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serialize.cpp
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/* Generated by Cython 0.29.19 */ #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_19" #define CYTHON_HEX_VERSION 0x001D13F0 #define CYTHON_FUTURE_DIVISION 0 #include <stddef.h> #ifndef offsetof #define offsetof(type, member) ( (size_t) & ((type*)0) -> member ) #endif #if !defined(WIN32) && !defined(MS_WINDOWS) #ifndef __stdcall #define __stdcall #endif #ifndef __cdecl #define __cdecl #endif #ifndef __fastcall #define __fastcall #endif #endif #ifndef DL_IMPORT #define DL_IMPORT(t) t #endif #ifndef DL_EXPORT #define DL_EXPORT(t) t #endif #define __PYX_COMMA , #ifndef HAVE_LONG_LONG #if PY_VERSION_HEX >= 0x02070000 #define HAVE_LONG_LONG #endif #endif #ifndef PY_LONG_LONG #define PY_LONG_LONG LONG_LONG #endif #ifndef Py_HUGE_VAL #define Py_HUGE_VAL HUGE_VAL #endif #ifdef PYPY_VERSION #define CYTHON_COMPILING_IN_PYPY 1 #define CYTHON_COMPILING_IN_PYSTON 0 #define CYTHON_COMPILING_IN_CPYTHON 0 #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 / (int)(SIZEOF_VOID_P == sizeof(void*)) }; #endif #endif #ifndef __has_attribute #define __has_attribute(x) 0 #endif #ifndef __has_cpp_attribute #define __has_cpp_attribute(x) 0 #endif #ifndef CYTHON_RESTRICT #if defined(__GNUC__) #define CYTHON_RESTRICT __restrict__ #elif defined(_MSC_VER) && _MSC_VER >= 1400 #define CYTHON_RESTRICT __restrict #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L #define CYTHON_RESTRICT restrict #else #define CYTHON_RESTRICT #endif #endif #ifndef CYTHON_UNUSED # if defined(__GNUC__) # if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4)) # define CYTHON_UNUSED __attribute__ ((__unused__)) # else # define CYTHON_UNUSED # endif # elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER)) # define CYTHON_UNUSED __attribute__ ((__unused__)) # else # define CYTHON_UNUSED # endif #endif #ifndef CYTHON_MAYBE_UNUSED_VAR # if defined(__cplusplus) template<class T> void CYTHON_MAYBE_UNUSED_VAR( const T& ) { } # else # define CYTHON_MAYBE_UNUSED_VAR(x) (void)(x) # endif #endif #ifndef CYTHON_NCP_UNUSED # if CYTHON_COMPILING_IN_CPYTHON # define CYTHON_NCP_UNUSED # else # define CYTHON_NCP_UNUSED CYTHON_UNUSED # endif #endif #define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None) #ifdef _MSC_VER #ifndef _MSC_STDINT_H_ #if _MSC_VER < 1300 typedef unsigned char uint8_t; typedef unsigned int uint32_t; #else typedef unsigned __int8 uint8_t; typedef unsigned __int32 uint32_t; #endif #endif #else #include <stdint.h> #endif #ifndef CYTHON_FALLTHROUGH #if defined(__cplusplus) && __cplusplus >= 201103L #if __has_cpp_attribute(fallthrough) #define CYTHON_FALLTHROUGH [[fallthrough]] #elif __has_cpp_attribute(clang::fallthrough) #define CYTHON_FALLTHROUGH [[clang::fallthrough]] #elif __has_cpp_attribute(gnu::fallthrough) #define CYTHON_FALLTHROUGH [[gnu::fallthrough]] #endif #endif #ifndef CYTHON_FALLTHROUGH #if __has_attribute(fallthrough) #define CYTHON_FALLTHROUGH __attribute__((fallthrough)) #else #define CYTHON_FALLTHROUGH #endif #endif #if defined(__clang__ ) && defined(__apple_build_version__) #if __apple_build_version__ < 7000000 #undef CYTHON_FALLTHROUGH #define CYTHON_FALLTHROUGH #endif #endif #endif #ifndef __cplusplus #error "Cython files generated with the C++ option must be compiled with a C++ compiler." #endif #ifndef CYTHON_INLINE #if defined(__clang__) #define CYTHON_INLINE __inline__ __attribute__ ((__unused__)) #else #define CYTHON_INLINE inline #endif #endif template<typename T> void __Pyx_call_destructor(T& x) { x.~T(); } template<typename T> class __Pyx_FakeReference { public: __Pyx_FakeReference() : ptr(NULL) { } __Pyx_FakeReference(const T& ref) : ptr(const_cast<T*>(&ref)) { } T *operator->() { return ptr; } T *operator&() { return ptr; } operator T&() { return *ptr; } template<typename U> bool operator ==(U other) { return *ptr == other; } template<typename U> bool operator !=(U other) { return *ptr != other; } private: T *ptr; }; #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" #if PY_VERSION_HEX >= 0x030800A4 && PY_VERSION_HEX < 0x030800B2 #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\ PyCode_New(a, 0, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) #else #define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\ PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos) #endif #define __Pyx_DefaultClassType PyType_Type #endif #ifndef Py_TPFLAGS_CHECKTYPES #define Py_TPFLAGS_CHECKTYPES 0 #endif #ifndef Py_TPFLAGS_HAVE_INDEX #define Py_TPFLAGS_HAVE_INDEX 0 #endif #ifndef Py_TPFLAGS_HAVE_NEWBUFFER #define Py_TPFLAGS_HAVE_NEWBUFFER 0 #endif #ifndef Py_TPFLAGS_HAVE_FINALIZE #define Py_TPFLAGS_HAVE_FINALIZE 0 #endif #ifndef METH_STACKLESS #define METH_STACKLESS 0 #endif #if PY_VERSION_HEX <= 0x030700A3 || !defined(METH_FASTCALL) #ifndef METH_FASTCALL #define METH_FASTCALL 0x80 #endif typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs); typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args, Py_ssize_t nargs, PyObject *kwnames); #else #define __Pyx_PyCFunctionFast _PyCFunctionFast #define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords #endif #if CYTHON_FAST_PYCCALL #define __Pyx_PyFastCFunction_Check(func)\ ((PyCFunction_Check(func) && (METH_FASTCALL == (PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS | METH_STACKLESS))))) #else #define __Pyx_PyFastCFunction_Check(func) 0 #endif #if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc) #define PyObject_Malloc(s) PyMem_Malloc(s) #define PyObject_Free(p) PyMem_Free(p) #define PyObject_Realloc(p) PyMem_Realloc(p) #endif #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030400A1 #define PyMem_RawMalloc(n) PyMem_Malloc(n) #define PyMem_RawRealloc(p, n) PyMem_Realloc(p, n) #define PyMem_RawFree(p) PyMem_Free(p) #endif #if CYTHON_COMPILING_IN_PYSTON #define __Pyx_PyCode_HasFreeVars(co) PyCode_HasFreeVars(co) #define __Pyx_PyFrame_SetLineNumber(frame, lineno) PyFrame_SetLineNumber(frame, lineno) #else #define __Pyx_PyCode_HasFreeVars(co) (PyCode_GetNumFree(co) > 0) #define __Pyx_PyFrame_SetLineNumber(frame, lineno) (frame)->f_lineno = (lineno) #endif #if !CYTHON_FAST_THREAD_STATE || PY_VERSION_HEX < 0x02070000 #define __Pyx_PyThreadState_Current PyThreadState_GET() #elif PY_VERSION_HEX >= 0x03060000 #define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet() #elif PY_VERSION_HEX >= 0x03000000 #define __Pyx_PyThreadState_Current PyThreadState_GET() #else #define __Pyx_PyThreadState_Current _PyThreadState_Current #endif #if PY_VERSION_HEX < 0x030700A2 && !defined(PyThread_tss_create) && !defined(Py_tss_NEEDS_INIT) #include "pythread.h" #define Py_tss_NEEDS_INIT 0 typedef int Py_tss_t; static CYTHON_INLINE int PyThread_tss_create(Py_tss_t *key) { *key = PyThread_create_key(); return 0; } static CYTHON_INLINE Py_tss_t * PyThread_tss_alloc(void) { Py_tss_t *key = (Py_tss_t *)PyObject_Malloc(sizeof(Py_tss_t)); *key = Py_tss_NEEDS_INIT; return key; } static CYTHON_INLINE void PyThread_tss_free(Py_tss_t *key) { PyObject_Free(key); } static CYTHON_INLINE int PyThread_tss_is_created(Py_tss_t *key) { return *key != Py_tss_NEEDS_INIT; } static CYTHON_INLINE void PyThread_tss_delete(Py_tss_t *key) { PyThread_delete_key(*key); *key = Py_tss_NEEDS_INIT; } static CYTHON_INLINE int PyThread_tss_set(Py_tss_t *key, void *value) { return PyThread_set_key_value(*key, value); } static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) { return PyThread_get_key_value(*key); } #endif #if CYTHON_COMPILING_IN_CPYTHON || defined(_PyDict_NewPresized) #define __Pyx_PyDict_NewPresized(n) ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n)) #else #define __Pyx_PyDict_NewPresized(n) PyDict_New() #endif #if PY_MAJOR_VERSION >= 3 || CYTHON_FUTURE_DIVISION #define __Pyx_PyNumber_Divide(x,y) PyNumber_TrueDivide(x,y) #define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceTrueDivide(x,y) #else #define __Pyx_PyNumber_Divide(x,y) PyNumber_Divide(x,y) #define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceDivide(x,y) #endif #if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1 && CYTHON_USE_UNICODE_INTERNALS #define __Pyx_PyDict_GetItemStr(dict, name) _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash) #else #define __Pyx_PyDict_GetItemStr(dict, name) PyDict_GetItem(dict, name) #endif #if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND) #define CYTHON_PEP393_ENABLED 1 #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 #ifndef PyObject_Unicode #define PyObject_Unicode PyObject_Str #endif #endif #if PY_MAJOR_VERSION >= 3 #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj) #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj) #else #define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj)) #define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj)) #endif #ifndef PySet_CheckExact #define PySet_CheckExact(obj) (Py_TYPE(obj) == &PySet_Type) #endif #if 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 <math.h> #ifdef NAN #define __PYX_NAN() ((float) NAN) #else static CYTHON_INLINE float __PYX_NAN() { float value; memset(&value, 0xFF, sizeof(value)); return value; } #endif #if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL) #define __Pyx_truncl trunc #else #define __Pyx_truncl truncl #endif #define __PYX_MARK_ERR_POS(f_index, lineno) \ { __pyx_filename = __pyx_f[f_index]; (void)__pyx_filename; __pyx_lineno = lineno; (void)__pyx_lineno; __pyx_clineno = __LINE__; (void)__pyx_clineno; } #define __PYX_ERR(f_index, lineno, Ln_error) \ { __PYX_MARK_ERR_POS(f_index, lineno) goto Ln_error; } #ifndef __PYX_EXTERN_C #ifdef __cplusplus #define __PYX_EXTERN_C extern "C" #else #define __PYX_EXTERN_C extern #endif #endif #define __PYX_HAVE__thinc__linear__serialize #define __PYX_HAVE_API__thinc__linear__serialize /* Early includes */ #include <string.h> #include <stdio.h> #include <errno.h> #include <stdint.h> #include "ios" #include "new" #include "stdexcept" #include "typeinfo" #include <vector> #include <stdlib.h> #include "math.h" #include "stdlib.h" #ifdef _OPENMP #include <omp.h> #endif /* _OPENMP */ #if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS) #define CYTHON_WITHOUT_ASSERTIONS #endif typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding; const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry; #define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0 #define __PYX_DEFAULT_STRING_ENCODING_IS_UTF8 0 #define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT (PY_MAJOR_VERSION >= 3 && __PYX_DEFAULT_STRING_ENCODING_IS_UTF8) #define __PYX_DEFAULT_STRING_ENCODING "" #define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString #define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize #define __Pyx_uchar_cast(c) ((unsigned char)c) #define __Pyx_long_cast(x) ((long)x) #define __Pyx_fits_Py_ssize_t(v, type, is_signed) (\ (sizeof(type) < sizeof(Py_ssize_t)) ||\ (sizeof(type) > sizeof(Py_ssize_t) &&\ likely(v < (type)PY_SSIZE_T_MAX ||\ v == (type)PY_SSIZE_T_MAX) &&\ (!is_signed || likely(v > (type)PY_SSIZE_T_MIN ||\ v == (type)PY_SSIZE_T_MIN))) ||\ (sizeof(type) == sizeof(Py_ssize_t) &&\ (is_signed || likely(v < (type)PY_SSIZE_T_MAX ||\ v == (type)PY_SSIZE_T_MAX))) ) static CYTHON_INLINE int __Pyx_is_valid_index(Py_ssize_t i, Py_ssize_t limit) { return (size_t) i < (size_t) limit; } #if defined (__cplusplus) && __cplusplus >= 201103L #include <cstdlib> #define __Pyx_sst_abs(value) std::abs(value) #elif SIZEOF_INT >= SIZEOF_SIZE_T #define __Pyx_sst_abs(value) abs(value) #elif SIZEOF_LONG >= SIZEOF_SIZE_T #define __Pyx_sst_abs(value) labs(value) #elif defined (_MSC_VER) #define __Pyx_sst_abs(value) ((Py_ssize_t)_abs64(value)) #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L #define __Pyx_sst_abs(value) llabs(value) #elif defined (__GNUC__) #define __Pyx_sst_abs(value) __builtin_llabs(value) #else #define __Pyx_sst_abs(value) ((value<0) ? -value : value) #endif static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*); static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length); #define __Pyx_PyByteArray_FromString(s) PyByteArray_FromStringAndSize((const char*)s, strlen((const char*)s)) #define __Pyx_PyByteArray_FromStringAndSize(s, l) PyByteArray_FromStringAndSize((const char*)s, l) #define __Pyx_PyBytes_FromString PyBytes_FromString #define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char*); #if PY_MAJOR_VERSION < 3 #define __Pyx_PyStr_FromString __Pyx_PyBytes_FromString #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize #else #define __Pyx_PyStr_FromString __Pyx_PyUnicode_FromString #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize #endif #define __Pyx_PyBytes_AsWritableString(s) ((char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsWritableSString(s) ((signed char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsWritableUString(s) ((unsigned char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsString(s) ((const char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsSString(s) ((const signed char*) PyBytes_AS_STRING(s)) #define __Pyx_PyBytes_AsUString(s) ((const unsigned char*) PyBytes_AS_STRING(s)) #define __Pyx_PyObject_AsWritableString(s) ((char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_AsWritableSString(s) ((signed char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_AsWritableUString(s) ((unsigned char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_AsSString(s) ((const signed char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_AsUString(s) ((const unsigned char*) __Pyx_PyObject_AsString(s)) #define __Pyx_PyObject_FromCString(s) __Pyx_PyObject_FromString((const char*)s) #define __Pyx_PyBytes_FromCString(s) __Pyx_PyBytes_FromString((const char*)s) #define __Pyx_PyByteArray_FromCString(s) __Pyx_PyByteArray_FromString((const char*)s) #define __Pyx_PyStr_FromCString(s) __Pyx_PyStr_FromString((const char*)s) #define __Pyx_PyUnicode_FromCString(s) __Pyx_PyUnicode_FromString((const char*)s) static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u) { const Py_UNICODE *u_end = u; while (*u_end++) ; return (size_t)(u_end - u - 1); } #define __Pyx_PyUnicode_FromUnicode(u) PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u)) #define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode #define __Pyx_PyUnicode_AsUnicode PyUnicode_AsUnicode #define __Pyx_NewRef(obj) (Py_INCREF(obj), obj) #define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None) static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b); static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*); static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject*); static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x); #define __Pyx_PySequence_Tuple(obj)\ (likely(PyTuple_CheckExact(obj)) ? __Pyx_NewRef(obj) : PySequence_Tuple(obj)) static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*); static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t); #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[] = { "serialize.pyx", "stringsource", "serialize.pxd", "cymem.pxd", "maps.pxd", "linalg.pxd", "type.pxd", "sparse.pxd", }; /* None.proto */ #if defined(__GNUC__) #define __Pyx_PACKED __attribute__((__packed__)) #else #define __Pyx_PACKED #endif /* "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; /* "preshed/maps.pxd":5 * * * ctypedef uint64_t