefs_weight_t; /* "typedefs.pxd":8 * * ctypedef float weight_t * ctypedef uint64_t atom_t # <<<<<<<<<<<<<< * ctypedef uint64_t feat_t * ctypedef uint64_t hash_t */ typedef uint64_t __pyx_t_5thinc_8typedefs_atom_t; /* "typedefs.pxd":9 * ctypedef float weight_t * ctypedef uint64_t atom_t * ctypedef uint64_t feat_t # <<<<<<<<<<<<<< * ctypedef uint64_t hash_t * ctypedef int32_t class_t */ typedef uint64_t __pyx_t_5thinc_8typedefs_feat_t; /* "typedefs.pxd":10 * ctypedef uint64_t atom_t * ctypedef uint64_t feat_t * ctypedef uint64_t hash_t # <<<<<<<<<<<<<< * ctypedef int32_t class_t * ctypedef uint32_t count_t */ typedef uint64_t __pyx_t_5thinc_8typedefs_hash_t; /* "typedefs.pxd":11 * ctypedef uint64_t feat_t * ctypedef uint64_t hash_t * ctypedef int32_t class_t # <<<<<<<<<<<<<< * ctypedef uint32_t count_t * ctypedef uint32_t time_t */ typedef int32_t __pyx_t_5thinc_8typedefs_class_t; /* "typedefs.pxd":12 * ctypedef uint64_t hash_t * ctypedef int32_t class_t * ctypedef uint32_t count_t # <<<<<<<<<<<<<< * ctypedef uint32_t time_t * ctypedef int32_t len_t */ typedef uint32_t __pyx_t_5thinc_8typedefs_count_t; /* "typedefs.pxd":13 * ctypedef int32_t class_t * ctypedef uint32_t count_t * ctypedef uint32_t time_t # <<<<<<<<<<<<<< * ctypedef int32_t len_t * ctypedef int32_t idx_t */ typedef uint32_t __pyx_t_5thinc_8typedefs_time_t; /* "typedefs.pxd":14 * ctypedef uint32_t count_t * ctypedef uint32_t time_t * ctypedef int32_t len_t # <<<<<<<<<<<<<< * ctypedef int32_t idx_t * */ typedef int32_t __pyx_t_5thinc_8typedefs_len_t; /* "typedefs.pxd":15 * ctypedef uint32_t time_t * ctypedef int32_t len_t * ctypedef int32_t idx_t # <<<<<<<<<<<<<< * * */ typedef int32_t __pyx_t_5thinc_8typedefs_idx_t; /*--- 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_6linalg_Matrix; struct __pyx_obj_5thinc_6linalg_Vec; struct __pyx_obj_5thinc_6linalg_VecVec; struct __pyx_obj_5thinc_6linalg_Mat; struct __pyx_obj_5thinc_6linalg_MatVec; struct __pyx_obj_5thinc_6linalg_MatMat; /* "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/linalg.pxd":22 * * * cdef class Matrix: # <<<<<<<<<<<<<< * cdef readonly Pool mem * cdef weight_t* data */ struct __pyx_obj_5thinc_6linalg_Matrix { PyObject_HEAD struct __pyx_obj_5cymem_5cymem_Pool *mem; __pyx_t_5thinc_8typedefs_weight_t *data; int32_t nr_row; int32_t nr_col; }; /* "thinc/linalg.pxd":29 * * * cdef class Vec: # <<<<<<<<<<<<<< * @staticmethod * cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil: */ struct __pyx_obj_5thinc_6linalg_Vec { PyObject_HEAD struct __pyx_vtabstruct_5thinc_6linalg_Vec *__pyx_vtab; }; /* "thinc/linalg.pxd":140 * * * cdef class VecVec: # <<<<<<<<<<<<<< * @staticmethod * cdef inline void add(weight_t* output, */ struct __pyx_obj_5thinc_6linalg_VecVec { PyObject_HEAD struct __pyx_vtabstruct_5thinc_6linalg_VecVec *__pyx_vtab; }; /* "thinc/linalg.pxd":231 * * * cdef class Mat: # <<<<<<<<<<<<<< * @staticmethod * cdef inline void mean_row(weight_t* Ex, */ struct __pyx_obj_5thinc_6linalg_Mat { PyObject_HEAD struct __pyx_vtabstruct_5thinc_6linalg_Mat *__pyx_vtab; }; /* "thinc/linalg.pxd":259 * * * cdef class MatVec: # <<<<<<<<<<<<<< * @staticmethod * cdef inline void add_i(weight_t* mat, */ struct __pyx_obj_5thinc_6linalg_MatVec { PyObject_HEAD struct __pyx_vtabstruct_5thinc_6linalg_MatVec *__pyx_vtab; }; /* "thinc/linalg.pxd":425 * * * cdef class MatMat: # <<<<<<<<<<<<<< * @staticmethod * cdef inline void add(weight_t* output, */ struct __pyx_obj_5thinc_6linalg_MatMat { PyObject_HEAD struct __pyx_vtabstruct_5thinc_6linalg_MatMat *__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/linalg.pxd":29 * * * cdef class Vec: # <<<<<<<<<<<<<< * @staticmethod * cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil: */ struct __pyx_vtabstruct_5thinc_6linalg_Vec { int (*arg_max)(__pyx_t_5thinc_8typedefs_weight_t const *, int const ); __pyx_t_5thinc_8typedefs_weight_t (*max)(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t); __pyx_t_5thinc_8typedefs_weight_t (*sum)(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t); __pyx_t_5thinc_8typedefs_weight_t (*norm)(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t); void (*add)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*add_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*mul)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*mul_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*pow)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*pow_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const , int32_t); void (*div)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*div_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const , int32_t); void (*exp)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t); void (*exp_i)(__pyx_t_5thinc_8typedefs_weight_t *, int32_t); void (*reciprocal_i)(__pyx_t_5thinc_8typedefs_weight_t *, int32_t); }; static struct __pyx_vtabstruct_5thinc_6linalg_Vec *__pyx_vtabptr_5thinc_6linalg_Vec; static CYTHON_INLINE int __pyx_f_5thinc_6linalg_3Vec_arg_max(__pyx_t_5thinc_8typedefs_weight_t const *, int const ); static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_max(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t); static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_sum(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t); static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_norm(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_add(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_add_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_mul(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_pow(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_pow_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const , int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_div(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_div_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const , int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_exp(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_exp_i(__pyx_t_5thinc_8typedefs_weight_t *, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_reciprocal_i(__pyx_t_5thinc_8typedefs_weight_t *, int32_t); /* "thinc/linalg.pxd":140 * * * cdef class VecVec: # <<<<<<<<<<<<<< * @staticmethod * cdef inline void add(weight_t* output, */ struct __pyx_vtabstruct_5thinc_6linalg_VecVec { void (*add)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*add_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*batch_add_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t, int32_t); void (*add_pow)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*add_pow_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); void (*mul)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t); void (*mul_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t); __pyx_t_5thinc_8typedefs_weight_t (*dot)(__pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t); int (*arg_max_if_true)(__pyx_t_5thinc_8typedefs_weight_t const *, int const *, int const ); int (*arg_max_if_zero)(__pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int const ); }; static struct __pyx_vtabstruct_5thinc_6linalg_VecVec *__pyx_vtabptr_5thinc_6linalg_VecVec; static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_batch_add_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_pow(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_pow_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_mul(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t); static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_6VecVec_dot(__pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t); static CYTHON_INLINE int __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_true(__pyx_t_5thinc_8typedefs_weight_t const *, int const *, int const ); static CYTHON_INLINE int __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_zero(__pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int const ); /* "thinc/linalg.pxd":231 * * * cdef class Mat: # <<<<<<<<<<<<<< * @staticmethod * cdef inline void mean_row(weight_t* Ex, */ struct __pyx_vtabstruct_5thinc_6linalg_Mat { void (*mean_row)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); void (*var_row)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, __pyx_t_5thinc_8typedefs_weight_t); }; static struct __pyx_vtabstruct_5thinc_6linalg_Mat *__pyx_vtabptr_5thinc_6linalg_Mat; static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Mat_mean_row(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Mat_var_row(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, __pyx_t_5thinc_8typedefs_weight_t); /* "thinc/linalg.pxd":259 * * * cdef class MatVec: # <<<<<<<<<<<<<< * @staticmethod * cdef inline void add_i(weight_t* mat, */ struct __pyx_vtabstruct_5thinc_6linalg_MatVec { void (*add_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t, int32_t); void (*mul)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); void (*mul_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); void (*dot)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); void (*batch_dot)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t); void (*T_dot)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); void (*batch_T_dot)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t); }; static struct __pyx_vtabstruct_5thinc_6linalg_MatVec *__pyx_vtabptr_5thinc_6linalg_MatVec; static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_dot(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_dot(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_T_dot(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_T_dot(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t); /* "thinc/linalg.pxd":425 * * * cdef class MatMat: # <<<<<<<<<<<<<< * @staticmethod * cdef inline void add(weight_t* output, */ struct __pyx_vtabstruct_5thinc_6linalg_MatMat { void (*add)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); void (*add_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); void (*mul)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); void (*mul_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); void (*add_outer_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t); 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/* InitStrings.proto */ static int __Pyx_InitStrings(__Pyx_StringTabEntry *t); static CYTHON_INLINE int __pyx_f_5thinc_6linalg_3Vec_arg_max(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_scores, int const __pyx_v_n_classes); /* proto*/ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_max(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_sum(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_norm(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_inc, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_inc, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_pow(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_pow_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t const __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_div(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_div_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t const __pyx_v_scal, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_exp(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_exp_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_reciprocal_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_batch_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr, int32_t __pyx_v_nr_batch); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_pow(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_power, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_pow_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_power, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_6VecVec_dot(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr); /* proto*/ static CYTHON_INLINE int __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_true(__pyx_t_5thinc_8typedefs_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_6linalg_6VecVec_arg_max_if_zero(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_scores, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_costs, int const __pyx_v_n_classes); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Mat_mean_row(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_Ex, __pyx_t_5thinc_8typedefs_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_6linalg_3Mat_var_row(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_Vx, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_Ex, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_eps); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_T_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_T_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_batch_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch); /* proto*/ /* Module declarations from 'cython' */ /* Module declarations from 'libc.stdint' */ /* Module declarations from 'libc.string' */ /* Module declarations from 'cymem.cymem' */ static PyTypeObject *__pyx_ptype_5cymem_5cymem_PyMalloc = 0; static PyTypeObject *__pyx_ptype_5cymem_5cymem_PyFree = 0; static PyTypeObject *__pyx_ptype_5cymem_5cymem_Pool = 0; static PyTypeObject *__pyx_ptype_5cymem_5cymem_Address = 0; /* Module declarations from 'thinc.typedefs' */ /* Module declarations from 'thinc.linalg' */ static PyTypeObject *__pyx_ptype_5thinc_6linalg_Matrix = 0; static PyTypeObject *__pyx_ptype_5thinc_6linalg_Vec = 0; static PyTypeObject *__pyx_ptype_5thinc_6linalg_VecVec = 0; static PyTypeObject *__pyx_ptype_5thinc_6linalg_Mat = 0; static PyTypeObject *__pyx_ptype_5thinc_6linalg_MatVec = 0; static PyTypeObject *__pyx_ptype_5thinc_6linalg_MatMat = 0; #define __Pyx_MODULE_NAME "thinc.linalg" extern int __pyx_module_is_main_thinc__linalg; int __pyx_module_is_main_thinc__linalg = 0; /* Implementation of 'thinc.linalg' */ static PyObject *__pyx_builtin_range; static const char __pyx_k_Mat[] = "Mat"; static const char __pyx_k_Vec[] = "Vec"; static const char __pyx_k_main[] = "__main__"; static const char __pyx_k_name[] = "__name__"; static const char __pyx_k_test[] = "__test__"; static const char __pyx_k_range[] = "range"; static const char __pyx_k_MatMat[] = "MatMat"; static const char __pyx_k_MatVec[] = "MatVec"; static const char __pyx_k_Matrix[] = "Matrix"; static const char __pyx_k_VecVec[] = "VecVec"; static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__"; static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback"; static PyObject *__pyx_n_s_Mat; static PyObject *__pyx_n_s_MatMat; static PyObject *__pyx_n_s_MatVec; static PyObject *__pyx_n_s_Matrix; static PyObject *__pyx_n_s_Vec; static PyObject *__pyx_n_s_VecVec; static PyObject *__pyx_n_s_cline_in_traceback; static PyObject *__pyx_n_s_main; static PyObject *__pyx_n_s_name; static PyObject *__pyx_n_s_pyx_vtable; static PyObject *__pyx_n_s_range; static PyObject *__pyx_n_s_test; static PyObject *__pyx_tp_new_5thinc_6linalg_Matrix(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/ static PyObject *__pyx_tp_new_5thinc_6linalg_Vec(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/ static PyObject *__pyx_tp_new_5thinc_6linalg_VecVec(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/ static PyObject *__pyx_tp_new_5thinc_6linalg_Mat(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/ static PyObject *__pyx_tp_new_5thinc_6linalg_MatVec(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/ static PyObject *__pyx_tp_new_5thinc_6linalg_MatMat(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/ /* Late includes */ /* "thinc/linalg.pxd":31 * cdef class Vec: * @staticmethod * cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil: # <<<<<<<<<<<<<< * if n_classes == 2: * return 0 if scores[0] > scores[1] else 1 */ static CYTHON_INLINE int __pyx_f_5thinc_6linalg_3Vec_arg_max(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_scores, int const __pyx_v_n_classes) { int __pyx_v_i; int __pyx_v_best; __pyx_t_5thinc_8typedefs_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/linalg.pxd":32 * @staticmethod * cdef inline int arg_max(const weight_t* scores, const int n_classes) 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) != 0); if (__pyx_t_1) { /* "thinc/linalg.pxd":33 * cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil: * if n_classes == 2: * return 0 if scores[0] > scores[1] else 1 # <<<<<<<<<<<<<< * cdef int i * cdef int best = 0 */ if ((((__pyx_v_scores[0]) > (__pyx_v_scores[1])) != 0)) { __pyx_t_2 = 0; } else { __pyx_t_2 = 1; } __pyx_r = __pyx_t_2; goto __pyx_L0; /* "thinc/linalg.pxd":32 * @staticmethod * cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil: * if n_classes == 2: # <<<<<<<<<<<<<< * return 0 if scores[0] > scores[1] else 1 * cdef int i */ } /* "thinc/linalg.pxd":35 * 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/linalg.pxd":36 * 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/linalg.pxd":37 * 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/linalg.pxd":38 * 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) != 0); if (__pyx_t_1) { /* "thinc/linalg.pxd":39 * 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/linalg.pxd":40 * if scores[i] > mode: * mode = scores[i] * best = i # <<<<<<<<<<<<<< * return best * */ __pyx_v_best = __pyx_v_i; /* "thinc/linalg.pxd":38 * cdef weight_t mode = scores[0] * for i in range(1, n_classes): * if scores[i] > mode: # <<<<<<<<<<<<<< * mode = scores[i] * best = i */ } } /* "thinc/linalg.pxd":41 * mode = scores[i] * best = i * return best # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = __pyx_v_best; goto __pyx_L0; /* "thinc/linalg.pxd":31 * cdef class Vec: * @staticmethod * cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil: # <<<<<<<<<<<<<< * if n_classes == 2: * return 0 if scores[0] > scores[1] else 1 */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "thinc/linalg.pxd":44 * * @staticmethod * cdef inline weight_t max(const weight_t* x, int32_t nr) nogil: # <<<<<<<<<<<<<< * if nr == 0: * return 0 */ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_max(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, int32_t __pyx_v_nr) { int __pyx_v_i; __pyx_t_5thinc_8typedefs_weight_t __pyx_v_mode; __pyx_t_5thinc_8typedefs_weight_t __pyx_r; int __pyx_t_1; int32_t __pyx_t_2; int32_t __pyx_t_3; int __pyx_t_4; /* "thinc/linalg.pxd":45 * @staticmethod * cdef inline weight_t max(const weight_t* x, int32_t nr) nogil: * if nr == 0: # <<<<<<<<<<<<<< * return 0 * cdef int i */ __pyx_t_1 = ((__pyx_v_nr == 0) != 0); if (__pyx_t_1) { /* "thinc/linalg.pxd":46 * cdef inline weight_t max(const weight_t* x, int32_t nr) nogil: * if nr == 0: * return 0 # <<<<<<<<<<<<<< * cdef int i * cdef weight_t mode = x[0] */ __pyx_r = 0.0; goto __pyx_L0; /* "thinc/linalg.pxd":45 * @staticmethod * cdef inline weight_t max(const weight_t* x, int32_t nr) nogil: * if nr == 0: # <<<<<<<<<<<<<< * return 0 * cdef int i */ } /* "thinc/linalg.pxd":48 * 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/linalg.pxd":49 * 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/linalg.pxd":50 * 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) != 0); if (__pyx_t_1) { /* "thinc/linalg.pxd":51 * 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/linalg.pxd":50 * cdef weight_t mode = x[0] * for i in range(1, nr): * if x[i] > mode: # <<<<<<<<<<<<<< * mode = x[i] * return mode */ } } /* "thinc/linalg.pxd":52 * if x[i] > mode: * mode = x[i] * return mode # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = __pyx_v_mode; goto __pyx_L0; /* "thinc/linalg.pxd":44 * * @staticmethod * cdef inline weight_t max(const weight_t* x, int32_t nr) nogil: # <<<<<<<<<<<<<< * if nr == 0: * return 0 */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "thinc/linalg.pxd":55 * * @staticmethod * cdef inline weight_t sum(const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * cdef weight_t total = 0 */ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_sum(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr) { int __pyx_v_i; __pyx_t_5thinc_8typedefs_weight_t __pyx_v_total; __pyx_t_5thinc_8typedefs_weight_t __pyx_r; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; /* "thinc/linalg.pxd":57 * cdef inline weight_t sum(const weight_t* vec, int32_t nr) nogil: * cdef int i * cdef weight_t total = 0 # <<<<<<<<<<<<<< * for i in range(nr): * total += vec[i] */ __pyx_v_total = 0.0; /* "thinc/linalg.pxd":58 * 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/linalg.pxd":59 * 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/linalg.pxd":60 * for i in range(nr): * total += vec[i] * return total # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = __pyx_v_total; goto __pyx_L0; /* "thinc/linalg.pxd":55 * * @staticmethod * cdef inline weight_t sum(const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * cdef weight_t total = 0 */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "thinc/linalg.pxd":63 * * @staticmethod * cdef inline weight_t norm(const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef weight_t total = 0 * for i in range(nr): */ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_norm(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr) { __pyx_t_5thinc_8typedefs_weight_t __pyx_v_total; int32_t __pyx_v_i; __pyx_t_5thinc_8typedefs_weight_t __pyx_r; int32_t __pyx_t_1; int32_t __pyx_t_2; int32_t __pyx_t_3; /* "thinc/linalg.pxd":64 * @staticmethod * cdef inline weight_t norm(const weight_t* vec, int32_t nr) nogil: * cdef weight_t total = 0 # <<<<<<<<<<<<<< * for i in range(nr): * total += vec[i] ** 2 */ __pyx_v_total = 0.0; /* "thinc/linalg.pxd":65 * cdef inline weight_t norm(const weight_t* vec, int32_t nr) 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/linalg.pxd":66 * 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_8typedefs_weight_t)(__pyx_v_vec[__pyx_v_i])), 2.0)); } /* "thinc/linalg.pxd":67 * for i in range(nr): * total += vec[i] ** 2 * return sqrt(total) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = sqrt(__pyx_v_total); goto __pyx_L0; /* "thinc/linalg.pxd":63 * * @staticmethod * cdef inline weight_t norm(const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef weight_t total = 0 * for i in range(nr): */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "thinc/linalg.pxd":70 * * @staticmethod * cdef inline void add(weight_t* output, const weight_t* x, # <<<<<<<<<<<<<< * weight_t inc, int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_inc, int32_t __pyx_v_nr) { /* "thinc/linalg.pxd":72 * cdef inline void add(weight_t* output, const weight_t* x, * weight_t inc, int32_t nr) 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/linalg.pxd":73 * weight_t