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6704 lines
257 KiB
6704 lines
257 KiB
/* Generated by Cython 0.29.1 */
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#define PY_SSIZE_T_CLEAN
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#include "Python.h"
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#ifndef Py_PYTHON_H
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#error Python headers needed to compile C extensions, please install development version of Python.
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#elif PY_VERSION_HEX < 0x02060000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000)
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#error Cython requires Python 2.6+ or Python 3.3+.
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#else
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#define CYTHON_ABI "0_29_1"
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#define CYTHON_HEX_VERSION 0x001D01F0
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#define CYTHON_FUTURE_DIVISION 0
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#include <stddef.h>
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#ifndef offsetof
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#define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
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#endif
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#if !defined(WIN32) && !defined(MS_WINDOWS)
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#ifndef __stdcall
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#define __stdcall
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#endif
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#ifndef __cdecl
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#define __cdecl
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#endif
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#ifndef __fastcall
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#define __fastcall
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#endif
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#endif
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#ifndef DL_IMPORT
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#define DL_IMPORT(t) t
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#endif
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#ifndef DL_EXPORT
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#define DL_EXPORT(t) t
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#endif
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#define __PYX_COMMA ,
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#ifndef HAVE_LONG_LONG
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#if PY_VERSION_HEX >= 0x02070000
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#define HAVE_LONG_LONG
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#endif
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#endif
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#ifndef PY_LONG_LONG
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#define PY_LONG_LONG LONG_LONG
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#endif
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#ifndef Py_HUGE_VAL
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#define Py_HUGE_VAL HUGE_VAL
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#endif
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#ifdef PYPY_VERSION
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#define CYTHON_COMPILING_IN_PYPY 1
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#define CYTHON_COMPILING_IN_PYSTON 0
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#define CYTHON_COMPILING_IN_CPYTHON 0
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#undef CYTHON_USE_TYPE_SLOTS
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#define CYTHON_USE_TYPE_SLOTS 0
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#undef CYTHON_USE_PYTYPE_LOOKUP
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#define CYTHON_USE_PYTYPE_LOOKUP 0
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#if PY_VERSION_HEX < 0x03050000
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#undef CYTHON_USE_ASYNC_SLOTS
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#define CYTHON_USE_ASYNC_SLOTS 0
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#elif !defined(CYTHON_USE_ASYNC_SLOTS)
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#define CYTHON_USE_ASYNC_SLOTS 1
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#endif
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#undef CYTHON_USE_PYLIST_INTERNALS
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#define CYTHON_USE_PYLIST_INTERNALS 0
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#undef CYTHON_USE_UNICODE_INTERNALS
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#define CYTHON_USE_UNICODE_INTERNALS 0
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#undef CYTHON_USE_UNICODE_WRITER
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#define CYTHON_USE_UNICODE_WRITER 0
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#undef CYTHON_USE_PYLONG_INTERNALS
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#define CYTHON_USE_PYLONG_INTERNALS 0
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|
#undef CYTHON_AVOID_BORROWED_REFS
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#define CYTHON_AVOID_BORROWED_REFS 1
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#undef CYTHON_ASSUME_SAFE_MACROS
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|
#define CYTHON_ASSUME_SAFE_MACROS 0
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#undef CYTHON_UNPACK_METHODS
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#define CYTHON_UNPACK_METHODS 0
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#undef CYTHON_FAST_THREAD_STATE
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|
#define CYTHON_FAST_THREAD_STATE 0
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#undef CYTHON_FAST_PYCALL
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#define CYTHON_FAST_PYCALL 0
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#undef CYTHON_PEP489_MULTI_PHASE_INIT
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#define CYTHON_PEP489_MULTI_PHASE_INIT 0
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|
#undef CYTHON_USE_TP_FINALIZE
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#define CYTHON_USE_TP_FINALIZE 0
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#undef CYTHON_USE_DICT_VERSIONS
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#define CYTHON_USE_DICT_VERSIONS 0
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#undef CYTHON_USE_EXC_INFO_STACK
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#define CYTHON_USE_EXC_INFO_STACK 0
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#elif defined(PYSTON_VERSION)
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#define CYTHON_COMPILING_IN_PYPY 0
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#define CYTHON_COMPILING_IN_PYSTON 1
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#define CYTHON_COMPILING_IN_CPYTHON 0
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#ifndef CYTHON_USE_TYPE_SLOTS
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#define CYTHON_USE_TYPE_SLOTS 1
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#endif
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#undef CYTHON_USE_PYTYPE_LOOKUP
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#define CYTHON_USE_PYTYPE_LOOKUP 0
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#undef CYTHON_USE_ASYNC_SLOTS
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#define CYTHON_USE_ASYNC_SLOTS 0
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#undef CYTHON_USE_PYLIST_INTERNALS
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#define CYTHON_USE_PYLIST_INTERNALS 0
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#ifndef CYTHON_USE_UNICODE_INTERNALS
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#define CYTHON_USE_UNICODE_INTERNALS 1
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#endif
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#undef CYTHON_USE_UNICODE_WRITER
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#define CYTHON_USE_UNICODE_WRITER 0
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#undef CYTHON_USE_PYLONG_INTERNALS
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#define CYTHON_USE_PYLONG_INTERNALS 0
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#ifndef CYTHON_AVOID_BORROWED_REFS
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#define CYTHON_AVOID_BORROWED_REFS 0
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#endif
|
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#ifndef CYTHON_ASSUME_SAFE_MACROS
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#define CYTHON_ASSUME_SAFE_MACROS 1
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#endif
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#ifndef CYTHON_UNPACK_METHODS
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#define CYTHON_UNPACK_METHODS 1
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#endif
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#undef CYTHON_FAST_THREAD_STATE
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#define CYTHON_FAST_THREAD_STATE 0
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#undef CYTHON_FAST_PYCALL
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#define CYTHON_FAST_PYCALL 0
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#undef CYTHON_PEP489_MULTI_PHASE_INIT
|
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#define CYTHON_PEP489_MULTI_PHASE_INIT 0
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#undef CYTHON_USE_TP_FINALIZE
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#define CYTHON_USE_TP_FINALIZE 0
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#undef CYTHON_USE_DICT_VERSIONS
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#define CYTHON_USE_DICT_VERSIONS 0
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#undef CYTHON_USE_EXC_INFO_STACK
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#define CYTHON_USE_EXC_INFO_STACK 0
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#else
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#define CYTHON_COMPILING_IN_PYPY 0
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#define CYTHON_COMPILING_IN_PYSTON 0
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#define CYTHON_COMPILING_IN_CPYTHON 1
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#ifndef CYTHON_USE_TYPE_SLOTS
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#define CYTHON_USE_TYPE_SLOTS 1
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#endif
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#if PY_VERSION_HEX < 0x02070000
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#undef CYTHON_USE_PYTYPE_LOOKUP
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#define CYTHON_USE_PYTYPE_LOOKUP 0
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#elif !defined(CYTHON_USE_PYTYPE_LOOKUP)
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#define CYTHON_USE_PYTYPE_LOOKUP 1
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#endif
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#if PY_MAJOR_VERSION < 3
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#undef CYTHON_USE_ASYNC_SLOTS
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#define CYTHON_USE_ASYNC_SLOTS 0
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#elif !defined(CYTHON_USE_ASYNC_SLOTS)
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#define CYTHON_USE_ASYNC_SLOTS 1
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#endif
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#if PY_VERSION_HEX < 0x02070000
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#undef CYTHON_USE_PYLONG_INTERNALS
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#define CYTHON_USE_PYLONG_INTERNALS 0
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#elif !defined(CYTHON_USE_PYLONG_INTERNALS)
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#define CYTHON_USE_PYLONG_INTERNALS 1
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#endif
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#ifndef CYTHON_USE_PYLIST_INTERNALS
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#define CYTHON_USE_PYLIST_INTERNALS 1
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#endif
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#ifndef CYTHON_USE_UNICODE_INTERNALS
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#define CYTHON_USE_UNICODE_INTERNALS 1
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#endif
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#if PY_VERSION_HEX < 0x030300F0
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#undef CYTHON_USE_UNICODE_WRITER
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#define CYTHON_USE_UNICODE_WRITER 0
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#elif !defined(CYTHON_USE_UNICODE_WRITER)
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#define CYTHON_USE_UNICODE_WRITER 1
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#endif
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#ifndef CYTHON_AVOID_BORROWED_REFS
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#define CYTHON_AVOID_BORROWED_REFS 0
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#endif
|
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#ifndef CYTHON_ASSUME_SAFE_MACROS
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#define CYTHON_ASSUME_SAFE_MACROS 1
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#endif
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#ifndef CYTHON_UNPACK_METHODS
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#define CYTHON_UNPACK_METHODS 1
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#endif
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#ifndef CYTHON_FAST_THREAD_STATE
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#define CYTHON_FAST_THREAD_STATE 1
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#endif
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#ifndef CYTHON_FAST_PYCALL
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#define CYTHON_FAST_PYCALL 1
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#endif
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#ifndef CYTHON_PEP489_MULTI_PHASE_INIT
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#define CYTHON_PEP489_MULTI_PHASE_INIT (PY_VERSION_HEX >= 0x03050000)
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#endif
|
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#ifndef CYTHON_USE_TP_FINALIZE
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#define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1)
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#endif
|
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#ifndef CYTHON_USE_DICT_VERSIONS
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#define CYTHON_USE_DICT_VERSIONS (PY_VERSION_HEX >= 0x030600B1)
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#endif
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#ifndef CYTHON_USE_EXC_INFO_STACK
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#define CYTHON_USE_EXC_INFO_STACK (PY_VERSION_HEX >= 0x030700A3)
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#endif
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#endif
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#if !defined(CYTHON_FAST_PYCCALL)
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#define CYTHON_FAST_PYCCALL (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)
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#endif
|
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#if CYTHON_USE_PYLONG_INTERNALS
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#include "longintrepr.h"
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#undef SHIFT
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#undef BASE
|
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#undef MASK
|
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#ifdef SIZEOF_VOID_P
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enum { __pyx_check_sizeof_voidp = 1/(SIZEOF_VOID_P == sizeof(void*)) };
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#endif
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#endif
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#ifndef __has_attribute
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#define __has_attribute(x) 0
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#endif
|
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#ifndef __has_cpp_attribute
|
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#define __has_cpp_attribute(x) 0
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#endif
|
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#ifndef CYTHON_RESTRICT
|
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#if defined(__GNUC__)
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#define CYTHON_RESTRICT __restrict__
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#elif defined(_MSC_VER) && _MSC_VER >= 1400
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#define CYTHON_RESTRICT __restrict
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#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
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#define CYTHON_RESTRICT restrict
|
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#else
|
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#define CYTHON_RESTRICT
|
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#endif
|
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#endif
|
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#ifndef CYTHON_UNUSED
|
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# if defined(__GNUC__)
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# if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4))
|
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# define CYTHON_UNUSED __attribute__ ((__unused__))
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# else
|
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# define CYTHON_UNUSED
|
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# endif
|
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# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
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# define CYTHON_UNUSED __attribute__ ((__unused__))
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# else
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# define CYTHON_UNUSED
|
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# endif
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#endif
|
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#ifndef CYTHON_MAYBE_UNUSED_VAR
|
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# if defined(__cplusplus)
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template<class T> void CYTHON_MAYBE_UNUSED_VAR( const T& ) { }
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# else
|
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# define CYTHON_MAYBE_UNUSED_VAR(x) (void)(x)
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# endif
|
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#endif
|
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#ifndef CYTHON_NCP_UNUSED
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# if CYTHON_COMPILING_IN_CPYTHON
|
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# define CYTHON_NCP_UNUSED
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# else
|
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# define CYTHON_NCP_UNUSED CYTHON_UNUSED
|
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# endif
|
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#endif
|
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#define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None)
|
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#ifdef _MSC_VER
|
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#ifndef _MSC_STDINT_H_
|
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#if _MSC_VER < 1300
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typedef unsigned char uint8_t;
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typedef unsigned int uint32_t;
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#else
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typedef unsigned __int8 uint8_t;
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typedef unsigned __int32 uint32_t;
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#endif
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#endif
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#else
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#include <stdint.h>
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#endif
|
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#ifndef CYTHON_FALLTHROUGH
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#if defined(__cplusplus) && __cplusplus >= 201103L
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#if __has_cpp_attribute(fallthrough)
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#define CYTHON_FALLTHROUGH [[fallthrough]]
|
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#elif __has_cpp_attribute(clang::fallthrough)
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#define CYTHON_FALLTHROUGH [[clang::fallthrough]]
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#elif __has_cpp_attribute(gnu::fallthrough)
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#define CYTHON_FALLTHROUGH [[gnu::fallthrough]]
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#endif
|
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#endif
|
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#ifndef CYTHON_FALLTHROUGH
|
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#if __has_attribute(fallthrough)
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#define CYTHON_FALLTHROUGH __attribute__((fallthrough))
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#else
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#define CYTHON_FALLTHROUGH
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#endif
|
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#endif
|
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#if defined(__clang__ ) && defined(__apple_build_version__)
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#if __apple_build_version__ < 7000000
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#undef CYTHON_FALLTHROUGH
|
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#define CYTHON_FALLTHROUGH
|
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#endif
|
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#endif
|
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#endif
|
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|
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#ifndef __cplusplus
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#error "Cython files generated with the C++ option must be compiled with a C++ compiler."