key_t # <<<<<<<<<<<<<< * * */ typedef uint64_t __pyx_t_7preshed_4maps_key_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_7preshed_4maps_PreshMap; struct __pyx_obj_7preshed_4maps_PreshMapArray; 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_6linear_6sparse_SparseArray; struct __pyx_obj_5thinc_6linear_9serialize_Writer; struct __pyx_obj_5thinc_6linear_9serialize_Reader; /* "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 *); struct __pyx_t_7preshed_4maps_Cell; struct __pyx_t_7preshed_4maps_Result; struct __pyx_t_7preshed_4maps_MapStruct; /* "preshed/maps.pxd":8 * * * cdef struct Cell: # <<<<<<<<<<<<<< * key_t key * void* value */ struct __pyx_t_7preshed_4maps_Cell { __pyx_t_7preshed_4maps_key_t key; void *value; }; /* "preshed/maps.pxd":13 * * * cdef struct Result: # <<<<<<<<<<<<<< * int found * void* value */ struct __pyx_t_7preshed_4maps_Result { int found; void *value; }; /* "preshed/maps.pxd":18 * * * cdef struct MapStruct: # <<<<<<<<<<<<<< * Cell* cells * void* value_for_empty_key */ struct __pyx_t_7preshed_4maps_MapStruct { struct __pyx_t_7preshed_4maps_Cell *cells; void *value_for_empty_key; void *value_for_del_key; __pyx_t_7preshed_4maps_key_t length; __pyx_t_7preshed_4maps_key_t filled; int is_empty_key_set; int is_del_key_set; }; struct __pyx_t_5thinc_7structs_ConstantsC; struct __pyx_t_5thinc_7structs_EmbedC; struct __pyx_t_5thinc_7structs_NeuralNetC; struct __pyx_t_5thinc_7structs_ExampleC; struct __pyx_t_5thinc_7structs_MinibatchC; struct __pyx_t_5thinc_7structs_SparseArrayC; struct __pyx_t_5thinc_7structs_FeatureC; struct __pyx_t_5thinc_7structs_SparseAverageC; struct __pyx_t_5thinc_7structs_TemplateC; /* "structs.pxd":14 * include "compile_time_constants.pxi" * * ctypedef vector[weight_t] vector_weight_t # <<<<<<<<<<<<<< * * */ typedef std::vector<__pyx_t_5thinc_8typedefs_weight_t> __pyx_t_5thinc_7structs_vector_weight_t; /* "structs.pxd":17 * * * ctypedef void (*do_update_t)( # <<<<<<<<<<<<<< * weight_t* weights, * weight_t* gradient, */ typedef void (*__pyx_t_5thinc_7structs_do_update_t)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_len_t, struct __pyx_t_5thinc_7structs_ConstantsC const *); /* "structs.pxd":25 * * * ctypedef void (*do_feed_fwd_t)( # <<<<<<<<<<<<<< * weight_t** fwd, * const weight_t* W, */ typedef void (*__pyx_t_5thinc_7structs_do_feed_fwd_t)(__pyx_t_5thinc_8typedefs_weight_t **, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_len_t const *, int, int, struct __pyx_t_5thinc_7structs_ConstantsC const *); /* "structs.pxd":35 * * * ctypedef void (*do_feed_bwd_t)( # <<<<<<<<<<<<<< * weight_t* G, * weight_t** bwd, */ typedef void (*__pyx_t_5thinc_7structs_do_feed_bwd_t)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t **, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *const *, __pyx_t_5thinc_8typedefs_len_t const *, int, int, struct __pyx_t_5thinc_7structs_ConstantsC const *); /* "structs.pxd":48 * * # Alias this, so that it matches our naming scheme * ctypedef MapStruct MapC # <<<<<<<<<<<<<< * * */ typedef struct __pyx_t_7preshed_4maps_MapStruct __pyx_t_5thinc_7structs_MapC; /* "structs.pxd":51 * * * cdef struct ConstantsC: # <<<<<<<<<<<<<< * weight_t a * weight_t b */ struct __pyx_t_5thinc_7structs_ConstantsC { __pyx_t_5thinc_8typedefs_weight_t a; __pyx_t_5thinc_8typedefs_weight_t b; __pyx_t_5thinc_8typedefs_weight_t c; __pyx_t_5thinc_8typedefs_weight_t d; __pyx_t_5thinc_8typedefs_weight_t e; __pyx_t_5thinc_8typedefs_weight_t g; __pyx_t_5thinc_8typedefs_weight_t h; __pyx_t_5thinc_8typedefs_weight_t i; __pyx_t_5thinc_8typedefs_weight_t j; __pyx_t_5thinc_8typedefs_weight_t k; __pyx_t_5thinc_8typedefs_weight_t l; __pyx_t_5thinc_8typedefs_weight_t m; __pyx_t_5thinc_8typedefs_weight_t n; __pyx_t_5thinc_8typedefs_weight_t o; __pyx_t_5thinc_8typedefs_weight_t p; __pyx_t_5thinc_8typedefs_weight_t q; __pyx_t_5thinc_8typedefs_weight_t r; __pyx_t_5thinc_8typedefs_weight_t s; __pyx_t_5thinc_8typedefs_weight_t t; __pyx_t_5thinc_8typedefs_weight_t u; __pyx_t_5thinc_8typedefs_weight_t w; __pyx_t_5thinc_8typedefs_weight_t x; __pyx_t_5thinc_8typedefs_weight_t y; __pyx_t_5thinc_8typedefs_weight_t z; }; /* "structs.pxd":78 * * * cdef struct EmbedC: # <<<<<<<<<<<<<< * MapC** weights * MapC** gradients */ struct __pyx_t_5thinc_7structs_EmbedC { __pyx_t_5thinc_7structs_MapC **weights; __pyx_t_5thinc_7structs_MapC **gradients; __pyx_t_5thinc_8typedefs_weight_t **defaults; __pyx_t_5thinc_8typedefs_weight_t **d_defaults; __pyx_t_5thinc_8typedefs_idx_t *offsets; __pyx_t_5thinc_8typedefs_len_t *lengths; __pyx_t_5thinc_8typedefs_len_t nr; int nr_support; }; /* "structs.pxd":89 * * * cdef struct NeuralNetC: # <<<<<<<<<<<<<< * do_feed_fwd_t feed_fwd * do_feed_bwd_t feed_bwd */ struct __pyx_t_5thinc_7structs_NeuralNetC { __pyx_t_5thinc_7structs_do_feed_fwd_t feed_fwd; __pyx_t_5thinc_7structs_do_feed_bwd_t feed_bwd; __pyx_t_5thinc_7structs_do_update_t update; __pyx_t_5thinc_8typedefs_len_t *widths; __pyx_t_5thinc_8typedefs_weight_t *weights; __pyx_t_5thinc_8typedefs_weight_t *gradient; struct __pyx_t_5thinc_7structs_EmbedC *embed; __pyx_t_5thinc_8typedefs_len_t nr_layer; __pyx_t_5thinc_8typedefs_len_t nr_weight; __pyx_t_5thinc_8typedefs_len_t nr_node; struct __pyx_t_5thinc_7structs_ConstantsC hp; }; /* "structs.pxd":112 * * * cdef struct ExampleC: # <<<<<<<<<<<<<< * int* is_valid * weight_t* costs */ struct __pyx_t_5thinc_7structs_ExampleC { int *is_valid; __pyx_t_5thinc_8typedefs_weight_t *costs; uint64_t *atoms; struct __pyx_t_5thinc_7structs_FeatureC *features; __pyx_t_5thinc_8typedefs_weight_t *scores; int nr_class; int nr_atom; int nr_feat; }; struct __pyx_t_5thinc_7structs_MinibatchC { /* "structs.pxd":124 * * * cdef cppclass MinibatchC: # <<<<<<<<<<<<<< * weight_t** _fwd * weight_t** _bwd */ __pyx_t_5thinc_8typedefs_weight_t **_fwd; __pyx_t_5thinc_8typedefs_weight_t **_bwd; struct __pyx_t_5thinc_7structs_FeatureC **_feats; __pyx_t_5thinc_8typedefs_len_t *_nr_feat; __pyx_t_5thinc_8typedefs_weight_t *_costs; int *_is_valid; uint64_t *signatures; __pyx_t_5thinc_8typedefs_len_t *widths; int i; int nr_layer; int batch_size; void __pyx_f___init__MinibatchC(__pyx_t_5thinc_8typedefs_len_t *, int, int); void __pyx_f___dealloc__MinibatchC(void); virtual void reset(void); virtual int nr_in(void); virtual int nr_out(void); virtual int push_back(struct __pyx_t_5thinc_7structs_FeatureC const *, int, __pyx_t_5thinc_8typedefs_weight_t const *, int const *, uint64_t); virtual struct __pyx_t_5thinc_7structs_FeatureC *features(int); virtual int nr_feat(int); virtual __pyx_t_5thinc_8typedefs_weight_t *fwd(int, int); virtual __pyx_t_5thinc_8typedefs_weight_t *bwd(int, int); virtual __pyx_t_5thinc_8typedefs_weight_t *scores(int); virtual __pyx_t_5thinc_8typedefs_weight_t *losses(int); virtual __pyx_t_5thinc_8typedefs_weight_t *costs(int); virtual int *is_valid(int); virtual int guess(int); virtual int best(int); __pyx_t_5thinc_7structs_MinibatchC(__pyx_t_5thinc_8typedefs_len_t *__pyx_v_widths, int __pyx_v_nr_layer, int __pyx_v_batch_size) { __pyx_f___init__MinibatchC(__pyx_v_widths, __pyx_v_nr_layer, __pyx_v_batch_size); } virtual ~__pyx_t_5thinc_7structs_MinibatchC() { __pyx_f___dealloc__MinibatchC(); } }; /* "structs.pxd":258 * * * cdef packed struct SparseArrayC: # <<<<<<<<<<<<<< * int32_t key * weight_t val */ #if defined(__SUNPRO_C) #pragma pack(1) #elif !defined(__GNUC__) #pragma pack(push, 1) #endif struct __Pyx_PACKED __pyx_t_5thinc_7structs_SparseArrayC { int32_t key; __pyx_t_5thinc_8typedefs_weight_t val; }; #if defined(__SUNPRO_C) #pragma pack() #elif !defined(__GNUC__) #pragma pack(pop) #endif /* "structs.pxd":263 * * * cdef struct FeatureC: # <<<<<<<<<<<<<< * int i * uint64_t key */ struct __pyx_t_5thinc_7structs_FeatureC { int i; uint64_t key; __pyx_t_5thinc_8typedefs_weight_t value; }; /* "structs.pxd":269 * * * cdef struct SparseAverageC: # <<<<<<<<<<<<<< * SparseArrayC* curr * SparseArrayC* mom1 */ struct __pyx_t_5thinc_7structs_SparseAverageC { struct __pyx_t_5thinc_7structs_SparseArrayC *curr; struct __pyx_t_5thinc_7structs_SparseArrayC *mom1; struct __pyx_t_5thinc_7structs_SparseArrayC *mom2; struct __pyx_t_5thinc_7structs_SparseArrayC *avgs; struct __pyx_t_5thinc_7structs_SparseArrayC *times; struct __pyx_t_5thinc_7structs_SparseArrayC *penalties; __pyx_t_5thinc_8typedefs_weight_t penalty; }; /* "structs.pxd":279 * * * cdef struct TemplateC: # <<<<<<<<<<<<<< * int[MAX_TEMPLATE_LEN] indices * int length */ struct __pyx_t_5thinc_7structs_TemplateC { int indices[10]; int length; __pyx_t_5thinc_8typedefs_atom_t atoms[10]; }; struct __pyx_t_5thinc_6linear_9serialize__header_t; /* "thinc/linear/serialize.pyx":63 * * * cdef packed struct _header_t: # <<<<<<<<<<<<<< * # row header as defined by model file format * feat_t feat_id */ #if defined(__SUNPRO_C) #pragma pack(1) #elif !defined(__GNUC__) #pragma pack(push, 1) #endif struct __Pyx_PACKED __pyx_t_5thinc_6linear_9serialize__header_t { __pyx_t_5thinc_8typedefs_feat_t feat_id; int32_t length; }; #if defined(__SUNPRO_C) #pragma pack() #elif !defined(__GNUC__) #pragma pack(pop) #endif /* "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; }; /* "preshed/maps.pxd":45 * * * cdef class PreshMap: # <<<<<<<<<<<<<< * cdef MapStruct* c_map * cdef Pool mem */ struct __pyx_obj_7preshed_4maps_PreshMap { PyObject_HEAD struct __pyx_vtabstruct_7preshed_4maps_PreshMap *__pyx_vtab; struct __pyx_t_7preshed_4maps_MapStruct *c_map; struct __pyx_obj_5cymem_5cymem_Pool *mem; }; /* "preshed/maps.pxd":53 * * * cdef class PreshMapArray: # <<<<<<<<<<<<<< * cdef Pool mem * cdef MapStruct* maps */ struct __pyx_obj_7preshed_4maps_PreshMapArray { PyObject_HEAD struct __pyx_vtabstruct_7preshed_4maps_PreshMapArray *__pyx_vtab; struct __pyx_obj_5cymem_5cymem_Pool *mem; struct __pyx_t_7preshed_4maps_MapStruct *maps; size_t length; }; /* "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; }; /* "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; }; /* "linalg.pxd":158 * * * 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; }; /* "linalg.pxd":249 * * * 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; }; /* "sparse.pxd":8 * * * cdef class SparseArray: # <<<<<<<<<<<<<< * cdef SparseArrayC* c * */ struct __pyx_obj_5thinc_6linear_6sparse_SparseArray { PyObject_HEAD struct __pyx_vtabstruct_5thinc_6linear_6sparse_SparseArray *__pyx_vtab; struct __pyx_t_5thinc_7structs_SparseArrayC *c; }; /* "thinc/linear/serialize.pxd":10 * * * cdef class Writer: # <<<<<<<<<<<<<< * cdef FILE* _fp * */ struct __pyx_obj_5thinc_6linear_9serialize_Writer { PyObject_HEAD struct __pyx_vtabstruct_5thinc_6linear_9serialize_Writer *__pyx_vtab; FILE *_fp; }; /* "thinc/linear/serialize.pxd":16 * * * cdef class Reader: # <<<<<<<<<<<<<< * cdef FILE* _fp * cdef public int32_t nr_feat */ struct __pyx_obj_5thinc_6linear_9serialize_Reader { PyObject_HEAD struct __pyx_vtabstruct_5thinc_6linear_9serialize_Reader *__pyx_vtab; FILE *_fp; int32_t nr_feat; }; /* "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; /* "preshed/maps.pxd":45 * * * cdef class PreshMap: # <<<<<<<<<<<<<< * cdef MapStruct* c_map * cdef Pool mem */ struct __pyx_vtabstruct_7preshed_4maps_PreshMap { void *(*get)(struct __pyx_obj_7preshed_4maps_PreshMap *, __pyx_t_7preshed_4maps_key_t); void (*set)(struct __pyx_obj_7preshed_4maps_PreshMap *, __pyx_t_7preshed_4maps_key_t, void *); }; static struct __pyx_vtabstruct_7preshed_4maps_PreshMap *__pyx_vtabptr_7preshed_4maps_PreshMap; /* "preshed/maps.pxd":53 * * * cdef class PreshMapArray: # <<<<<<<<<<<<<< * cdef Pool mem * cdef MapStruct* maps */ struct __pyx_vtabstruct_7preshed_4maps_PreshMapArray { void *(*get)(struct __pyx_obj_7preshed_4maps_PreshMapArray *, size_t, __pyx_t_7preshed_4maps_key_t); void (*set)(struct __pyx_obj_7preshed_4maps_PreshMapArray *, size_t, __pyx_t_7preshed_4maps_key_t, void *); }; static struct __pyx_vtabstruct_7preshed_4maps_PreshMapArray *__pyx_vtabptr_7preshed_4maps_PreshMapArray; /* "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); __pyx_t_5thinc_8typedefs_weight_t (*mean)(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t); __pyx_t_5thinc_8typedefs_weight_t (*variance)(__pyx_t_5thinc_8typedefs_weight_t const *, 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); static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_mean(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t); static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_variance(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t); /* "linalg.pxd":158 * * * 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 ); /* "linalg.pxd":249 * * * 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); /* "sparse.pxd":8 * * * cdef class SparseArray: # <<<<<<<<<<<<<< * cdef SparseArrayC* c * */ struct __pyx_vtabstruct_5thinc_6linear_6sparse_SparseArray { struct __pyx_t_5thinc_7structs_SparseArrayC *(*init)(int, __pyx_t_5thinc_8typedefs_weight_t); struct __pyx_t_5thinc_7structs_SparseArrayC *(*clone)(struct __pyx_t_5thinc_7structs_SparseArrayC const *); 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static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb); #if CYTHON_COMPILING_IN_CPYTHON #define __Pyx_PyErr_SetNone(exc) (Py_INCREF(exc), __Pyx_ErrRestore((exc), NULL, NULL)) #else #define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc) #endif #else #define __Pyx_PyErr_Clear() PyErr_Clear() #define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc) #define __Pyx_ErrRestoreWithState(type, value, tb) PyErr_Restore(type, value, tb) #define __Pyx_ErrFetchWithState(type, value, tb) PyErr_Fetch(type, value, tb) #define __Pyx_ErrRestoreInState(tstate, type, value, tb) PyErr_Restore(type, value, tb) #define __Pyx_ErrFetchInState(tstate, type, value, tb) PyErr_Fetch(type, value, tb) #define __Pyx_ErrRestore(type, value, tb) PyErr_Restore(type, value, tb) #define __Pyx_ErrFetch(type, value, tb) PyErr_Fetch(type, value, tb) #endif /* RaiseException.proto */ static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause); /* PyObject_GenericGetAttrNoDict.proto */ #if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000 static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name); #else #define __Pyx_PyObject_GenericGetAttrNoDict PyObject_GenericGetAttr #endif /* PyObject_GenericGetAttr.proto */ #if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000 static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_name); #else #define __Pyx_PyObject_GenericGetAttr PyObject_GenericGetAttr #endif /* SetVTable.proto */ static int __Pyx_SetVtable(PyObject *dict, void *vtable); /* PyErrExceptionMatches.proto */ #if CYTHON_FAST_THREAD_STATE #define __Pyx_PyErr_ExceptionMatches(err) __Pyx_PyErr_ExceptionMatchesInState(__pyx_tstate, err) static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err); #else #define __Pyx_PyErr_ExceptionMatches(err) PyErr_ExceptionMatches(err) #endif /* PyObjectGetAttrStrNoError.proto */ static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name); /* SetupReduce.proto */ static int __Pyx_setup_reduce(PyObject* type_obj); /* TypeImport.proto */ #ifndef __PYX_HAVE_RT_ImportType_proto #define __PYX_HAVE_RT_ImportType_proto enum __Pyx_ImportType_CheckSize { __Pyx_ImportType_CheckSize_Error = 0, __Pyx_ImportType_CheckSize_Warn = 1, __Pyx_ImportType_CheckSize_Ignore = 2 }; static PyTypeObject *__Pyx_ImportType(PyObject* module, const char *module_name, const char *class_name, size_t size, enum __Pyx_ImportType_CheckSize check_size); #endif /* GetVTable.proto */ static void* __Pyx_GetVtable(PyObject *dict); /* Import.proto */ static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level); /* ImportFrom.proto */ static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name); /* CLineInTraceback.proto */ #ifdef CYTHON_CLINE_IN_TRACEBACK #define __Pyx_CLineForTraceback(tstate, c_line) (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0) #else static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line); #endif /* CodeObjectCache.proto */ typedef struct { PyCodeObject* code_object; int code_line; } __Pyx_CodeObjectCacheEntry; struct __Pyx_CodeObjectCache { int count; int max_count; __Pyx_CodeObjectCacheEntry* entries; }; static struct __Pyx_CodeObjectCache __pyx_code_cache = {0,0,NULL}; static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line); static PyCodeObject *__pyx_find_code_object(int code_line); static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object); /* AddTraceback.proto */ static void __Pyx_AddTraceback(const char *funcname, int c_line, int py_line, const char *filename); /* CIntToPy.proto */ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int32_t(int32_t value); /* CIntToPy.proto */ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value); /* CIntToPy.proto */ static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value); /* CIntFromPy.proto */ static CYTHON_INLINE int32_t __Pyx_PyInt_As_int32_t(PyObject *); /* CIntFromPy.proto */ static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *); /* CIntFromPy.proto */ static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *); /* FastTypeChecks.proto */ #if CYTHON_COMPILING_IN_CPYTHON #define __Pyx_TypeCheck(obj, type) __Pyx_IsSubtype(Py_TYPE(obj), (PyTypeObject *)type) static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b); static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject *type); static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2); #else #define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type) #define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type) #define __Pyx_PyErr_GivenExceptionMatches2(err, type1, type2) (PyErr_GivenExceptionMatches(err, type1) || PyErr_GivenExceptionMatches(err, type2)) #endif #define __Pyx_PyException_Check(obj) __Pyx_TypeCheck(obj, PyExc_Exception) /* CheckBinaryVersion.proto */ static int __Pyx_check_binary_version(void); /* FunctionImport.proto */ static int __Pyx_ImportFunction(PyObject *module, const char *funcname, void (**f)(void), const char *sig); /* InitStrings.proto */ static int __Pyx_InitStrings(__Pyx_StringTabEntry *t); static int __pyx_f_5thinc_6linear_9serialize_6Writer_write(struct __pyx_obj_5thinc_6linear_9serialize_Writer *__pyx_v_self, __pyx_t_5thinc_8typedefs_feat_t __pyx_v_feat_id, struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_v_feat); /* proto*/ static int __pyx_f_5thinc_6linear_9serialize_6Reader_read(struct __pyx_obj_5thinc_6linear_9serialize_Reader *__pyx_v_self, CYTHON_UNUSED struct __pyx_obj_5cymem_5cymem_Pool *__pyx_v_mem, __pyx_t_5thinc_8typedefs_feat_t *__pyx_v_out_id, struct __pyx_t_5thinc_7structs_SparseArrayC **__pyx_v_out_feat); /* proto*/ 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 __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_mean(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_X, int32_t __pyx_v_nr_dim); /* proto*/ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_variance(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_X, int32_t __pyx_v_nr_dim); /* 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 struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_f_5thinc_6linear_6sparse_11SparseArray_init(int __pyx_v_key, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_value); /* proto*/ static CYTHON_INLINE struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_f_5thinc_6linear_6sparse_11SparseArray_clone(struct __pyx_t_5thinc_7structs_SparseArrayC const *__pyx_v_src); /* proto*/ static CYTHON_INLINE int __pyx_f_5thinc_6linear_6sparse_11SparseArray_find_key(struct __pyx_t_5thinc_7structs_SparseArrayC const *__pyx_v_array, int __pyx_v_key); /* proto*/ static CYTHON_INLINE struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_f_5thinc_6linear_6sparse_11SparseArray_resize(struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_v_array); /* proto*/ static CYTHON_INLINE int __pyx_f_5thinc_6linear_6sparse_11SparseArray_cmp(void const *__pyx_v_a, void const *__pyx_v_b); /* proto*/ /* Module declarations from 'libc.string' */ /* Module declarations from 'libc.stdio' */ /* Module declarations from 'libc.errno' */ /* Module declarations from 'libc.stdint' */ /* Module declarations from 'thinc.typedefs' */ /* 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 'preshed.maps' */ static PyTypeObject *__pyx_ptype_7preshed_4maps_PreshMap = 0; static PyTypeObject *__pyx_ptype_7preshed_4maps_PreshMapArray = 0; /* Module declarations from 'libcpp.vector' */ /* Module declarations from 'libc.stdlib' */ /* Module declarations from 'murmurhash.mrmr' */ static uint64_t (*__pyx_f_10murmurhash_4mrmr_real_hash64)(void *, int, uint64_t); /*proto*/ /* Module declarations from 'cython' */ /* 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; /* Module declarations from 'thinc.structs' */ /* Module declarations from 'cpython.mem' */ /* Module declarations from '__builtin__' */ /* Module declarations from 'cpython.type' */ static PyTypeObject *__pyx_ptype_7cpython_4type_type = 0; /* Module declarations from 'cpython' */ /* Module declarations from 'cpython.object' */ /* Module declarations from 'cpython.exc' */ /* Module declarations from 'thinc.linear.sparse' */ static PyTypeObject *__pyx_ptype_5thinc_6linear_6sparse_SparseArray = 0; /* Module declarations from 'thinc.linear.serialize' */ static PyTypeObject *__pyx_ptype_5thinc_6linear_9serialize_Writer = 0; static PyTypeObject *__pyx_ptype_5thinc_6linear_9serialize_Reader = 0; static int __pyx_f_5thinc_6linear_9serialize__write(void *, size_t, int, FILE *); /*proto*/ #define __Pyx_MODULE_NAME "thinc.linear.serialize" extern int __pyx_module_is_main_thinc__linear__serialize; int __pyx_module_is_main_thinc__linear__serialize = 0; /* Implementation of 'thinc.linear.serialize' */ static PyObject *__pyx_builtin_range; static PyObject *__pyx_builtin_TypeError; static PyObject *__pyx_builtin_IOError; static PyObject *__pyx_builtin_MemoryError; static const char __pyx_k_os[] = "os"; static const char __pyx_k_key[] = "key"; static const char __pyx_k_loc[] = "loc"; static const char __pyx_k_val[] = "val"; static const char __pyx_k_main[] = "__main__"; static const char __pyx_k_name[] = "__name__"; static const char __pyx_k_path[] = "path"; static const char __pyx_k_test[] = "__test__"; static const char __pyx_k_utf8[] = "utf8"; static const char __pyx_k_isdir[] = "isdir"; static const char __pyx_k_range[] = "range"; static const char __pyx_k_Reader[] = "Reader"; static const char __pyx_k_Writer[] = "Writer"; static const char __pyx_k_encode[] = "encode"; static const char __pyx_k_exists[] = "exists"; static const char __pyx_k_import[] = "__import__"; static const char __pyx_k_reduce[] = "__reduce__"; static const char __pyx_k_IOError[] = "IOError"; static const char __pyx_k_nr_feat[] = "nr_feat"; static const char __pyx_k_getstate[] = "__getstate__"; static const char __pyx_k_setstate[] = "__setstate__"; static const char __pyx_k_TypeError[] = "TypeError"; static const char __pyx_k_reduce_ex[] = "__reduce_ex__"; static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__"; static const char __pyx_k_MemoryError[] = "MemoryError"; static const char __pyx_k_reduce_cython[] = "__reduce_cython__"; static const char __pyx_k_s_is_directory[] = "%s is directory."; static const char __pyx_k_setstate_cython[] = "__setstate_cython__"; static const char __pyx_k_empty_input_file[] = "empty input file"; static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback"; static const char __pyx_k_error_reading_input_file[] = "error reading input file"; static const char __pyx_k_self__fp_cannot_be_converted_to[] = "self._fp cannot be converted to a Python object for pickling"; static PyObject *__pyx_n_s_IOError; static PyObject *__pyx_n_s_MemoryError; static PyObject *__pyx_n_s_Reader; static PyObject *__pyx_n_s_TypeError; static PyObject *__pyx_n_s_Writer; static PyObject *__pyx_n_s_cline_in_traceback; static PyObject *__pyx_kp_s_empty_input_file; static PyObject *__pyx_n_s_encode; static PyObject *__pyx_kp_s_error_reading_input_file; static PyObject *__pyx_n_s_exists; static PyObject *__pyx_n_s_getstate; static PyObject *__pyx_n_s_import; static PyObject *__pyx_n_s_isdir; static PyObject *__pyx_n_s_key; static PyObject *__pyx_n_s_loc; static PyObject *__pyx_n_s_main; static PyObject *__pyx_n_s_name; static PyObject *__pyx_n_s_nr_feat; static PyObject *__pyx_n_s_os; static PyObject *__pyx_n_s_path; static PyObject *__pyx_n_s_pyx_vtable; static PyObject *__pyx_n_s_range; static PyObject *__pyx_n_s_reduce; static PyObject *__pyx_n_s_reduce_cython; 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/* proto */ static int __pyx_pf_5thinc_6linear_9serialize_6Reader___init__(struct __pyx_obj_5thinc_6linear_9serialize_Reader *__pyx_v_self, PyObject *__pyx_v_loc); /* proto */ static void __pyx_pf_5thinc_6linear_9serialize_6Reader_2__dealloc__(struct __pyx_obj_5thinc_6linear_9serialize_Reader *__pyx_v_self); /* proto */ static PyObject *__pyx_pf_5thinc_6linear_9serialize_6Reader_7nr_feat___get__(struct __pyx_obj_5thinc_6linear_9serialize_Reader *__pyx_v_self); /* proto */ static int __pyx_pf_5thinc_6linear_9serialize_6Reader_7nr_feat_2__set__(struct __pyx_obj_5thinc_6linear_9serialize_Reader *__pyx_v_self, PyObject *__pyx_v_value); /* proto */ static PyObject *__pyx_pf_5thinc_6linear_9serialize_6Reader_4__reduce_cython__(CYTHON_UNUSED struct __pyx_obj_5thinc_6linear_9serialize_Reader *__pyx_v_self); /* proto */ static PyObject *__pyx_pf_5thinc_6linear_9serialize_6Reader_6__setstate_cython__(CYTHON_UNUSED struct __pyx_obj_5thinc_6linear_9serialize_Reader *__pyx_v_self, CYTHON_UNUSED PyObject *__pyx_v___pyx_state); 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__pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) { __pyx_v_i = __pyx_t_3; /* "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)); } /* "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; /* "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; } /* "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) { /* "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))); /* "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); /* "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 */ } /* "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; /* "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; /* "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); } /* "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 */ } /* "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) { /* "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))); /* "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); /* "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 */ } /* "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; /* "linalg.pxd":93 * blis.cy.scalv(BLIS_NO_CONJUGATE, nr, scal, vec, 1) * ELSE: * for i in range(nr): # <<<<<<<<<<<<<< * vec[i] *= scal * */ __pyx_t_1 = __pyx_v_nr; __pyx_t_2 = __pyx_t_1; for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) { __pyx_v_i = __pyx_t_3; /* "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); } /* "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 */ } /* "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) { /* "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))); /* "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); /* "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 */ } /* "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; /* "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; /* "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)); } /* "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 */ } /* "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) { /* "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))); /* "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); /* "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 */ } /* "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; /* "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; /* "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); } /* "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 */ } /* "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) { /* "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))); /* "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); /* "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 */ } /* "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; /* "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; /* "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])); } /* "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 */ } /* "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; /* "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; /* "linalg.pxd":137 * cdef int i * for i in range(nr): * vec[i] = 1.0 / vec[i] # <<<<<<<<<<<<<< * * @staticmethod */ (__pyx_v_vec[__pyx_v_i]) = (1.0 / (__pyx_v_vec[__pyx_v_i])); } /* "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 */ } /* "linalg.pxd":140 * * @staticmethod * cdef inline weight_t mean(const weight_t* X, int32_t nr_dim) nogil: # <<<<<<<<<<<<<< * cdef weight_t mean = 0. * for x in X[:nr_dim]: */ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_mean(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_X, int32_t __pyx_v_nr_dim) { __pyx_t_5thinc_8typedefs_weight_t __pyx_v_mean; __pyx_t_5thinc_8typedefs_weight_t __pyx_v_x; __pyx_t_5thinc_8typedefs_weight_t __pyx_r; __pyx_t_5thinc_8typedefs_weight_t const *__pyx_t_1; __pyx_t_5thinc_8typedefs_weight_t const *__pyx_t_2; __pyx_t_5thinc_8typedefs_weight_t const *__pyx_t_3; /* "linalg.pxd":141 * @staticmethod * cdef inline weight_t mean(const weight_t* X, int32_t nr_dim) nogil: * cdef weight_t mean = 0. # <<<<<<<<<<<<<< * for x in X[:nr_dim]: * mean += x */ __pyx_v_mean = 0.; /* "linalg.pxd":142 * cdef inline weight_t mean(const weight_t* X, int32_t nr_dim) nogil: * cdef weight_t mean = 0. * for x in X[:nr_dim]: # <<<<<<<<<<<<<< * mean += x * return mean / nr_dim */ __pyx_t_2 = (__pyx_v_X + __pyx_v_nr_dim); for (__pyx_t_3 = __pyx_v_X; __pyx_t_3 < __pyx_t_2; __pyx_t_3++) { __pyx_t_1 = __pyx_t_3; __pyx_v_x = (__pyx_t_1[0]); /* "linalg.pxd":143 * cdef weight_t mean = 0. * for x in X[:nr_dim]: * mean += x # <<<<<<<<<<<<<< * return mean / nr_dim * */ __pyx_v_mean = (__pyx_v_mean + __pyx_v_x); } /* "linalg.pxd":144 * for x in X[:nr_dim]: * mean += x * return mean / nr_dim # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = (__pyx_v_mean / __pyx_v_nr_dim); goto __pyx_L0; /* "linalg.pxd":140 * * @staticmethod * cdef inline weight_t mean(const weight_t* X, int32_t nr_dim) nogil: # <<<<<<<<<<<<<< * cdef weight_t mean = 0. * for x in X[:nr_dim]: */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "linalg.pxd":147 * * @staticmethod * cdef inline weight_t variance(const weight_t* X, int32_t nr_dim) nogil: # <<<<<<<<<<<<<< * # See https://www.johndcook.com/blog/standard_deviation/ * cdef double m = X[0] */ static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_variance(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_X, int32_t __pyx_v_nr_dim) { double __pyx_v_m; double __pyx_v_v; long __pyx_v_i; double __pyx_v_diff; __pyx_t_5thinc_8typedefs_weight_t __pyx_r; int32_t __pyx_t_1; int32_t __pyx_t_2; long __pyx_t_3; /* "linalg.pxd":149 * cdef inline weight_t variance(const weight_t* X, int32_t nr_dim) nogil: * # See https://www.johndcook.com/blog/standard_deviation/ * cdef double m = X[0] # <<<<<<<<<<<<<< * cdef double v = 0. * for i in range(1, nr_dim): */ __pyx_v_m = (__pyx_v_X[0]); /* "linalg.pxd":150 * # See https://www.johndcook.com/blog/standard_deviation/ * cdef double m = X[0] * cdef double v = 0. # <<<<<<<<<<<<<< * for i in range(1, nr_dim): * diff = X[i]-m */ __pyx_v_v = 0.; /* "linalg.pxd":151 * cdef double m = X[0] * cdef double v = 0. * for i in range(1, nr_dim): # <<<<<<<<<<<<<< * diff = X[i]-m * m += diff / (i+1) */ __pyx_t_1 = __pyx_v_nr_dim; __pyx_t_2 = __pyx_t_1; for (__pyx_t_3 = 1; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) { __pyx_v_i = __pyx_t_3; /* "linalg.pxd":152 * cdef double v = 0. * for i in range(1, nr_dim): * diff = X[i]-m # <<<<<<<<<<<<<< * m += diff / (i+1) * v += diff * (X[i] - m) */ __pyx_v_diff = ((__pyx_v_X[__pyx_v_i]) - __pyx_v_m); /* "linalg.pxd":153 * for i in range(1, nr_dim): * diff = X[i]-m * m += diff / (i+1) # <<<<<<<<<<<<<< * v += diff * (X[i] - m) * return v / nr_dim */ __pyx_v_m = (__pyx_v_m + (__pyx_v_diff / (__pyx_v_i + 1))); /* "linalg.pxd":154 * diff = X[i]-m * m += diff / (i+1) * v += diff * (X[i] - m) # <<<<<<<<<<<<<< * return v / nr_dim * */ __pyx_v_v = (__pyx_v_v + (__pyx_v_diff * ((__pyx_v_X[__pyx_v_i]) - __pyx_v_m))); } /* "linalg.pxd":155 * m += diff / (i+1) * v += diff * (X[i] - m) * return v / nr_dim # <<<<<<<<<<<<<< * * */ __pyx_r = (__pyx_v_v / __pyx_v_nr_dim); goto __pyx_L0; /* "linalg.pxd":147 * * @staticmethod * cdef inline weight_t variance(const weight_t* X, int32_t nr_dim) nogil: # <<<<<<<<<<<<<< * # See https://www.johndcook.com/blog/standard_deviation/ * cdef double m = X[0] */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "linalg.pxd":160 * 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) { /* "linalg.pxd":165 * 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))); /* "linalg.pxd":166 * 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); /* "linalg.pxd":160 * cdef class VecVec: * @staticmethod * cdef inline void add(weight_t* output, # <<<<<<<<<<<<<< * const weight_t* x, * const weight_t* y, */ /* function exit code */ } /* "linalg.pxd":169 * * @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; /* "linalg.pxd":177 * blis.cy.axpyv(BLIS_NO_CONJUGATE, nr, scale, y, 1, x, 1) * ELSE: * for i in range(nr): # <<<<<<<<<<<<<< * x[i] += y[i] * scale * */ __pyx_t_1 = __pyx_v_nr; __pyx_t_2 = __pyx_t_1; for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) { __pyx_v_i = __pyx_t_3; /* "linalg.pxd":178 * 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)); } /* "linalg.pxd":169 * * @staticmethod * cdef inline void add_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * weight_t scale, */ /* function exit code */ } /* "linalg.pxd":181 * * @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; /* "linalg.pxd":187 * # 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; /* "linalg.pxd":188 * 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); /* "linalg.pxd":190 * VecVec.add_i(x, * y, scale, nr) * y += nr # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_v_y = (__pyx_v_y + __pyx_v_nr); } /* "linalg.pxd":181 * * @staticmethod * cdef inline void batch_add_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, * weight_t scale, */ /* function exit code */ } /* "linalg.pxd":193 * * @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) { /* "linalg.pxd":195 * 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))); /* "linalg.pxd":196 * 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); /* "linalg.pxd":193 * * @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 */ } /* "linalg.pxd":200 * * @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; /* "linalg.pxd":203 * 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; /* "linalg.pxd":204 * 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)); } /* "linalg.pxd":200 * * @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 */ } /* "linalg.pxd":207 * * @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) { /* "linalg.pxd":209 * 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))); /* "linalg.pxd":210 * 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); /* "linalg.pxd":207 * * @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 */ } /* "linalg.pxd":213 * * @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; /* "linalg.pxd":216 * 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; /* "linalg.pxd":217 * 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])); } /* "linalg.pxd":213 * * @staticmethod * cdef inline void mul_i(weight_t* x, # <<<<<<<<<<<<<< * const weight_t* y, int32_t nr) nogil: * cdef int i */ /* function exit code */ } /* "linalg.pxd":220 * * @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; /* "linalg.pxd":223 * 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; /* "linalg.pxd":224 * 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; /* "linalg.pxd":225 * 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]))); } /* "linalg.pxd":226 * for i in range(nr): * total += x[i] * y[i] * return total # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = __pyx_v_total; goto __pyx_L0; /* "linalg.pxd":220 * * @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; } /* "linalg.pxd":229 * * @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; /* "linalg.pxd":232 * 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; /* "linalg.pxd":233 * 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; /* "linalg.pxd":234 * 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) { /* "linalg.pxd":235 * 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; /* "linalg.pxd":234 * 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 */ } } /* "linalg.pxd":236 * 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; /* "linalg.pxd":229 * * @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; } /* "linalg.pxd":239 * * @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; /* "linalg.pxd":242 * 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; /* "linalg.pxd":243 * 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; /* "linalg.pxd":244 * 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) { /* "linalg.pxd":245 * 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; /* "linalg.pxd":244 * 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 */ } } /* "linalg.pxd":246 * if costs[i] == 0 and (best == -1 or scores[i] > scores[best]): * best = i * return best # <<<<<<<<<<<<<< * * */ __pyx_r = __pyx_v_best; goto __pyx_L0; /* "linalg.pxd":239 * * @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; } /* "linalg.pxd":251 * cdef class Mat: * @staticmethod * cdef inline void mean_row(weight_t* Ex, # <<<<<<<<<<<<<< * const weight_t* mat, int32_t nr_row, int32_t nr_col) 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; /* "linalg.pxd":253 * 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))); /* "linalg.pxd":254 * 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; /* "linalg.pxd":255 * 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); } /* "linalg.pxd":256 * 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); /* "linalg.pxd":251 * cdef class Mat: * @staticmethod * cdef inline void mean_row(weight_t* Ex, # <<<<<<<<<<<<<< * const weight_t* mat, int32_t nr_row, int32_t nr_col) nogil: * memset(Ex, 0, sizeof(Ex[0]) * nr_col) */ /* function exit code */ } /* "linalg.pxd":259 * * @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; /* "linalg.pxd":263 * 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) { /* "linalg.pxd":264 * # 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; /* "linalg.pxd":263 * 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 */ } /* "linalg.pxd":266 * 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; /* "linalg.pxd":267 * 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; /* "linalg.pxd":268 * 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; /* "linalg.pxd":269 * 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; /* "linalg.pxd":270 * 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)]); /* "linalg.pxd":271 * 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)); /* "linalg.pxd":272 * 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]))); } /* "linalg.pxd":273 * 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); /* "linalg.pxd":274 * 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); } /* "linalg.pxd":259 * * @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:; } /* "structs.pxd":140 * int batch_size * * __init__(len_t* widths, int nr_layer, int batch_size) nogil: # <<<<<<<<<<<<<< * this.i = 0 * this.nr_layer = nr_layer */ void __pyx_t_5thinc_7structs_MinibatchC::__pyx_f___init__MinibatchC(__pyx_t_5thinc_8typedefs_len_t *__pyx_v_widths, int __pyx_v_nr_layer, int __pyx_v_batch_size) { int __pyx_v_i; int __pyx_t_1; int __pyx_t_2; int __pyx_t_3; /* "structs.pxd":141 * * __init__(len_t* widths, int nr_layer, int batch_size) nogil: * this.i = 0 # <<<<<<<<<<<<<< * this.nr_layer = nr_layer * this.batch_size = batch_size */ this->i = 0; /* "structs.pxd":142 * __init__(len_t* widths, int nr_layer, int batch_size) nogil: * this.i = 0 * this.nr_layer = nr_layer # <<<<<<<<<<<<<< * this.batch_size = batch_size * this.widths = <len_t*>calloc(nr_layer, sizeof(len_t)) */ this->nr_layer = __pyx_v_nr_layer; /* "structs.pxd":143 * this.i = 0 * this.nr_layer = nr_layer * this.batch_size = batch_size # <<<<<<<<<<<<<< * this.widths = <len_t*>calloc(nr_layer, sizeof(len_t)) * this._fwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) */ this->batch_size = __pyx_v_batch_size; /* "structs.pxd":144 * this.nr_layer = nr_layer * this.batch_size = batch_size * this.widths = <len_t*>calloc(nr_layer, sizeof(len_t)) # <<<<<<<<<<<<<< * this._fwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) * this._bwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) */ this->widths = ((__pyx_t_5thinc_8typedefs_len_t *)calloc(__pyx_v_nr_layer, (sizeof(__pyx_t_5thinc_8typedefs_len_t)))); /* "structs.pxd":145 * this.batch_size = batch_size * this.widths = <len_t*>calloc(nr_layer, sizeof(len_t)) * this._fwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) # <<<<<<<<<<<<<< * this._bwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) * for i in range(nr_layer): */ this->_fwd = ((__pyx_t_5thinc_8typedefs_weight_t **)calloc(__pyx_v_nr_layer, (sizeof(__pyx_t_5thinc_8typedefs_weight_t *)))); /* "structs.pxd":146 * this.widths = <len_t*>calloc(nr_layer, sizeof(len_t)) * this._fwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) * this._bwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) # <<<<<<<<<<<<<< * for i in range(nr_layer): * this.widths[i] = widths[i] */ this->_bwd = ((__pyx_t_5thinc_8typedefs_weight_t **)calloc(__pyx_v_nr_layer, (sizeof(__pyx_t_5thinc_8typedefs_weight_t *)))); /* "structs.pxd":147 * this._fwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) * this._bwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) * for i in range(nr_layer): # <<<<<<<<<<<<<< * this.widths[i] = widths[i] * this._fwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) */ __pyx_t_1 = __pyx_v_nr_layer; __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; /* "structs.pxd":148 * this._bwd = <weight_t**>calloc(nr_layer, sizeof(weight_t*)) * for i in range(nr_layer): * this.widths[i] = widths[i] # <<<<<<<<<<<<<< * this._fwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) * this._bwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) */ (this->widths[__pyx_v_i]) = (__pyx_v_widths[__pyx_v_i]); /* "structs.pxd":149 * for i in range(nr_layer): * this.widths[i] = widths[i] * this._fwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) # <<<<<<<<<<<<<< * this._bwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) * this._feats = <FeatureC**>calloc(batch_size, sizeof(void*)) */ (this->_fwd[__pyx_v_i]) = ((__pyx_t_5thinc_8typedefs_weight_t *)calloc(((this->widths[__pyx_v_i]) * __pyx_v_batch_size), (sizeof(__pyx_t_5thinc_8typedefs_weight_t)))); /* "structs.pxd":150 * this.widths[i] = widths[i] * this._fwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) * this._bwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) # <<<<<<<<<<<<<< * this._feats = <FeatureC**>calloc(batch_size, sizeof(void*)) * this._nr_feat = <len_t*>calloc(batch_size, sizeof(len_t)) */ (this->_bwd[__pyx_v_i]) = ((__pyx_t_5thinc_8typedefs_weight_t *)calloc(((this->widths[__pyx_v_i]) * __pyx_v_batch_size), (sizeof(__pyx_t_5thinc_8typedefs_weight_t)))); } /* "structs.pxd":151 * this._fwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) * this._bwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) * this._feats = <FeatureC**>calloc(batch_size, sizeof(void*)) # <<<<<<<<<<<<<< * this._nr_feat = <len_t*>calloc(batch_size, sizeof(len_t)) * this._is_valid = <int*>calloc(batch_size * widths[nr_layer-1], sizeof(int)) */ this->_feats = ((struct __pyx_t_5thinc_7structs_FeatureC **)calloc(__pyx_v_batch_size, (sizeof(void *)))); /* "structs.pxd":152 * this._bwd[i] = <weight_t*>calloc(this.widths[i] * batch_size, sizeof(weight_t)) * this._feats = <FeatureC**>calloc(batch_size, sizeof(void*)) * this._nr_feat = <len_t*>calloc(batch_size, sizeof(len_t)) # <<<<<<<<<<<<<< * this._is_valid = <int*>calloc(batch_size * widths[nr_layer-1], sizeof(int)) * this._costs = <weight_t*>calloc(batch_size * widths[nr_layer-1], sizeof(weight_t)) */ this->_nr_feat = ((__pyx_t_5thinc_8typedefs_len_t *)calloc(__pyx_v_batch_size, (sizeof(__pyx_t_5thinc_8typedefs_len_t)))); /* "structs.pxd":153 * this._feats = <FeatureC**>calloc(batch_size, sizeof(void*)) * this._nr_feat = <len_t*>calloc(batch_size, sizeof(len_t)) * this._is_valid = <int*>calloc(batch_size * widths[nr_layer-1], sizeof(int)) # <<<<<<<<<<<<<< * this._costs = <weight_t*>calloc(batch_size * widths[nr_layer-1], sizeof(weight_t)) * this.signatures = <uint64_t*>calloc(batch_size, sizeof(uint64_t)) */ this->_is_valid = ((int *)calloc((__pyx_v_batch_size * (__pyx_v_widths[(__pyx_v_nr_layer - 1)])), (sizeof(int)))); /* "structs.pxd":154 * this._nr_feat = <len_t*>calloc(batch_size, sizeof(len_t)) * this._is_valid = <int*>calloc(batch_size * widths[nr_layer-1], sizeof(int)) * this._costs = <weight_t*>calloc(batch_size * widths[nr_layer-1], sizeof(weight_t)) # <<<<<<<<<<<<<< * this.signatures = <uint64_t*>calloc(batch_size, sizeof(uint64_t)) * */ this->_costs = ((__pyx_t_5thinc_8typedefs_weight_t *)calloc((__pyx_v_batch_size * (__pyx_v_widths[(__pyx_v_nr_layer - 1)])), (sizeof(__pyx_t_5thinc_8typedefs_weight_t)))); /* "structs.pxd":155 * this._is_valid = <int*>calloc(batch_size * widths[nr_layer-1], sizeof(int)) * this._costs = <weight_t*>calloc(batch_size * widths[nr_layer-1], sizeof(weight_t)) * this.signatures = <uint64_t*>calloc(batch_size, sizeof(uint64_t)) # <<<<<<<<<<<<<< * * __dealloc__() nogil: */ this->signatures = ((uint64_t *)calloc(__pyx_v_batch_size, (sizeof(uint64_t)))); /* "structs.pxd":140 * int batch_size * * __init__(len_t* widths, int nr_layer, int batch_size) nogil: # <<<<<<<<<<<<<< * this.i = 0 * this.nr_layer = nr_layer */ /* function exit code */ } /* "structs.pxd":157 * this.signatures = <uint64_t*>calloc(batch_size, sizeof(uint64_t)) * * __dealloc__() nogil: # <<<<<<<<<<<<<< * free(this.widths) * for i in range(this.nr_layer): */ void __pyx_t_5thinc_7structs_MinibatchC::__pyx_f___dealloc__MinibatchC(void) { int __pyx_v_i; int __pyx_t_1; int __pyx_t_2; int __pyx_t_3; /* "structs.pxd":158 * * __dealloc__() nogil: * free(this.widths) # <<<<<<<<<<<<<< * for i in range(this.nr_layer): * free(this._fwd[i]) */ free(this->widths); /* "structs.pxd":159 * __dealloc__() nogil: * free(this.widths) * for i in range(this.nr_layer): # <<<<<<<<<<<<<< * free(this._fwd[i]) * free(this._bwd[i]) */ __pyx_t_1 = this->nr_layer; __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; /* "structs.pxd":160 * free(this.widths) * for i in range(this.nr_layer): * free(this._fwd[i]) # <<<<<<<<<<<<<< * free(this._bwd[i]) * for i in range(this.i): */ free((this->_fwd[__pyx_v_i])); /* "structs.pxd":161 * for i in range(this.nr_layer): * free(this._fwd[i]) * free(this._bwd[i]) # <<<<<<<<<<<<<< * for i in range(this.i): * free(this._feats[i]) */ free((this->_bwd[__pyx_v_i])); } /* "structs.pxd":162 * free(this._fwd[i]) * free(this._bwd[i]) * for i in range(this.i): # <<<<<<<<<<<<<< * free(this._feats[i]) * free(this._fwd) */ __pyx_t_1 = this->i; __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; /* "structs.pxd":163 * free(this._bwd[i]) * for i in range(this.i): * free(this._feats[i]) # <<<<<<<<<<<<<< * free(this._fwd) * free(this._bwd) */ free((this->_feats[__pyx_v_i])); } /* "structs.pxd":164 * for i in range(this.i): * free(this._feats[i]) * free(this._fwd) # <<<<<<<<<<<<<< * free(this._bwd) * free(this._feats) */ free(this->_fwd); /* "structs.pxd":165 * free(this._feats[i]) * free(this._fwd) * free(this._bwd) # <<<<<<<<<<<<<< * free(this._feats) * free(this._nr_feat) */ free(this->_bwd); /* "structs.pxd":166 * free(this._fwd) * free(this._bwd) * free(this._feats) # <<<<<<<<<<<<<< * free(this._nr_feat) * free(this._is_valid) */ free(this->_feats); /* "structs.pxd":167 * free(this._bwd) * free(this._feats) * free(this._nr_feat) # <<<<<<<<<<<<<< * free(this._is_valid) * free(this._costs) */ free(this->_nr_feat); /* "structs.pxd":168 * free(this._feats) * free(this._nr_feat) * free(this._is_valid) # <<<<<<<<<<<<<< * free(this._costs) * free(this.signatures) */ free(this->_is_valid); /* "structs.pxd":169 * free(this._nr_feat) * free(this._is_valid) * free(this._costs) # <<<<<<<<<<<<<< * free(this.signatures) * */ free(this->_costs); /* "structs.pxd":170 * free(this._is_valid) * free(this._costs) * free(this.signatures) # <<<<<<<<<<<<<< * * void reset() nogil: */ free(this->signatures); /* "structs.pxd":157 * this.signatures = <uint64_t*>calloc(batch_size, sizeof(uint64_t)) * * __dealloc__() nogil: # <<<<<<<<<<<<<< * free(this.widths) * for i in range(this.nr_layer): */ /* function exit code */ } /* "structs.pxd":172 * free(this.signatures) * * void reset() nogil: # <<<<<<<<<<<<<< * for i in range(this.nr_layer): * memset(this._fwd[i], */ void __pyx_t_5thinc_7structs_MinibatchC::reset(void) { int __pyx_v_i; int __pyx_t_1; int __pyx_t_2; int __pyx_t_3; /* "structs.pxd":173 * * void reset() nogil: * for i in range(this.nr_layer): # <<<<<<<<<<<<<< * memset(this._fwd[i], * 0, sizeof(this._fwd[i][0]) * this.batch_size * this.widths[i]) */ __pyx_t_1 = this->nr_layer; __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; /* "structs.pxd":174 * void reset() nogil: * for i in range(this.nr_layer): * memset(this._fwd[i], # <<<<<<<<<<<<<< * 0, sizeof(this._fwd[i][0]) * this.batch_size * this.widths[i]) * memset(this._bwd[i], */ (void)(memset((this->_fwd[__pyx_v_i]), 0, (((sizeof(((this->_fwd[__pyx_v_i])[0]))) * this->batch_size) * (this->widths[__pyx_v_i])))); /* "structs.pxd":176 * memset(this._fwd[i], * 0, sizeof(this._fwd[i][0]) * this.batch_size * this.widths[i]) * memset(this._bwd[i], # <<<<<<<<<<<<<< * 0, sizeof(this._bwd[i][0]) * this.batch_size * this.widths[i]) * memset(this._nr_feat, 0, sizeof(this._nr_feat[0]) * this.batch_size) */ (void)(memset((this->_bwd[__pyx_v_i]), 0, (((sizeof(((this->_bwd[__pyx_v_i])[0]))) * this->batch_size) * (this->widths[__pyx_v_i])))); } /* "structs.pxd":178 * memset(this._bwd[i], * 0, sizeof(this._bwd[i][0]) * this.batch_size * this.widths[i]) * memset(this._nr_feat, 0, sizeof(this._nr_feat[0]) * this.batch_size) # <<<<<<<<<<<<<< * memset(this.signatures, 0, sizeof(this.signatures[0]) * this.batch_size) * memset(this._costs, */ (void)(memset(this->_nr_feat, 0, ((sizeof((this->_nr_feat[0]))) * this->batch_size))); /* "structs.pxd":179 * 0, sizeof(this._bwd[i][0]) * this.batch_size * this.widths[i]) * memset(this._nr_feat, 0, sizeof(this._nr_feat[0]) * this.batch_size) * memset(this.signatures, 0, sizeof(this.signatures[0]) * this.batch_size) # <<<<<<<<<<<<<< * memset(this._costs, * 0, sizeof(this._costs[0]) * this.nr_out() * this.batch_size) */ (void)(memset(this->signatures, 0, ((sizeof((this->signatures[0]))) * this->batch_size))); /* "structs.pxd":180 * memset(this._nr_feat, 0, sizeof(this._nr_feat[0]) * this.batch_size) * memset(this.signatures, 0, sizeof(this.signatures[0]) * this.batch_size) * memset(this._costs, # <<<<<<<<<<<<<< * 0, sizeof(this._costs[0]) * this.nr_out() * this.batch_size) * memset(this._is_valid, */ (void)(memset(this->_costs, 0, (((sizeof((this->_costs[0]))) * this->nr_out()) * this->batch_size))); /* "structs.pxd":182 * memset(this._costs, * 0, sizeof(this._costs[0]) * this.nr_out() * this.batch_size) * memset(this._is_valid, # <<<<<<<<<<<<<< * 0, sizeof(this._is_valid[0]) * this.nr_out() * this.batch_size) * for i in range(this.i): */ (void)(memset(this->_is_valid, 0, (((sizeof((this->_is_valid[0]))) * this->nr_out()) * this->batch_size))); /* "structs.pxd":184 * memset(this._is_valid, * 0, sizeof(this._is_valid[0]) * this.nr_out() * this.batch_size) * for i in range(this.i): # <<<<<<<<<<<<<< * free(this._feats[i]) * this._feats[i] = NULL */ __pyx_t_1 = this->i; __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; /* "structs.pxd":185 * 0, sizeof(this._is_valid[0]) * this.nr_out() * this.batch_size) * for i in range(this.i): * free(this._feats[i]) # <<<<<<<<<<<<<< * this._feats[i] = NULL * this.i = 0 */ free((this->_feats[__pyx_v_i])); /* "structs.pxd":186 * for i in range(this.i): * free(this._feats[i]) * this._feats[i] = NULL # <<<<<<<<<<<<<< * this.i = 0 * */ (this->_feats[__pyx_v_i]) = NULL; } /* "structs.pxd":187 * free(this._feats[i]) * this._feats[i] = NULL * this.i = 0 # <<<<<<<<<<<<<< * * int nr_in() nogil: */ this->i = 0; /* "structs.pxd":172 * free(this.signatures) * * void reset() nogil: # <<<<<<<<<<<<<< * for i in range(this.nr_layer): * memset(this._fwd[i], */ /* function exit code */ } /* "structs.pxd":189 * this.i = 0 * * int nr_in() nogil: # <<<<<<<<<<<<<< * return this.widths[0] * */ int __pyx_t_5thinc_7structs_MinibatchC::nr_in(void) { int __pyx_r; /* "structs.pxd":190 * * int nr_in() nogil: * return this.widths[0] # <<<<<<<<<<<<<< * * int nr_out() nogil: */ __pyx_r = (this->widths[0]); goto __pyx_L0; /* "structs.pxd":189 * this.i = 0 * * int nr_in() nogil: # <<<<<<<<<<<<<< * return this.widths[0] * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":192 * return this.widths[0] * * int nr_out() nogil: # <<<<<<<<<<<<<< * return this.widths[this.nr_layer - 1] * */ int __pyx_t_5thinc_7structs_MinibatchC::nr_out(void) { int __pyx_r; /* "structs.pxd":193 * * int nr_out() nogil: * return this.widths[this.nr_layer - 1] # <<<<<<<<<<<<<< * * int push_back(const FeatureC* feats, int nr_feat, */ __pyx_r = (this->widths[(this->nr_layer - 1)]); goto __pyx_L0; /* "structs.pxd":192 * return this.widths[0] * * int nr_out() nogil: # <<<<<<<<<<<<<< * return this.widths[this.nr_layer - 1] * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":195 * return this.widths[this.nr_layer - 1] * * int push_back(const FeatureC* feats, int nr_feat, # <<<<<<<<<<<<<< * const weight_t* costs, const int* is_valid, uint64_t key) nogil: * # Hash the features, to see if the batch has a matching input. */ int __pyx_t_5thinc_7structs_MinibatchC::push_back(struct __pyx_t_5thinc_7structs_FeatureC const *__pyx_v_feats, int __pyx_v_nr_feat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_costs, int const *__pyx_v_is_valid, uint64_t __pyx_v_key) { int __pyx_v_i; int __pyx_r; int __pyx_t_1; int __pyx_t_2; int __pyx_t_3; int __pyx_t_4; /* "structs.pxd":199 * # Hash the features, to see if the batch has a matching input. * # If it does, just update the gradient for it. * if key != 0: # <<<<<<<<<<<<<< * for i in range(this.i): * if this.signatures[i] == key: */ __pyx_t_1 = ((__pyx_v_key != 0) != 0); if (__pyx_t_1) { /* "structs.pxd":200 * # If it does, just update the gradient for it. * if key != 0: * for i in range(this.i): # <<<<<<<<<<<<<< * if this.signatures[i] == key: * VecVec.add_i(this.costs(i), */ __pyx_t_2 = this->i; __pyx_t_3 = __pyx_t_2; for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) { __pyx_v_i = __pyx_t_4; /* "structs.pxd":201 * if key != 0: * for i in range(this.i): * if this.signatures[i] == key: # <<<<<<<<<<<<<< * VecVec.add_i(this.costs(i), * costs, 1.0, this.nr_out()) */ __pyx_t_1 = (((this->signatures[__pyx_v_i]) == __pyx_v_key) != 0); if (__pyx_t_1) { /* "structs.pxd":202 * for i in range(this.i): * if this.signatures[i] == key: * VecVec.add_i(this.costs(i), # <<<<<<<<<<<<<< * costs, 1.0, this.nr_out()) * return 0 */ __pyx_f_5thinc_6linalg_6VecVec_add_i(this->costs(__pyx_v_i), __pyx_v_costs, 1.0, this->nr_out()); /* "structs.pxd":204 * VecVec.add_i(this.costs(i), * costs, 1.0, this.nr_out()) * return 0 # <<<<<<<<<<<<<< * if this.i >= this.batch_size: * this.reset() */ __pyx_r = 0; goto __pyx_L0; /* "structs.pxd":201 * if key != 0: * for i in range(this.i): * if this.signatures[i] == key: # <<<<<<<<<<<<<< * VecVec.add_i(this.costs(i), * costs, 1.0, this.nr_out()) */ } } /* "structs.pxd":199 * # Hash the features, to see if the batch has a matching input. * # If it does, just update the gradient for it. * if key != 0: # <<<<<<<<<<<<<< * for i in range(this.i): * if this.signatures[i] == key: */ } /* "structs.pxd":205 * costs, 1.0, this.nr_out()) * return 0 * if this.i >= this.batch_size: # <<<<<<<<<<<<<< * this.reset() * this.i = 0 # This is done in reset() --- but make it obvious */ __pyx_t_1 = ((this->i >= this->batch_size) != 0); if (__pyx_t_1) { /* "structs.pxd":206 * return 0 * if this.i >= this.batch_size: * this.reset() # <<<<<<<<<<<<<< * this.i = 0 # This is done in reset() --- but make it obvious * */ this->reset(); /* "structs.pxd":207 * if this.i >= this.batch_size: * this.reset() * this.i = 0 # This is done in reset() --- but make it obvious # <<<<<<<<<<<<<< * * this.signatures[this.i] = key */ this->i = 0; /* "structs.pxd":205 * costs, 1.0, this.nr_out()) * return 0 * if this.i >= this.batch_size: # <<<<<<<<<<<<<< * this.reset() * this.i = 0 # This is done in reset() --- but make it obvious */ } /* "structs.pxd":209 * this.i = 0 # This is done in reset() --- but make it obvious * * this.signatures[this.i] = key # <<<<<<<<<<<<<< * this._nr_feat[this.i] = nr_feat * this._feats[this.i] = <FeatureC*>calloc(nr_feat, sizeof(FeatureC)) */ (this->signatures[this->i]) = __pyx_v_key; /* "structs.pxd":210 * * this.signatures[this.i] = key * this._nr_feat[this.i] = nr_feat # <<<<<<<<<<<<<< * this._feats[this.i] = <FeatureC*>calloc(nr_feat, sizeof(FeatureC)) * memcpy(this._feats[this.i], */ (this->_nr_feat[this->i]) = __pyx_v_nr_feat; /* "structs.pxd":211 * this.signatures[this.i] = key * this._nr_feat[this.i] = nr_feat * this._feats[this.i] = <FeatureC*>calloc(nr_feat, sizeof(FeatureC)) # <<<<<<<<<<<<<< * memcpy(this._feats[this.i], * feats, nr_feat * sizeof(this._feats[this.i][0])) */ (this->_feats[this->i]) = ((struct __pyx_t_5thinc_7structs_FeatureC *)calloc(__pyx_v_nr_feat, (sizeof(struct __pyx_t_5thinc_7structs_FeatureC)))); /* "structs.pxd":212 * this._nr_feat[this.i] = nr_feat * this._feats[this.i] = <FeatureC*>calloc(nr_feat, sizeof(FeatureC)) * memcpy(this._feats[this.i], # <<<<<<<<<<<<<< * feats, nr_feat * sizeof(this._feats[this.i][0])) * */ (void)(memcpy((this->_feats[this->i]), __pyx_v_feats, (__pyx_v_nr_feat * (sizeof(((this->_feats[this->i])[0])))))); /* "structs.pxd":215 * feats, nr_feat * sizeof(this._feats[this.i][0])) * * memcpy(this.costs(this.i), # <<<<<<<<<<<<<< * costs, this.nr_out() * sizeof(costs[0])) * if is_valid is not NULL: */ (void)(memcpy(this->costs(this->i), __pyx_v_costs, (this->nr_out() * (sizeof((__pyx_v_costs[0])))))); /* "structs.pxd":217 * memcpy(this.costs(this.i), * costs, this.nr_out() * sizeof(costs[0])) * if is_valid is not NULL: # <<<<<<<<<<<<<< * memcpy(this.is_valid(this.i), * is_valid, this.nr_out() * sizeof(is_valid[0])) */ __pyx_t_1 = ((__pyx_v_is_valid != NULL) != 0); if (__pyx_t_1) { /* "structs.pxd":218 * costs, this.nr_out() * sizeof(costs[0])) * if is_valid is not NULL: * memcpy(this.is_valid(this.i), # <<<<<<<<<<<<<< * is_valid, this.nr_out() * sizeof(is_valid[0])) * else: */ (void)(memcpy(this->is_valid(this->i), __pyx_v_is_valid, (this->nr_out() * (sizeof((__pyx_v_is_valid[0])))))); /* "structs.pxd":217 * memcpy(this.costs(this.i), * costs, this.nr_out() * sizeof(costs[0])) * if is_valid is not NULL: # <<<<<<<<<<<<<< * memcpy(this.is_valid(this.i), * is_valid, this.nr_out() * sizeof(is_valid[0])) */ goto __pyx_L8; } /* "structs.pxd":221 * is_valid, this.nr_out() * sizeof(is_valid[0])) * else: * for i in range(this.nr_out()): # <<<<<<<<<<<<<< * this.is_valid(this.i)[i] = 1 * this.i += 1 */ /*else*/ { __pyx_t_2 = this->nr_out(); __pyx_t_3 = __pyx_t_2; for (__pyx_t_4 = 0; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) { __pyx_v_i = __pyx_t_4; /* "structs.pxd":222 * else: * for i in range(this.nr_out()): * this.is_valid(this.i)[i] = 1 # <<<<<<<<<<<<<< * this.i += 1 * return this.i >= this.batch_size */ (this->is_valid(this->i)[__pyx_v_i]) = 1; } } __pyx_L8:; /* "structs.pxd":223 * for i in range(this.nr_out()): * this.is_valid(this.i)[i] = 1 * this.i += 1 # <<<<<<<<<<<<<< * return this.i >= this.batch_size * */ this->i = (this->i + 1); /* "structs.pxd":224 * this.is_valid(this.i)[i] = 1 * this.i += 1 * return this.i >= this.batch_size # <<<<<<<<<<<<<< * * FeatureC* features(int i) nogil: */ __pyx_r = (this->i >= this->batch_size); goto __pyx_L0; /* "structs.pxd":195 * return this.widths[this.nr_layer - 1] * * int push_back(const FeatureC* feats, int nr_feat, # <<<<<<<<<<<<<< * const weight_t* costs, const int* is_valid, uint64_t key) nogil: * # Hash the features, to see if the batch has a matching input. */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":226 * return this.i >= this.batch_size * * FeatureC* features(int i) nogil: # <<<<<<<<<<<<<< * return this._feats[i] * */ struct __pyx_t_5thinc_7structs_FeatureC *__pyx_t_5thinc_7structs_MinibatchC::features(int __pyx_v_i) { struct __pyx_t_5thinc_7structs_FeatureC *__pyx_r; /* "structs.pxd":227 * * FeatureC* features(int i) nogil: * return this._feats[i] # <<<<<<<<<<<<<< * * int nr_feat(int i) nogil: */ __pyx_r = (this->_feats[__pyx_v_i]); goto __pyx_L0; /* "structs.pxd":226 * return this.i >= this.batch_size * * FeatureC* features(int i) nogil: # <<<<<<<<<<<<<< * return this._feats[i] * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":229 * return this._feats[i] * * int nr_feat(int i) nogil: # <<<<<<<<<<<<<< * return this._nr_feat[i] * */ int __pyx_t_5thinc_7structs_MinibatchC::nr_feat(int __pyx_v_i) { int __pyx_r; /* "structs.pxd":230 * * int nr_feat(int i) nogil: * return this._nr_feat[i] # <<<<<<<<<<<<<< * * weight_t* fwd(int i, int j) nogil: */ __pyx_r = (this->_nr_feat[__pyx_v_i]); goto __pyx_L0; /* "structs.pxd":229 * return this._feats[i] * * int nr_feat(int i) nogil: # <<<<<<<<<<<<<< * return this._nr_feat[i] * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":232 * return this._nr_feat[i] * * weight_t* fwd(int i, int j) nogil: # <<<<<<<<<<<<<< * return this._fwd[i] + (j * this.widths[i]) * */ __pyx_t_5thinc_8typedefs_weight_t *__pyx_t_5thinc_7structs_MinibatchC::fwd(int __pyx_v_i, int __pyx_v_j) { __pyx_t_5thinc_8typedefs_weight_t *__pyx_r; /* "structs.pxd":233 * * weight_t* fwd(int i, int j) nogil: * return this._fwd[i] + (j * this.widths[i]) # <<<<<<<<<<<<<< * * weight_t* bwd(int i, int j) nogil: */ __pyx_r = ((this->_fwd[__pyx_v_i]) + (__pyx_v_j * (this->widths[__pyx_v_i]))); goto __pyx_L0; /* "structs.pxd":232 * return this._nr_feat[i] * * weight_t* fwd(int i, int j) nogil: # <<<<<<<<<<<<<< * return this._fwd[i] + (j * this.widths[i]) * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":235 * return this._fwd[i] + (j * this.widths[i]) * * weight_t* bwd(int i, int j) nogil: # <<<<<<<<<<<<<< * return this._bwd[i] + (j * this.widths[i]) * */ __pyx_t_5thinc_8typedefs_weight_t *__pyx_t_5thinc_7structs_MinibatchC::bwd(int __pyx_v_i, int __pyx_v_j) { __pyx_t_5thinc_8typedefs_weight_t *__pyx_r; /* "structs.pxd":236 * * weight_t* bwd(int i, int j) nogil: * return this._bwd[i] + (j * this.widths[i]) # <<<<<<<<<<<<<< * * weight_t* scores(int i) nogil: */ __pyx_r = ((this->_bwd[__pyx_v_i]) + (__pyx_v_j * (this->widths[__pyx_v_i]))); goto __pyx_L0; /* "structs.pxd":235 * return this._fwd[i] + (j * this.widths[i]) * * weight_t* bwd(int i, int j) nogil: # <<<<<<<<<<<<<< * return this._bwd[i] + (j * this.widths[i]) * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":238 * return this._bwd[i] + (j * this.widths[i]) * * weight_t* scores(int i) nogil: # <<<<<<<<<<<<<< * return this.fwd(this.nr_layer-1, i) * */ __pyx_t_5thinc_8typedefs_weight_t *__pyx_t_5thinc_7structs_MinibatchC::scores(int __pyx_v_i) { __pyx_t_5thinc_8typedefs_weight_t *__pyx_r; /* "structs.pxd":239 * * weight_t* scores(int i) nogil: * return this.fwd(this.nr_layer-1, i) # <<<<<<<<<<<<<< * * weight_t* losses(int i) nogil: */ __pyx_r = this->fwd((this->nr_layer - 1), __pyx_v_i); goto __pyx_L0; /* "structs.pxd":238 * return this._bwd[i] + (j * this.widths[i]) * * weight_t* scores(int i) nogil: # <<<<<<<<<<<<<< * return this.fwd(this.nr_layer-1, i) * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":241 * return this.fwd(this.nr_layer-1, i) * * weight_t* losses(int i) nogil: # <<<<<<<<<<<<<< * return this.bwd(this.nr_layer-1, i) * */ __pyx_t_5thinc_8typedefs_weight_t *__pyx_t_5thinc_7structs_MinibatchC::losses(int __pyx_v_i) { __pyx_t_5thinc_8typedefs_weight_t *__pyx_r; /* "structs.pxd":242 * * weight_t* losses(int i) nogil: * return this.bwd(this.nr_layer-1, i) # <<<<<<<<<<<<<< * * weight_t* costs(int i) nogil: */ __pyx_r = this->bwd((this->nr_layer - 1), __pyx_v_i); goto __pyx_L0; /* "structs.pxd":241 * return this.fwd(this.nr_layer-1, i) * * weight_t* losses(int i) nogil: # <<<<<<<<<<<<<< * return this.bwd(this.nr_layer-1, i) * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":244 * return this.bwd(this.nr_layer-1, i) * * weight_t* costs(int i) nogil: # <<<<<<<<<<<<<< * return this._costs + (i * this.nr_out()) * */ __pyx_t_5thinc_8typedefs_weight_t *__pyx_t_5thinc_7structs_MinibatchC::costs(int __pyx_v_i) { __pyx_t_5thinc_8typedefs_weight_t *__pyx_r; /* "structs.pxd":245 * * weight_t* costs(int i) nogil: * return this._costs + (i * this.nr_out()) # <<<<<<<<<<<<<< * * int* is_valid(int i) nogil: */ __pyx_r = (this->_costs + (__pyx_v_i * this->nr_out())); goto __pyx_L0; /* "structs.pxd":244 * return this.bwd(this.nr_layer-1, i) * * weight_t* costs(int i) nogil: # <<<<<<<<<<<<<< * return this._costs + (i * this.nr_out()) * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":247 * return this._costs + (i * this.nr_out()) * * int* is_valid(int i) nogil: # <<<<<<<<<<<<<< * return this._is_valid + (i * this.nr_out()) * */ int *__pyx_t_5thinc_7structs_MinibatchC::is_valid(int __pyx_v_i) { int *__pyx_r; /* "structs.pxd":248 * * int* is_valid(int i) nogil: * return this._is_valid + (i * this.nr_out()) # <<<<<<<<<<<<<< * * int guess(int i) nogil: */ __pyx_r = (this->_is_valid + (__pyx_v_i * this->nr_out())); goto __pyx_L0; /* "structs.pxd":247 * return this._costs + (i * this.nr_out()) * * int* is_valid(int i) nogil: # <<<<<<<<<<<<<< * return this._is_valid + (i * this.nr_out()) * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":250 * return this._is_valid + (i * this.nr_out()) * * int guess(int i) nogil: # <<<<<<<<<<<<<< * return VecVec.arg_max_if_true(this.scores(i), this.is_valid(i), this.nr_out()) * */ int __pyx_t_5thinc_7structs_MinibatchC::guess(int __pyx_v_i) { int __pyx_r; /* "structs.pxd":251 * * int guess(int i) nogil: * return VecVec.arg_max_if_true(this.scores(i), this.is_valid(i), this.nr_out()) # <<<<<<<<<<<<<< * * int best(int i) nogil: */ __pyx_r = __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_true(this->scores(__pyx_v_i), this->is_valid(__pyx_v_i), this->nr_out()); goto __pyx_L0; /* "structs.pxd":250 * return this._is_valid + (i * this.nr_out()) * * int guess(int i) nogil: # <<<<<<<<<<<<<< * return VecVec.arg_max_if_true(this.scores(i), this.is_valid(i), this.nr_out()) * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "structs.pxd":253 * return VecVec.arg_max_if_true(this.scores(i), this.is_valid(i), this.nr_out()) * * int best(int i) nogil: # <<<<<<<<<<<<<< * return VecVec.arg_max_if_zero(this.scores(i), this.costs(i), this.nr_out()) * */ int __pyx_t_5thinc_7structs_MinibatchC::best(int __pyx_v_i) { int __pyx_r; /* "structs.pxd":254 * * int best(int i) nogil: * return VecVec.arg_max_if_zero(this.scores(i), this.costs(i), this.nr_out()) # <<<<<<<<<<<<<< * * */ __pyx_r = __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_zero(this->scores(__pyx_v_i), this->costs(__pyx_v_i), this->nr_out()); goto __pyx_L0; /* "structs.pxd":253 * return VecVec.arg_max_if_true(this.scores(i), this.is_valid(i), this.nr_out()) * * int best(int i) nogil: # <<<<<<<<<<<<<< * return VecVec.arg_max_if_zero(this.scores(i), this.costs(i), this.nr_out()) * */ /* function exit code */ __pyx_L0:; return __pyx_r; } /* "sparse.pxd":12 * * @staticmethod * cdef inline SparseArrayC* init(int key, weight_t value) except NULL: # <<<<<<<<<<<<<< * array = <SparseArrayC*>PyMem_Malloc(3 * sizeof(SparseArrayC)) * array[0] = SparseArrayC(key=key, val=value) */ static CYTHON_INLINE struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_f_5thinc_6linear_6sparse_11SparseArray_init(int __pyx_v_key, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_value) { struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_v_array; struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_r; __Pyx_RefNannyDeclarations struct __pyx_t_5thinc_7structs_SparseArrayC __pyx_t_1; __Pyx_RefNannySetupContext("init", 0); /* "sparse.pxd":13 * @staticmethod * cdef inline SparseArrayC* init(int key, weight_t value) except NULL: * array = <SparseArrayC*>PyMem_Malloc(3 * sizeof(SparseArrayC)) # <<<<<<<<<<<<<< * array[0] = SparseArrayC(key=key, val=value) * array[1] = SparseArrayC(key=-1, val=0) # -1 marks end of values */ __pyx_v_array = ((struct __pyx_t_5thinc_7structs_SparseArrayC *)PyMem_Malloc((3 * (sizeof(struct __pyx_t_5thinc_7structs_SparseArrayC))))); /* "sparse.pxd":14 * cdef inline SparseArrayC* init(int key, weight_t value) except NULL: * array = <SparseArrayC*>PyMem_Malloc(3 * sizeof(SparseArrayC)) * array[0] = SparseArrayC(key=key, val=value) # <<<<<<<<<<<<<< * array[1] = SparseArrayC(key=-1, val=0) # -1 marks end of values * array[2] = SparseArrayC(key=-2, val=0) # -2 marks end of memory */ __pyx_t_1.key = __pyx_v_key; __pyx_t_1.val = __pyx_v_value; (__pyx_v_array[0]) = __pyx_t_1; /* "sparse.pxd":15 * array = <SparseArrayC*>PyMem_Malloc(3 * sizeof(SparseArrayC)) * array[0] = SparseArrayC(key=key, val=value) * array[1] = SparseArrayC(key=-1, val=0) # -1 marks end of values # <<<<<<<<<<<<<< * array[2] = SparseArrayC(key=-2, val=0) # -2 marks end of memory * return array */ __pyx_t_1.key = -1; __pyx_t_1.val = 0.0; (__pyx_v_array[1]) = __pyx_t_1; /* "sparse.pxd":16 * array[0] = SparseArrayC(key=key, val=value) * array[1] = SparseArrayC(key=-1, val=0) # -1 marks end of values * array[2] = SparseArrayC(key=-2, val=0) # -2 marks end of memory # <<<<<<<<<<<<<< * return array * */ __pyx_t_1.key = -2; __pyx_t_1.val = 0.0; (__pyx_v_array[2]) = __pyx_t_1; /* "sparse.pxd":17 * array[1] = SparseArrayC(key=-1, val=0) # -1 marks end of values * array[2] = SparseArrayC(key=-2, val=0) # -2 marks end of memory * return array # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = __pyx_v_array; goto __pyx_L0; /* "sparse.pxd":12 * * @staticmethod * cdef inline SparseArrayC* init(int key, weight_t value) except NULL: # <<<<<<<<<<<<<< * array = <SparseArrayC*>PyMem_Malloc(3 * sizeof(SparseArrayC)) * array[0] = SparseArrayC(key=key, val=value) */ /* function exit code */ __pyx_L0:; __Pyx_RefNannyFinishContext(); return __pyx_r; } /* "sparse.pxd":20 * * @staticmethod * cdef inline SparseArrayC* clone(const SparseArrayC* src) except NULL: # <<<<<<<<<<<<<< * # Find length * cdef int i = 0 */ static CYTHON_INLINE struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_f_5thinc_6linear_6sparse_11SparseArray_clone(struct __pyx_t_5thinc_7structs_SparseArrayC const *__pyx_v_src) { int __pyx_v_i; struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_v_dest; struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_r; __Pyx_RefNannyDeclarations int __pyx_t_1; __Pyx_RefNannySetupContext("clone", 0); /* "sparse.pxd":22 * cdef inline SparseArrayC* clone(const SparseArrayC* src) except NULL: * # Find length * cdef int i = 0 # <<<<<<<<<<<<<< * while src[i].key != -2: * i += 1 */ __pyx_v_i = 0; /* "sparse.pxd":23 * # Find length * cdef int i = 0 * while src[i].key != -2: # <<<<<<<<<<<<<< * i += 1 * i += 1 */ while (1) { __pyx_t_1 = (((__pyx_v_src[__pyx_v_i]).key != -2L) != 0); if (!__pyx_t_1) break; /* "sparse.pxd":24 * cdef int i = 0 * while src[i].key != -2: * i += 1 # <<<<<<<<<<<<<< * i += 1 * dest = <SparseArrayC*>PyMem_Malloc(i * sizeof(SparseArrayC)) */ __pyx_v_i = (__pyx_v_i + 1); } /* "sparse.pxd":25 * while src[i].key != -2: * i += 1 * i += 1 # <<<<<<<<<<<<<< * dest = <SparseArrayC*>PyMem_Malloc(i * sizeof(SparseArrayC)) * memcpy(dest, src, i * sizeof(SparseArrayC)) */ __pyx_v_i = (__pyx_v_i + 1); /* "sparse.pxd":26 * i += 1 * i += 1 * dest = <SparseArrayC*>PyMem_Malloc(i * sizeof(SparseArrayC)) # <<<<<<<<<<<<<< * memcpy(dest, src, i * sizeof(SparseArrayC)) * return dest */ __pyx_v_dest = ((struct __pyx_t_5thinc_7structs_SparseArrayC *)PyMem_Malloc((__pyx_v_i * (sizeof(struct __pyx_t_5thinc_7structs_SparseArrayC))))); /* "sparse.pxd":27 * i += 1 * dest = <SparseArrayC*>PyMem_Malloc(i * sizeof(SparseArrayC)) * memcpy(dest, src, i * sizeof(SparseArrayC)) # <<<<<<<<<<<<<< * return dest * */ (void)(memcpy(__pyx_v_dest, __pyx_v_src, (__pyx_v_i * (sizeof(struct __pyx_t_5thinc_7structs_SparseArrayC))))); /* "sparse.pxd":28 * dest = <SparseArrayC*>PyMem_Malloc(i * sizeof(SparseArrayC)) * memcpy(dest, src, i * sizeof(SparseArrayC)) * return dest # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = __pyx_v_dest; goto __pyx_L0; /* "sparse.pxd":20 * * @staticmethod * cdef inline SparseArrayC* clone(const SparseArrayC* src) except NULL: # <<<<<<<<<<<<<< * # Find length * cdef int i = 0 */ /* function exit code */ __pyx_L0:; __Pyx_RefNannyFinishContext(); return __pyx_r; } /* "sparse.pxd":31 * * @staticmethod * cdef inline int find_key(const SparseArrayC* array, int key) except -2: # <<<<<<<<<<<<<< * # Find either the key, or a place to insert it. * cdef int i = 0 */ static CYTHON_INLINE int __pyx_f_5thinc_6linear_6sparse_11SparseArray_find_key(struct __pyx_t_5thinc_7structs_SparseArrayC const *__pyx_v_array, int __pyx_v_key) { int __pyx_v_i; int __pyx_r; __Pyx_RefNannyDeclarations int __pyx_t_1; __Pyx_RefNannySetupContext("find_key", 0); /* "sparse.pxd":33 * cdef inline int find_key(const SparseArrayC* array, int key) except -2: * # Find either the key, or a place to insert it. * cdef int i = 0 # <<<<<<<<<<<<<< * while array[i].key != -2: * if array[i].key == key: */ __pyx_v_i = 0; /* "sparse.pxd":34 * # Find either the key, or a place to insert it. * cdef int i = 0 * while array[i].key != -2: # <<<<<<<<<<<<<< * if array[i].key == key: * return i */ while (1) { __pyx_t_1 = (((__pyx_v_array[__pyx_v_i]).key != -2L) != 0); if (!__pyx_t_1) break; /* "sparse.pxd":35 * cdef int i = 0 * while array[i].key != -2: * if array[i].key == key: # <<<<<<<<<<<<<< * return i * elif array[i].key == -1: */ __pyx_t_1 = (((__pyx_v_array[__pyx_v_i]).key == __pyx_v_key) != 0); if (__pyx_t_1) { /* "sparse.pxd":36 * while array[i].key != -2: * if array[i].key == key: * return i # <<<<<<<<<<<<<< * elif array[i].key == -1: * return i */ __pyx_r = __pyx_v_i; goto __pyx_L0; /* "sparse.pxd":35 * cdef int i = 0 * while array[i].key != -2: * if array[i].key == key: # <<<<<<<<<<<<<< * return i * elif array[i].key == -1: */ } /* "sparse.pxd":37 * if array[i].key == key: * return i * elif array[i].key == -1: # <<<<<<<<<<<<<< * return i * else: */ __pyx_t_1 = (((__pyx_v_array[__pyx_v_i]).key == -1L) != 0); if (__pyx_t_1) { /* "sparse.pxd":38 * return i * elif array[i].key == -1: * return i # <<<<<<<<<<<<<< * else: * i += 1 */ __pyx_r = __pyx_v_i; goto __pyx_L0; /* "sparse.pxd":37 * if array[i].key == key: * return i * elif array[i].key == -1: # <<<<<<<<<<<<<< * return i * else: */ } /* "sparse.pxd":40 * return i * else: * i += 1 # <<<<<<<<<<<<<< * else: * return -1 */ /*else*/ { __pyx_v_i = (__pyx_v_i + 1); } } /* "sparse.pxd":42 * i += 1 * else: * return -1 # <<<<<<<<<<<<<< * * @staticmethod */ /*else*/ { __pyx_r = -1; goto __pyx_L0; } /* "sparse.pxd":31 * * @staticmethod * cdef inline int find_key(const SparseArrayC* array, int key) except -2: # <<<<<<<<<<<<<< * # Find either the key, or a place to insert it. * cdef int i = 0 */ /* function exit code */ __pyx_r = 0; __pyx_L0:; __Pyx_RefNannyFinishContext(); return __pyx_r; } /* "sparse.pxd":45 * * @staticmethod * cdef inline SparseArrayC* resize(SparseArrayC* array) except NULL: # <<<<<<<<<<<<<< * cdef int length = 0 * while array[length].key != -2: */ static CYTHON_INLINE struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_f_5thinc_6linear_6sparse_11SparseArray_resize(struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_v_array) { int __pyx_v_length; int __pyx_v_new_length; int __pyx_v_i; struct __pyx_t_5thinc_7structs_SparseArrayC *__pyx_r; __Pyx_RefNannyDeclarations int __pyx_t_1; long __pyx_t_2; long __pyx_t_3; int __pyx_t_4; struct __pyx_t_5thinc_7structs_SparseArrayC __pyx_t_5; __Pyx_RefNannySetupContext("resize", 0); /* "sparse.pxd":46 * @staticmethod * cdef inline SparseArrayC* resize(SparseArrayC* array) except NULL: * cdef int length = 0 # <<<<<<<<<<<<<< * while array[length].key != -2: * length += 1 */ __pyx_v_length = 0; /* "sparse.pxd":47 * cdef inline SparseArrayC* resize(SparseArrayC* array) except NULL: * cdef int length = 0 * while array[length].key != -2: # <<<<<<<<<<<<<< * length += 1 * cdef int new_length = length * 2 */ while (1) { __pyx_t_1 = (((__pyx_v_array[__pyx_v_length]).key != -2L) != 0); if (!