inc, int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) * Vec.add_i(output, inc, nr) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_3Vec_add_i(__pyx_v_output, __pyx_v_inc, __pyx_v_nr); /* "thinc/linalg.pxd":70 * * @staticmethod * cdef inline void add(weight_t* output, const weight_t* x, # <<<<<<<<<<<<<< * weight_t inc, int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) */ /* function exit code */ } /* "thinc/linalg.pxd":76 * * @staticmethod * cdef inline void add_i(weight_t* vec, weight_t inc, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_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/linalg.pxd":78 * cdef inline void add_i(weight_t* vec, weight_t inc, int32_t nr) 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/linalg.pxd":79 * 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/linalg.pxd":76 * * @staticmethod * cdef inline void add_i(weight_t* vec, weight_t inc, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ /* function exit code */ } /* "thinc/linalg.pxd":82 * * @staticmethod * cdef inline void mul(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<< * int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr) { /* "thinc/linalg.pxd":84 * cdef inline void mul(weight_t* output, const weight_t* vec, weight_t scal, * int32_t nr) 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/linalg.pxd":85 * int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) * Vec.mul_i(output, scal, nr) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_3Vec_mul_i(__pyx_v_output, __pyx_v_scal, __pyx_v_nr); /* "thinc/linalg.pxd":82 * * @staticmethod * cdef inline void mul(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<< * int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) */ /* function exit code */ } /* "thinc/linalg.pxd":88 * * @staticmethod * cdef inline void mul_i(weight_t* vec, weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * IF USE_BLAS: */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_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/linalg.pxd":93 * blis.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/linalg.pxd":94 * 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/linalg.pxd":88 * * @staticmethod * cdef inline void mul_i(weight_t* vec, weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * IF USE_BLAS: */ /* function exit code */ } /* "thinc/linalg.pxd":97 * * @staticmethod * cdef inline void pow(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<< * int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_pow(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr) { /* "thinc/linalg.pxd":99 * cdef inline void pow(weight_t* output, const weight_t* vec, weight_t scal, * int32_t nr) 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/linalg.pxd":100 * int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) * Vec.pow_i(output, scal, nr) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_3Vec_pow_i(__pyx_v_output, __pyx_v_scal, __pyx_v_nr); /* "thinc/linalg.pxd":97 * * @staticmethod * cdef inline void pow(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<< * int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) */ /* function exit code */ } /* "thinc/linalg.pxd":103 * * @staticmethod * cdef inline void pow_i(weight_t* vec, const weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_pow_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_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/linalg.pxd":105 * cdef inline void pow_i(weight_t* vec, const weight_t scal, int32_t nr) 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/linalg.pxd":106 * 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_8typedefs_weight_t)__pyx_v_scal)); } /* "thinc/linalg.pxd":103 * * @staticmethod * cdef inline void pow_i(weight_t* vec, const weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ /* function exit code */ } /* "thinc/linalg.pxd":110 * @staticmethod * @cython.cdivision(True) * cdef inline void div(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<< * int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_div(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr) { /* "thinc/linalg.pxd":112 * cdef inline void div(weight_t* output, const weight_t* vec, weight_t scal, * int32_t nr) 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/linalg.pxd":113 * int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) * Vec.div_i(output, scal, nr) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_3Vec_div_i(__pyx_v_output, __pyx_v_scal, __pyx_v_nr); /* "thinc/linalg.pxd":110 * @staticmethod * @cython.cdivision(True) * cdef inline void div(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<< * int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) */ /* function exit code */ } /* "thinc/linalg.pxd":117 * @staticmethod * @cython.cdivision(True) * cdef inline void div_i(weight_t* vec, const weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_div_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_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/linalg.pxd":119 * cdef inline void div_i(weight_t* vec, const weight_t scal, int32_t nr) 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/linalg.pxd":120 * 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/linalg.pxd":117 * @staticmethod * @cython.cdivision(True) * cdef inline void div_i(weight_t* vec, const weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ /* function exit code */ } /* "thinc/linalg.pxd":123 * * @staticmethod * cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * memcpy(output, vec, sizeof(output[0]) * nr) * Vec.exp_i(output, nr) */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_exp(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr) { /* "thinc/linalg.pxd":124 * @staticmethod * cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) 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/linalg.pxd":125 * cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) nogil: * memcpy(output, vec, sizeof(output[0]) * nr) * Vec.exp_i(output, nr) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_3Vec_exp_i(__pyx_v_output, __pyx_v_nr); /* "thinc/linalg.pxd":123 * * @staticmethod * cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * memcpy(output, vec, sizeof(output[0]) * nr) * Vec.exp_i(output, nr) */ /* function exit code */ } /* "thinc/linalg.pxd":128 * * @staticmethod * cdef inline void exp_i(weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_exp_i(__pyx_t_5thinc_8typedefs_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/linalg.pxd":130 * cdef inline void exp_i(weight_t* vec, int32_t nr) 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/linalg.pxd":131 * 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/linalg.pxd":128 * * @staticmethod * cdef inline void exp_i(weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ /* function exit code */ } /* "thinc/linalg.pxd":134 * * @staticmethod * cdef inline void reciprocal_i(weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_reciprocal_i(__pyx_t_5thinc_8typedefs_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/linalg.pxd":136 * cdef inline void reciprocal_i(weight_t* vec, int32_t nr) 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/linalg.pxd":137 * cdef int i * for i in range(nr): * vec[i] = 1.0 / vec[i] # <<<<<<<<<<<<<< * * */ (__pyx_v_vec[__pyx_v_i]) = (1.0 / (__pyx_v_vec[__pyx_v_i])); } /* "thinc/linalg.pxd":134 * * @staticmethod * cdef inline void reciprocal_i(weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<< * cdef int i * for i in range(nr): */ /* function exit code */ } /* "thinc/linalg.pxd":142 * cdef class VecVec: * @staticmethod * cdef inline void add(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr) { /* "thinc/linalg.pxd":147 * weight_t scale, * int32_t nr) 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/linalg.pxd":148 * int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) * VecVec.add_i(output, y, scale, nr) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_6VecVec_add_i(__pyx_v_output, __pyx_v_y, __pyx_v_scale, __pyx_v_nr); /* "thinc/linalg.pxd":142 * cdef class VecVec: * @staticmethod * cdef inline void add(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ /* function exit code */ } /* "thinc/linalg.pxd":151 * * @staticmethod * cdef inline void add_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * weight_t scale, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_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/linalg.pxd":159 * blis.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/linalg.pxd":160 * 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/linalg.pxd":151 * * @staticmethod * cdef inline void add_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * weight_t scale, */ /* function exit code */ } /* "thinc/linalg.pxd":163 * * @staticmethod * cdef inline void batch_add_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * weight_t scale, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_batch_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_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/linalg.pxd":169 * # 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/linalg.pxd":170 * cdef int i, _ * for _ in range(nr_batch): * VecVec.add_i(x, # <<<<<<<<<<<<<< * y, scale, nr) * y += nr */ __pyx_f_5thinc_6linalg_6VecVec_add_i(__pyx_v_x, __pyx_v_y, __pyx_v_scale, __pyx_v_nr); /* "thinc/linalg.pxd":172 * VecVec.add_i(x, * y, scale, nr) * y += nr # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_v_y = (__pyx_v_y + __pyx_v_nr); } /* "thinc/linalg.pxd":163 * * @staticmethod * cdef inline void batch_add_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * weight_t scale, */ /* function exit code */ } /* "thinc/linalg.pxd":175 * * @staticmethod * cdef inline void add_pow(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, const weight_t* y, weight_t power, int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_pow(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_power, int32_t __pyx_v_nr) { /* "thinc/linalg.pxd":177 * cdef inline void add_pow(weight_t* output, * const weight_t* x, const weight_t* y, weight_t power, int32_t nr) 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/linalg.pxd":178 * const weight_t* x, const weight_t* y, weight_t power, int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) * VecVec.add_pow_i(output, y, power, nr) # <<<<<<<<<<<<<< * * */ __pyx_f_5thinc_6linalg_6VecVec_add_pow_i(__pyx_v_output, __pyx_v_y, __pyx_v_power, __pyx_v_nr); /* "thinc/linalg.pxd":175 * * @staticmethod * cdef inline void add_pow(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, const weight_t* y, weight_t power, int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) */ /* function exit code */ } /* "thinc/linalg.pxd":182 * * @staticmethod * cdef inline void add_pow_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, weight_t power, int32_t nr) nogil: * cdef int i */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_pow_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_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; /* "thinc/linalg.pxd":185 * const weight_t* y, weight_t power, int32_t nr) 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/linalg.pxd":186 * cdef int i * for i in range(nr): * x[i] += y[i] ** power # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_t_4 = __pyx_v_i; (__pyx_v_x[__pyx_t_4]) = ((__pyx_v_x[__pyx_t_4]) + powf(((__pyx_t_5thinc_8typedefs_weight_t)(__pyx_v_y[__pyx_v_i])), __pyx_v_power)); } /* "thinc/linalg.pxd":182 * * @staticmethod * cdef inline void add_pow_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, weight_t power, int32_t nr) nogil: * cdef int i */ /* function exit code */ } /* "thinc/linalg.pxd":189 * * @staticmethod * cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, const weight_t* y, int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr) { /* "thinc/linalg.pxd":191 * cdef inline void mul(weight_t* output, * const weight_t* x, const weight_t* y, int32_t nr) 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/linalg.pxd":192 * const weight_t* x, const weight_t* y, int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) * VecVec.mul_i(output, y, nr) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_6VecVec_mul_i(__pyx_v_output, __pyx_v_y, __pyx_v_nr); /* "thinc/linalg.pxd":189 * * @staticmethod * cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, const weight_t* y, int32_t nr) nogil: * memcpy(output, x, sizeof(output[0]) * nr) */ /* function exit code */ } /* "thinc/linalg.pxd":195 * * @staticmethod * cdef inline void mul_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, int32_t nr) nogil: * cdef int i */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_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/linalg.pxd":198 * const weight_t* y, int32_t nr) 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/linalg.pxd":199 * 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/linalg.pxd":195 * * @staticmethod * cdef inline void mul_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, int32_t nr) nogil: * cdef int i */ /* function exit code */ } /* "thinc/linalg.pxd":202 * * @staticmethod * cdef inline weight_t dot( # <<<<<<<<<<<<<< * const weight_t* x, const weight_t* y, int32_t nr) nogil: * cdef int i */ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_6VecVec_dot(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr) { int __pyx_v_i; __pyx_t_5thinc_8typedefs_weight_t __pyx_v_total; __pyx_t_5thinc_8typedefs_weight_t __pyx_r; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; /* "thinc/linalg.pxd":205 * const weight_t* x, const weight_t* y, int32_t nr) 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/linalg.pxd":206 * 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/linalg.pxd":207 * 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/linalg.pxd":208 * for i in range(nr): * total += x[i] * y[i] * return total # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = __pyx_v_total; goto __pyx_L0; /* "thinc/linalg.pxd":202 * * @staticmethod * cdef inline weight_t dot( # <<<<<<<<<<<<<< * const weight_t* x, const weight_t* y, int32_t nr) nogil: * cdef int i */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "thinc/linalg.pxd":211 * * @staticmethod * cdef inline int arg_max_if_true( # <<<<<<<<<<<<<< * const weight_t* scores, const int* is_valid, const int n_classes) nogil: * cdef int i */ static CYTHON_INLINE int __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_true(__pyx_t_5thinc_8typedefs_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/linalg.pxd":214 * const weight_t* scores, const int* is_valid, const int n_classes) 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/linalg.pxd":215 * 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/linalg.pxd":216 * 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) != 0); 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])) != 0); __pyx_t_4 = __pyx_t_5; __pyx_L6_bool_binop_done:; if (__pyx_t_4) { /* "thinc/linalg.pxd":217 * 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/linalg.pxd":216 * 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/linalg.pxd":218 * 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/linalg.pxd":211 * * @staticmethod * cdef inline int arg_max_if_true( # <<<<<<<<<<<<<< * const weight_t* scores, const int* is_valid, const int n_classes) nogil: * cdef int i */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "thinc/linalg.pxd":221 * * @staticmethod * cdef inline int arg_max_if_zero( # <<<<<<<<<<<<<< * const weight_t* scores, const weight_t* costs, const int n_classes) nogil: * cdef int i */ static CYTHON_INLINE int __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_zero(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_scores, __pyx_t_5thinc_8typedefs_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/linalg.pxd":224 * const weight_t* scores, const weight_t* costs, const int n_classes) 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/linalg.pxd":225 * 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/linalg.pxd":226 * 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) != 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) != 0); 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])) != 0); __pyx_t_4 = __pyx_t_5; __pyx_L6_bool_binop_done:; if (__pyx_t_4) { /* "thinc/linalg.pxd":227 * 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/linalg.pxd":226 * 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/linalg.pxd":228 * 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/linalg.pxd":221 * * @staticmethod * cdef inline int arg_max_if_zero( # <<<<<<<<<<<<<< * const weight_t* scores, const weight_t* costs, const int n_classes) nogil: * cdef int i */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "thinc/linalg.pxd":233 * cdef class Mat: * @staticmethod * cdef inline void mean_row(weight_t* Ex, # <<<<<<<<<<<<<< * const weight_t* mat, int32_t nr_row, int32_t nr_col) nogil: * memset(Ex, 0, sizeof(Ex[0]) * nr_col) */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Mat_mean_row(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_Ex, __pyx_t_5thinc_8typedefs_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/linalg.pxd":235 * cdef inline void mean_row(weight_t* Ex, * const weight_t* mat, int32_t nr_row, int32_t nr_col) 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/linalg.pxd":236 * const weight_t* mat, int32_t nr_row, int32_t nr_col) 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/linalg.pxd":237 * 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_6linalg_6VecVec_add_i(__pyx_v_Ex, (&(__pyx_v_mat[(__pyx_v_i * __pyx_v_nr_col)])), 1.0, __pyx_v_nr_col); } /* "thinc/linalg.pxd":238 * 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_6linalg_3Vec_mul_i(__pyx_v_Ex, (1.0 / __pyx_v_nr_row), __pyx_v_nr_col); /* "thinc/linalg.pxd":233 * cdef class Mat: * @staticmethod * cdef inline void mean_row(weight_t* Ex, # <<<<<<<<<<<<<< * const weight_t* mat, int32_t nr_row, int32_t nr_col) nogil: * memset(Ex, 0, sizeof(Ex[0]) * nr_col) */ /* function exit code */ } /* "thinc/linalg.pxd":241 * * @staticmethod * cdef inline void var_row(weight_t* Vx, # <<<<<<<<<<<<<< * const weight_t* mat, const weight_t* Ex, * int32_t nr_row, int32_t nr_col, weight_t eps) nogil: */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Mat_var_row(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_Vx, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_Ex, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_eps) { __pyx_t_5thinc_8typedefs_weight_t __pyx_v_sum_; __pyx_t_5thinc_8typedefs_weight_t __pyx_v_sum2; int32_t __pyx_v_i; int32_t __pyx_v_j; __pyx_t_5thinc_8typedefs_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/linalg.pxd":245 * int32_t nr_row, int32_t nr_col, weight_t eps) 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) != 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) != 0); __pyx_t_1 = __pyx_t_2; __pyx_L4_bool_binop_done:; if (__pyx_t_1) { /* "thinc/linalg.pxd":246 * # 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/linalg.pxd":245 * int32_t nr_row, int32_t nr_col, weight_t eps) 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/linalg.pxd":248 * 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/linalg.pxd":249 * 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/linalg.pxd":250 * 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/linalg.pxd":251 * 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/linalg.pxd":252 * 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/linalg.pxd":253 * 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/linalg.pxd":254 * 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/linalg.pxd":255 * 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/linalg.pxd":256 * 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/linalg.pxd":241 * * @staticmethod * cdef inline void var_row(weight_t* Vx, # <<<<<<<<<<<<<< * const weight_t* mat, const weight_t* Ex, * int32_t nr_row, int32_t nr_col, weight_t eps) nogil: */ /* function exit code */ __pyx_L0:; } /* "thinc/linalg.pxd":261 * cdef class MatVec: * @staticmethod * cdef inline void add_i(weight_t* mat, # <<<<<<<<<<<<<< * const weight_t* vec, weight_t scale, int32_t nr_row, int32_t nr_col) nogil: * cdef int i */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { int __pyx_v_i; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; /* "thinc/linalg.pxd":264 * const weight_t* vec, weight_t scale, int32_t nr_row, int32_t nr_col) nogil: * cdef int i * for i in range(nr_row): # <<<<<<<<<<<<<< * VecVec.add_i(mat + (i * nr_col), * vec, scale, 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/linalg.pxd":265 * cdef int i * for i in range(nr_row): * VecVec.add_i(mat + (i * nr_col), # <<<<<<<<<<<<<< * vec, scale, nr_col) * */ __pyx_f_5thinc_6linalg_6VecVec_add_i((__pyx_v_mat + (__pyx_v_i * __pyx_v_nr_col)), __pyx_v_vec, __pyx_v_scale, __pyx_v_nr_col); } /* "thinc/linalg.pxd":261 * cdef class MatVec: * @staticmethod * cdef inline void add_i(weight_t* mat, # <<<<<<<<<<<<<< * const weight_t* vec, weight_t scale, int32_t nr_row, int32_t nr_col) nogil: * cdef int i */ /* function exit code */ } /* "thinc/linalg.pxd":269 * * @staticmethod * cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { /* "thinc/linalg.pxd":273 * const weight_t* vec, * int32_t nr_row, int32_t nr_col) nogil: * memcpy(output, mat, sizeof(output[0]) * nr_row * nr_col) # <<<<<<<<<<<<<< * MatVec.mul_i(output, vec, nr_row, nr_col) * */ (void)(memcpy(__pyx_v_output, __pyx_v_mat, (((sizeof((__pyx_v_output[0]))) * __pyx_v_nr_row) * __pyx_v_nr_col))); /* "thinc/linalg.pxd":274 * int32_t nr_row, int32_t nr_col) nogil: * memcpy(output, mat, sizeof(output[0]) * nr_row * nr_col) * MatVec.mul_i(output, vec, nr_row, nr_col) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_6MatVec_mul_i(__pyx_v_output, __pyx_v_vec, __pyx_v_nr_row, __pyx_v_nr_col); /* "thinc/linalg.pxd":269 * * @staticmethod * cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ /* function exit code */ } /* "thinc/linalg.pxd":277 * * @staticmethod * cdef inline void mul_i(weight_t* mat, # <<<<<<<<<<<<<< * const weight_t* vec, * int32_t nr_row, int32_t nr_col) nogil: */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { int __pyx_v_i; int __pyx_v_row; int __pyx_v_col; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; int32_t __pyx_t_4; int32_t __pyx_t_5; int __pyx_t_6; int __pyx_t_7; /* "thinc/linalg.pxd":281 * int32_t nr_row, int32_t nr_col) nogil: * cdef int i, row, col * for i in range(nr_row): # <<<<<<<<<<<<<< * row = i * nr_col * for col in range(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/linalg.pxd":282 * cdef int i, row, col * for i in range(nr_row): * row = i * nr_col # <<<<<<<<<<<<<< * for col in