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#endif
|
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#ifndef CYTHON_INLINE
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#if defined(__clang__)
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#define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
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#else
|
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#define CYTHON_INLINE inline
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#endif
|
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#endif
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template<typename T>
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void __Pyx_call_destructor(T& x) {
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x.~T();
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}
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template<typename T>
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class __Pyx_FakeReference {
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public:
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__Pyx_FakeReference() : ptr(NULL) { }
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__Pyx_FakeReference(const T& ref) : ptr(const_cast<T*>(&ref)) { }
|
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T *operator->() { return ptr; }
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T *operator&() { return ptr; }
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operator T&() { return *ptr; }
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template<typename U> bool operator ==(U other) { return *ptr == other; }
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template<typename U> bool operator !=(U other) { return *ptr != other; }
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private:
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T *ptr;
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};
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|
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#if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX < 0x02070600 && !defined(Py_OptimizeFlag)
|
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#define Py_OptimizeFlag 0
|
|
#endif
|
|
#define __PYX_BUILD_PY_SSIZE_T "n"
|
|
#define CYTHON_FORMAT_SSIZE_T "z"
|
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#if PY_MAJOR_VERSION < 3
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|
#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)\
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PyCode_New(a+k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
|
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#define __Pyx_DefaultClassType PyClass_Type
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#else
|
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#define __Pyx_BUILTIN_MODULE_NAME "builtins"
|
|
#define __Pyx_PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
|
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PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
|
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#define __Pyx_DefaultClassType PyType_Type
|
|
#endif
|
|
#ifndef Py_TPFLAGS_CHECKTYPES
|
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#define Py_TPFLAGS_CHECKTYPES 0
|
|
#endif
|
|
#ifndef Py_TPFLAGS_HAVE_INDEX
|
|
#define Py_TPFLAGS_HAVE_INDEX 0
|
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#endif
|
|
#ifndef Py_TPFLAGS_HAVE_NEWBUFFER
|
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#define Py_TPFLAGS_HAVE_NEWBUFFER 0
|
|
#endif
|
|
#ifndef Py_TPFLAGS_HAVE_FINALIZE
|
|
#define Py_TPFLAGS_HAVE_FINALIZE 0
|
|
#endif
|
|
#ifndef METH_STACKLESS
|
|
#define METH_STACKLESS 0
|
|
#endif
|
|
#if PY_VERSION_HEX <= 0x030700A3 || !defined(METH_FASTCALL)
|
|
#ifndef METH_FASTCALL
|
|
#define METH_FASTCALL 0x80
|
|
#endif
|
|
typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs);
|
|
typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args,
|
|
Py_ssize_t nargs, PyObject *kwnames);
|
|
#else
|
|
#define __Pyx_PyCFunctionFast _PyCFunctionFast
|
|
#define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords
|
|
#endif
|
|
#if CYTHON_FAST_PYCCALL
|
|
#define __Pyx_PyFastCFunction_Check(func)\
|
|
((PyCFunction_Check(func) && (METH_FASTCALL == (PyCFunction_GET_FLAGS(func) & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS | METH_STACKLESS)))))
|
|
#else
|
|
#define __Pyx_PyFastCFunction_Check(func) 0
|
|
#endif
|
|
#if CYTHON_USE_DICT_VERSIONS
|
|
#define __PYX_GET_DICT_VERSION(dict) (((PyDictObject*)(dict))->ma_version_tag)
|
|
#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)\
|
|
(version_var) = __PYX_GET_DICT_VERSION(dict);\
|
|
(cache_var) = (value);
|
|
#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP) {\
|
|
static PY_UINT64_T __pyx_dict_version = 0;\
|
|
static PyObject *__pyx_dict_cached_value = NULL;\
|
|
if (likely(__PYX_GET_DICT_VERSION(DICT) == __pyx_dict_version)) {\
|
|
(VAR) = __pyx_dict_cached_value;\
|
|
} else {\
|
|
(VAR) = __pyx_dict_cached_value = (LOOKUP);\
|
|
__pyx_dict_version = __PYX_GET_DICT_VERSION(DICT);\
|
|
}\
|
|
}
|
|
#else
|
|
#define __PYX_GET_DICT_VERSION(dict) (0)
|
|
#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)
|
|
#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP) (VAR) = (LOOKUP);
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc)
|
|
#define PyObject_Malloc(s) PyMem_Malloc(s)
|
|
#define PyObject_Free(p) PyMem_Free(p)
|
|
#define PyObject_Realloc(p) PyMem_Realloc(p)
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030400A1
|
|
#define PyMem_RawMalloc(n) PyMem_Malloc(n)
|
|
#define PyMem_RawRealloc(p, n) PyMem_Realloc(p, n)
|
|
#define PyMem_RawFree(p) PyMem_Free(p)
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_PYSTON
|
|
#define __Pyx_PyCode_HasFreeVars(co) PyCode_HasFreeVars(co)
|
|
#define __Pyx_PyFrame_SetLineNumber(frame, lineno) PyFrame_SetLineNumber(frame, lineno)
|
|
#else
|
|
#define __Pyx_PyCode_HasFreeVars(co) (PyCode_GetNumFree(co) > 0)
|
|
#define __Pyx_PyFrame_SetLineNumber(frame, lineno) (frame)->f_lineno = (lineno)
|
|
#endif
|
|
#if !CYTHON_FAST_THREAD_STATE || PY_VERSION_HEX < 0x02070000
|
|
#define __Pyx_PyThreadState_Current PyThreadState_GET()
|
|
#elif PY_VERSION_HEX >= 0x03060000
|
|
#define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet()
|
|
#elif PY_VERSION_HEX >= 0x03000000
|
|
#define __Pyx_PyThreadState_Current PyThreadState_GET()
|
|
#else
|
|
#define __Pyx_PyThreadState_Current _PyThreadState_Current
|
|
#endif
|
|
#if PY_VERSION_HEX < 0x030700A2 && !defined(PyThread_tss_create) && !defined(Py_tss_NEEDS_INIT)
|
|
#include "pythread.h"
|
|
#define Py_tss_NEEDS_INIT 0
|
|
typedef int Py_tss_t;
|
|
static CYTHON_INLINE int PyThread_tss_create(Py_tss_t *key) {
|
|
*key = PyThread_create_key();
|
|
return 0; // PyThread_create_key reports success always
|
|
}
|
|
static CYTHON_INLINE Py_tss_t * PyThread_tss_alloc(void) {
|
|
Py_tss_t *key = (Py_tss_t *)PyObject_Malloc(sizeof(Py_tss_t));
|
|
*key = Py_tss_NEEDS_INIT;
|
|
return key;
|
|
}
|
|
static CYTHON_INLINE void PyThread_tss_free(Py_tss_t *key) {
|
|
PyObject_Free(key);
|
|
}
|
|
static CYTHON_INLINE int PyThread_tss_is_created(Py_tss_t *key) {
|
|
return *key != Py_tss_NEEDS_INIT;
|
|
}
|
|
static CYTHON_INLINE void PyThread_tss_delete(Py_tss_t *key) {
|
|
PyThread_delete_key(*key);
|
|
*key = Py_tss_NEEDS_INIT;
|
|
}
|
|
static CYTHON_INLINE int PyThread_tss_set(Py_tss_t *key, void *value) {
|
|
return PyThread_set_key_value(*key, value);
|
|
}
|
|
static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) {
|
|
return PyThread_get_key_value(*key);
|
|
}
|
|
#endif // TSS (Thread Specific Storage) API
|
|
#if CYTHON_COMPILING_IN_CPYTHON || defined(_PyDict_NewPresized)
|
|
#define __Pyx_PyDict_NewPresized(n) ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n))
|
|
#else
|
|
#define __Pyx_PyDict_NewPresized(n) PyDict_New()
|
|
#endif
|
|
#if PY_MAJOR_VERSION >= 3 || CYTHON_FUTURE_DIVISION
|
|
#define __Pyx_PyNumber_Divide(x,y) PyNumber_TrueDivide(x,y)
|
|
#define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceTrueDivide(x,y)
|
|
#else
|
|
#define __Pyx_PyNumber_Divide(x,y) PyNumber_Divide(x,y)
|
|
#define __Pyx_PyNumber_InPlaceDivide(x,y) PyNumber_InPlaceDivide(x,y)
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030500A1 && CYTHON_USE_UNICODE_INTERNALS
|
|
#define __Pyx_PyDict_GetItemStr(dict, name) _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash)
|
|
#else
|
|
#define __Pyx_PyDict_GetItemStr(dict, name) PyDict_GetItem(dict, name)
|
|
#endif
|
|
#if PY_VERSION_HEX > 0x03030000 && defined(PyUnicode_KIND)
|
|
#define CYTHON_PEP393_ENABLED 1
|
|
#define __Pyx_PyUnicode_READY(op) (likely(PyUnicode_IS_READY(op)) ?\
|
|
0 : _PyUnicode_Ready((PyObject *)(op)))
|
|
#define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_LENGTH(u)
|
|
#define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i)
|
|
#define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) PyUnicode_MAX_CHAR_VALUE(u)
|
|
#define __Pyx_PyUnicode_KIND(u) PyUnicode_KIND(u)
|
|
#define __Pyx_PyUnicode_DATA(u) PyUnicode_DATA(u)
|
|
#define __Pyx_PyUnicode_READ(k, d, i) PyUnicode_READ(k, d, i)
|
|
#define __Pyx_PyUnicode_WRITE(k, d, i, ch) PyUnicode_WRITE(k, d, i, ch)
|
|
#define __Pyx_PyUnicode_IS_TRUE(u) (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
|
|
#else
|
|
#define CYTHON_PEP393_ENABLED 0
|
|
#define PyUnicode_1BYTE_KIND 1
|
|
#define PyUnicode_2BYTE_KIND 2
|
|
#define PyUnicode_4BYTE_KIND 4
|
|
#define __Pyx_PyUnicode_READY(op) (0)
|
|
#define __Pyx_PyUnicode_GET_LENGTH(u) PyUnicode_GET_SIZE(u)
|
|
#define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i]))
|
|
#define __Pyx_PyUnicode_MAX_CHAR_VALUE(u) ((sizeof(Py_UNICODE) == 2) ? 65535 : 1114111)
|
|
#define __Pyx_PyUnicode_KIND(u) (sizeof(Py_UNICODE))
|
|
#define __Pyx_PyUnicode_DATA(u) ((void*)PyUnicode_AS_UNICODE(u))
|
|
#define __Pyx_PyUnicode_READ(k, d, i) ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
|
|
#define __Pyx_PyUnicode_WRITE(k, d, i, ch) (((void)(k)), ((Py_UNICODE*)d)[i] = ch)
|
|
#define __Pyx_PyUnicode_IS_TRUE(u) (0 != PyUnicode_GET_SIZE(u))
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_PYPY
|
|
#define __Pyx_PyUnicode_Concat(a, b) PyNumber_Add(a, b)
|
|
#define __Pyx_PyUnicode_ConcatSafe(a, b) PyNumber_Add(a, b)
|
|
#else
|
|
#define __Pyx_PyUnicode_Concat(a, b) PyUnicode_Concat(a, b)
|
|
#define __Pyx_PyUnicode_ConcatSafe(a, b) ((unlikely((a) == Py_None) || unlikely((b) == Py_None)) ?\
|
|
PyNumber_Add(a, b) : __Pyx_PyUnicode_Concat(a, b))
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_PYPY && !defined(PyUnicode_Contains)
|
|
#define PyUnicode_Contains(u, s) PySequence_Contains(u, s)
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_PYPY && !defined(PyByteArray_Check)
|
|
#define PyByteArray_Check(obj) PyObject_TypeCheck(obj, &PyByteArray_Type)
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Format)
|
|
#define PyObject_Format(obj, fmt) PyObject_CallMethod(obj, "__format__", "O", fmt)
|
|
#endif
|
|
#define __Pyx_PyString_FormatSafe(a, b) ((unlikely((a) == Py_None || (PyString_Check(b) && !PyString_CheckExact(b)))) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
|
|
#define __Pyx_PyUnicode_FormatSafe(a, b) ((unlikely((a) == Py_None || (PyUnicode_Check(b) && !PyUnicode_CheckExact(b)))) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
|
|
#if PY_MAJOR_VERSION >= 3
|
|
#define __Pyx_PyString_Format(a, b) PyUnicode_Format(a, b)
|
|
#else
|
|
#define __Pyx_PyString_Format(a, b) PyString_Format(a, b)
|
|
#endif
|
|
#if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII)
|
|
#define PyObject_ASCII(o) PyObject_Repr(o)
|
|
#endif
|
|
#if PY_MAJOR_VERSION >= 3
|
|
#define PyBaseString_Type PyUnicode_Type
|
|
#define PyStringObject PyUnicodeObject
|
|
#define PyString_Type PyUnicode_Type
|
|
#define PyString_Check PyUnicode_Check
|
|
#define PyString_CheckExact PyUnicode_CheckExact
|
|
#define PyObject_Unicode PyObject_Str
|
|
#endif
|
|
#if PY_MAJOR_VERSION >= 3
|
|
#define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
|
|
#define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj)
|
|
#else
|
|
#define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj))
|
|
#define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj))
|
|
#endif
|
|
#ifndef PySet_CheckExact
|
|
#define PySet_CheckExact(obj) (Py_TYPE(obj) == &PySet_Type)
|
|
#endif
|
|
#if CYTHON_ASSUME_SAFE_MACROS
|
|
#define __Pyx_PySequence_SIZE(seq) Py_SIZE(seq)
|
|
#else
|
|
#define __Pyx_PySequence_SIZE(seq) PySequence_Size(seq)
|
|
#endif
|
|
#if PY_MAJOR_VERSION >= 3
|
|
#define PyIntObject PyLongObject
|
|
#define PyInt_Type PyLong_Type
|
|
#define PyInt_Check(op) PyLong_Check(op)
|
|
#define PyInt_CheckExact(op) PyLong_CheckExact(op)
|
|
#define PyInt_FromString PyLong_FromString
|
|
#define PyInt_FromUnicode PyLong_FromUnicode
|
|
#define PyInt_FromLong PyLong_FromLong
|
|
#define PyInt_FromSize_t PyLong_FromSize_t
|
|
#define PyInt_FromSsize_t PyLong_FromSsize_t
|
|
#define PyInt_AsLong PyLong_AsLong
|
|
#define PyInt_AS_LONG PyLong_AS_LONG
|
|
#define PyInt_AsSsize_t PyLong_AsSsize_t
|
|
#define PyInt_AsUnsignedLongMask PyLong_AsUnsignedLongMask
|
|
#define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask
|
|
#define PyNumber_Int PyNumber_Long
|
|
#endif
|
|
#if PY_MAJOR_VERSION >= 3
|
|
#define PyBoolObject PyLongObject
|
|
#endif
|
|
#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
|
|
#ifndef PyUnicode_InternFromString
|
|
#define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
|
|
#endif
|
|
#endif
|
|
#if PY_VERSION_HEX < 0x030200A4
|
|
typedef long Py_hash_t;
|
|
#define __Pyx_PyInt_FromHash_t PyInt_FromLong
|
|
#define __Pyx_PyInt_AsHash_t PyInt_AsLong
|
|
#else
|
|
#define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
|
|
#define __Pyx_PyInt_AsHash_t PyInt_AsSsize_t
|
|
#endif
|
|
#if PY_MAJOR_VERSION >= 3
|
|
#define __Pyx_PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : (Py_INCREF(func), func))
|
|
#else
|
|
#define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass)
|
|
#endif
|
|
#if CYTHON_USE_ASYNC_SLOTS
|
|
#if PY_VERSION_HEX >= 0x030500B1
|
|
#define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
|
|
#define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
|
|
#else
|
|
#define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved))
|
|
#endif
|
|
#else
|
|
#define __Pyx_PyType_AsAsync(obj) NULL
|
|
#endif
|
|
#ifndef __Pyx_PyAsyncMethodsStruct
|
|
typedef struct {
|
|
unaryfunc am_await;
|
|
unaryfunc am_aiter;
|
|
unaryfunc am_anext;
|
|
} __Pyx_PyAsyncMethodsStruct;
|
|
#endif
|
|
|
|
#if defined(WIN32) || defined(MS_WINDOWS)
|
|
#define _USE_MATH_DEFINES
|
|
#endif
|
|
#include <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_ERR(f_index, lineno, Ln_error) \
|
|
{ \
|
|
__pyx_filename = __pyx_f[f_index]; __pyx_lineno = lineno; __pyx_clineno = __LINE__; goto Ln_error; \
|
|
}
|
|
|
|
#ifndef __PYX_EXTERN_C
|
|
#ifdef __cplusplus
|
|
#define __PYX_EXTERN_C extern "C"
|
|
#else
|
|
#define __PYX_EXTERN_C extern
|
|
#endif
|
|
#endif
|
|
|
|
#define __PYX_HAVE__thinc__linalg
|
|
#define __PYX_HAVE_API__thinc__linalg
|
|
/* Early includes */
|
|
#include <stdint.h>
|
|
#include <string.h>
|
|
#include "math.h"
|
|
#ifdef _OPENMP
|
|
#include <omp.h>
|
|
#endif /* _OPENMP */
|
|
|
|
#if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS)
|
|
#define CYTHON_WITHOUT_ASSERTIONS
|
|
#endif
|
|
|
|
typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding;
|
|
const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry;
|
|
|
|
#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
|
|
#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT 0
|
|
#define __PYX_DEFAULT_STRING_ENCODING ""
|
|
#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
|
|
#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
|
|
#define __Pyx_uchar_cast(c) ((unsigned char)c)
|
|
#define __Pyx_long_cast(x) ((long)x)
|
|
#define __Pyx_fits_Py_ssize_t(v, type, is_signed) (\
|
|
(sizeof(type) < sizeof(Py_ssize_t)) ||\
|
|
(sizeof(type) > sizeof(Py_ssize_t) &&\
|
|
likely(v < (type)PY_SSIZE_T_MAX ||\
|
|
v == (type)PY_SSIZE_T_MAX) &&\
|
|
(!is_signed || likely(v > (type)PY_SSIZE_T_MIN ||\
|
|
v == (type)PY_SSIZE_T_MIN))) ||\
|
|
(sizeof(type) == sizeof(Py_ssize_t) &&\
|
|
(is_signed || likely(v < (type)PY_SSIZE_T_MAX ||\
|
|
v == (type)PY_SSIZE_T_MAX))) )
|
|
static CYTHON_INLINE int __Pyx_is_valid_index(Py_ssize_t i, Py_ssize_t limit) {
|
|
return (size_t) i < (size_t) limit;
|
|
}
|
|
#if defined (__cplusplus) && __cplusplus >= 201103L
|
|
#include <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[] = {
|
|
"linalg.pxd",
|
|
"linalg.pyx",
|