__pyx_t_1) break; /* "sparse.pxd":48 * cdef int length = 0 * while array[length].key != -2: * length += 1 # <<<<<<<<<<<<<< * cdef int new_length = length * 2 * array = <SparseArrayC*>PyMem_Realloc(array, new_length * sizeof(SparseArrayC)) */ __pyx_v_length = (__pyx_v_length + 1); } /* "sparse.pxd":49 * while array[length].key != -2: * length += 1 * cdef int new_length = length * 2 # <<<<<<<<<<<<<< * array = <SparseArrayC*>PyMem_Realloc(array, new_length * sizeof(SparseArrayC)) * cdef int i */ __pyx_v_new_length = (__pyx_v_length * 2); /* "sparse.pxd":50 * length += 1 * cdef int new_length = length * 2 * array = <SparseArrayC*>PyMem_Realloc(array, new_length * sizeof(SparseArrayC)) # <<<<<<<<<<<<<< * cdef int i * for i in range(length, new_length-1): */ __pyx_v_array = ((struct __pyx_t_5thinc_7structs_SparseArrayC *)PyMem_Realloc(__pyx_v_array, (__pyx_v_new_length * (sizeof(struct __pyx_t_5thinc_7structs_SparseArrayC))))); /* "sparse.pxd":52 * array = <SparseArrayC*>PyMem_Realloc(array, new_length * sizeof(SparseArrayC)) * cdef int i * for i in range(length, new_length-1): # <<<<<<<<<<<<<< * array[i] = SparseArrayC(key=-1, val=0) * array[new_length-1] = SparseArrayC(key=-2, val=0) */ __pyx_t_2 = (__pyx_v_new_length - 1); __pyx_t_3 = __pyx_t_2; for (__pyx_t_4 = __pyx_v_length; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) { __pyx_v_i = __pyx_t_4; /* "sparse.pxd":53 * cdef int i * for i in range(length, new_length-1): * array[i] = SparseArrayC(key=-1, val=0) # <<<<<<<<<<<<<< * array[new_length-1] = SparseArrayC(key=-2, val=0) * return array */ __pyx_t_5.key = -1; __pyx_t_5.val = 0.0; (__pyx_v_array[__pyx_v_i]) = __pyx_t_5; } /* "sparse.pxd":54 * for i in range(length, new_length-1): * array[i] = SparseArrayC(key=-1, val=0) * array[new_length-1] = SparseArrayC(key=-2, val=0) # <<<<<<<<<<<<<< * return array * */ __pyx_t_5.key = -2; __pyx_t_5.val = 0.0; (__pyx_v_array[(__pyx_v_new_length - 1)]) = __pyx_t_5; /* "sparse.pxd":55 * array[i] = SparseArrayC(key=-1, val=0) * array[new_length-1] = SparseArrayC(key=-2, val=0) * return array # <<<<<<<<<<<<<< * * @staticmethod */ __pyx_r = __pyx_v_array; goto __pyx_L0; /* "sparse.pxd":45 * * @staticmethod * cdef inline SparseArrayC* resize(SparseArrayC* array) except NULL: # <<<<<<<<<<<<<< * cdef int length = 0 * while array[length].key != -2: */ /* function exit code */ __pyx_L0:; 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PyDict_Size(kwargs) : 0; if (Py_EnterRecursiveCall((char*)" while calling a Python object")) { return NULL; } if ( #if PY_MAJOR_VERSION >= 3 co->co_kwonlyargcount == 0 && #endif likely(kwargs == NULL || nk == 0) && co->co_flags == (CO_OPTIMIZED | CO_NEWLOCALS | CO_NOFREE)) { if (argdefs == NULL && co->co_argcount == nargs) { result = __Pyx_PyFunction_FastCallNoKw(co, args, nargs, globals); goto done; } else if (nargs == 0 && argdefs != NULL && co->co_argcount == Py_SIZE(argdefs)) { /* function called with no arguments, but all parameters have a default value: use default values as arguments .*/ args = &PyTuple_GET_ITEM(argdefs, 0); result =__Pyx_PyFunction_FastCallNoKw(co, args, Py_SIZE(argdefs), globals); goto done; } } if (kwargs != NULL) { Py_ssize_t pos, i; kwtuple = PyTuple_New(2 * nk); if (kwtuple == NULL) { result = NULL; goto done; } k = &PyTuple_GET_ITEM(kwtuple, 0); pos = i = 0; while (PyDict_Next(kwargs, &pos, &k[i], &k[i+1])) { Py_INCREF(k[i]); Py_INCREF(k[i+1]); i += 2; } nk = i / 2; 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Py_LeaveRecursiveCall(); if (unlikely(!result) && unlikely(!PyErr_Occurred())) { PyErr_SetString( PyExc_SystemError, "NULL result without error in PyObject_Call"); } return result; } #endif /* PyObjectCall2Args */ static CYTHON_UNUSED PyObject* __Pyx_PyObject_Call2Args(PyObject* function, PyObject* arg1, PyObject* arg2) { PyObject *args, *result = NULL; #if CYTHON_FAST_PYCALL if (PyFunction_Check(function)) { PyObject *args[2] = {arg1, arg2}; return __Pyx_PyFunction_FastCall(function, args, 2); } #endif #if CYTHON_FAST_PYCCALL if (__Pyx_PyFastCFunction_Check(function)) { PyObject *args[2] = {arg1, arg2}; return __Pyx_PyCFunction_FastCall(function, args, 2); } #endif args = PyTuple_New(2); if (unlikely(!args)) goto done; Py_INCREF(arg1); PyTuple_SET_ITEM(args, 0, arg1); Py_INCREF(arg2); PyTuple_SET_ITEM(args, 1, arg2); Py_INCREF(function); result = __Pyx_PyObject_Call(function, args, NULL); Py_DECREF(args); Py_DECREF(function); done: return result; } /* PyObjectCallMethO */ #if CYTHON_COMPILING_IN_CPYTHON static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) { PyObject *self, *result; PyCFunction cfunc; cfunc = PyCFunction_GET_FUNCTION(func); self = PyCFunction_GET_SELF(func); if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object"))) return NULL; result = cfunc(self, arg); Py_LeaveRecursiveCall(); if (unlikely(!result) && unlikely(!PyErr_Occurred())) { PyErr_SetString( PyExc_SystemError, "NULL result without error in PyObject_Call"); } return result; } #endif /* PyObjectCallOneArg */ #if CYTHON_COMPILING_IN_CPYTHON static PyObject* __Pyx__PyObject_CallOneArg(PyObject *func, PyObject *arg) { PyObject *result; PyObject *args = PyTuple_New(1); if (unlikely(!args)) return NULL; Py_INCREF(arg); PyTuple_SET_ITEM(args, 0, arg); result = __Pyx_PyObject_Call(func, args, NULL); Py_DECREF(args); return result; } static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) { #if CYTHON_FAST_PYCALL if (PyFunction_Check(func)) { return __Pyx_PyFunction_FastCall(func, &arg, 1); } #endif if (likely(PyCFunction_Check(func))) { if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) { return __Pyx_PyObject_CallMethO(func, arg); #if CYTHON_FAST_PYCCALL } else if (PyCFunction_GET_FLAGS(func) & METH_FASTCALL) { return __Pyx_PyCFunction_FastCall(func, &arg, 1); #endif } } return __Pyx__PyObject_CallOneArg(func, arg); } #else static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) { PyObject *result; PyObject *args = PyTuple_Pack(1, arg); if (unlikely(!args)) return NULL; result = __Pyx_PyObject_Call(func, args, NULL); Py_DECREF(args); return result; } #endif /* 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 /* RaiseException */ #if PY_MAJOR_VERSION < 3 static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, CYTHON_UNUSED PyObject *cause) { __Pyx_PyThreadState_declare Py_XINCREF(type); if (!value || value == Py_None) value = NULL; else Py_INCREF(value); if (!tb || tb == Py_None) tb = NULL; else { Py_INCREF(tb); if (!PyTraceBack_Check(tb)) { PyErr_SetString(PyExc_TypeError, "raise: arg 3 must be a traceback or None"); goto raise_error; } } if (PyType_Check(type)) { #if CYTHON_COMPILING_IN_PYPY if (!value) { Py_INCREF(Py_None); value = Py_None; } #endif PyErr_NormalizeException(&type, &value, &tb); } else { if (value) { PyErr_SetString(PyExc_TypeError, "instance exception may not have a separate value"); goto raise_error; } value = type; type = (PyObject*) Py_TYPE(type); Py_INCREF(type); if (!PyType_IsSubtype((PyTypeObject *)type, (PyTypeObject *)PyExc_BaseException)) { PyErr_SetString(PyExc_TypeError, "raise: exception class must be a subclass of BaseException"); goto raise_error; } } __Pyx_PyThreadState_assign __Pyx_ErrRestore(type, value, tb); return; raise_error: Py_XDECREF(value); Py_XDECREF(type); Py_XDECREF(tb); return; } #else static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) { PyObject* owned_instance = NULL; if (tb == Py_None) { tb = 0; } else if (tb && !PyTraceBack_Check(tb)) { PyErr_SetString(PyExc_TypeError, "raise: arg 3 must be a traceback or None"); goto bad; } if (value == Py_None) value = 0; if (PyExceptionInstance_Check(type)) { if (value) { PyErr_SetString(PyExc_TypeError, "instance exception may not have a separate value"); goto bad; } value = type; type = (PyObject*) Py_TYPE(value); } else if (PyExceptionClass_Check(type)) { PyObject *instance_class = NULL; if (value && PyExceptionInstance_Check(value)) { instance_class = (PyObject*) Py_TYPE(value); if (instance_class != type) { int is_subclass = PyObject_IsSubclass(instance_class, type); if (!is_subclass) { instance_class = NULL; } else if (unlikely(is_subclass == -1)) { goto bad; } else { type = instance_class; } } } if (!instance_class) { PyObject *args; if (!value) args = PyTuple_New(0); else if (PyTuple_Check(value)) { Py_INCREF(value); args = value; } else args = PyTuple_Pack(1, value); if (!args) goto bad; owned_instance = PyObject_Call(type, args, NULL); Py_DECREF(args); if (!owned_instance) goto bad; value = owned_instance; if (!PyExceptionInstance_Check(value)) { PyErr_Format(PyExc_TypeError, "calling %R should have returned an instance of " "BaseException, not %R", type, Py_TYPE(value)); goto bad; } } } else { PyErr_SetString(PyExc_TypeError, "raise: exception class must be a subclass of BaseException"); goto bad; } if (cause) { PyObject *fixed_cause; if (cause == Py_None) { fixed_cause = NULL; } else if (PyExceptionClass_Check(cause)) { fixed_cause = PyObject_CallObject(cause, NULL); if (fixed_cause == NULL) goto bad; } else if (PyExceptionInstance_Check(cause)) { fixed_cause = cause; Py_INCREF(fixed_cause); } else { PyErr_SetString(PyExc_TypeError, "exception causes must derive from " "BaseException"); goto bad; } PyException_SetCause(value, fixed_cause); } PyErr_SetObject(type, value); if (tb) { #if CYTHON_COMPILING_IN_PYPY PyObject *tmp_type, *tmp_value, *tmp_tb; PyErr_Fetch(&tmp_type, &tmp_value, &tmp_tb); Py_INCREF(tb); PyErr_Restore(tmp_type, tmp_value, tb); Py_XDECREF(tmp_tb); #else PyThreadState *tstate = __Pyx_PyThreadState_Current; PyObject* tmp_tb = tstate->curexc_traceback; if (tb != tmp_tb) { Py_INCREF(tb); tstate->curexc_traceback = tb; Py_XDECREF(tmp_tb); } #endif } bad: Py_XDECREF(owned_instance); return; } #endif /* PyObject_GenericGetAttrNoDict */ #if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000 static PyObject *__Pyx_RaiseGenericGetAttributeError(PyTypeObject *tp, PyObject *attr_name) { PyErr_Format(PyExc_AttributeError, #if PY_MAJOR_VERSION >= 3 "'%.50s' object has no attribute '%U'", tp->tp_name, attr_name); #else "'%.50s' object has no attribute '%.400s'", tp->tp_name, PyString_AS_STRING(attr_name)); #endif return NULL; } static CYTHON_INLINE PyObject* __Pyx_PyObject_GenericGetAttrNoDict(PyObject* obj, PyObject* attr_name) { PyObject *descr; PyTypeObject *tp = Py_TYPE(obj); if (unlikely(!PyString_Check(attr_name))) { return PyObject_GenericGetAttr(obj, attr_name); } assert(!tp->tp_dictoffset); descr = _PyType_Lookup(tp, attr_name); if (unlikely(!descr)) { return __Pyx_RaiseGenericGetAttributeError(tp, attr_name); } Py_INCREF(descr); #if PY_MAJOR_VERSION < 3 if (likely(PyType_HasFeature(Py_TYPE(descr), Py_TPFLAGS_HAVE_CLASS))) #endif { descrgetfunc f = Py_TYPE(descr)->tp_descr_get; if (unlikely(f)) { PyObject *res = f(descr, obj, (PyObject *)tp); Py_DECREF(descr); return res; } } return descr; } #endif /* PyObject_GenericGetAttr */ #if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000 static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_name) { if (unlikely(Py_TYPE(obj)->tp_dictoffset)) { return PyObject_GenericGetAttr(obj, attr_name); } return __Pyx_PyObject_GenericGetAttrNoDict(obj, attr_name); } #endif /* SetVTable */ static int __Pyx_SetVtable(PyObject *dict, void *vtable) { #if PY_VERSION_HEX >= 0x02070000 PyObject *ob = PyCapsule_New(vtable, 0, 0); #else PyObject *ob = PyCObject_FromVoidPtr(vtable, 0); #endif if (!ob) goto bad; if (PyDict_SetItem(dict, __pyx_n_s_pyx_vtable, ob) < 0) goto bad; Py_DECREF(ob); return 0; bad: Py_XDECREF(ob); return -1; } /* PyErrExceptionMatches */ #if CYTHON_FAST_THREAD_STATE static int __Pyx_PyErr_ExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) { Py_ssize_t i, n; n = PyTuple_GET_SIZE(tuple); #if PY_MAJOR_VERSION >= 3 for (i=0; i<n; i++) { if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1; } #endif for (i=0; i<n; i++) { if (__Pyx_PyErr_GivenExceptionMatches(exc_type, PyTuple_GET_ITEM(tuple, i))) return 1; } return 0; } static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err) { PyObject *exc_type = tstate->curexc_type; if (exc_type == err) return 1; if (unlikely(!exc_type)) return 0; if (unlikely(PyTuple_Check(err))) return __Pyx_PyErr_ExceptionMatchesTuple(exc_type, err); return __Pyx_PyErr_GivenExceptionMatches(exc_type, err); } #endif /* PyObjectGetAttrStrNoError */ static void __Pyx_PyObject_GetAttrStr_ClearAttributeError(void) { __Pyx_PyThreadState_declare __Pyx_PyThreadState_assign if (likely(__Pyx_PyErr_ExceptionMatches(PyExc_AttributeError))) __Pyx_PyErr_Clear(); } static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name) { PyObject *result; #if CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_TYPE_SLOTS && PY_VERSION_HEX >= 0x030700B1 PyTypeObject* tp = Py_TYPE(obj); if (likely(tp->tp_getattro == PyObject_GenericGetAttr)) { return _PyObject_GenericGetAttrWithDict(obj, attr_name, NULL, 1); } #endif result = __Pyx_PyObject_GetAttrStr(obj, attr_name); if (unlikely(!result)) { __Pyx_PyObject_GetAttrStr_ClearAttributeError(); } return result; } /* SetupReduce */ static int __Pyx_setup_reduce_is_named(PyObject* meth, PyObject* name) { int ret; PyObject *name_attr; name_attr = __Pyx_PyObject_GetAttrStr(meth, __pyx_n_s_name); if (likely(name_attr)) { ret = PyObject_RichCompareBool(name_attr, name, Py_EQ); } else { ret = -1; } if (unlikely(ret < 0)) { PyErr_Clear(); ret = 0; } Py_XDECREF(name_attr); return ret; } static int __Pyx_setup_reduce(PyObject* type_obj) { int ret = 0; PyObject *object_reduce = NULL; PyObject *object_reduce_ex = NULL; PyObject *reduce = NULL; PyObject *reduce_ex = NULL; PyObject *reduce_cython = NULL; PyObject *setstate = NULL; PyObject *setstate_cython = NULL; #if CYTHON_USE_PYTYPE_LOOKUP if (_PyType_Lookup((PyTypeObject*)type_obj, __pyx_n_s_getstate)) goto __PYX_GOOD; #else if (PyObject_HasAttr(type_obj, __pyx_n_s_getstate)) goto __PYX_GOOD; #endif #if CYTHON_USE_PYTYPE_LOOKUP object_reduce_ex = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD; #else object_reduce_ex = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce_ex); if (!object_reduce_ex) goto __PYX_BAD; #endif reduce_ex = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce_ex); if (unlikely(!reduce_ex)) goto __PYX_BAD; if (reduce_ex == object_reduce_ex) { #if CYTHON_USE_PYTYPE_LOOKUP object_reduce = _PyType_Lookup(&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD; #else object_reduce = __Pyx_PyObject_GetAttrStr((PyObject*)&PyBaseObject_Type, __pyx_n_s_reduce); if (!object_reduce) goto __PYX_BAD; #endif reduce = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_reduce); if (unlikely(!reduce)) goto __PYX_BAD; if (reduce == object_reduce || __Pyx_setup_reduce_is_named(reduce, __pyx_n_s_reduce_cython)) { reduce_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_reduce_cython); if (likely(reduce_cython)) { ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce, reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD; ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_reduce_cython); if (unlikely(ret < 0)) goto __PYX_BAD; } else if (reduce == object_reduce || PyErr_Occurred()) { goto __PYX_BAD; } setstate = __Pyx_PyObject_GetAttrStr(type_obj, __pyx_n_s_setstate); if (!setstate) PyErr_Clear(); if (!setstate || __Pyx_setup_reduce_is_named(setstate, __pyx_n_s_setstate_cython)) { setstate_cython = __Pyx_PyObject_GetAttrStrNoError(type_obj, __pyx_n_s_setstate_cython); if (likely(setstate_cython)) { ret = PyDict_SetItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate, setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD; ret = PyDict_DelItem(((PyTypeObject*)type_obj)->tp_dict, __pyx_n_s_setstate_cython); if (unlikely(ret < 0)) goto __PYX_BAD; } else if (!setstate || PyErr_Occurred()) { goto __PYX_BAD; } } PyType_Modified((PyTypeObject*)type_obj); } } goto __PYX_GOOD; __PYX_BAD: if (!PyErr_Occurred()) PyErr_Format(PyExc_RuntimeError, "Unable to initialize pickling for %s", ((PyTypeObject*)type_obj)->tp_name); ret = -1; __PYX_GOOD: #if !CYTHON_USE_PYTYPE_LOOKUP Py_XDECREF(object_reduce); Py_XDECREF(object_reduce_ex); #endif Py_XDECREF(reduce); Py_XDECREF(reduce_ex); Py_XDECREF(reduce_cython); Py_XDECREF(setstate); Py_XDECREF(setstate_cython); return ret; } /* TypeImport */ #ifndef __PYX_HAVE_RT_ImportType #define __PYX_HAVE_RT_ImportType static PyTypeObject *__Pyx_ImportType(PyObject *module, const char *module_name, const char *class_name, size_t size, enum __Pyx_ImportType_CheckSize check_size) { PyObject *result = 0; char warning[200]; Py_ssize_t basicsize; #ifdef Py_LIMITED_API PyObject *py_basicsize; #endif result = PyObject_GetAttrString(module, class_name); if (!result) goto bad; if (!PyType_Check(result)) { PyErr_Format(PyExc_TypeError, "%.200s.