range(nr_col): * mat[row + col] *= vec[col] */ __pyx_v_row = (__pyx_v_i * __pyx_v_nr_col); /* "thinc/linalg.pxd":283 * for i in range(nr_row): * row = i * nr_col * for col in range(nr_col): # <<<<<<<<<<<<<< * mat[row + col] *= vec[col] * */ __pyx_t_4 = __pyx_v_nr_col; __pyx_t_5 = __pyx_t_4; for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) { __pyx_v_col = __pyx_t_6; /* "thinc/linalg.pxd":284 * row = i * nr_col * for col in range(nr_col): * mat[row + col] *= vec[col] # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_t_7 = (__pyx_v_row + __pyx_v_col); (__pyx_v_mat[__pyx_t_7]) = ((__pyx_v_mat[__pyx_t_7]) * (__pyx_v_vec[__pyx_v_col])); } } /* "thinc/linalg.pxd":277 * * @staticmethod * cdef inline void mul_i(weight_t* mat, # <<<<<<<<<<<<<< * const weight_t* vec, * int32_t nr_row, int32_t nr_col) nogil: */ /* function exit code */ } /* "thinc/linalg.pxd":287 * * @staticmethod * cdef inline void dot(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { int __pyx_v_i; int __pyx_v_row; int __pyx_v_col; CYTHON_UNUSED double __pyx_v_zero; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; int32_t __pyx_t_4; int32_t __pyx_t_5; int __pyx_t_6; int __pyx_t_7; /* "thinc/linalg.pxd":292 * int32_t nr_row, int32_t nr_col) nogil: * cdef int i, row, col * cdef double zero = 0.0 # <<<<<<<<<<<<<< * IF USE_BLAS: * blis.gemv( */ __pyx_v_zero = 0.0; /* "thinc/linalg.pxd":306 * ) * ELSE: * for i in range(nr_row): # <<<<<<<<<<<<<< * row = i * nr_col * for col in range(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/linalg.pxd":307 * ELSE: * for i in range(nr_row): * row = i * nr_col # <<<<<<<<<<<<<< * for col in range(nr_col): * output[i] += mat[row + col] * vec[col] */ __pyx_v_row = (__pyx_v_i * __pyx_v_nr_col); /* "thinc/linalg.pxd":308 * for i in range(nr_row): * row = i * nr_col * for col in range(nr_col): # <<<<<<<<<<<<<< * output[i] += mat[row + col] * vec[col] * */ __pyx_t_4 = __pyx_v_nr_col; __pyx_t_5 = __pyx_t_4; for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) { __pyx_v_col = __pyx_t_6; /* "thinc/linalg.pxd":309 * row = i * nr_col * for col in range(nr_col): * output[i] += mat[row + col] * vec[col] # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_t_7 = __pyx_v_i; (__pyx_v_output[__pyx_t_7]) = ((__pyx_v_output[__pyx_t_7]) + ((__pyx_v_mat[(__pyx_v_row + __pyx_v_col)]) * (__pyx_v_vec[__pyx_v_col]))); } } /* "thinc/linalg.pxd":287 * * @staticmethod * cdef inline void dot(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ /* function exit code */ } /* "thinc/linalg.pxd":312 * * @staticmethod * cdef inline void batch_dot(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch) { CYTHON_UNUSED double __pyx_v_one; CYTHON_UNUSED int32_t __pyx_v_b; int32_t __pyx_t_1; int32_t __pyx_t_2; int32_t __pyx_t_3; /* "thinc/linalg.pxd":327 * # out: M * N * cdef int i, row, col * cdef double one = 1.0 # <<<<<<<<<<<<<< * IF USE_BLAS: * blis.gemm( */ __pyx_v_one = 1.0; /* "thinc/linalg.pxd":347 * 1) * ELSE: * for b in range(nr_batch): # <<<<<<<<<<<<<< * MatVec.dot(output, * mat, vec, nr_row, nr_col) */ __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_b = __pyx_t_3; /* "thinc/linalg.pxd":348 * ELSE: * for b in range(nr_batch): * MatVec.dot(output, # <<<<<<<<<<<<<< * mat, vec, nr_row, nr_col) * output += nr_row */ __pyx_f_5thinc_6linalg_6MatVec_dot(__pyx_v_output, __pyx_v_mat, __pyx_v_vec, __pyx_v_nr_row, __pyx_v_nr_col); /* "thinc/linalg.pxd":350 * MatVec.dot(output, * mat, vec, nr_row, nr_col) * output += nr_row # <<<<<<<<<<<<<< * vec += nr_col * */ __pyx_v_output = (__pyx_v_output + __pyx_v_nr_row); /* "thinc/linalg.pxd":351 * mat, vec, nr_row, nr_col) * output += nr_row * vec += nr_col # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_v_vec = (__pyx_v_vec + __pyx_v_nr_col); } /* "thinc/linalg.pxd":312 * * @staticmethod * cdef inline void batch_dot(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ /* function exit code */ } /* "thinc/linalg.pxd":354 * * @staticmethod * cdef inline void T_dot(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_T_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { int __pyx_v_row; int __pyx_v_col; CYTHON_UNUSED double __pyx_v_zero; CYTHON_UNUSED double __pyx_v_one; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; int32_t __pyx_t_4; int32_t __pyx_t_5; int __pyx_t_6; int __pyx_t_7; /* "thinc/linalg.pxd":360 * int32_t nr_col) nogil: * cdef int i, row, col * cdef double zero = 0.0 # <<<<<<<<<<<<<< * cdef double one = 1.0 * IF USE_BLAS: */ __pyx_v_zero = 0.0; /* "thinc/linalg.pxd":361 * cdef int i, row, col * cdef double zero = 0.0 * cdef double one = 1.0 # <<<<<<<<<<<<<< * IF USE_BLAS: * blis.gemv( */ __pyx_v_one = 1.0; /* "thinc/linalg.pxd":374 * ) * ELSE: * for row in range(nr_row): # <<<<<<<<<<<<<< * for col in range(nr_col): * output[col] += vec[row] * mat[(row * nr_col) + 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_row = __pyx_t_3; /* "thinc/linalg.pxd":375 * ELSE: * for row in range(nr_row): * for col in range(nr_col): # <<<<<<<<<<<<<< * output[col] += vec[row] * mat[(row * nr_col) + col] * */ __pyx_t_4 = __pyx_v_nr_col; __pyx_t_5 = __pyx_t_4; for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) { __pyx_v_col = __pyx_t_6; /* "thinc/linalg.pxd":376 * for row in range(nr_row): * for col in range(nr_col): * output[col] += vec[row] * mat[(row * nr_col) + col] # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_t_7 = __pyx_v_col; (__pyx_v_output[__pyx_t_7]) = ((__pyx_v_output[__pyx_t_7]) + ((__pyx_v_vec[__pyx_v_row]) * (__pyx_v_mat[((__pyx_v_row * __pyx_v_nr_col) + __pyx_v_col)]))); } } /* "thinc/linalg.pxd":354 * * @staticmethod * cdef inline void T_dot(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ /* function exit code */ } /* "thinc/linalg.pxd":379 * * @staticmethod * cdef inline void batch_T_dot(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_T_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch) { CYTHON_UNUSED int __pyx_v__; CYTHON_UNUSED double __pyx_v_one; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; /* "thinc/linalg.pxd":386 * int32_t nr_batch) nogil: * cdef int _ * cdef double one = 1.0 # <<<<<<<<<<<<<< * IF USE_BLAS: * # output is (nr_batch, nr_col) */ __pyx_v_one = 1.0; /* "thinc/linalg.pxd":418 * 1) * ELSE: * for _ in range(nr_batch): # <<<<<<<<<<<<<< * MatVec.T_dot(output, * mat, vec, nr_row, nr_col) */ __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/linalg.pxd":419 * ELSE: * for _ in range(nr_batch): * MatVec.T_dot(output, # <<<<<<<<<<<<<< * mat, vec, nr_row, nr_col) * output += nr_col */ __pyx_f_5thinc_6linalg_6MatVec_T_dot(__pyx_v_output, __pyx_v_mat, __pyx_v_vec, __pyx_v_nr_row, __pyx_v_nr_col); /* "thinc/linalg.pxd":421 * MatVec.T_dot(output, * mat, vec, nr_row, nr_col) * output += nr_col # <<<<<<<<<<<<<< * vec += nr_row * */ __pyx_v_output = (__pyx_v_output + __pyx_v_nr_col); /* "thinc/linalg.pxd":422 * mat, vec, nr_row, nr_col) * output += nr_col * vec += nr_row # <<<<<<<<<<<<<< * * */ __pyx_v_vec = (__pyx_v_vec + __pyx_v_nr_row); } /* "thinc/linalg.pxd":379 * * @staticmethod * cdef inline void batch_T_dot(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* mat, * const weight_t* vec, */ /* function exit code */ } /* "thinc/linalg.pxd":427 * cdef class MatMat: * @staticmethod * cdef inline void add(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { /* "thinc/linalg.pxd":431 * const weight_t* y, * int32_t nr_row, int32_t nr_col) nogil: * memcpy(output, x, sizeof(output[0]) * nr_row * nr_col) # <<<<<<<<<<<<<< * MatMat.add_i(output, y, nr_row, nr_col) * */ (void)(memcpy(__pyx_v_output, __pyx_v_x, (((sizeof((__pyx_v_output[0]))) * __pyx_v_nr_row) * __pyx_v_nr_col))); /* "thinc/linalg.pxd":432 * int32_t nr_row, int32_t nr_col) nogil: * memcpy(output, x, sizeof(output[0]) * nr_row * nr_col) * MatMat.add_i(output, y, nr_row, nr_col) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_6MatMat_add_i(__pyx_v_output, __pyx_v_y, __pyx_v_nr_row, __pyx_v_nr_col); /* "thinc/linalg.pxd":427 * cdef class MatMat: * @staticmethod * cdef inline void add(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ /* function exit code */ } /* "thinc/linalg.pxd":435 * * @staticmethod * cdef inline void add_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * int32_t nr_row, int32_t nr_col) nogil: */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { int __pyx_v_i; int __pyx_v_row; int __pyx_v_col; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; int32_t __pyx_t_4; int32_t __pyx_t_5; int __pyx_t_6; int __pyx_t_7; /* "thinc/linalg.pxd":439 * int32_t nr_row, int32_t nr_col) nogil: * cdef int i, row, col * for i in range(nr_row): # <<<<<<<<<<<<<< * row = i * nr_col * for col in range(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/linalg.pxd":440 * cdef int i, row, col * for i in range(nr_row): * row = i * nr_col # <<<<<<<<<<<<<< * for col in range(nr_col): * x[row + col] += y[row + col] */ __pyx_v_row = (__pyx_v_i * __pyx_v_nr_col); /* "thinc/linalg.pxd":441 * for i in range(nr_row): * row = i * nr_col * for col in range(nr_col): # <<<<<<<<<<<<<< * x[row + col] += y[row + col] * */ __pyx_t_4 = __pyx_v_nr_col; __pyx_t_5 = __pyx_t_4; for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) { __pyx_v_col = __pyx_t_6; /* "thinc/linalg.pxd":442 * row = i * nr_col * for col in range(nr_col): * x[row + col] += y[row + col] # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_t_7 = (__pyx_v_row + __pyx_v_col); (__pyx_v_x[__pyx_t_7]) = ((__pyx_v_x[__pyx_t_7]) + (__pyx_v_y[(__pyx_v_row + __pyx_v_col)])); } } /* "thinc/linalg.pxd":435 * * @staticmethod * cdef inline void add_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * int32_t nr_row, int32_t nr_col) nogil: */ /* function exit code */ } /* "thinc/linalg.pxd":445 * * @staticmethod * cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { /* "thinc/linalg.pxd":449 * const weight_t* y, * int32_t nr_row, int32_t nr_col) nogil: * memcpy(output, x, sizeof(output[0]) * nr_row * nr_col) # <<<<<<<<<<<<<< * MatMat.mul_i(output, y, nr_row, nr_col) * */ (void)(memcpy(__pyx_v_output, __pyx_v_x, (((sizeof((__pyx_v_output[0]))) * __pyx_v_nr_row) * __pyx_v_nr_col))); /* "thinc/linalg.pxd":450 * int32_t nr_row, int32_t nr_col) nogil: * memcpy(output, x, sizeof(output[0]) * nr_row * nr_col) * MatMat.mul_i(output, y, nr_row, nr_col) # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_f_5thinc_6linalg_6MatMat_mul_i(__pyx_v_output, __pyx_v_y, __pyx_v_nr_row, __pyx_v_nr_col); /* "thinc/linalg.pxd":445 * * @staticmethod * cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ /* function exit code */ } /* "thinc/linalg.pxd":453 * * @staticmethod * cdef inline void mul_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * int32_t nr_row, int32_t nr_col) nogil: */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { int __pyx_v_i; int __pyx_v_row; int __pyx_v_col; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; int32_t __pyx_t_4; int32_t __pyx_t_5; int __pyx_t_6; int __pyx_t_7; /* "thinc/linalg.pxd":457 * int32_t nr_row, int32_t nr_col) nogil: * cdef int i, row, col * for i in range(nr_row): # <<<<<<<<<<<<<< * row = i * nr_col * for col in range(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/linalg.pxd":458 * cdef int i, row, col * for i in range(nr_row): * row = i * nr_col # <<<<<<<<<<<<<< * for col in range(nr_col): * x[row + col] *= y[row + col] */ __pyx_v_row = (__pyx_v_i * __pyx_v_nr_col); /* "thinc/linalg.pxd":459 * for i in range(nr_row): * row = i * nr_col * for col in range(nr_col): # <<<<<<<<<<<<<< * x[row + col] *= y[row + col] * */ __pyx_t_4 = __pyx_v_nr_col; __pyx_t_5 = __pyx_t_4; for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) { __pyx_v_col = __pyx_t_6; /* "thinc/linalg.pxd":460 * row = i * nr_col * for col in range(nr_col): * x[row + col] *= y[row + col] # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_t_7 = (__pyx_v_row + __pyx_v_col); (__pyx_v_x[__pyx_t_7]) = ((__pyx_v_x[__pyx_t_7]) * (__pyx_v_y[(__pyx_v_row + __pyx_v_col)])); } } /* "thinc/linalg.pxd":453 * * @staticmethod * cdef inline void mul_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * int32_t nr_row, int32_t nr_col) nogil: */ /* function exit code */ } /* "thinc/linalg.pxd":463 * * @staticmethod * cdef inline void add_outer_i(weight_t* mat, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) { int __pyx_v_i; int __pyx_v_j; int __pyx_v_row; CYTHON_UNUSED double __pyx_v_one; int32_t __pyx_t_1; int32_t __pyx_t_2; int __pyx_t_3; int32_t __pyx_t_4; int32_t __pyx_t_5; int __pyx_t_6; int __pyx_t_7; /* "thinc/linalg.pxd":469 * int32_t nr_col) nogil: * cdef int i, j, row * cdef double one = 1.0 # <<<<<<<<<<<<<< * IF USE_BLAS: * blis.ger( */ __pyx_v_one = 1.0; /* "thinc/linalg.pxd":480 * ) * ELSE: * for i in range(nr_row): # <<<<<<<<<<<<<< * row = i * nr_col * for j in range(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/linalg.pxd":481 * ELSE: * for i in range(nr_row): * row = i * nr_col # <<<<<<<<<<<<<< * for j in range(nr_col): * mat[row + j] += x[i] * y[j] */ __pyx_v_row = (__pyx_v_i * __pyx_v_nr_col); /* "thinc/linalg.pxd":482 * for i in range(nr_row): * row = i * nr_col * for j in range(nr_col): # <<<<<<<<<<<<<< * mat[row + j] += x[i] * y[j] * */ __pyx_t_4 = __pyx_v_nr_col; __pyx_t_5 = __pyx_t_4; for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) { __pyx_v_j = __pyx_t_6; /* "thinc/linalg.pxd":483 * row = i * nr_col * for j in range(nr_col): * mat[row + j] += x[i] * y[j] # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_t_7 = (__pyx_v_row + __pyx_v_j); (__pyx_v_mat[__pyx_t_7]) = ((__pyx_v_mat[__pyx_t_7]) + ((__pyx_v_x[__pyx_v_i]) * (__pyx_v_y[__pyx_v_j]))); } } /* "thinc/linalg.pxd":463 * * @staticmethod * cdef inline void add_outer_i(weight_t* mat, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ /* function exit code */ } /* "thinc/linalg.pxd":486 * * @staticmethod * cdef inline void batch_add_outer_i(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_batch_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch) { CYTHON_UNUSED double __pyx_v_one; CYTHON_UNUSED int32_t __pyx_v__; int32_t __pyx_v_i; int32_t __pyx_v_row; int32_t __pyx_v_j; int32_t __pyx_t_1; int32_t __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; int32_t __pyx_t_9; int32_t __pyx_t_10; /* "thinc/linalg.pxd":504 * # y: K * N * # out: M * N * cdef double one = 1.0 # <<<<<<<<<<<<<< * IF USE_BLAS: * blis.gemm( */ __pyx_v_one = 1.0; /* "thinc/linalg.pxd":524 * 1) * ELSE: * for _ in range(nr_batch): # <<<<<<<<<<<<<< * for i in range(nr_row): * row = i * nr_col */ __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/linalg.pxd":525 * ELSE: * for _ in range(nr_batch): * for i in range(nr_row): # <<<<<<<<<<<<<< * row = i * nr_col * for j in range(nr_col): */ __pyx_t_4 = __pyx_v_nr_row; __pyx_t_5 = __pyx_t_4; for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) { __pyx_v_i = __pyx_t_6; /* "thinc/linalg.pxd":526 * for _ in range(nr_batch): * for i in range(nr_row): * row = i * nr_col # <<<<<<<<<<<<<< * for j in range(nr_col): * output[row + j] += x[i] * y[j] */ __pyx_v_row = (__pyx_v_i * __pyx_v_nr_col); /* "thinc/linalg.pxd":527 * for i in range(nr_row): * row = i * nr_col * for j in range(nr_col): # <<<<<<<<<<<<<< * output[row + j] += x[i] * y[j] * x += nr_row */ __pyx_t_7 = __pyx_v_nr_col; __pyx_t_8 = __pyx_t_7; for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_8; __pyx_t_9+=1) { __pyx_v_j = __pyx_t_9; /* "thinc/linalg.pxd":528 * row = i * nr_col * for j in range(nr_col): * output[row + j] += x[i] * y[j] # <<<<<<<<<<<<<< * x += nr_row * y += nr_col */ __pyx_t_10 = (__pyx_v_row + __pyx_v_j); (__pyx_v_output[__pyx_t_10]) = ((__pyx_v_output[__pyx_t_10]) + ((__pyx_v_x[__pyx_v_i]) * (__pyx_v_y[__pyx_v_j]))); } } /* "thinc/linalg.pxd":529 * for j in range(nr_col): * output[row + j] += x[i] * y[j] * x += nr_row # <<<<<<<<<<<<<< * y += nr_col */ __pyx_v_x = (__pyx_v_x + __pyx_v_nr_row); /* "thinc/linalg.pxd":530 * output[row + j] += x[i] * y[j] * x += nr_row * y += nr_col # <<<<<<<<<<<<<< */ __pyx_v_y = (__pyx_v_y + __pyx_v_nr_col); } /* "thinc/linalg.pxd":486 * * @staticmethod * cdef inline void batch_add_outer_i(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ /* function exit code */ } static PyObject *__pyx_tp_new_5thinc_6linalg_Matrix(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) { struct __pyx_obj_5thinc_6linalg_Matrix *p; 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" "Expected %zd from C header, got %zd from PyObject", module_name, class_name, size, basicsize); if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad; } return (PyTypeObject *)result; bad: Py_XDECREF(result); return NULL; } #endif /* GetVTable */ static void* __Pyx_GetVtable(PyObject *dict) { void* ptr; PyObject *ob = PyObject_GetItem(dict, __pyx_n_s_pyx_vtable); if (!ob) goto bad; #if PY_VERSION_HEX >= 0x02070000 ptr = PyCapsule_GetPointer(ob, 0); #else ptr = PyCObject_AsVoidPtr(ob); #endif 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; } /* PyErrFetchRestore */ #if CYTHON_FAST_THREAD_STATE static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) { PyObject *tmp_type, *tmp_value, *tmp_tb; tmp_type = tstate->curexc_type; tmp_value = tstate->curexc_value; tmp_tb = tstate->curexc_traceback; tstate->curexc_type = type; tstate->curexc_value = value; tstate->curexc_traceback = tb; Py_XDECREF(tmp_type); Py_XDECREF(tmp_value); Py_XDECREF(tmp_tb); } static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) { *type = tstate->curexc_type; *value = tstate->curexc_value; *tb = tstate->curexc_traceback; tstate->curexc_type = 0; tstate->curexc_value = 0; tstate->curexc_traceback = 0; } #endif /* CLineInTraceback */ #ifndef CYTHON_CLINE_IN_TRACEBACK static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) { PyObject *use_cline; PyObject *ptype, *pvalue, *ptraceback; #if CYTHON_COMPILING_IN_CPYTHON PyObject **cython_runtime_dict; #endif if (unlikely(!__pyx_cython_runtime)) { return c_line; } __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback); #if CYTHON_COMPILING_IN_CPYTHON cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime); if (likely(cython_runtime_dict)) { __PYX_PY_DICT_LOOKUP_IF_MODIFIED( use_cline, *cython_runtime_dict, __Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback)) } else #endif { PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback); if (use_cline_obj) { use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True; Py_DECREF(use_cline_obj); } else { PyErr_Clear(); use_cline = NULL; } } if (!use_cline) { c_line = 0; PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False); } else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) { c_line = 0; } __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback); return c_line; } #endif /* CodeObjectCache */ static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) { int start = 0, mid = 0, end = count - 1; if (end >= 0 && code_line > entries[end].code_line) { return count; } while (start < end) { mid = start + (end - start) / 2; if (code_line < entries[mid].code_line) { end = mid; } else if (code_line > entries[mid].code_line) { start = mid + 1; } else { return mid; } } if (code_line <= entries[mid].code_line) { return mid; } else { return mid + 1; } } static PyCodeObject *__pyx_find_code_object(int code_line) { PyCodeObject* code_object; int pos; if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) { return NULL; } pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line); if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) { return NULL; } code_object = __pyx_code_cache.entries[pos].code_object; Py_INCREF(code_object); return code_object; } static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) { int pos, i; __Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries; if (unlikely(!code_line)) { return; } if (unlikely(!entries)) { entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry)); if (likely(entries)) { __pyx_code_cache.entries = entries; __pyx_code_cache.max_count = 64; __pyx_code_cache.count = 1; entries[0].code_line = code_line; entries[0].code_object = code_object; Py_INCREF(code_object); } return; } pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line); if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) { PyCodeObject* tmp = entries[pos].code_object; entries[pos].code_object = code_object; Py_DECREF(tmp); return; } if (__pyx_code_cache.count == __pyx_code_cache.max_count) { int new_max = __pyx_code_cache.max_count + 64; entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc( __pyx_code_cache.entries, (size_t)new_max*sizeof(__Pyx_CodeObjectCacheEntry)); if (unlikely(!entries)) { return; } __pyx_code_cache.entries = entries; __pyx_code_cache.max_count = new_max; } for (i=__pyx_code_cache.count; i>pos; i--) { entries[i] = entries[i-1]; } entries[pos].code_line = code_line; entries[pos].code_object = code_object; __pyx_code_cache.count++; Py_INCREF(code_object); } /* AddTraceback */ #include "compile.h" #include "frameobject.h" #include "traceback.h" static PyCodeObject* __Pyx_CreateCodeObjectForTraceback( const char *funcname, int c_line, int py_line, const char *filename) { PyCodeObject *py_code = 0; PyObject *py_srcfile = 0; PyObject *py_funcname = 0; #if PY_MAJOR_VERSION < 3 py_srcfile = PyString_FromString(filename); #else py_srcfile = PyUnicode_FromString(filename); #endif if (!py_srcfile) goto bad; if (c_line) { #if PY_MAJOR_VERSION < 3 py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line); #else py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line); #endif } else { #if PY_MAJOR_VERSION < 3 py_funcname = PyString_FromString(funcname); #else py_funcname = PyUnicode_FromString(funcname); #endif } if (!py_funcname) goto bad; py_code = __Pyx_PyCode_New( 0, 0, 0, 0, 0, __pyx_empty_bytes, /*PyObject *code,*/ __pyx_empty_tuple, /*PyObject *consts,*/ __pyx_empty_tuple, /*PyObject *names,*/ __pyx_empty_tuple, /*PyObject *varnames,*/ __pyx_empty_tuple, /*PyObject *freevars,*/ __pyx_empty_tuple, /*PyObject *cellvars,*/ py_srcfile, /*PyObject *filename,*/ py_funcname, /*PyObject *name,*/ py_line, __pyx_empty_bytes /*PyObject *lnotab*/ ); Py_DECREF(py_srcfile); Py_DECREF(py_funcname); return py_code; bad: Py_XDECREF(py_srcfile); Py_XDECREF(py_funcname); return NULL; } static void __Pyx_AddTraceback(const char *funcname, int c_line, int py_line, const char *filename) { PyCodeObject *py_code = 0; PyFrameObject *py_frame = 0; PyThreadState *tstate = __Pyx_PyThreadState_Current; 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) { py_code = __Pyx_CreateCodeObjectForTraceback( funcname, c_line, py_line, filename); if (!py_code) goto bad; __pyx_insert_code_object(c_line ? -c_line : py_line, py_code); } py_frame = PyFrame_New( tstate, /*PyThreadState *tstate,*/ py_code, /*PyCodeObject *code,*/ __pyx_d, /*PyObject *globals,*/ 0 /*PyObject *locals*/ ); if (!py_frame) goto bad; __Pyx_PyFrame_SetLineNumber(py_frame, py_line); PyTraceBack_Here(py_frame); bad: Py_XDECREF(py_code); Py_XDECREF(py_frame); } /* CIntToPy */ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) { const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0; const int is_unsigned = neg_one > const_zero; if (is_unsigned) { if (sizeof(int) < sizeof(long)) { return PyInt_FromLong((long) value); } else if (sizeof(int) <= sizeof(unsigned long)) { return PyLong_FromUnsignedLong((unsigned long) value); #ifdef HAVE_LONG_LONG } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) { return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); #endif } } else { if (sizeof(int) <= sizeof(long)) { return PyInt_FromLong((long) value); #ifdef HAVE_LONG_LONG } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) { return PyLong_FromLongLong((PY_LONG_LONG) value); #endif } } { int one = 1; int little = (int)*(unsigned char *)&one; unsigned char *bytes = (unsigned char *)&value; return _PyLong_FromByteArray(bytes, sizeof(int), little, !is_unsigned); } } /* CIntFromPyVerify */ #define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\ __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0) #define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\ __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1) #define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\ {\ func_type value = func_value;\ if (sizeof(target_type) < sizeof(func_type)) {\ if (unlikely(value != (func_type) (target_type) value)) {\ func_type zero = 0;\ if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\ return (target_type) -1;\ if (is_unsigned && unlikely(value < zero))\ goto raise_neg_overflow;\ else\ goto raise_overflow;\ }\ }\ return (target_type) value;\ } /* CIntToPy */ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int32_t(int32_t value) { const int32_t neg_one = (int32_t) ((int32_t) 0 - (int32_t) 1), const_zero = (int32_t) 0; const int is_unsigned = neg_one > const_zero; if (is_unsigned) { if (sizeof(int32_t) < sizeof(long)) { return PyInt_FromLong((long) value); } else if (sizeof(int32_t) <= sizeof(unsigned long)) { return PyLong_FromUnsignedLong((unsigned long) value); #ifdef HAVE_LONG_LONG } 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 PyInt_FromLong((long) value); #ifdef HAVE_LONG_LONG } else if (sizeof(int32_t) <= sizeof(PY_LONG_LONG)) { return PyLong_FromLongLong((PY_LONG_LONG) value); #endif } } { int one = 1; int little = (int)*(unsigned char *)&one; unsigned char *bytes = (unsigned char *)&value; return _PyLong_FromByteArray(bytes, sizeof(int32_t), little, !is_unsigned); } } /* CIntFromPy */ static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) { const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0; const int is_unsigned = neg_one > const_zero; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x))) { if (sizeof(int) < sizeof(long)) { __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x)) } else { long val = PyInt_AS_LONG(x); if (is_unsigned && unlikely(val < 0)) { goto raise_neg_overflow; } return (int) val; } } else #endif if (likely(PyLong_Check(x))) { if (is_unsigned) { #if CYTHON_USE_PYLONG_INTERNALS const digit* digits = ((PyLongObject*)x)->ob_digit; switch (Py_SIZE(x)) { case 0: return (int) 0; case 1: __PYX_VERIFY_RETURN_INT(int, digit, digits[0]) case 2: if (8 * sizeof(int) > 1 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(int) >= 2 * PyLong_SHIFT) { return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])); } } break; case 3: if (8 * sizeof(int) > 2 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(int) >= 3 * PyLong_SHIFT) { return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])); } } break; case 4: if (8 * sizeof(int) > 3 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(int) >= 4 * PyLong_SHIFT) { return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])); } } break; } #endif #if CYTHON_COMPILING_IN_CPYTHON if (unlikely(Py_SIZE(x) < 0)) { goto raise_neg_overflow; } #else { int result = PyObject_RichCompareBool(x, Py_False, Py_LT); if (unlikely(result < 0)) return (int) -1; if (unlikely(result == 1)) goto raise_neg_overflow; } #endif if (sizeof(int) <= sizeof(unsigned long)) { __PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x)) #ifdef HAVE_LONG_LONG } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) { __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x)) #endif } } else { #if CYTHON_USE_PYLONG_INTERNALS const digit* digits = ((PyLongObject*)x)->ob_digit; switch (Py_SIZE(x)) { case 0: return (int) 0; case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, (sdigit) (-(sdigit)digits[0])) case 1: __PYX_VERIFY_RETURN_INT(int, digit, +digits[0]) case -2: if (8 * sizeof(int) - 1 > 1 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) { return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]))); } } break; case 2: if (8 * sizeof(int) > 1 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) { return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]))); } } break; case -3: if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) { return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]))); } } break; case 3: if (8 * sizeof(int) > 2 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) { return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]))); } } break; case -4: if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) { return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]))); } } break; case 4: if (8 * sizeof(int) > 3 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) { return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]))); } } break; } #endif if (sizeof(int) <= sizeof(long)) { __PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x)) #ifdef HAVE_LONG_LONG } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) { __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x)) #endif } } { #if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray) PyErr_SetString(PyExc_RuntimeError, "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers"); #else int val; PyObject *v = __Pyx_PyNumber_IntOrLong(x); #if PY_MAJOR_VERSION < 3 if (likely(v) && !PyLong_Check(v)) { PyObject *tmp = v; v = PyNumber_Long(tmp); Py_DECREF(tmp); } #endif if (likely(v)) { int one = 1; int is_little = (int)*(unsigned char *)&one; unsigned char *bytes = (unsigned char *)&val; int ret = _PyLong_AsByteArray((PyLongObject *)v, bytes, sizeof(val), is_little, !is_unsigned); Py_DECREF(v); if (likely(!ret)) return val; } #endif return (int) -1; } } else { int val; PyObject *tmp = __Pyx_PyNumber_IntOrLong(x); if (!tmp) return (int) -1; val = __Pyx_PyInt_As_int(tmp); Py_DECREF(tmp); return val; } raise_overflow: PyErr_SetString(PyExc_OverflowError, "value too large to convert to int"); return (int) -1; raise_neg_overflow: PyErr_SetString(PyExc_OverflowError, "can't convert negative value to int"); return (int) -1; } /* CIntFromPy */ static CYTHON_INLINE int32_t __Pyx_PyInt_As_int32_t(PyObject *x) { const int32_t neg_one = (int32_t) ((int32_t) 0 - (int32_t) 1), const_zero = (int32_t) 0; const int is_unsigned = neg_one > const_zero; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x))) { if (sizeof(int32_t) < sizeof(long)) { __PYX_VERIFY_RETURN_INT(int32_t, long, PyInt_AS_LONG(x)) } else { long val = PyInt_AS_LONG(x); if (is_unsigned && unlikely(val < 0)) { goto raise_neg_overflow; } return (int32_t) val; } } else #endif if (likely(PyLong_Check(x))) { if (is_unsigned) { #if CYTHON_USE_PYLONG_INTERNALS const digit* digits = ((PyLongObject*)x)->ob_digit; switch (Py_SIZE(x)) { case 0: return (int32_t) 0; case 1: __PYX_VERIFY_RETURN_INT(int32_t, digit, digits[0]) 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 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)) #ifdef HAVE_LONG_LONG } else if (sizeof(int32_t) <= sizeof(unsigned PY_LONG_LONG)) { __PYX_VERIFY_RETURN_INT_EXC(int32_t, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x)) #endif } } else { #if CYTHON_USE_PYLONG_INTERNALS const digit* digits = ((PyLongObject*)x)->ob_digit; switch (Py_SIZE(x)) { case 0: return (int32_t) 0; case -1: __PYX_VERIFY_RETURN_INT(int32_t, sdigit, (sdigit) (-(sdigit)digits[0])) case 1: __PYX_VERIFY_RETURN_INT(int32_t, digit, +digits[0]) 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)) #ifdef HAVE_LONG_LONG } else if (sizeof(int32_t) <= sizeof(PY_LONG_LONG)) { __PYX_VERIFY_RETURN_INT_EXC(int32_t, PY_LONG_LONG, PyLong_AsLongLong(x)) #endif } } { #if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray) PyErr_SetString(PyExc_RuntimeError, "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers"); #else int32_t val; PyObject *v = __Pyx_PyNumber_IntOrLong(x); #if PY_MAJOR_VERSION < 3 if (likely(v) && !PyLong_Check(v)) { PyObject *tmp = v; v = PyNumber_Long(tmp); Py_DECREF(tmp); } #endif if (likely(v)) { int one = 1; int is_little = (int)*(unsigned char *)&one; unsigned char *bytes = (unsigned char *)&val; int ret = _PyLong_AsByteArray((PyLongObject *)v, bytes, sizeof(val), is_little, !is_unsigned); Py_DECREF(v); if (likely(!ret)) return val; } #endif return (int32_t) -1; } } else { int32_t val; PyObject *tmp = __Pyx_PyNumber_IntOrLong(x); if (!tmp) return (int32_t) -1; val = __Pyx_PyInt_As_int32_t(tmp); Py_DECREF(tmp); 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; } /* CIntToPy */ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) { const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0; const int is_unsigned = neg_one > const_zero; if (is_unsigned) { if (sizeof(long) < sizeof(long)) { return PyInt_FromLong((long) value); } else if (sizeof(long) <= sizeof(unsigned long)) { return PyLong_FromUnsignedLong((unsigned long) value); #ifdef HAVE_LONG_LONG } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) { return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value); #endif } } else { if (sizeof(long) <= sizeof(long)) { return PyInt_FromLong((long) value); #ifdef HAVE_LONG_LONG } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) { return PyLong_FromLongLong((PY_LONG_LONG) value); #endif } } { int one = 1; int little = (int)*(unsigned char *)&one; unsigned char *bytes = (unsigned char *)&value; return _PyLong_FromByteArray(bytes, sizeof(long), little, !is_unsigned); } } /* CIntFromPy */ static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) { const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0; const int is_unsigned = neg_one > const_zero; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x))) { if (sizeof(long) < sizeof(long)) { __PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x)) } else { long val = PyInt_AS_LONG(x); if (is_unsigned && unlikely(val < 0)) { goto raise_neg_overflow; } return (long) val; } } else #endif if (likely(PyLong_Check(x))) { if (is_unsigned) { #if CYTHON_USE_PYLONG_INTERNALS const digit* digits = ((PyLongObject*)x)->ob_digit; switch (Py_SIZE(x)) { case 0: return (long) 0; case 1: __PYX_VERIFY_RETURN_INT(long, digit, digits[0]) case 2: if (8 * sizeof(long) > 1 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(long) >= 2 * PyLong_SHIFT) { return (long) (((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])); } } break; case 3: if (8 * sizeof(long) > 2 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(long) >= 