|
"cymem.pxd",
|
|
};
|
|
|
|
/* "typedefs.pxd":7
|
|
*
|
|
*
|
|
* ctypedef float weight_t # <<<<<<<<<<<<<<
|
|
* ctypedef uint64_t atom_t
|
|
* ctypedef uint64_t feat_t
|
|
*/
|
|
typedef float __pyx_t_5thinc_8typedefs_weight_t;
|
|
|
|
/* "typedefs.pxd":8
|
|
*
|
|
* ctypedef float weight_t
|
|
* ctypedef uint64_t atom_t # <<<<<<<<<<<<<<
|
|
* ctypedef uint64_t feat_t
|
|
* ctypedef uint64_t hash_t
|
|
*/
|
|
typedef uint64_t __pyx_t_5thinc_8typedefs_atom_t;
|
|
|
|
/* "typedefs.pxd":9
|
|
* ctypedef float weight_t
|
|
* ctypedef uint64_t atom_t
|
|
* ctypedef uint64_t feat_t # <<<<<<<<<<<<<<
|
|
* ctypedef uint64_t hash_t
|
|
* ctypedef int32_t class_t
|
|
*/
|
|
typedef uint64_t __pyx_t_5thinc_8typedefs_feat_t;
|
|
|
|
/* "typedefs.pxd":10
|
|
* ctypedef uint64_t atom_t
|
|
* ctypedef uint64_t feat_t
|
|
* ctypedef uint64_t hash_t # <<<<<<<<<<<<<<
|
|
* ctypedef int32_t class_t
|
|
* ctypedef uint32_t count_t
|
|
*/
|
|
typedef uint64_t __pyx_t_5thinc_8typedefs_hash_t;
|
|
|
|
/* "typedefs.pxd":11
|
|
* ctypedef uint64_t feat_t
|
|
* ctypedef uint64_t hash_t
|
|
* ctypedef int32_t class_t # <<<<<<<<<<<<<<
|
|
* ctypedef uint32_t count_t
|
|
* ctypedef uint32_t time_t
|
|
*/
|
|
typedef int32_t __pyx_t_5thinc_8typedefs_class_t;
|
|
|
|
/* "typedefs.pxd":12
|
|
* ctypedef uint64_t hash_t
|
|
* ctypedef int32_t class_t
|
|
* ctypedef uint32_t count_t # <<<<<<<<<<<<<<
|
|
* ctypedef uint32_t time_t
|
|
* ctypedef int32_t len_t
|
|
*/
|
|
typedef uint32_t __pyx_t_5thinc_8typedefs_count_t;
|
|
|
|
/* "typedefs.pxd":13
|
|
* ctypedef int32_t class_t
|
|
* ctypedef uint32_t count_t
|
|
* ctypedef uint32_t time_t # <<<<<<<<<<<<<<
|
|
* ctypedef int32_t len_t
|
|
* ctypedef int32_t idx_t
|
|
*/
|
|
typedef uint32_t __pyx_t_5thinc_8typedefs_time_t;
|
|
|
|
/* "typedefs.pxd":14
|
|
* ctypedef uint32_t count_t
|
|
* ctypedef uint32_t time_t
|
|
* ctypedef int32_t len_t # <<<<<<<<<<<<<<
|
|
* ctypedef int32_t idx_t
|
|
*
|
|
*/
|
|
typedef int32_t __pyx_t_5thinc_8typedefs_len_t;
|
|
|
|
/* "typedefs.pxd":15
|
|
* ctypedef uint32_t time_t
|
|
* ctypedef int32_t len_t
|
|
* ctypedef int32_t idx_t # <<<<<<<<<<<<<<
|
|
*
|
|
*
|
|
*/
|
|
typedef int32_t __pyx_t_5thinc_8typedefs_idx_t;
|
|
|
|
/*--- Type declarations ---*/
|
|
struct __pyx_obj_5cymem_5cymem_PyMalloc;
|
|
struct __pyx_obj_5cymem_5cymem_PyFree;
|
|
struct __pyx_obj_5cymem_5cymem_Pool;
|
|
struct __pyx_obj_5cymem_5cymem_Address;
|
|
struct __pyx_obj_5thinc_6linalg_Matrix;
|
|
struct __pyx_obj_5thinc_6linalg_Vec;
|
|
struct __pyx_obj_5thinc_6linalg_VecVec;
|
|
struct __pyx_obj_5thinc_6linalg_Mat;
|
|
struct __pyx_obj_5thinc_6linalg_MatVec;
|
|
struct __pyx_obj_5thinc_6linalg_MatMat;
|
|
|
|
/* "cymem/cymem.pxd":1
|
|
* ctypedef void* (*malloc_t)(size_t n) # <<<<<<<<<<<<<<
|
|
* ctypedef void (*free_t)(void *p)
|
|
*
|
|
*/
|
|
typedef void *(*__pyx_t_5cymem_5cymem_malloc_t)(size_t);
|
|
|
|
/* "cymem/cymem.pxd":2
|
|
* ctypedef void* (*malloc_t)(size_t n)
|
|
* ctypedef void (*free_t)(void *p) # <<<<<<<<<<<<<<
|
|
*
|
|
* cdef class PyMalloc:
|
|
*/
|
|
typedef void (*__pyx_t_5cymem_5cymem_free_t)(void *);
|
|
|
|
/* "cymem/cymem.pxd":4
|
|
* ctypedef void (*free_t)(void *p)
|
|
*
|
|
* cdef class PyMalloc: # <<<<<<<<<<<<<<
|
|
* cdef malloc_t malloc
|
|
* cdef void _set(self, malloc_t malloc)
|
|
*/
|
|
struct __pyx_obj_5cymem_5cymem_PyMalloc {
|
|
PyObject_HEAD
|
|
struct __pyx_vtabstruct_5cymem_5cymem_PyMalloc *__pyx_vtab;
|
|
__pyx_t_5cymem_5cymem_malloc_t malloc;
|
|
};
|
|
|
|
|
|
/* "cymem/cymem.pxd":10
|
|
* cdef PyMalloc WrapMalloc(malloc_t malloc)
|
|
*
|
|
* cdef class PyFree: # <<<<<<<<<<<<<<
|
|
* cdef free_t free
|
|
* cdef void _set(self, free_t free)
|
|
*/
|
|
struct __pyx_obj_5cymem_5cymem_PyFree {
|
|
PyObject_HEAD
|
|
struct __pyx_vtabstruct_5cymem_5cymem_PyFree *__pyx_vtab;
|
|
__pyx_t_5cymem_5cymem_free_t free;
|
|
};
|
|
|
|
|
|
/* "cymem/cymem.pxd":16
|
|
* cdef PyFree WrapFree(free_t free)
|
|
*
|
|
* cdef class Pool: # <<<<<<<<<<<<<<
|
|
* cdef readonly size_t size
|
|
* cdef readonly dict addresses
|
|
*/
|
|
struct __pyx_obj_5cymem_5cymem_Pool {
|
|
PyObject_HEAD
|
|
struct __pyx_vtabstruct_5cymem_5cymem_Pool *__pyx_vtab;
|
|
size_t size;
|
|
PyObject *addresses;
|
|
PyObject *refs;
|
|
struct __pyx_obj_5cymem_5cymem_PyMalloc *pymalloc;
|
|
struct __pyx_obj_5cymem_5cymem_PyFree *pyfree;
|
|
};
|
|
|
|
|
|
/* "cymem/cymem.pxd":28
|
|
*
|
|
*
|
|
* cdef class Address: # <<<<<<<<<<<<<<
|
|
* cdef void* ptr
|
|
* cdef readonly PyMalloc pymalloc
|
|
*/
|
|
struct __pyx_obj_5cymem_5cymem_Address {
|
|
PyObject_HEAD
|
|
void *ptr;
|
|
struct __pyx_obj_5cymem_5cymem_PyMalloc *pymalloc;
|
|
struct __pyx_obj_5cymem_5cymem_PyFree *pyfree;
|
|
};
|
|
|
|
|
|
/* "thinc/linalg.pxd":22
|
|
*
|
|
*
|
|
* cdef class Matrix: # <<<<<<<<<<<<<<
|
|
* cdef readonly Pool mem
|
|
* cdef weight_t* data
|
|
*/
|
|
struct __pyx_obj_5thinc_6linalg_Matrix {
|
|
PyObject_HEAD
|
|
struct __pyx_obj_5cymem_5cymem_Pool *mem;
|
|
__pyx_t_5thinc_8typedefs_weight_t *data;
|
|
int32_t nr_row;
|
|
int32_t nr_col;
|
|
};
|
|
|
|
|
|
/* "thinc/linalg.pxd":29
|
|
*
|
|
*
|
|
* cdef class Vec: # <<<<<<<<<<<<<<
|
|
* @staticmethod
|
|
* cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil:
|
|
*/
|
|
struct __pyx_obj_5thinc_6linalg_Vec {
|
|
PyObject_HEAD
|
|
struct __pyx_vtabstruct_5thinc_6linalg_Vec *__pyx_vtab;
|
|
};
|
|
|
|
|
|
/* "thinc/linalg.pxd":140
|
|
*
|
|
*
|
|
* cdef class VecVec: # <<<<<<<<<<<<<<
|
|
* @staticmethod
|
|
* cdef inline void add(weight_t* output,
|
|
*/
|
|
struct __pyx_obj_5thinc_6linalg_VecVec {
|
|
PyObject_HEAD
|
|
struct __pyx_vtabstruct_5thinc_6linalg_VecVec *__pyx_vtab;
|
|
};
|
|
|
|
|
|
/* "thinc/linalg.pxd":231
|
|
*
|
|
*
|
|
* cdef class Mat: # <<<<<<<<<<<<<<
|
|
* @staticmethod
|
|
* cdef inline void mean_row(weight_t* Ex,
|
|
*/
|
|
struct __pyx_obj_5thinc_6linalg_Mat {
|
|
PyObject_HEAD
|
|
struct __pyx_vtabstruct_5thinc_6linalg_Mat *__pyx_vtab;
|
|
};
|
|
|
|
|
|
/* "thinc/linalg.pxd":259
|
|
*
|
|
*
|
|
* cdef class MatVec: # <<<<<<<<<<<<<<
|
|
* @staticmethod
|
|
* cdef inline void add_i(weight_t* mat,
|
|
*/
|
|
struct __pyx_obj_5thinc_6linalg_MatVec {
|
|
PyObject_HEAD
|
|
struct __pyx_vtabstruct_5thinc_6linalg_MatVec *__pyx_vtab;
|
|
};
|
|
|
|
|
|
/* "thinc/linalg.pxd":425
|
|
*
|
|
*
|
|
* cdef class MatMat: # <<<<<<<<<<<<<<
|
|
* @staticmethod
|
|
* cdef inline void add(weight_t* output,
|
|
*/
|
|
struct __pyx_obj_5thinc_6linalg_MatMat {
|
|
PyObject_HEAD
|
|
struct __pyx_vtabstruct_5thinc_6linalg_MatMat *__pyx_vtab;
|
|
};
|
|
|
|
|
|
|
|
/* "cymem/cymem.pxd":4
|
|
* ctypedef void (*free_t)(void *p)
|
|
*
|
|
* cdef class PyMalloc: # <<<<<<<<<<<<<<
|
|
* cdef malloc_t malloc
|
|
* cdef void _set(self, malloc_t malloc)
|
|
*/
|
|
|
|
struct __pyx_vtabstruct_5cymem_5cymem_PyMalloc {
|
|
void (*_set)(struct __pyx_obj_5cymem_5cymem_PyMalloc *, __pyx_t_5cymem_5cymem_malloc_t);
|
|
};
|
|
static struct __pyx_vtabstruct_5cymem_5cymem_PyMalloc *__pyx_vtabptr_5cymem_5cymem_PyMalloc;
|
|
|
|
|
|
/* "cymem/cymem.pxd":10
|
|
* cdef PyMalloc WrapMalloc(malloc_t malloc)
|
|
*
|
|
* cdef class PyFree: # <<<<<<<<<<<<<<
|
|
* cdef free_t free
|
|
* cdef void _set(self, free_t free)
|
|
*/
|
|
|
|
struct __pyx_vtabstruct_5cymem_5cymem_PyFree {
|
|
void (*_set)(struct __pyx_obj_5cymem_5cymem_PyFree *, __pyx_t_5cymem_5cymem_free_t);
|
|
};
|
|
static struct __pyx_vtabstruct_5cymem_5cymem_PyFree *__pyx_vtabptr_5cymem_5cymem_PyFree;
|
|
|
|
|
|
/* "cymem/cymem.pxd":16
|
|
* cdef PyFree WrapFree(free_t free)
|
|
*
|
|
* cdef class Pool: # <<<<<<<<<<<<<<
|
|
* cdef readonly size_t size
|
|
* cdef readonly dict addresses
|
|
*/
|
|
|
|
struct __pyx_vtabstruct_5cymem_5cymem_Pool {
|
|
void *(*alloc)(struct __pyx_obj_5cymem_5cymem_Pool *, size_t, size_t);
|
|
void (*free)(struct __pyx_obj_5cymem_5cymem_Pool *, void *);
|
|
void *(*realloc)(struct __pyx_obj_5cymem_5cymem_Pool *, void *, size_t);
|
|
};
|
|
static struct __pyx_vtabstruct_5cymem_5cymem_Pool *__pyx_vtabptr_5cymem_5cymem_Pool;
|
|
|
|
|
|
/* "thinc/linalg.pxd":29
|
|
*
|
|
*
|
|
* cdef class Vec: # <<<<<<<<<<<<<<
|
|
* @staticmethod
|
|
* cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil:
|
|
*/
|
|
|
|
struct __pyx_vtabstruct_5thinc_6linalg_Vec {
|
|
int (*arg_max)(__pyx_t_5thinc_8typedefs_weight_t const *, int const );
|
|
__pyx_t_5thinc_8typedefs_weight_t (*max)(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
|
|
__pyx_t_5thinc_8typedefs_weight_t (*sum)(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
|
|
__pyx_t_5thinc_8typedefs_weight_t (*norm)(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
|
|
void (*add)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t);
|
|
void (*add_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t, int32_t);
|
|
void (*mul)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t);
|
|
void (*mul_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t, int32_t);
|
|
void (*pow)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t);
|
|
void (*pow_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const , int32_t);
|
|
void (*div)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t);
|
|
void (*div_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const , int32_t);
|
|
void (*exp)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
|
|
void (*exp_i)(__pyx_t_5thinc_8typedefs_weight_t *, int32_t);
|
|
void (*reciprocal_i)(__pyx_t_5thinc_8typedefs_weight_t *, int32_t);
|
|
};
|
|
static struct __pyx_vtabstruct_5thinc_6linalg_Vec *__pyx_vtabptr_5thinc_6linalg_Vec;
|
|
static CYTHON_INLINE int __pyx_f_5thinc_6linalg_3Vec_arg_max(__pyx_t_5thinc_8typedefs_weight_t const *, int const );
|
|
static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_max(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
|
|
static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_sum(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
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static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_norm(__pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
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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);
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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);
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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);
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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);
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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);
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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);
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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);
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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);
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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);
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_exp_i(__pyx_t_5thinc_8typedefs_weight_t *, int32_t);
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_reciprocal_i(__pyx_t_5thinc_8typedefs_weight_t *, int32_t);
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/* "thinc/linalg.pxd":140
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*
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*
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* cdef class VecVec: # <<<<<<<<<<<<<<
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* @staticmethod
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* cdef inline void add(weight_t* output,
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*/
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struct __pyx_vtabstruct_5thinc_6linalg_VecVec {
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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);
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void (*add_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t);
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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);
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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);
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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);
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void (*mul)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
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void (*mul_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
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__pyx_t_5thinc_8typedefs_weight_t (*dot)(__pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t);
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int (*arg_max_if_true)(__pyx_t_5thinc_8typedefs_weight_t const *, int const *, int const );
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int (*arg_max_if_zero)(__pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int const );
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};
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static struct __pyx_vtabstruct_5thinc_6linalg_VecVec *__pyx_vtabptr_5thinc_6linalg_VecVec;
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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);
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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);
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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);
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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);
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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);
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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);
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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);
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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);
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static CYTHON_INLINE int __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_true(__pyx_t_5thinc_8typedefs_weight_t const *, int const *, int const );
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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 );
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/* "thinc/linalg.pxd":231
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*
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*
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* cdef class Mat: # <<<<<<<<<<<<<<
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* @staticmethod
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* cdef inline void mean_row(weight_t* Ex,
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*/
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struct __pyx_vtabstruct_5thinc_6linalg_Mat {
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void (*mean_row)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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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);
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};
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static struct __pyx_vtabstruct_5thinc_6linalg_Mat *__pyx_vtabptr_5thinc_6linalg_Mat;
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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);
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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);
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/* "thinc/linalg.pxd":259
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*
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*
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* cdef class MatVec: # <<<<<<<<<<<<<<
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* @staticmethod
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* cdef inline void add_i(weight_t* mat,
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*/
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struct __pyx_vtabstruct_5thinc_6linalg_MatVec {
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void (*add_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t, int32_t);
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void (*mul)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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void (*mul_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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void (*dot)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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void (*batch_dot)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t);