%.200s is not a type object", module_name, class_name); goto bad; } #ifndef Py_LIMITED_API basicsize = ((PyTypeObject *)result)->tp_basicsize; #else py_basicsize = PyObject_GetAttrString(result, "__basicsize__"); if (!py_basicsize) goto bad; basicsize = PyLong_AsSsize_t(py_basicsize); Py_DECREF(py_basicsize); py_basicsize = 0; if (basicsize == (Py_ssize_t)-1 && PyErr_Occurred()) goto bad; #endif if ((size_t)basicsize < size) { PyErr_Format(PyExc_ValueError, "%.200s.%.200s size changed, may indicate binary incompatibility. " "Expected %zd from C header, got %zd from PyObject", module_name, class_name, size, basicsize); goto bad; } if (check_size == __Pyx_ImportType_CheckSize_Error && (size_t)basicsize != size) { PyErr_Format(PyExc_ValueError, "%.200s.%.200s size changed, may indicate binary incompatibility. " "Expected %zd from C header, got %zd from PyObject", module_name, class_name, size, basicsize); goto bad; } else if (check_size == __Pyx_ImportType_CheckSize_Warn && (size_t)basicsize > size) { PyOS_snprintf(warning, sizeof(warning), "%s.%s size changed, may indicate binary incompatibility. " "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; } /* Import */ static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) { PyObject *empty_list = 0; PyObject *module = 0; PyObject *global_dict = 0; PyObject *empty_dict = 0; PyObject *list; #if PY_MAJOR_VERSION < 3 PyObject *py_import; py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s_import); if (!py_import) goto bad; #endif if (from_list) list = from_list; else { empty_list = PyList_New(0); if (!empty_list) goto bad; list = empty_list; } global_dict = PyModule_GetDict(__pyx_m); if (!global_dict) goto bad; empty_dict = PyDict_New(); if (!empty_dict) goto bad; { #if PY_MAJOR_VERSION >= 3 if (level == -1) { if ((1) && (strchr(__Pyx_MODULE_NAME, '.'))) { module = PyImport_ImportModuleLevelObject( name, global_dict, empty_dict, list, 1); if (!module) { if (!PyErr_ExceptionMatches(PyExc_ImportError)) goto bad; PyErr_Clear(); } } level = 0; } #endif if (!module) { #if PY_MAJOR_VERSION < 3 PyObject *py_level = PyInt_FromLong(level); if (!py_level) goto bad; module = PyObject_CallFunctionObjArgs(py_import, name, global_dict, empty_dict, list, py_level, (PyObject *)NULL); Py_DECREF(py_level); #else module = PyImport_ImportModuleLevelObject( name, global_dict, empty_dict, list, level); #endif } } bad: #if PY_MAJOR_VERSION < 3 Py_XDECREF(py_import); #endif Py_XDECREF(empty_list); Py_XDECREF(empty_dict); return module; } /* ImportFrom */ static PyObject* __Pyx_ImportFrom(PyObject* module, PyObject* name) { PyObject* value = __Pyx_PyObject_GetAttrStr(module, name); if (unlikely(!value) && PyErr_ExceptionMatches(PyExc_AttributeError)) { PyErr_Format(PyExc_ImportError, #if PY_MAJOR_VERSION < 3 "cannot import name %.230s", PyString_AS_STRING(name)); #else "cannot import name %S", name); #endif } return value; } /* CLineInTraceback */ #ifndef CYTHON_CLINE_IN_TRACEBACK static int __Pyx_CLineForTraceback(CYTHON_NCP_UNUSED PyThreadState *tstate, int c_line) { PyObject *use_cline; PyObject *ptype, *pvalue, *ptraceback; #if CYTHON_COMPILING_IN_CPYTHON PyObject **cython_runtime_dict; #endif if (unlikely(!__pyx_cython_runtime)) { return c_line; } __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback); #if CYTHON_COMPILING_IN_CPYTHON cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime); if (likely(cython_runtime_dict)) { __PYX_PY_DICT_LOOKUP_IF_MODIFIED( use_cline, *cython_runtime_dict, __Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback)) } else #endif { PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback); if (use_cline_obj) { use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True; Py_DECREF(use_cline_obj); } else { PyErr_Clear(); use_cline = NULL; } } if (!use_cline) { c_line = 0; 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); } /* 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); } } /* 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); } } /* 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 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; } /* 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 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; i<n; i++) { if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1; } #endif for (i=0; i<n; i++) { PyObject *t = PyTuple_GET_ITEM(tuple, i); #if PY_MAJOR_VERSION < 3 if (likely(exc_type == t)) return 1; #endif if (likely(PyExceptionClass_Check(t))) { if (__Pyx_inner_PyErr_GivenExceptionMatches2(exc_type, NULL, t)) return 1; } else { } } return 0; } static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject* exc_type) { if (likely(err == exc_type)) return 1; if (likely(PyExceptionClass_Check(err))) { if (likely(PyExceptionClass_Check(exc_type))) { return __Pyx_inner_PyErr_GivenExceptionMatches2(err, NULL, exc_type); } else if (likely(PyTuple_Check(exc_type))) { return __Pyx_PyErr_GivenExceptionMatchesTuple(err, exc_type); } else { } } return PyErr_GivenExceptionMatches(err, exc_type); } static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *exc_type1, PyObject *exc_type2) { assert(PyExceptionClass_Check(exc_type1)); assert(PyExceptionClass_Check(exc_type2)); if (likely(err == exc_type1 || err == exc_type2)) return 1; if (likely(PyExceptionClass_Check(err))) { return __Pyx_inner_PyErr_GivenExceptionMatches2(err, exc_type1, exc_type2); } return (PyErr_GivenExceptionMatches(err, exc_type1) || PyErr_GivenExceptionMatches(err, exc_type2)); } #endif /* CheckBinaryVersion */ static int __Pyx_check_binary_version(void) { char ctversion[4], rtversion[4]; PyOS_snprintf(ctversion, 4, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION); PyOS_snprintf(rtversion, 4, "%s", Py_GetVersion()); if (ctversion[0] != rtversion[0] || ctversion[2] != rtversion[2]) { char message[200]; PyOS_snprintf(message, sizeof(message), "compiletime version %s of module '%.100s' " "does not match runtime version %s", ctversion, __Pyx_MODULE_NAME, rtversion); return PyErr_WarnEx(NULL, message, 1); } return 0; } /* FunctionImport */ #ifndef __PYX_HAVE_RT_ImportFunction #define __PYX_HAVE_RT_ImportFunction static int __Pyx_ImportFunction(PyObject *module, const char *funcname, void (**f)(void), const char *sig) { PyObject *d = 0; PyObject *cobj = 0; union { void (*fp)(void); void *p; } tmp; d = PyObject_GetAttrString(module, (char *)"__pyx_capi__"); if (!d) goto bad; cobj = PyDict_GetItemString(d, funcname); if (!cobj) { PyErr_Format(PyExc_ImportError, "%.200s does not export expected C function %.200s", PyModule_GetName(module), funcname); goto bad; } #if PY_VERSION_HEX >= 0x02070000 if (!PyCapsule_IsValid(cobj, sig)) { PyErr_Format(PyExc_TypeError, "C function %.200s.%.200s has wrong signature (expected %.500s, got %.500s)", PyModule_GetName(module), funcname, sig, PyCapsule_GetName(cobj)); goto bad; } tmp.p = PyCapsule_GetPointer(cobj, sig); #else {const char *desc, *s1, *s2; desc = (const char *)PyCObject_GetDesc(cobj); if (!desc) goto bad; s1 = desc; s2 = sig; while (*s1 != '\0' && *s1 == *s2) { s1++; s2++; } if (*s1 != *s2) { PyErr_Format(PyExc_TypeError, "C function %.200s.%.200s has wrong signature (expected %.500s, got %.500s)", PyModule_GetName(module), funcname, sig, desc); goto bad; } tmp.p = PyCObject_AsVoidPtr(cobj);} #endif *f = tmp.fp; if (!(*f)) goto bad; Py_DECREF(d); return 0; bad: Py_XDECREF(d); return -1; } #endif /* InitStrings */ static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) { while (t->p) { #if PY_MAJOR_VERSION < 3 if (t->is_unicode) { *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL); } else if (t->intern) { *t->p = PyString_InternFromString(t->s); } else { *t->p = PyString_FromStringAndSize(t->s, t->n - 1); } #else if (t->is_unicode | t->is_str) { if (t->intern) { *t->p = PyUnicode_InternFromString(t->s); } else if (t->encoding) { *t->p = PyUnicode_Decode(t->s, t->n - 1, t->encoding, NULL); } else { *t->p = PyUnicode_FromStringAndSize(t->s, t->n - 1); } } else { *t->p = PyBytes_FromStringAndSize(t->s, t->n - 1); } #endif if (!*t->p) return -1; if (PyObject_Hash(*t->p) == -1) return -1; ++t; } return 0; } static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) { return __Pyx_PyUnicode_FromStringAndSize(c_str, (Py_ssize_t)strlen(c_str)); } static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject* o) { Py_ssize_t ignore; return __Pyx_PyObject_AsStringAndSize(o, &ignore); } #if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT #if !CYTHON_PEP393_ENABLED static const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) { char* defenc_c; PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL); if (!defenc) return NULL; defenc_c = PyBytes_AS_STRING(defenc); #if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII { char* end = defenc_c + PyBytes_GET_SIZE(defenc); char* c; for (c = defenc_c; c < end; c++) { if ((unsigned char) (*c) >= 128) { PyUnicode_AsASCIIString(o); return NULL; } } } #endif *length = PyBytes_GET_SIZE(defenc); return defenc_c; } #else static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) { if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL; #if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII if (likely(PyUnicode_IS_ASCII(o))) { *length = PyUnicode_GET_LENGTH(o); return PyUnicode_AsUTF8(o); } else { PyUnicode_AsASCIIString(o); return NULL; } #else return PyUnicode_AsUTF8AndSize(o, length); #endif } #endif #endif static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) { #if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT if ( #if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII __Pyx_sys_getdefaultencoding_not_ascii && #endif PyUnicode_Check(o)) { return __Pyx_PyUnicode_AsStringAndSize(o, length); } else #endif #if (!CYTHON_COMPILING_IN_PYPY) || (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE)) if (PyByteArray_Check(o)) { *length = PyByteArray_GET_SIZE(o); return PyByteArray_AS_STRING(o); } else #endif { char* result; int r = PyBytes_AsStringAndSize(o, &result, length); if (unlikely(r < 0)) { return NULL; } else { return result; } } } static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) { int is_true = x == Py_True; if (is_true | (x == Py_False) | (x == Py_None)) return is_true; else return PyObject_IsTrue(x); } static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject* x) { int retval; if (unlikely(!x)) return -1; retval = __Pyx_PyObject_IsTrue(x); Py_DECREF(x); return retval; } static PyObject* __Pyx_PyNumber_IntOrLongWrongResultType(PyObject* result, const char* type_name) { #if PY_MAJOR_VERSION >= 3 if (PyLong_Check(result)) { if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1, "__int__ returned non-int (type %.200s). " "The ability to return an instance of a strict subclass of int " "is deprecated, and may be removed in a future version of Python.", Py_TYPE(result)->tp_name)) { Py_DECREF(result); return NULL; } return result; } #endif PyErr_Format(PyExc_TypeError, "__%.4s__ returned non-%.4s (type %.200s)", type_name, type_name, Py_TYPE(result)->tp_name); Py_DECREF(result); return NULL; } static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) { #if CYTHON_USE_TYPE_SLOTS PyNumberMethods *m; #endif const char *name = NULL; PyObject *res = NULL; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_Check(x) || PyLong_Check(x))) #else if (likely(PyLong_Check(x))) #endif return __Pyx_NewRef(x); #if CYTHON_USE_TYPE_SLOTS m = Py_TYPE(x)->tp_as_number; #if PY_MAJOR_VERSION < 3 if (m && m->nb_int) { name = "int"; res = m->nb_int(x); } else if (m && m->nb_long) { name = "long"; res = m->nb_long(x); } #else if (likely(m && m->nb_int)) { name = "int"; res = m->nb_int(x); } #endif #else if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) { res = PyNumber_Int(x); } #endif if (likely(res)) { #if PY_MAJOR_VERSION < 3 if (unlikely(!PyInt_Check(res) && !PyLong_Check(res))) { #else if (unlikely(!PyLong_CheckExact(res))) { #endif return __Pyx_PyNumber_IntOrLongWrongResultType(res, name); } } else if (!PyErr_Occurred()) { PyErr_SetString(PyExc_TypeError, "an integer is required"); } return res; } static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) { Py_ssize_t ival; PyObject *x; #if PY_MAJOR_VERSION < 3 if (likely(PyInt_CheckExact(b))) { if (sizeof(Py_ssize_t) >= sizeof(long)) return PyInt_AS_LONG(b); else return PyInt_AsSsize_t(b); } #endif if (likely(PyLong_CheckExact(b))) { #if CYTHON_USE_PYLONG_INTERNALS const digit* digits = ((PyLongObject*)b)->ob_digit; const Py_ssize_t size = Py_SIZE(b); if (likely(__Pyx_sst_abs(size) <= 1)) { ival = likely(size) ? digits[0] : 0; if (size == -1) ival = -ival; return ival; } else { switch (size) { case 2: if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) { return (Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case -2: if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) { return -(Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case 3: if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) { return (Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case -3: if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) { return -(Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case 4: if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) { return (Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; case -4: if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) { return -(Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0])); } break; } } #endif return PyLong_AsSsize_t(b); } x = PyNumber_Index(b); if (!x) return -1; ival = PyInt_AsSsize_t(x); Py_DECREF(x); return ival; } static CYTHON_INLINE 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 */