3 * PyLong_SHIFT) { return (long) (((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])); } } break; case 4: if (8 * sizeof(long) > 3 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(long) >= 4 * PyLong_SHIFT) { return (long) (((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])); } } break; } #endif #if CYTHON_COMPILING_IN_CPYTHON if (unlikely(Py_SIZE(x) < 0)) { goto raise_neg_overflow; } #else { int result = PyObject_RichCompareBool(x, Py_False, Py_LT); if (unlikely(result < 0)) return (long) -1; if (unlikely(result == 1)) goto raise_neg_overflow; } #endif if (sizeof(long) <= sizeof(unsigned long)) { __PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x)) #ifdef HAVE_LONG_LONG } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) { __PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x)) #endif } } else { #if CYTHON_USE_PYLONG_INTERNALS const digit* digits = ((PyLongObject*)x)->ob_digit; switch (Py_SIZE(x)) { case 0: return (long) 0; case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, (sdigit) (-(sdigit)digits[0])) case 1: __PYX_VERIFY_RETURN_INT(long, digit, +digits[0]) case -2: if (8 * sizeof(long) - 1 > 1 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) { return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]))); } } break; case 2: if (8 * sizeof(long) > 1 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) { return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]))); } } break; case -3: if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) { return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]))); } } break; case 3: if (8 * sizeof(long) > 2 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) { return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]))); } } break; case -4: if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) { return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]))); } } break; case 4: if (8 * sizeof(long) > 3 * PyLong_SHIFT) { if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) { __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0]))) } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) { return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]))); } } break; } #endif if (sizeof(long) <= sizeof(long)) { __PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x)) #ifdef HAVE_LONG_LONG } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) { __PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x)) #endif } } { #if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray) PyErr_SetString(PyExc_RuntimeError, "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers"); #else long val; PyObject *v = __Pyx_PyNumber_IntOrLong(x); #if PY_MAJOR_VERSION < 3 if (likely(v) && !PyLong_Check(v)) { PyObject *tmp = v; v = PyNumber_Long(tmp); Py_DECREF(tmp); } #endif if (likely(v)) { int one = 1; int is_little = (int)*(unsigned char *)&one; unsigned char *bytes = (unsigned char *)&val; int ret = _PyLong_AsByteArray((PyLongObject *)v, bytes, sizeof(val), is_little, !is_unsigned); Py_DECREF(v); if (likely(!ret)) return val; } #endif return (long) -1; } } else { long val; PyObject *tmp = __Pyx_PyNumber_IntOrLong(x); if (!tmp) return (long) -1; val = __Pyx_PyInt_As_long(tmp); Py_DECREF(tmp); return val; } raise_overflow: PyErr_SetString(PyExc_OverflowError, "value too large to convert to long"); return (long) -1; raise_neg_overflow: PyErr_SetString(PyExc_OverflowError, "can't convert negative value to long"); return (long) -1; } /* FastTypeChecks */ #if CYTHON_COMPILING_IN_CPYTHON static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) { while (a) { a = a->tp_base; if (a == b) return 1; } return b == &PyBaseObject_Type; } static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b) { PyObject *mro; if (a == b) return 1; mro = a->tp_mro; if (likely(mro)) { Py_ssize_t i, n; n = PyTuple_GET_SIZE(mro); for (i = 0; i < n; i++) { if (PyTuple_GET_ITEM(mro, i) == (PyObject *)b) return 1; } return 0; } return __Pyx_InBases(a, b); } #if PY_MAJOR_VERSION == 2 static int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject* exc_type2) { PyObject *exception, *value, *tb; int res; __Pyx_PyThreadState_declare __Pyx_PyThreadState_assign __Pyx_ErrFetch(&exception, &value, &tb); res = exc_type1 ? PyObject_IsSubclass(err, exc_type1) : 0; if (unlikely(res == -1)) { PyErr_WriteUnraisable(err); res = 0; } if (!res) { res = PyObject_IsSubclass(err, exc_type2); if (unlikely(res == -1)) { PyErr_WriteUnraisable(err); res = 0; } } __Pyx_ErrRestore(exception, value, tb); return res; } #else static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) { int res = exc_type1 ? __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type1) : 0; if (!res) { res = __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2); } return res; } #endif static int __Pyx_PyErr_GivenExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) { Py_ssize_t i, n; assert(PyExceptionClass_Check(exc_type)); n = PyTuple_GET_SIZE(tuple); #if PY_MAJOR_VERSION >= 3 for (i=0; ip) { #if PY_MAJOR_VERSION < 3 if (t->is_unicode) { *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL); } else if (t->intern) { *t->p = PyString_InternFromString(t->s); } else { *t->p = PyString_FromStringAndSize(t->s, t->n - 1); } #else if (t->is_unicode | t->is_str) { if (t->intern) { *t->p = PyUnicode_InternFromString(t->s); } else if (t->encoding) { *t->p = PyUnicode_Decode(t->s, t->n - 1, t->encoding, NULL); } else { *t->p = PyUnicode_FromStringAndSize(t->s, t->n - 1); } } else { *t->p = PyBytes_FromStringAndSize(t->s, t->n - 1); } #endif if (!*t->p) return -1; if (PyObject_Hash(*t->p) == -1) return -1; ++t; } return 0; } static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) { return __Pyx_PyUnicode_FromStringAndSize(c_str, (Py_ssize_t)strlen(c_str)); } static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject* o) { Py_ssize_t ignore; return __Pyx_PyObject_AsStringAndSize(o, &ignore); } #if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT #if !CYTHON_PEP393_ENABLED static const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) { char* defenc_c; PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL); if (!defenc) return NULL; defenc_c = PyBytes_AS_STRING(defenc); #if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII { char* end = defenc_c + PyBytes_GET_SIZE(defenc); char* c; for (c = defenc_c; c < end; c++) { if ((unsigned char) (*c) >= 128) { PyUnicode_AsASCIIString(o); return NULL; } } } #endif *length = PyBytes_GET_SIZE(defenc); return defenc_c; } #else static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) { if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL; #if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII if (likely(PyUnicode_IS_ASCII(o))) { *length = PyUnicode_GET_LENGTH(o); return PyUnicode_AsUTF8(o); } else { PyUnicode_AsASCIIString(o); return NULL; } #else return PyUnicode_AsUTF8AndSize(o, length); #endif } #endif #endif static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) { #if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT if ( #if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII __Pyx_sys_getdefaultencoding_not_ascii && #endif PyUnicode_Check(o)) { return __Pyx_PyUnicode_AsStringAndSize(o, length); } else #endif #if (!CYTHON_COMPILING_IN_PYPY) || (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE)) if (PyByteArray_Check(o)) { *length = PyByteArray_GET_SIZE(o); return PyByteArray_AS_STRING(o); } else #endif { char* result; int r = PyBytes_AsStringAndSize(o, &result, length); if (unlikely(r < 0)) { return NULL; } else { return result; } } } static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) { int is_true = x == Py_True; if (is_true | (x == Py_False) | (x == Py_None)) return is_true; else return PyObject_IsTrue(x); } static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject* x) { int retval; if (unlikely(!x)) return -1; retval = __Pyx_PyObject_IsTrue(x); Py_DECREF(x); return retval; } static PyObject* __Pyx_PyNumber_IntOrLongWrongResultType(PyObject* result, const char* type_name) { #if PY_MAJOR_VERSION >= 3 if (PyLong_Check(result)) { if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1, "__int__ returned non-int (type %.200s). " "The ability to return an instance of a strict subclass of int " "is deprecated, and may be removed in a future version of Python.", Py_TYPE(result)->tp_name)) { Py_DECREF(result); return NULL; } return result; } #endif PyErr_Format(PyExc_TypeError, "__%.4s__ returned non-%.4s (type %.200s)", type_name, type_name, Py_TYPE(result)->tp_name); Py_DECREF(result); return NULL; } static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) { #if CYTHON_USE_TYPE_SLOTS PyNumberMethods *m; #endif const char *name = NULL; PyObject *res = NULL; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x) || PyLong_Check(x))) #else if (likely(PyLong_Check(x))) #endif return __Pyx_NewRef(x); #if CYTHON_USE_TYPE_SLOTS m = Py_TYPE(x)->tp_as_number; #if PY_MAJOR_VERSION < 3 if (m && m->nb_int) { name = "int"; res = m->nb_int(x); } else if (m && m->nb_long) { name = "long"; res = m->nb_long(x); } #else if (likely(m && m->nb_int)) { name = "int"; res = m->nb_int(x); } #endif #else if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) { res = PyNumber_Int(x); } #endif if (likely(res)) { #if PY_MAJOR_VERSION < 3 if (unlikely(!PyInt_Check(res) && !PyLong_Check(res))) { #else if (unlikely(!PyLong_CheckExact(res))) { #endif return __Pyx_PyNumber_IntOrLongWrongResultType(res, name); } } else if (!PyErr_Occurred()) { PyErr_SetString(PyExc_TypeError, "an integer is required"); } return res; } static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) { Py_ssize_t ival; PyObject *x; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_CheckExact(b))) { if (sizeof(Py_ssize_t) >= sizeof(long)) return PyInt_AS_LONG(b); else return PyInt_AsSsize_t(b); } #endif if (likely(PyLong_CheckExact(b))) { #if CYTHON_USE_PYLONG_INTERNALS const digit* digits = ((PyLongObject*)b)->ob_digit; const Py_ssize_t size = Py_SIZE(b); if (likely(__Pyx_sst_abs(size) <= 1)) { ival = likely(size) ? digits[0] : 0; if (size == -1) ival = -ival; return ival; } else { switch (size) { case 2: if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) { return (Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case -2: if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) { return -(Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case 3: if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) { return (Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case -3: if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) { return -(Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case 4: if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) { return (Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case -4: if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) { return -(Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; } } #endif return PyLong_AsSsize_t(b); } x = PyNumber_Index(b); if (!x) return -1; ival = PyInt_AsSsize_t(x); Py_DECREF(x); return ival; } static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) { return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False); } static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) { return PyInt_FromSize_t(ival); } #endif /* Py_PYTHON_H */