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void (*T_dot)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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void (*batch_T_dot)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t);
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};
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static struct __pyx_vtabstruct_5thinc_6linalg_MatVec *__pyx_vtabptr_5thinc_6linalg_MatVec;
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t, int32_t, int32_t);
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_dot(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_dot(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t);
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_T_dot(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_T_dot(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t);
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|
|
|
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/* "thinc/linalg.pxd":425
|
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*
|
|
*
|
|
* cdef class MatMat: # <<<<<<<<<<<<<<
|
|
* @staticmethod
|
|
* cdef inline void add(weight_t* output,
|
|
*/
|
|
|
|
struct __pyx_vtabstruct_5thinc_6linalg_MatMat {
|
|
void (*add)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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void (*add_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
|
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void (*mul)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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void (*mul_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
|
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void (*add_outer_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
|
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void (*batch_add_outer_i)(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t);
|
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};
|
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static struct __pyx_vtabstruct_5thinc_6linalg_MatMat *__pyx_vtabptr_5thinc_6linalg_MatMat;
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t);
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static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_batch_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *, __pyx_t_5thinc_8typedefs_weight_t const *, __pyx_t_5thinc_8typedefs_weight_t const *, int32_t, int32_t, int32_t);
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/* PyObject_GenericGetAttr.proto */
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#if CYTHON_USE_TYPE_SLOTS && CYTHON_USE_PYTYPE_LOOKUP && PY_VERSION_HEX < 0x03070000
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static PyObject* __Pyx_PyObject_GenericGetAttr(PyObject* obj, PyObject* attr_name);
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#else
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#define __Pyx_PyObject_GenericGetAttr PyObject_GenericGetAttr
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#endif
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/* SetVTable.proto */
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static int __Pyx_SetVtable(PyObject *dict, void *vtable);
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/* TypeImport.proto */
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#ifndef __PYX_HAVE_RT_ImportType_proto
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#define __PYX_HAVE_RT_ImportType_proto
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enum __Pyx_ImportType_CheckSize {
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__Pyx_ImportType_CheckSize_Error = 0,
|
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__Pyx_ImportType_CheckSize_Warn = 1,
|
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__Pyx_ImportType_CheckSize_Ignore = 2
|
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};
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static PyTypeObject *__Pyx_ImportType(PyObject* module, const char *module_name, const char *class_name, size_t size, enum __Pyx_ImportType_CheckSize check_size);
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#endif
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/* GetVTable.proto */
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static void* __Pyx_GetVtable(PyObject *dict);
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/* PyThreadStateGet.proto */
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#if CYTHON_FAST_THREAD_STATE
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#define __Pyx_PyThreadState_declare PyThreadState *__pyx_tstate;
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#define __Pyx_PyThreadState_assign __pyx_tstate = __Pyx_PyThreadState_Current;
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#define __Pyx_PyErr_Occurred() __pyx_tstate->curexc_type
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#else
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#define __Pyx_PyThreadState_declare
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#define __Pyx_PyThreadState_assign
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#define __Pyx_PyErr_Occurred() PyErr_Occurred()
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#endif
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/* PyErrFetchRestore.proto */
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#if CYTHON_FAST_THREAD_STATE
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#define __Pyx_PyErr_Clear() __Pyx_ErrRestore(NULL, NULL, NULL)
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#define __Pyx_ErrRestoreWithState(type, value, tb) __Pyx_ErrRestoreInState(PyThreadState_GET(), type, value, tb)
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#define __Pyx_ErrFetchWithState(type, value, tb) __Pyx_ErrFetchInState(PyThreadState_GET(), type, value, tb)
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#define __Pyx_ErrRestore(type, value, tb) __Pyx_ErrRestoreInState(__pyx_tstate, type, value, tb)
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#define __Pyx_ErrFetch(type, value, tb) __Pyx_ErrFetchInState(__pyx_tstate, type, value, tb)
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static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
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static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
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#if CYTHON_COMPILING_IN_CPYTHON
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#define __Pyx_PyErr_SetNone(exc) (Py_INCREF(exc), __Pyx_ErrRestore((exc), NULL, NULL))
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#else
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#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
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#endif
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#else
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#define __Pyx_PyErr_Clear() PyErr_Clear()
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#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
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#define __Pyx_ErrRestoreWithState(type, value, tb) PyErr_Restore(type, value, tb)
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#define __Pyx_ErrFetchWithState(type, value, tb) PyErr_Fetch(type, value, tb)
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#define __Pyx_ErrRestoreInState(tstate, type, value, tb) PyErr_Restore(type, value, tb)
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#define __Pyx_ErrFetchInState(tstate, type, value, tb) PyErr_Fetch(type, value, tb)
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#define __Pyx_ErrRestore(type, value, tb) PyErr_Restore(type, value, tb)
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#define __Pyx_ErrFetch(type, value, tb) PyErr_Fetch(type, value, tb)
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#endif
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/* CLineInTraceback.proto */
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#ifdef CYTHON_CLINE_IN_TRACEBACK
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#define __Pyx_CLineForTraceback(tstate, c_line) (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0)
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#else
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static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line);
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#endif
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/* CodeObjectCache.proto */
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typedef struct {
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PyCodeObject* code_object;
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int code_line;
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} __Pyx_CodeObjectCacheEntry;
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struct __Pyx_CodeObjectCache {
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int count;
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int max_count;
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__Pyx_CodeObjectCacheEntry* entries;
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};
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static struct __Pyx_CodeObjectCache __pyx_code_cache = {0,0,NULL};
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static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line);
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static PyCodeObject *__pyx_find_code_object(int code_line);
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static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object);
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/* AddTraceback.proto */
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static void __Pyx_AddTraceback(const char *funcname, int c_line,
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int py_line, const char *filename);
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/* CIntToPy.proto */
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static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value);
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/* CIntToPy.proto */
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static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int32_t(int32_t value);
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/* CIntFromPy.proto */
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static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
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/* CIntFromPy.proto */
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static CYTHON_INLINE int32_t __Pyx_PyInt_As_int32_t(PyObject *);
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/* CIntToPy.proto */
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static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value);
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/* CIntFromPy.proto */
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static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);
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/* FastTypeChecks.proto */
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#if CYTHON_COMPILING_IN_CPYTHON
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#define __Pyx_TypeCheck(obj, type) __Pyx_IsSubtype(Py_TYPE(obj), (PyTypeObject *)type)
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static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
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static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject *type);
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static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
|
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#else
|
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#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
|
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#define __Pyx_PyErr_GivenExceptionMatches(err, type) PyErr_GivenExceptionMatches(err, type)
|
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#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)
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/* CheckBinaryVersion.proto */
|
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static int __Pyx_check_binary_version(void);
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/* InitStrings.proto */
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static int __Pyx_InitStrings(__Pyx_StringTabEntry *t);
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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*/
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|
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*/
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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*/
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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*/
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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*/
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|
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*/
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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*/
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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*/
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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*/
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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*/
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|
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*/
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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*/
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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*/
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|
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*/
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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*/
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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*/
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|
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*/
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|
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*/
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|
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*/
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|
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*/
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|
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*/
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|
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*/
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|
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*/
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|
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*/
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|
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*/
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|
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*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_T_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_T_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
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|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col); /* proto*/
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_batch_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch); /* proto*/
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|
|
|
/* Module declarations from 'cython' */
|
|
|
|
/* Module declarations from 'libc.stdint' */
|
|
|
|
/* Module declarations from 'libc.string' */
|
|
|
|
/* Module declarations from 'cymem.cymem' */
|
|
static PyTypeObject *__pyx_ptype_5cymem_5cymem_PyMalloc = 0;
|
|
static PyTypeObject *__pyx_ptype_5cymem_5cymem_PyFree = 0;
|
|
static PyTypeObject *__pyx_ptype_5cymem_5cymem_Pool = 0;
|
|
static PyTypeObject *__pyx_ptype_5cymem_5cymem_Address = 0;
|
|
|
|
/* Module declarations from 'thinc.typedefs' */
|
|
|
|
/* Module declarations from 'thinc.linalg' */
|
|
static PyTypeObject *__pyx_ptype_5thinc_6linalg_Matrix = 0;
|
|
static PyTypeObject *__pyx_ptype_5thinc_6linalg_Vec = 0;
|
|
static PyTypeObject *__pyx_ptype_5thinc_6linalg_VecVec = 0;
|
|
static PyTypeObject *__pyx_ptype_5thinc_6linalg_Mat = 0;
|
|
static PyTypeObject *__pyx_ptype_5thinc_6linalg_MatVec = 0;
|
|
static PyTypeObject *__pyx_ptype_5thinc_6linalg_MatMat = 0;
|
|
#define __Pyx_MODULE_NAME "thinc.linalg"
|
|
extern int __pyx_module_is_main_thinc__linalg;
|
|
int __pyx_module_is_main_thinc__linalg = 0;
|
|
|
|
/* Implementation of 'thinc.linalg' */
|
|
static PyObject *__pyx_builtin_range;
|
|
static const char __pyx_k_Mat[] = "Mat";
|
|
static const char __pyx_k_Vec[] = "Vec";
|
|
static const char __pyx_k_main[] = "__main__";
|
|
static const char __pyx_k_name[] = "__name__";
|
|
static const char __pyx_k_test[] = "__test__";
|
|
static const char __pyx_k_range[] = "range";
|
|
static const char __pyx_k_MatMat[] = "MatMat";
|
|
static const char __pyx_k_MatVec[] = "MatVec";
|
|
static const char __pyx_k_Matrix[] = "Matrix";
|
|
static const char __pyx_k_VecVec[] = "VecVec";
|
|
static const char __pyx_k_pyx_vtable[] = "__pyx_vtable__";
|
|
static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
|
|
static PyObject *__pyx_n_s_Mat;
|
|
static PyObject *__pyx_n_s_MatMat;
|
|
static PyObject *__pyx_n_s_MatVec;
|
|
static PyObject *__pyx_n_s_Matrix;
|
|
static PyObject *__pyx_n_s_Vec;
|
|
static PyObject *__pyx_n_s_VecVec;
|
|
static PyObject *__pyx_n_s_cline_in_traceback;
|
|
static PyObject *__pyx_n_s_main;
|
|
static PyObject *__pyx_n_s_name;
|
|
static PyObject *__pyx_n_s_pyx_vtable;
|
|
static PyObject *__pyx_n_s_range;
|
|
static PyObject *__pyx_n_s_test;
|
|
static PyObject *__pyx_tp_new_5thinc_6linalg_Matrix(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
|
|
static PyObject *__pyx_tp_new_5thinc_6linalg_Vec(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
|
|
static PyObject *__pyx_tp_new_5thinc_6linalg_VecVec(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
|
|
static PyObject *__pyx_tp_new_5thinc_6linalg_Mat(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
|
|
static PyObject *__pyx_tp_new_5thinc_6linalg_MatVec(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
|
|
static PyObject *__pyx_tp_new_5thinc_6linalg_MatMat(PyTypeObject *t, PyObject *a, PyObject *k); /*proto*/
|
|
/* Late includes */
|
|
|
|
/* "thinc/linalg.pxd":31
|
|
* cdef class Vec:
|
|
* @staticmethod
|
|
* cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil: # <<<<<<<<<<<<<<
|
|
* if n_classes == 2:
|
|
* return 0 if scores[0] > scores[1] else 1
|
|
*/
|
|
|
|
static CYTHON_INLINE int __pyx_f_5thinc_6linalg_3Vec_arg_max(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_scores, int const __pyx_v_n_classes) {
|
|
int __pyx_v_i;
|
|
int __pyx_v_best;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_v_mode;
|
|
int __pyx_r;
|
|
int __pyx_t_1;
|
|
int __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":32
|
|
* @staticmethod
|
|
* cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil:
|
|
* if n_classes == 2: # <<<<<<<<<<<<<<
|
|
* return 0 if scores[0] > scores[1] else 1
|
|
* cdef int i
|
|
*/
|
|
__pyx_t_1 = ((__pyx_v_n_classes == 2) != 0);
|
|
if (__pyx_t_1) {
|
|
|
|
/* "thinc/linalg.pxd":33
|
|
* cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil:
|
|
* if n_classes == 2:
|
|
* return 0 if scores[0] > scores[1] else 1 # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* cdef int best = 0
|
|
*/
|
|
if ((((__pyx_v_scores[0]) > (__pyx_v_scores[1])) != 0)) {
|
|
__pyx_t_2 = 0;
|
|
} else {
|
|
__pyx_t_2 = 1;
|
|
}
|
|
__pyx_r = __pyx_t_2;
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":32
|
|
* @staticmethod
|
|
* cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil:
|
|
* if n_classes == 2: # <<<<<<<<<<<<<<
|
|
* return 0 if scores[0] > scores[1] else 1
|
|
* cdef int i
|
|
*/
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":35
|
|
* return 0 if scores[0] > scores[1] else 1
|
|
* cdef int i
|
|
* cdef int best = 0 # <<<<<<<<<<<<<<
|
|
* cdef weight_t mode = scores[0]
|
|
* for i in range(1, n_classes):
|
|
*/
|
|
__pyx_v_best = 0;
|
|
|
|
/* "thinc/linalg.pxd":36
|
|
* cdef int i
|
|
* cdef int best = 0
|
|
* cdef weight_t mode = scores[0] # <<<<<<<<<<<<<<
|
|
* for i in range(1, n_classes):
|
|
* if scores[i] > mode:
|
|
*/
|
|
__pyx_v_mode = (__pyx_v_scores[0]);
|
|
|
|
/* "thinc/linalg.pxd":37
|
|
* cdef int best = 0
|
|
* cdef weight_t mode = scores[0]
|
|
* for i in range(1, n_classes): # <<<<<<<<<<<<<<
|
|
* if scores[i] > mode:
|
|
* mode = scores[i]
|
|
*/
|
|
__pyx_t_2 = __pyx_v_n_classes;
|
|
__pyx_t_3 = __pyx_t_2;
|
|
for (__pyx_t_4 = 1; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
|
|
__pyx_v_i = __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":38
|
|
* cdef weight_t mode = scores[0]
|
|
* for i in range(1, n_classes):
|
|
* if scores[i] > mode: # <<<<<<<<<<<<<<
|
|
* mode = scores[i]
|
|
* best = i
|
|
*/
|
|
__pyx_t_1 = (((__pyx_v_scores[__pyx_v_i]) > __pyx_v_mode) != 0);
|
|
if (__pyx_t_1) {
|
|
|
|
/* "thinc/linalg.pxd":39
|
|
* for i in range(1, n_classes):
|
|
* if scores[i] > mode:
|
|
* mode = scores[i] # <<<<<<<<<<<<<<
|
|
* best = i
|
|
* return best
|
|
*/
|
|
__pyx_v_mode = (__pyx_v_scores[__pyx_v_i]);
|
|
|
|
/* "thinc/linalg.pxd":40
|
|
* if scores[i] > mode:
|
|
* mode = scores[i]
|
|
* best = i # <<<<<<<<<<<<<<
|
|
* return best
|
|
*
|
|
*/
|
|
__pyx_v_best = __pyx_v_i;
|
|
|
|
/* "thinc/linalg.pxd":38
|
|
* cdef weight_t mode = scores[0]
|
|
* for i in range(1, n_classes):
|
|
* if scores[i] > mode: # <<<<<<<<<<<<<<
|
|
* mode = scores[i]
|
|
* best = i
|
|
*/
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":41
|
|
* mode = scores[i]
|
|
* best = i
|
|
* return best # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_r = __pyx_v_best;
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":31
|
|
* cdef class Vec:
|
|
* @staticmethod
|
|
* cdef inline int arg_max(const weight_t* scores, const int n_classes) nogil: # <<<<<<<<<<<<<<
|
|
* if n_classes == 2:
|
|
* return 0 if scores[0] > scores[1] else 1
|
|
*/
|
|
|
|
/* function exit code */
|
|
__pyx_L0:;
|
|
return __pyx_r;
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":44
|
|
*
|
|
* @staticmethod
|
|
* cdef inline weight_t max(const weight_t* x, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* if nr == 0:
|
|
* return 0
|
|
*/
|
|
|
|
static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_max(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_v_mode;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_r;
|
|
int __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int32_t __pyx_t_3;
|
|
int __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":45
|
|
* @staticmethod
|
|
* cdef inline weight_t max(const weight_t* x, int32_t nr) nogil:
|
|
* if nr == 0: # <<<<<<<<<<<<<<
|
|
* return 0
|
|
* cdef int i
|
|
*/
|
|
__pyx_t_1 = ((__pyx_v_nr == 0) != 0);
|
|
if (__pyx_t_1) {
|
|
|
|
/* "thinc/linalg.pxd":46
|
|
* cdef inline weight_t max(const weight_t* x, int32_t nr) nogil:
|
|
* if nr == 0:
|
|
* return 0 # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* cdef weight_t mode = x[0]
|
|
*/
|
|
__pyx_r = 0.0;
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":45
|
|
* @staticmethod
|
|
* cdef inline weight_t max(const weight_t* x, int32_t nr) nogil:
|
|
* if nr == 0: # <<<<<<<<<<<<<<
|
|
* return 0
|
|
* cdef int i
|
|
*/
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":48
|
|
* return 0
|
|
* cdef int i
|
|
* cdef weight_t mode = x[0] # <<<<<<<<<<<<<<
|
|
* for i in range(1, nr):
|
|
* if x[i] > mode:
|
|
*/
|
|
__pyx_v_mode = (__pyx_v_x[0]);
|
|
|
|
/* "thinc/linalg.pxd":49
|
|
* cdef int i
|
|
* cdef weight_t mode = x[0]
|
|
* for i in range(1, nr): # <<<<<<<<<<<<<<
|
|
* if x[i] > mode:
|
|
* mode = x[i]
|
|
*/
|
|
__pyx_t_2 = __pyx_v_nr;
|
|
__pyx_t_3 = __pyx_t_2;
|
|
for (__pyx_t_4 = 1; __pyx_t_4 < __pyx_t_3; __pyx_t_4+=1) {
|
|
__pyx_v_i = __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":50
|
|
* cdef weight_t mode = x[0]
|
|
* for i in range(1, nr):
|
|
* if x[i] > mode: # <<<<<<<<<<<<<<
|
|
* mode = x[i]
|
|
* return mode
|
|
*/
|
|
__pyx_t_1 = (((__pyx_v_x[__pyx_v_i]) > __pyx_v_mode) != 0);
|
|
if (__pyx_t_1) {
|
|
|
|
/* "thinc/linalg.pxd":51
|
|
* for i in range(1, nr):
|
|
* if x[i] > mode:
|
|
* mode = x[i] # <<<<<<<<<<<<<<
|
|
* return mode
|
|
*
|
|
*/
|
|
__pyx_v_mode = (__pyx_v_x[__pyx_v_i]);
|
|
|
|
/* "thinc/linalg.pxd":50
|
|
* cdef weight_t mode = x[0]
|
|
* for i in range(1, nr):
|
|
* if x[i] > mode: # <<<<<<<<<<<<<<
|
|
* mode = x[i]
|
|
* return mode
|
|
*/
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":52
|
|
* if x[i] > mode:
|
|
* mode = x[i]
|
|
* return mode # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_r = __pyx_v_mode;
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":44
|
|
*
|
|
* @staticmethod
|
|
* cdef inline weight_t max(const weight_t* x, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* if nr == 0:
|
|
* return 0
|
|
*/
|
|
|
|
/* function exit code */
|
|
__pyx_L0:;
|
|
return __pyx_r;
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":55
|
|
*
|
|
* @staticmethod
|
|
* cdef inline weight_t sum(const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* cdef weight_t total = 0
|
|
*/
|
|
|
|
static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_sum(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_v_total;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_r;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":57
|
|
* cdef inline weight_t sum(const weight_t* vec, int32_t nr) nogil:
|
|
* cdef int i
|
|
* cdef weight_t total = 0 # <<<<<<<<<<<<<<
|
|
* for i in range(nr):
|
|
* total += vec[i]
|
|
*/
|
|
__pyx_v_total = 0.0;
|
|
|
|
/* "thinc/linalg.pxd":58
|
|
* cdef int i
|
|
* cdef weight_t total = 0
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* total += vec[i]
|
|
* return total
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":59
|
|
* cdef weight_t total = 0
|
|
* for i in range(nr):
|
|
* total += vec[i] # <<<<<<<<<<<<<<
|
|
* return total
|
|
*
|
|
*/
|
|
__pyx_v_total = (__pyx_v_total + (__pyx_v_vec[__pyx_v_i]));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":60
|
|
* for i in range(nr):
|
|
* total += vec[i]
|
|
* return total # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_r = __pyx_v_total;
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":55
|
|
*
|
|
* @staticmethod
|
|
* cdef inline weight_t sum(const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* cdef weight_t total = 0
|
|
*/
|
|
|
|
/* function exit code */
|
|
__pyx_L0:;
|
|
return __pyx_r;
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":63
|
|
*
|
|
* @staticmethod
|
|
* cdef inline weight_t norm(const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef weight_t total = 0
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_3Vec_norm(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr) {
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_v_total;
|
|
int32_t __pyx_v_i;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_r;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int32_t __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":64
|
|
* @staticmethod
|
|
* cdef inline weight_t norm(const weight_t* vec, int32_t nr) nogil:
|
|
* cdef weight_t total = 0 # <<<<<<<<<<<<<<
|
|
* for i in range(nr):
|
|
* total += vec[i] ** 2
|
|
*/
|
|
__pyx_v_total = 0.0;
|
|
|
|
/* "thinc/linalg.pxd":65
|
|
* cdef inline weight_t norm(const weight_t* vec, int32_t nr) nogil:
|
|
* cdef weight_t total = 0
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* total += vec[i] ** 2
|
|
* return sqrt(total)
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":66
|
|
* cdef weight_t total = 0
|
|
* for i in range(nr):
|
|
* total += vec[i] ** 2 # <<<<<<<<<<<<<<
|
|
* return sqrt(total)
|
|
*
|
|
*/
|
|
__pyx_v_total = (__pyx_v_total + powf(((__pyx_t_5thinc_8typedefs_weight_t)(__pyx_v_vec[__pyx_v_i])), 2.0));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":67
|
|
* for i in range(nr):
|
|
* total += vec[i] ** 2
|
|
* return sqrt(total) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_r = sqrt(__pyx_v_total);
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":63
|
|
*
|
|
* @staticmethod
|
|
* cdef inline weight_t norm(const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef weight_t total = 0
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
/* function exit code */
|
|
__pyx_L0:;
|
|
return __pyx_r;
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":70
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add(weight_t* output, const weight_t* x, # <<<<<<<<<<<<<<
|
|
* weight_t inc, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_inc, int32_t __pyx_v_nr) {
|
|
|
|
/* "thinc/linalg.pxd":72
|
|
* cdef inline void add(weight_t* output, const weight_t* x,
|
|
* weight_t inc, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
|
|
* Vec.add_i(output, inc, nr)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_x, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
|
|
|
|
/* "thinc/linalg.pxd":73
|
|
* weight_t inc, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
* Vec.add_i(output, inc, nr) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_3Vec_add_i(__pyx_v_output, __pyx_v_inc, __pyx_v_nr);
|
|
|
|
/* "thinc/linalg.pxd":70
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add(weight_t* output, const weight_t* x, # <<<<<<<<<<<<<<
|
|
* weight_t inc, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":76
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_i(weight_t* vec, weight_t inc, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_inc, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":78
|
|
* cdef inline void add_i(weight_t* vec, weight_t inc, int32_t nr) nogil:
|
|
* cdef int i
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* vec[i] += inc
|
|
*
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":79
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
* vec[i] += inc # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_4 = __pyx_v_i;
|
|
(__pyx_v_vec[__pyx_t_4]) = ((__pyx_v_vec[__pyx_t_4]) + __pyx_v_inc);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":76
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_i(weight_t* vec, weight_t inc, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":82
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<<
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr) {
|
|
|
|
/* "thinc/linalg.pxd":84
|
|
* cdef inline void mul(weight_t* output, const weight_t* vec, weight_t scal,
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
|
|
* Vec.mul_i(output, scal, nr)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_vec, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
|
|
|
|
/* "thinc/linalg.pxd":85
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
* Vec.mul_i(output, scal, nr) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_3Vec_mul_i(__pyx_v_output, __pyx_v_scal, __pyx_v_nr);
|
|
|
|
/* "thinc/linalg.pxd":82
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<<
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":88
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul_i(weight_t* vec, weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* IF USE_BLAS:
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":93
|
|
* blis.scalv(blis.NO_CONJUGATE, nr, scal, vec, 1)
|
|
* ELSE:
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* vec[i] *= scal
|
|
*
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":94
|
|
* ELSE:
|
|
* for i in range(nr):
|
|
* vec[i] *= scal # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_4 = __pyx_v_i;
|
|
(__pyx_v_vec[__pyx_t_4]) = ((__pyx_v_vec[__pyx_t_4]) * __pyx_v_scal);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":88
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul_i(weight_t* vec, weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* IF USE_BLAS:
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":97
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void pow(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<<
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_pow(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr) {
|
|
|
|
/* "thinc/linalg.pxd":99
|
|
* cdef inline void pow(weight_t* output, const weight_t* vec, weight_t scal,
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
|
|
* Vec.pow_i(output, scal, nr)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_vec, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
|
|
|
|
/* "thinc/linalg.pxd":100
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
* Vec.pow_i(output, scal, nr) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_3Vec_pow_i(__pyx_v_output, __pyx_v_scal, __pyx_v_nr);
|
|
|
|
/* "thinc/linalg.pxd":97
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void pow(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<<
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":103
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void pow_i(weight_t* vec, const weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_pow_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t const __pyx_v_scal, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":105
|
|
* cdef inline void pow_i(weight_t* vec, const weight_t scal, int32_t nr) nogil:
|
|
* cdef int i
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* vec[i] **= scal
|
|
*
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":106
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
* vec[i] **= scal # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_4 = __pyx_v_i;
|
|
(__pyx_v_vec[__pyx_t_4]) = powf((__pyx_v_vec[__pyx_t_4]), ((__pyx_t_5thinc_8typedefs_weight_t)__pyx_v_scal));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":103
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void pow_i(weight_t* vec, const weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":110
|
|
* @staticmethod
|
|
* @cython.cdivision(True)
|
|
* cdef inline void div(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<<
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_div(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scal, int32_t __pyx_v_nr) {
|
|
|
|
/* "thinc/linalg.pxd":112
|
|
* cdef inline void div(weight_t* output, const weight_t* vec, weight_t scal,
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
|
|
* Vec.div_i(output, scal, nr)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_vec, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
|
|
|
|
/* "thinc/linalg.pxd":113
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
* Vec.div_i(output, scal, nr) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_3Vec_div_i(__pyx_v_output, __pyx_v_scal, __pyx_v_nr);
|
|
|
|
/* "thinc/linalg.pxd":110
|
|
* @staticmethod
|
|
* @cython.cdivision(True)
|
|
* cdef inline void div(weight_t* output, const weight_t* vec, weight_t scal, # <<<<<<<<<<<<<<
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":117
|
|
* @staticmethod
|
|
* @cython.cdivision(True)
|
|
* cdef inline void div_i(weight_t* vec, const weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_div_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t const __pyx_v_scal, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":119
|
|
* cdef inline void div_i(weight_t* vec, const weight_t scal, int32_t nr) nogil:
|
|
* cdef int i
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* vec[i] /= scal
|
|
*
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":120
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
* vec[i] /= scal # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_4 = __pyx_v_i;
|
|
(__pyx_v_vec[__pyx_t_4]) = ((__pyx_v_vec[__pyx_t_4]) / __pyx_v_scal);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":117
|
|
* @staticmethod
|
|
* @cython.cdivision(True)
|
|
* cdef inline void div_i(weight_t* vec, const weight_t scal, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":123
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
* Vec.exp_i(output, nr)
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_exp(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr) {
|
|
|
|
/* "thinc/linalg.pxd":124
|
|
* @staticmethod
|
|
* cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
|
|
* Vec.exp_i(output, nr)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_vec, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
|
|
|
|
/* "thinc/linalg.pxd":125
|
|
* cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) nogil:
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
* Vec.exp_i(output, nr) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_3Vec_exp_i(__pyx_v_output, __pyx_v_nr);
|
|
|
|
/* "thinc/linalg.pxd":123
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void exp(weight_t* output, const weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* memcpy(output, vec, sizeof(output[0]) * nr)
|
|
* Vec.exp_i(output, nr)
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":128
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void exp_i(weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_exp_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":130
|
|
* cdef inline void exp_i(weight_t* vec, int32_t nr) nogil:
|
|
* cdef int i
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* vec[i] = exp(vec[i])
|
|
*
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":131
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
* vec[i] = exp(vec[i]) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
(__pyx_v_vec[__pyx_v_i]) = exp((__pyx_v_vec[__pyx_v_i]));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":128
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void exp_i(weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":134
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void reciprocal_i(weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Vec_reciprocal_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_vec, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":136
|
|
* cdef inline void reciprocal_i(weight_t* vec, int32_t nr) nogil:
|
|
* cdef int i
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* vec[i] = 1.0 / vec[i]
|
|
*
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":137
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
* vec[i] = 1.0 / vec[i] # <<<<<<<<<<<<<<
|
|
*
|
|
*
|
|
*/
|
|
(__pyx_v_vec[__pyx_v_i]) = (1.0 / (__pyx_v_vec[__pyx_v_i]));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":134
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void reciprocal_i(weight_t* vec, int32_t nr) nogil: # <<<<<<<<<<<<<<
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":142
|
|
* cdef class VecVec:
|
|
* @staticmethod
|
|
* cdef inline void add(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr) {
|
|
|
|
/* "thinc/linalg.pxd":147
|
|
* weight_t scale,
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
|
|
* VecVec.add_i(output, y, scale, nr)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_x, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
|
|
|
|
/* "thinc/linalg.pxd":148
|
|
* int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
* VecVec.add_i(output, y, scale, nr) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6VecVec_add_i(__pyx_v_output, __pyx_v_y, __pyx_v_scale, __pyx_v_nr);
|
|
|
|
/* "thinc/linalg.pxd":142
|
|
* cdef class VecVec:
|
|
* @staticmethod
|
|
* cdef inline void add(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":151
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y,
|
|
* weight_t scale,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":159
|
|
* blis.axpyv(blis.NO_CONJUGATE, nr, scale, <weight_t*>y, 1, x, 1)
|
|
* ELSE:
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* x[i] += y[i] * scale
|
|
*
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":160
|
|
* ELSE:
|
|
* for i in range(nr):
|
|
* x[i] += y[i] * scale # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_4 = __pyx_v_i;
|
|
(__pyx_v_x[__pyx_t_4]) = ((__pyx_v_x[__pyx_t_4]) + ((__pyx_v_y[__pyx_v_i]) * __pyx_v_scale));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":151
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y,
|
|
* weight_t scale,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":163
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void batch_add_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y,
|
|
* weight_t scale,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_batch_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr, int32_t __pyx_v_nr_batch) {
|
|
CYTHON_UNUSED int __pyx_v__;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":169
|
|
* # For fixed x, matrix of y
|
|
* cdef int i, _
|
|
* for _ in range(nr_batch): # <<<<<<<<<<<<<<
|
|
* VecVec.add_i(x,
|
|
* y, scale, nr)
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_batch;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v__ = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":170
|
|
* cdef int i, _
|
|
* for _ in range(nr_batch):
|
|
* VecVec.add_i(x, # <<<<<<<<<<<<<<
|
|
* y, scale, nr)
|
|
* y += nr
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6VecVec_add_i(__pyx_v_x, __pyx_v_y, __pyx_v_scale, __pyx_v_nr);
|
|
|
|
/* "thinc/linalg.pxd":172
|
|
* VecVec.add_i(x,
|
|
* y, scale, nr)
|
|
* y += nr # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_v_y = (__pyx_v_y + __pyx_v_nr);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":163
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void batch_add_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y,
|
|
* weight_t scale,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":175
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_pow(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x, const weight_t* y, weight_t power, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_pow(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_power, int32_t __pyx_v_nr) {
|
|
|
|
/* "thinc/linalg.pxd":177
|
|
* cdef inline void add_pow(weight_t* output,
|
|
* const weight_t* x, const weight_t* y, weight_t power, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
|
|
* VecVec.add_pow_i(output, y, power, nr)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_x, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
|
|
|
|
/* "thinc/linalg.pxd":178
|
|
* const weight_t* x, const weight_t* y, weight_t power, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
* VecVec.add_pow_i(output, y, power, nr) # <<<<<<<<<<<<<<
|
|
*
|
|
*
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6VecVec_add_pow_i(__pyx_v_output, __pyx_v_y, __pyx_v_power, __pyx_v_nr);
|
|
|
|
/* "thinc/linalg.pxd":175
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_pow(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x, const weight_t* y, weight_t power, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":182
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_pow_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y, weight_t power, int32_t nr) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_add_pow_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_power, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":185
|
|
* const weight_t* y, weight_t power, int32_t nr) nogil:
|
|
* cdef int i
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* x[i] += y[i] ** power
|
|
*
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":186
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
* x[i] += y[i] ** power # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_4 = __pyx_v_i;
|
|
(__pyx_v_x[__pyx_t_4]) = ((__pyx_v_x[__pyx_t_4]) + powf(((__pyx_t_5thinc_8typedefs_weight_t)(__pyx_v_y[__pyx_v_i])), __pyx_v_power));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":182
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_pow_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y, weight_t power, int32_t nr) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":189
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x, const weight_t* y, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr) {
|
|
|
|
/* "thinc/linalg.pxd":191
|
|
* cdef inline void mul(weight_t* output,
|
|
* const weight_t* x, const weight_t* y, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr) # <<<<<<<<<<<<<<
|
|
* VecVec.mul_i(output, y, nr)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_x, ((sizeof((__pyx_v_output[0]))) * __pyx_v_nr)));
|
|
|
|
/* "thinc/linalg.pxd":192
|
|
* const weight_t* x, const weight_t* y, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
* VecVec.mul_i(output, y, nr) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6VecVec_mul_i(__pyx_v_output, __pyx_v_y, __pyx_v_nr);
|
|
|
|
/* "thinc/linalg.pxd":189
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x, const weight_t* y, int32_t nr) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr)
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":195
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y, int32_t nr) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6VecVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
|
|
/* "thinc/linalg.pxd":198
|
|
* const weight_t* y, int32_t nr) nogil:
|
|
* cdef int i
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* x[i] *= y[i]
|
|
*
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":199
|
|
* cdef int i
|
|
* for i in range(nr):
|
|
* x[i] *= y[i] # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_4 = __pyx_v_i;
|
|
(__pyx_v_x[__pyx_t_4]) = ((__pyx_v_x[__pyx_t_4]) * (__pyx_v_y[__pyx_v_i]));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":195
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y, int32_t nr) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":202
|
|
*
|
|
* @staticmethod
|
|
* cdef inline weight_t dot( # <<<<<<<<<<<<<<
|
|
* const weight_t* x, const weight_t* y, int32_t nr) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
static CYTHON_INLINE __pyx_t_5thinc_8typedefs_weight_t __pyx_f_5thinc_6linalg_6VecVec_dot(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr) {
|
|
int __pyx_v_i;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_v_total;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_r;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":205
|
|
* const weight_t* x, const weight_t* y, int32_t nr) nogil:
|
|
* cdef int i
|
|
* cdef weight_t total = 0 # <<<<<<<<<<<<<<
|
|
* for i in range(nr):
|
|
* total += x[i] * y[i]
|
|
*/
|
|
__pyx_v_total = 0.0;
|
|
|
|
/* "thinc/linalg.pxd":206
|
|
* cdef int i
|
|
* cdef weight_t total = 0
|
|
* for i in range(nr): # <<<<<<<<<<<<<<
|
|
* total += x[i] * y[i]
|
|
* return total
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":207
|
|
* cdef weight_t total = 0
|
|
* for i in range(nr):
|
|
* total += x[i] * y[i] # <<<<<<<<<<<<<<
|
|
* return total
|
|
*
|
|
*/
|
|
__pyx_v_total = (__pyx_v_total + ((__pyx_v_x[__pyx_v_i]) * (__pyx_v_y[__pyx_v_i])));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":208
|
|
* for i in range(nr):
|
|
* total += x[i] * y[i]
|
|
* return total # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_r = __pyx_v_total;
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":202
|
|
*
|
|
* @staticmethod
|
|
* cdef inline weight_t dot( # <<<<<<<<<<<<<<
|
|
* const weight_t* x, const weight_t* y, int32_t nr) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
/* function exit code */
|
|
__pyx_L0:;
|
|
return __pyx_r;
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":211
|
|
*
|
|
* @staticmethod
|
|
* cdef inline int arg_max_if_true( # <<<<<<<<<<<<<<
|
|
* const weight_t* scores, const int* is_valid, const int n_classes) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
static CYTHON_INLINE int __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_true(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_scores, int const *__pyx_v_is_valid, int const __pyx_v_n_classes) {
|
|
int __pyx_v_i;
|
|
int __pyx_v_best;
|
|
int __pyx_r;
|
|
int __pyx_t_1;
|
|
int __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
int __pyx_t_5;
|
|
|
|
/* "thinc/linalg.pxd":214
|
|
* const weight_t* scores, const int* is_valid, const int n_classes) nogil:
|
|
* cdef int i
|
|
* cdef int best = -1 # <<<<<<<<<<<<<<
|
|
* for i in range(n_classes):
|
|
* if is_valid[i] and (best == -1 or scores[i] > scores[best]):
|
|
*/
|
|
__pyx_v_best = -1;
|
|
|
|
/* "thinc/linalg.pxd":215
|
|
* cdef int i
|
|
* cdef int best = -1
|
|
* for i in range(n_classes): # <<<<<<<<<<<<<<
|
|
* if is_valid[i] and (best == -1 or scores[i] > scores[best]):
|
|
* best = i
|
|
*/
|
|
__pyx_t_1 = __pyx_v_n_classes;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":216
|
|
* cdef int best = -1
|
|
* for i in range(n_classes):
|
|
* if is_valid[i] and (best == -1 or scores[i] > scores[best]): # <<<<<<<<<<<<<<
|
|
* best = i
|
|
* return best
|
|
*/
|
|
__pyx_t_5 = ((__pyx_v_is_valid[__pyx_v_i]) != 0);
|
|
if (__pyx_t_5) {
|
|
} else {
|
|
__pyx_t_4 = __pyx_t_5;
|
|
goto __pyx_L6_bool_binop_done;
|
|
}
|
|
__pyx_t_5 = ((__pyx_v_best == -1L) != 0);
|
|
if (!__pyx_t_5) {
|
|
} else {
|
|
__pyx_t_4 = __pyx_t_5;
|
|
goto __pyx_L6_bool_binop_done;
|
|
}
|
|
__pyx_t_5 = (((__pyx_v_scores[__pyx_v_i]) > (__pyx_v_scores[__pyx_v_best])) != 0);
|
|
__pyx_t_4 = __pyx_t_5;
|
|
__pyx_L6_bool_binop_done:;
|
|
if (__pyx_t_4) {
|
|
|
|
/* "thinc/linalg.pxd":217
|
|
* for i in range(n_classes):
|
|
* if is_valid[i] and (best == -1 or scores[i] > scores[best]):
|
|
* best = i # <<<<<<<<<<<<<<
|
|
* return best
|
|
*
|
|
*/
|
|
__pyx_v_best = __pyx_v_i;
|
|
|
|
/* "thinc/linalg.pxd":216
|
|
* cdef int best = -1
|
|
* for i in range(n_classes):
|
|
* if is_valid[i] and (best == -1 or scores[i] > scores[best]): # <<<<<<<<<<<<<<
|
|
* best = i
|
|
* return best
|
|
*/
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":218
|
|
* if is_valid[i] and (best == -1 or scores[i] > scores[best]):
|
|
* best = i
|
|
* return best # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_r = __pyx_v_best;
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":211
|
|
*
|
|
* @staticmethod
|
|
* cdef inline int arg_max_if_true( # <<<<<<<<<<<<<<
|
|
* const weight_t* scores, const int* is_valid, const int n_classes) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
/* function exit code */
|
|
__pyx_L0:;
|
|
return __pyx_r;
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":221
|
|
*
|
|
* @staticmethod
|
|
* cdef inline int arg_max_if_zero( # <<<<<<<<<<<<<<
|
|
* const weight_t* scores, const weight_t* costs, const int n_classes) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
static CYTHON_INLINE int __pyx_f_5thinc_6linalg_6VecVec_arg_max_if_zero(__pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_scores, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_costs, int const __pyx_v_n_classes) {
|
|
int __pyx_v_i;
|
|
int __pyx_v_best;
|
|
int __pyx_r;
|
|
int __pyx_t_1;
|
|
int __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int __pyx_t_4;
|
|
int __pyx_t_5;
|
|
|
|
/* "thinc/linalg.pxd":224
|
|
* const weight_t* scores, const weight_t* costs, const int n_classes) nogil:
|
|
* cdef int i
|
|
* cdef int best = -1 # <<<<<<<<<<<<<<
|
|
* for i in range(n_classes):
|
|
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]):
|
|
*/
|
|
__pyx_v_best = -1;
|
|
|
|
/* "thinc/linalg.pxd":225
|
|
* cdef int i
|
|
* cdef int best = -1
|
|
* for i in range(n_classes): # <<<<<<<<<<<<<<
|
|
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]):
|
|
* best = i
|
|
*/
|
|
__pyx_t_1 = __pyx_v_n_classes;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":226
|
|
* cdef int best = -1
|
|
* for i in range(n_classes):
|
|
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]): # <<<<<<<<<<<<<<
|
|
* best = i
|
|
* return best
|
|
*/
|
|
__pyx_t_5 = (((__pyx_v_costs[__pyx_v_i]) == 0.0) != 0);
|
|
if (__pyx_t_5) {
|
|
} else {
|
|
__pyx_t_4 = __pyx_t_5;
|
|
goto __pyx_L6_bool_binop_done;
|
|
}
|
|
__pyx_t_5 = ((__pyx_v_best == -1L) != 0);
|
|
if (!__pyx_t_5) {
|
|
} else {
|
|
__pyx_t_4 = __pyx_t_5;
|
|
goto __pyx_L6_bool_binop_done;
|
|
}
|
|
__pyx_t_5 = (((__pyx_v_scores[__pyx_v_i]) > (__pyx_v_scores[__pyx_v_best])) != 0);
|
|
__pyx_t_4 = __pyx_t_5;
|
|
__pyx_L6_bool_binop_done:;
|
|
if (__pyx_t_4) {
|
|
|
|
/* "thinc/linalg.pxd":227
|
|
* for i in range(n_classes):
|
|
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]):
|
|
* best = i # <<<<<<<<<<<<<<
|
|
* return best
|
|
*
|
|
*/
|
|
__pyx_v_best = __pyx_v_i;
|
|
|
|
/* "thinc/linalg.pxd":226
|
|
* cdef int best = -1
|
|
* for i in range(n_classes):
|
|
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]): # <<<<<<<<<<<<<<
|
|
* best = i
|
|
* return best
|
|
*/
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":228
|
|
* if costs[i] == 0 and (best == -1 or scores[i] > scores[best]):
|
|
* best = i
|
|
* return best # <<<<<<<<<<<<<<
|
|
*
|
|
*
|
|
*/
|
|
__pyx_r = __pyx_v_best;
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":221
|
|
*
|
|
* @staticmethod
|
|
* cdef inline int arg_max_if_zero( # <<<<<<<<<<<<<<
|
|
* const weight_t* scores, const weight_t* costs, const int n_classes) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
/* function exit code */
|
|
__pyx_L0:;
|
|
return __pyx_r;
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":233
|
|
* cdef class Mat:
|
|
* @staticmethod
|
|
* cdef inline void mean_row(weight_t* Ex, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat, int32_t nr_row, int32_t nr_col) nogil:
|
|
* memset(Ex, 0, sizeof(Ex[0]) * nr_col)
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Mat_mean_row(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_Ex, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
int32_t __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int32_t __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":235
|
|
* cdef inline void mean_row(weight_t* Ex,
|
|
* const weight_t* mat, int32_t nr_row, int32_t nr_col) nogil:
|
|
* memset(Ex, 0, sizeof(Ex[0]) * nr_col) # <<<<<<<<<<<<<<
|
|
* for i in range(nr_row):
|
|
* VecVec.add_i(Ex, &mat[i * nr_col], 1.0, nr_col)
|
|
*/
|
|
(void)(memset(__pyx_v_Ex, 0, ((sizeof((__pyx_v_Ex[0]))) * __pyx_v_nr_col)));
|
|
|
|
/* "thinc/linalg.pxd":236
|
|
* const weight_t* mat, int32_t nr_row, int32_t nr_col) nogil:
|
|
* memset(Ex, 0, sizeof(Ex[0]) * nr_col)
|
|
* for i in range(nr_row): # <<<<<<<<<<<<<<
|
|
* VecVec.add_i(Ex, &mat[i * nr_col], 1.0, nr_col)
|
|
* Vec.mul_i(Ex, 1.0 / nr_row, nr_col)
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_row;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":237
|
|
* memset(Ex, 0, sizeof(Ex[0]) * nr_col)
|
|
* for i in range(nr_row):
|
|
* VecVec.add_i(Ex, &mat[i * nr_col], 1.0, nr_col) # <<<<<<<<<<<<<<
|
|
* Vec.mul_i(Ex, 1.0 / nr_row, nr_col)
|
|
*
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6VecVec_add_i(__pyx_v_Ex, (&(__pyx_v_mat[(__pyx_v_i * __pyx_v_nr_col)])), 1.0, __pyx_v_nr_col);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":238
|
|
* for i in range(nr_row):
|
|
* VecVec.add_i(Ex, &mat[i * nr_col], 1.0, nr_col)
|
|
* Vec.mul_i(Ex, 1.0 / nr_row, nr_col) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_3Vec_mul_i(__pyx_v_Ex, (1.0 / __pyx_v_nr_row), __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":233
|
|
* cdef class Mat:
|
|
* @staticmethod
|
|
* cdef inline void mean_row(weight_t* Ex, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat, int32_t nr_row, int32_t nr_col) nogil:
|
|
* memset(Ex, 0, sizeof(Ex[0]) * nr_col)
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":241
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void var_row(weight_t* Vx, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat, const weight_t* Ex,
|
|
* int32_t nr_row, int32_t nr_col, weight_t eps) nogil:
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_3Mat_var_row(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_Vx, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_Ex, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_eps) {
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_v_sum_;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_v_sum2;
|
|
int32_t __pyx_v_i;
|
|
int32_t __pyx_v_j;
|
|
__pyx_t_5thinc_8typedefs_weight_t __pyx_v_x;
|
|
int __pyx_t_1;
|
|
int __pyx_t_2;
|
|
int32_t __pyx_t_3;
|
|
int32_t __pyx_t_4;
|
|
int32_t __pyx_t_5;
|
|
int32_t __pyx_t_6;
|
|
int32_t __pyx_t_7;
|
|
int32_t __pyx_t_8;
|
|
|
|
/* "thinc/linalg.pxd":245
|
|
* int32_t nr_row, int32_t nr_col, weight_t eps) nogil:
|
|
* # From https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance
|
|
* if nr_row == 0 or nr_col == 0: # <<<<<<<<<<<<<<
|
|
* return
|
|
* cdef weight_t sum_, sum2
|
|
*/
|
|
__pyx_t_2 = ((__pyx_v_nr_row == 0) != 0);
|
|
if (!__pyx_t_2) {
|
|
} else {
|
|
__pyx_t_1 = __pyx_t_2;
|
|
goto __pyx_L4_bool_binop_done;
|
|
}
|
|
__pyx_t_2 = ((__pyx_v_nr_col == 0) != 0);
|
|
__pyx_t_1 = __pyx_t_2;
|
|
__pyx_L4_bool_binop_done:;
|
|
if (__pyx_t_1) {
|
|
|
|
/* "thinc/linalg.pxd":246
|
|
* # From https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance
|
|
* if nr_row == 0 or nr_col == 0:
|
|
* return # <<<<<<<<<<<<<<
|
|
* cdef weight_t sum_, sum2
|
|
* for i in range(nr_col):
|
|
*/
|
|
goto __pyx_L0;
|
|
|
|
/* "thinc/linalg.pxd":245
|
|
* int32_t nr_row, int32_t nr_col, weight_t eps) nogil:
|
|
* # From https://en.wikipedia.org/wiki/Algorithms_for_calculating_variance
|
|
* if nr_row == 0 or nr_col == 0: # <<<<<<<<<<<<<<
|
|
* return
|
|
* cdef weight_t sum_, sum2
|
|
*/
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":248
|
|
* return
|
|
* cdef weight_t sum_, sum2
|
|
* for i in range(nr_col): # <<<<<<<<<<<<<<
|
|
* sum_ = 0.0
|
|
* sum2 = 0.0
|
|
*/
|
|
__pyx_t_3 = __pyx_v_nr_col;
|
|
__pyx_t_4 = __pyx_t_3;
|
|
for (__pyx_t_5 = 0; __pyx_t_5 < __pyx_t_4; __pyx_t_5+=1) {
|
|
__pyx_v_i = __pyx_t_5;
|
|
|
|
/* "thinc/linalg.pxd":249
|
|
* cdef weight_t sum_, sum2
|
|
* for i in range(nr_col):
|
|
* sum_ = 0.0 # <<<<<<<<<<<<<<
|
|
* sum2 = 0.0
|
|
* for j in range(nr_row):
|
|
*/
|
|
__pyx_v_sum_ = 0.0;
|
|
|
|
/* "thinc/linalg.pxd":250
|
|
* for i in range(nr_col):
|
|
* sum_ = 0.0
|
|
* sum2 = 0.0 # <<<<<<<<<<<<<<
|
|
* for j in range(nr_row):
|
|
* x = mat[j * nr_col + i]
|
|
*/
|
|
__pyx_v_sum2 = 0.0;
|
|
|
|
/* "thinc/linalg.pxd":251
|
|
* sum_ = 0.0
|
|
* sum2 = 0.0
|
|
* for j in range(nr_row): # <<<<<<<<<<<<<<
|
|
* x = mat[j * nr_col + i]
|
|
* sum2 += (x - Ex[i]) ** 2
|
|
*/
|
|
__pyx_t_6 = __pyx_v_nr_row;
|
|
__pyx_t_7 = __pyx_t_6;
|
|
for (__pyx_t_8 = 0; __pyx_t_8 < __pyx_t_7; __pyx_t_8+=1) {
|
|
__pyx_v_j = __pyx_t_8;
|
|
|
|
/* "thinc/linalg.pxd":252
|
|
* sum2 = 0.0
|
|
* for j in range(nr_row):
|
|
* x = mat[j * nr_col + i] # <<<<<<<<<<<<<<
|
|
* sum2 += (x - Ex[i]) ** 2
|
|
* sum_ += x - Ex[i]
|
|
*/
|
|
__pyx_v_x = (__pyx_v_mat[((__pyx_v_j * __pyx_v_nr_col) + __pyx_v_i)]);
|
|
|
|
/* "thinc/linalg.pxd":253
|
|
* for j in range(nr_row):
|
|
* x = mat[j * nr_col + i]
|
|
* sum2 += (x - Ex[i]) ** 2 # <<<<<<<<<<<<<<
|
|
* sum_ += x - Ex[i]
|
|
* Vx[i] = (sum2 - sum_**2 / nr_row) / nr_row
|
|
*/
|
|
__pyx_v_sum2 = (__pyx_v_sum2 + powf((__pyx_v_x - (__pyx_v_Ex[__pyx_v_i])), 2.0));
|
|
|
|
/* "thinc/linalg.pxd":254
|
|
* x = mat[j * nr_col + i]
|
|
* sum2 += (x - Ex[i]) ** 2
|
|
* sum_ += x - Ex[i] # <<<<<<<<<<<<<<
|
|
* Vx[i] = (sum2 - sum_**2 / nr_row) / nr_row
|
|
* Vx[i] += eps
|
|
*/
|
|
__pyx_v_sum_ = (__pyx_v_sum_ + (__pyx_v_x - (__pyx_v_Ex[__pyx_v_i])));
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":255
|
|
* sum2 += (x - Ex[i]) ** 2
|
|
* sum_ += x - Ex[i]
|
|
* Vx[i] = (sum2 - sum_**2 / nr_row) / nr_row # <<<<<<<<<<<<<<
|
|
* Vx[i] += eps
|
|
*
|
|
*/
|
|
(__pyx_v_Vx[__pyx_v_i]) = ((__pyx_v_sum2 - (powf(__pyx_v_sum_, 2.0) / __pyx_v_nr_row)) / __pyx_v_nr_row);
|
|
|
|
/* "thinc/linalg.pxd":256
|
|
* sum_ += x - Ex[i]
|
|
* Vx[i] = (sum2 - sum_**2 / nr_row) / nr_row
|
|
* Vx[i] += eps # <<<<<<<<<<<<<<
|
|
*
|
|
*
|
|
*/
|
|
__pyx_t_6 = __pyx_v_i;
|
|
(__pyx_v_Vx[__pyx_t_6]) = ((__pyx_v_Vx[__pyx_t_6]) + __pyx_v_eps);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":241
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void var_row(weight_t* Vx, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat, const weight_t* Ex,
|
|
* int32_t nr_row, int32_t nr_col, weight_t eps) nogil:
|
|
*/
|
|
|
|
/* function exit code */
|
|
__pyx_L0:;
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":261
|
|
* cdef class MatVec:
|
|
* @staticmethod
|
|
* cdef inline void add_i(weight_t* mat, # <<<<<<<<<<<<<<
|
|
* const weight_t* vec, weight_t scale, int32_t nr_row, int32_t nr_col) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, __pyx_t_5thinc_8typedefs_weight_t __pyx_v_scale, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
int __pyx_v_i;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":264
|
|
* const weight_t* vec, weight_t scale, int32_t nr_row, int32_t nr_col) nogil:
|
|
* cdef int i
|
|
* for i in range(nr_row): # <<<<<<<<<<<<<<
|
|
* VecVec.add_i(mat + (i * nr_col),
|
|
* vec, scale, nr_col)
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_row;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":265
|
|
* cdef int i
|
|
* for i in range(nr_row):
|
|
* VecVec.add_i(mat + (i * nr_col), # <<<<<<<<<<<<<<
|
|
* vec, scale, nr_col)
|
|
*
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6VecVec_add_i((__pyx_v_mat + (__pyx_v_i * __pyx_v_nr_col)), __pyx_v_vec, __pyx_v_scale, __pyx_v_nr_col);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":261
|
|
* cdef class MatVec:
|
|
* @staticmethod
|
|
* cdef inline void add_i(weight_t* mat, # <<<<<<<<<<<<<<
|
|
* const weight_t* vec, weight_t scale, int32_t nr_row, int32_t nr_col) nogil:
|
|
* cdef int i
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":269
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
|
|
/* "thinc/linalg.pxd":273
|
|
* const weight_t* vec,
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* memcpy(output, mat, sizeof(output[0]) * nr_row * nr_col) # <<<<<<<<<<<<<<
|
|
* MatVec.mul_i(output, vec, nr_row, nr_col)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_mat, (((sizeof((__pyx_v_output[0]))) * __pyx_v_nr_row) * __pyx_v_nr_col)));
|
|
|
|
/* "thinc/linalg.pxd":274
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* memcpy(output, mat, sizeof(output[0]) * nr_row * nr_col)
|
|
* MatVec.mul_i(output, vec, nr_row, nr_col) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6MatVec_mul_i(__pyx_v_output, __pyx_v_vec, __pyx_v_nr_row, __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":269
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":277
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul_i(weight_t* mat, # <<<<<<<<<<<<<<
|
|
* const weight_t* vec,
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
int __pyx_v_i;
|
|
int __pyx_v_row;
|
|
int __pyx_v_col;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int32_t __pyx_t_4;
|
|
int32_t __pyx_t_5;
|
|
int __pyx_t_6;
|
|
int __pyx_t_7;
|
|
|
|
/* "thinc/linalg.pxd":281
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* cdef int i, row, col
|
|
* for i in range(nr_row): # <<<<<<<<<<<<<<
|
|
* row = i * nr_col
|
|
* for col in range(nr_col):
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_row;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":282
|
|
* cdef int i, row, col
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col # <<<<<<<<<<<<<<
|
|
* for col in range(nr_col):
|
|
* mat[row + col] *= vec[col]
|
|
*/
|
|
__pyx_v_row = (__pyx_v_i * __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":283
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col
|
|
* for col in range(nr_col): # <<<<<<<<<<<<<<
|
|
* mat[row + col] *= vec[col]
|
|
*
|
|
*/
|
|
__pyx_t_4 = __pyx_v_nr_col;
|
|
__pyx_t_5 = __pyx_t_4;
|
|
for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
|
|
__pyx_v_col = __pyx_t_6;
|
|
|
|
/* "thinc/linalg.pxd":284
|
|
* row = i * nr_col
|
|
* for col in range(nr_col):
|
|
* mat[row + col] *= vec[col] # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_7 = (__pyx_v_row + __pyx_v_col);
|
|
(__pyx_v_mat[__pyx_t_7]) = ((__pyx_v_mat[__pyx_t_7]) * (__pyx_v_vec[__pyx_v_col]));
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":277
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul_i(weight_t* mat, # <<<<<<<<<<<<<<
|
|
* const weight_t* vec,
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":287
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void dot(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
int __pyx_v_i;
|
|
int __pyx_v_row;
|
|
int __pyx_v_col;
|
|
CYTHON_UNUSED double __pyx_v_zero;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int32_t __pyx_t_4;
|
|
int32_t __pyx_t_5;
|
|
int __pyx_t_6;
|
|
int __pyx_t_7;
|
|
|
|
/* "thinc/linalg.pxd":292
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* cdef int i, row, col
|
|
* cdef double zero = 0.0 # <<<<<<<<<<<<<<
|
|
* IF USE_BLAS:
|
|
* blis.gemv(
|
|
*/
|
|
__pyx_v_zero = 0.0;
|
|
|
|
/* "thinc/linalg.pxd":306
|
|
* )
|
|
* ELSE:
|
|
* for i in range(nr_row): # <<<<<<<<<<<<<<
|
|
* row = i * nr_col
|
|
* for col in range(nr_col):
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_row;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":307
|
|
* ELSE:
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col # <<<<<<<<<<<<<<
|
|
* for col in range(nr_col):
|
|
* output[i] += mat[row + col] * vec[col]
|
|
*/
|
|
__pyx_v_row = (__pyx_v_i * __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":308
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col
|
|
* for col in range(nr_col): # <<<<<<<<<<<<<<
|
|
* output[i] += mat[row + col] * vec[col]
|
|
*
|
|
*/
|
|
__pyx_t_4 = __pyx_v_nr_col;
|
|
__pyx_t_5 = __pyx_t_4;
|
|
for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
|
|
__pyx_v_col = __pyx_t_6;
|
|
|
|
/* "thinc/linalg.pxd":309
|
|
* row = i * nr_col
|
|
* for col in range(nr_col):
|
|
* output[i] += mat[row + col] * vec[col] # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_7 = __pyx_v_i;
|
|
(__pyx_v_output[__pyx_t_7]) = ((__pyx_v_output[__pyx_t_7]) + ((__pyx_v_mat[(__pyx_v_row + __pyx_v_col)]) * (__pyx_v_vec[__pyx_v_col])));
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":287
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void dot(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":312
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void batch_dot(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch) {
|
|
CYTHON_UNUSED double __pyx_v_one;
|
|
CYTHON_UNUSED int32_t __pyx_v_b;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int32_t __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":327
|
|
* # out: M * N
|
|
* cdef int i, row, col
|
|
* cdef double one = 1.0 # <<<<<<<<<<<<<<
|
|
* IF USE_BLAS:
|
|
* blis.gemm(
|
|
*/
|
|
__pyx_v_one = 1.0;
|
|
|
|
/* "thinc/linalg.pxd":347
|
|
* 1)
|
|
* ELSE:
|
|
* for b in range(nr_batch): # <<<<<<<<<<<<<<
|
|
* MatVec.dot(output,
|
|
* mat, vec, nr_row, nr_col)
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_batch;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_b = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":348
|
|
* ELSE:
|
|
* for b in range(nr_batch):
|
|
* MatVec.dot(output, # <<<<<<<<<<<<<<
|
|
* mat, vec, nr_row, nr_col)
|
|
* output += nr_row
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6MatVec_dot(__pyx_v_output, __pyx_v_mat, __pyx_v_vec, __pyx_v_nr_row, __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":350
|
|
* MatVec.dot(output,
|
|
* mat, vec, nr_row, nr_col)
|
|
* output += nr_row # <<<<<<<<<<<<<<
|
|
* vec += nr_col
|
|
*
|
|
*/
|
|
__pyx_v_output = (__pyx_v_output + __pyx_v_nr_row);
|
|
|
|
/* "thinc/linalg.pxd":351
|
|
* mat, vec, nr_row, nr_col)
|
|
* output += nr_row
|
|
* vec += nr_col # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_v_vec = (__pyx_v_vec + __pyx_v_nr_col);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":312
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void batch_dot(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":354
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void T_dot(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_T_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
int __pyx_v_row;
|
|
int __pyx_v_col;
|
|
CYTHON_UNUSED double __pyx_v_zero;
|
|
CYTHON_UNUSED double __pyx_v_one;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int32_t __pyx_t_4;
|
|
int32_t __pyx_t_5;
|
|
int __pyx_t_6;
|
|
int __pyx_t_7;
|
|
|
|
/* "thinc/linalg.pxd":360
|
|
* int32_t nr_col) nogil:
|
|
* cdef int i, row, col
|
|
* cdef double zero = 0.0 # <<<<<<<<<<<<<<
|
|
* cdef double one = 1.0
|
|
* IF USE_BLAS:
|
|
*/
|
|
__pyx_v_zero = 0.0;
|
|
|
|
/* "thinc/linalg.pxd":361
|
|
* cdef int i, row, col
|
|
* cdef double zero = 0.0
|
|
* cdef double one = 1.0 # <<<<<<<<<<<<<<
|
|
* IF USE_BLAS:
|
|
* blis.gemv(
|
|
*/
|
|
__pyx_v_one = 1.0;
|
|
|
|
/* "thinc/linalg.pxd":374
|
|
* )
|
|
* ELSE:
|
|
* for row in range(nr_row): # <<<<<<<<<<<<<<
|
|
* for col in range(nr_col):
|
|
* output[col] += vec[row] * mat[(row * nr_col) + col]
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_row;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_row = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":375
|
|
* ELSE:
|
|
* for row in range(nr_row):
|
|
* for col in range(nr_col): # <<<<<<<<<<<<<<
|
|
* output[col] += vec[row] * mat[(row * nr_col) + col]
|
|
*
|
|
*/
|
|
__pyx_t_4 = __pyx_v_nr_col;
|
|
__pyx_t_5 = __pyx_t_4;
|
|
for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
|
|
__pyx_v_col = __pyx_t_6;
|
|
|
|
/* "thinc/linalg.pxd":376
|
|
* for row in range(nr_row):
|
|
* for col in range(nr_col):
|
|
* output[col] += vec[row] * mat[(row * nr_col) + col] # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_7 = __pyx_v_col;
|
|
(__pyx_v_output[__pyx_t_7]) = ((__pyx_v_output[__pyx_t_7]) + ((__pyx_v_vec[__pyx_v_row]) * (__pyx_v_mat[((__pyx_v_row * __pyx_v_nr_col) + __pyx_v_col)])));
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":354
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void T_dot(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":379
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void batch_T_dot(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatVec_batch_T_dot(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_vec, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch) {
|
|
CYTHON_UNUSED int __pyx_v__;
|
|
CYTHON_UNUSED double __pyx_v_one;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":386
|
|
* int32_t nr_batch) nogil:
|
|
* cdef int _
|
|
* cdef double one = 1.0 # <<<<<<<<<<<<<<
|
|
* IF USE_BLAS:
|
|
* # output is (nr_batch, nr_col)
|
|
*/
|
|
__pyx_v_one = 1.0;
|
|
|
|
/* "thinc/linalg.pxd":418
|
|
* 1)
|
|
* ELSE:
|
|
* for _ in range(nr_batch): # <<<<<<<<<<<<<<
|
|
* MatVec.T_dot(output,
|
|
* mat, vec, nr_row, nr_col)
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_batch;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v__ = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":419
|
|
* ELSE:
|
|
* for _ in range(nr_batch):
|
|
* MatVec.T_dot(output, # <<<<<<<<<<<<<<
|
|
* mat, vec, nr_row, nr_col)
|
|
* output += nr_col
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6MatVec_T_dot(__pyx_v_output, __pyx_v_mat, __pyx_v_vec, __pyx_v_nr_row, __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":421
|
|
* MatVec.T_dot(output,
|
|
* mat, vec, nr_row, nr_col)
|
|
* output += nr_col # <<<<<<<<<<<<<<
|
|
* vec += nr_row
|
|
*
|
|
*/
|
|
__pyx_v_output = (__pyx_v_output + __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":422
|
|
* mat, vec, nr_row, nr_col)
|
|
* output += nr_col
|
|
* vec += nr_row # <<<<<<<<<<<<<<
|
|
*
|
|
*
|
|
*/
|
|
__pyx_v_vec = (__pyx_v_vec + __pyx_v_nr_row);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":379
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void batch_T_dot(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* mat,
|
|
* const weight_t* vec,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":427
|
|
* cdef class MatMat:
|
|
* @staticmethod
|
|
* cdef inline void add(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
|
|
/* "thinc/linalg.pxd":431
|
|
* const weight_t* y,
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr_row * nr_col) # <<<<<<<<<<<<<<
|
|
* MatMat.add_i(output, y, nr_row, nr_col)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_x, (((sizeof((__pyx_v_output[0]))) * __pyx_v_nr_row) * __pyx_v_nr_col)));
|
|
|
|
/* "thinc/linalg.pxd":432
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr_row * nr_col)
|
|
* MatMat.add_i(output, y, nr_row, nr_col) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6MatMat_add_i(__pyx_v_output, __pyx_v_y, __pyx_v_nr_row, __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":427
|
|
* cdef class MatMat:
|
|
* @staticmethod
|
|
* cdef inline void add(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":435
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y,
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
int __pyx_v_i;
|
|
int __pyx_v_row;
|
|
int __pyx_v_col;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int32_t __pyx_t_4;
|
|
int32_t __pyx_t_5;
|
|
int __pyx_t_6;
|
|
int __pyx_t_7;
|
|
|
|
/* "thinc/linalg.pxd":439
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* cdef int i, row, col
|
|
* for i in range(nr_row): # <<<<<<<<<<<<<<
|
|
* row = i * nr_col
|
|
* for col in range(nr_col):
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_row;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":440
|
|
* cdef int i, row, col
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col # <<<<<<<<<<<<<<
|
|
* for col in range(nr_col):
|
|
* x[row + col] += y[row + col]
|
|
*/
|
|
__pyx_v_row = (__pyx_v_i * __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":441
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col
|
|
* for col in range(nr_col): # <<<<<<<<<<<<<<
|
|
* x[row + col] += y[row + col]
|
|
*
|
|
*/
|
|
__pyx_t_4 = __pyx_v_nr_col;
|
|
__pyx_t_5 = __pyx_t_4;
|
|
for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
|
|
__pyx_v_col = __pyx_t_6;
|
|
|
|
/* "thinc/linalg.pxd":442
|
|
* row = i * nr_col
|
|
* for col in range(nr_col):
|
|
* x[row + col] += y[row + col] # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_7 = (__pyx_v_row + __pyx_v_col);
|
|
(__pyx_v_x[__pyx_t_7]) = ((__pyx_v_x[__pyx_t_7]) + (__pyx_v_y[(__pyx_v_row + __pyx_v_col)]));
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":435
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y,
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":445
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
|
|
/* "thinc/linalg.pxd":449
|
|
* const weight_t* y,
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr_row * nr_col) # <<<<<<<<<<<<<<
|
|
* MatMat.mul_i(output, y, nr_row, nr_col)
|
|
*
|
|
*/
|
|
(void)(memcpy(__pyx_v_output, __pyx_v_x, (((sizeof((__pyx_v_output[0]))) * __pyx_v_nr_row) * __pyx_v_nr_col)));
|
|
|
|
/* "thinc/linalg.pxd":450
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* memcpy(output, x, sizeof(output[0]) * nr_row * nr_col)
|
|
* MatMat.mul_i(output, y, nr_row, nr_col) # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_f_5thinc_6linalg_6MatMat_mul_i(__pyx_v_output, __pyx_v_y, __pyx_v_nr_row, __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":445
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":453
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y,
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_mul_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
int __pyx_v_i;
|
|
int __pyx_v_row;
|
|
int __pyx_v_col;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int32_t __pyx_t_4;
|
|
int32_t __pyx_t_5;
|
|
int __pyx_t_6;
|
|
int __pyx_t_7;
|
|
|
|
/* "thinc/linalg.pxd":457
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
* cdef int i, row, col
|
|
* for i in range(nr_row): # <<<<<<<<<<<<<<
|
|
* row = i * nr_col
|
|
* for col in range(nr_col):
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_row;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":458
|
|
* cdef int i, row, col
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col # <<<<<<<<<<<<<<
|
|
* for col in range(nr_col):
|
|
* x[row + col] *= y[row + col]
|
|
*/
|
|
__pyx_v_row = (__pyx_v_i * __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":459
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col
|
|
* for col in range(nr_col): # <<<<<<<<<<<<<<
|
|
* x[row + col] *= y[row + col]
|
|
*
|
|
*/
|
|
__pyx_t_4 = __pyx_v_nr_col;
|
|
__pyx_t_5 = __pyx_t_4;
|
|
for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
|
|
__pyx_v_col = __pyx_t_6;
|
|
|
|
/* "thinc/linalg.pxd":460
|
|
* row = i * nr_col
|
|
* for col in range(nr_col):
|
|
* x[row + col] *= y[row + col] # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_7 = (__pyx_v_row + __pyx_v_col);
|
|
(__pyx_v_x[__pyx_t_7]) = ((__pyx_v_x[__pyx_t_7]) * (__pyx_v_y[(__pyx_v_row + __pyx_v_col)]));
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":453
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void mul_i(weight_t* x, # <<<<<<<<<<<<<<
|
|
* const weight_t* y,
|
|
* int32_t nr_row, int32_t nr_col) nogil:
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":463
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_outer_i(weight_t* mat, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_mat, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col) {
|
|
int __pyx_v_i;
|
|
int __pyx_v_j;
|
|
int __pyx_v_row;
|
|
CYTHON_UNUSED double __pyx_v_one;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int __pyx_t_3;
|
|
int32_t __pyx_t_4;
|
|
int32_t __pyx_t_5;
|
|
int __pyx_t_6;
|
|
int __pyx_t_7;
|
|
|
|
/* "thinc/linalg.pxd":469
|
|
* int32_t nr_col) nogil:
|
|
* cdef int i, j, row
|
|
* cdef double one = 1.0 # <<<<<<<<<<<<<<
|
|
* IF USE_BLAS:
|
|
* blis.ger(
|
|
*/
|
|
__pyx_v_one = 1.0;
|
|
|
|
/* "thinc/linalg.pxd":480
|
|
* )
|
|
* ELSE:
|
|
* for i in range(nr_row): # <<<<<<<<<<<<<<
|
|
* row = i * nr_col
|
|
* for j in range(nr_col):
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_row;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v_i = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":481
|
|
* ELSE:
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col # <<<<<<<<<<<<<<
|
|
* for j in range(nr_col):
|
|
* mat[row + j] += x[i] * y[j]
|
|
*/
|
|
__pyx_v_row = (__pyx_v_i * __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":482
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col
|
|
* for j in range(nr_col): # <<<<<<<<<<<<<<
|
|
* mat[row + j] += x[i] * y[j]
|
|
*
|
|
*/
|
|
__pyx_t_4 = __pyx_v_nr_col;
|
|
__pyx_t_5 = __pyx_t_4;
|
|
for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
|
|
__pyx_v_j = __pyx_t_6;
|
|
|
|
/* "thinc/linalg.pxd":483
|
|
* row = i * nr_col
|
|
* for j in range(nr_col):
|
|
* mat[row + j] += x[i] * y[j] # <<<<<<<<<<<<<<
|
|
*
|
|
* @staticmethod
|
|
*/
|
|
__pyx_t_7 = (__pyx_v_row + __pyx_v_j);
|
|
(__pyx_v_mat[__pyx_t_7]) = ((__pyx_v_mat[__pyx_t_7]) + ((__pyx_v_x[__pyx_v_i]) * (__pyx_v_y[__pyx_v_j])));
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":463
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void add_outer_i(weight_t* mat, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":486
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void batch_add_outer_i(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
static CYTHON_INLINE void __pyx_f_5thinc_6linalg_6MatMat_batch_add_outer_i(__pyx_t_5thinc_8typedefs_weight_t *__pyx_v_output, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_x, __pyx_t_5thinc_8typedefs_weight_t const *__pyx_v_y, int32_t __pyx_v_nr_row, int32_t __pyx_v_nr_col, int32_t __pyx_v_nr_batch) {
|
|
CYTHON_UNUSED double __pyx_v_one;
|
|
CYTHON_UNUSED int32_t __pyx_v__;
|
|
int32_t __pyx_v_i;
|
|
int32_t __pyx_v_row;
|
|
int32_t __pyx_v_j;
|
|
int32_t __pyx_t_1;
|
|
int32_t __pyx_t_2;
|
|
int32_t __pyx_t_3;
|
|
int32_t __pyx_t_4;
|
|
int32_t __pyx_t_5;
|
|
int32_t __pyx_t_6;
|
|
int32_t __pyx_t_7;
|
|
int32_t __pyx_t_8;
|
|
int32_t __pyx_t_9;
|
|
int32_t __pyx_t_10;
|
|
|
|
/* "thinc/linalg.pxd":504
|
|
* # y: K * N
|
|
* # out: M * N
|
|
* cdef double one = 1.0 # <<<<<<<<<<<<<<
|
|
* IF USE_BLAS:
|
|
* blis.gemm(
|
|
*/
|
|
__pyx_v_one = 1.0;
|
|
|
|
/* "thinc/linalg.pxd":524
|
|
* 1)
|
|
* ELSE:
|
|
* for _ in range(nr_batch): # <<<<<<<<<<<<<<
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col
|
|
*/
|
|
__pyx_t_1 = __pyx_v_nr_batch;
|
|
__pyx_t_2 = __pyx_t_1;
|
|
for (__pyx_t_3 = 0; __pyx_t_3 < __pyx_t_2; __pyx_t_3+=1) {
|
|
__pyx_v__ = __pyx_t_3;
|
|
|
|
/* "thinc/linalg.pxd":525
|
|
* ELSE:
|
|
* for _ in range(nr_batch):
|
|
* for i in range(nr_row): # <<<<<<<<<<<<<<
|
|
* row = i * nr_col
|
|
* for j in range(nr_col):
|
|
*/
|
|
__pyx_t_4 = __pyx_v_nr_row;
|
|
__pyx_t_5 = __pyx_t_4;
|
|
for (__pyx_t_6 = 0; __pyx_t_6 < __pyx_t_5; __pyx_t_6+=1) {
|
|
__pyx_v_i = __pyx_t_6;
|
|
|
|
/* "thinc/linalg.pxd":526
|
|
* for _ in range(nr_batch):
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col # <<<<<<<<<<<<<<
|
|
* for j in range(nr_col):
|
|
* output[row + j] += x[i] * y[j]
|
|
*/
|
|
__pyx_v_row = (__pyx_v_i * __pyx_v_nr_col);
|
|
|
|
/* "thinc/linalg.pxd":527
|
|
* for i in range(nr_row):
|
|
* row = i * nr_col
|
|
* for j in range(nr_col): # <<<<<<<<<<<<<<
|
|
* output[row + j] += x[i] * y[j]
|
|
* x += nr_row
|
|
*/
|
|
__pyx_t_7 = __pyx_v_nr_col;
|
|
__pyx_t_8 = __pyx_t_7;
|
|
for (__pyx_t_9 = 0; __pyx_t_9 < __pyx_t_8; __pyx_t_9+=1) {
|
|
__pyx_v_j = __pyx_t_9;
|
|
|
|
/* "thinc/linalg.pxd":528
|
|
* row = i * nr_col
|
|
* for j in range(nr_col):
|
|
* output[row + j] += x[i] * y[j] # <<<<<<<<<<<<<<
|
|
* x += nr_row
|
|
* y += nr_col
|
|
*/
|
|
__pyx_t_10 = (__pyx_v_row + __pyx_v_j);
|
|
(__pyx_v_output[__pyx_t_10]) = ((__pyx_v_output[__pyx_t_10]) + ((__pyx_v_x[__pyx_v_i]) * (__pyx_v_y[__pyx_v_j])));
|
|
}
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":529
|
|
* for j in range(nr_col):
|
|
* output[row + j] += x[i] * y[j]
|
|
* x += nr_row # <<<<<<<<<<<<<<
|
|
* y += nr_col
|
|
*/
|
|
__pyx_v_x = (__pyx_v_x + __pyx_v_nr_row);
|
|
|
|
/* "thinc/linalg.pxd":530
|
|
* output[row + j] += x[i] * y[j]
|
|
* x += nr_row
|
|
* y += nr_col # <<<<<<<<<<<<<<
|
|
*/
|
|
__pyx_v_y = (__pyx_v_y + __pyx_v_nr_col);
|
|
}
|
|
|
|
/* "thinc/linalg.pxd":486
|
|
*
|
|
* @staticmethod
|
|
* cdef inline void batch_add_outer_i(weight_t* output, # <<<<<<<<<<<<<<
|
|
* const weight_t* x,
|
|
* const weight_t* y,
|
|
*/
|
|
|
|
/* function exit code */
|
|
}
|
|
|
|
static PyObject *__pyx_tp_new_5thinc_6linalg_Matrix(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
|
|
struct __pyx_obj_5thinc_6linalg_Matrix *p;
|
|
PyObject *o;
|
|
if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
|
|
o = (*t->tp_alloc)(t, 0);
|
|
} else {
|
|
o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
|
|
}
|
|
if (unlikely(!o)) return 0;
|
|
p = ((struct __pyx_obj_5thinc_6linalg_Matrix *)o);
|
|
p->mem = ((struct __pyx_obj_5cymem_5cymem_Pool *)Py_None); Py_INCREF(Py_None);
|
|
return o;
|
|
}
|
|
|
|
static void __pyx_tp_dealloc_5thinc_6linalg_Matrix(PyObject *o) {
|
|
struct __pyx_obj_5thinc_6linalg_Matrix *p = (struct __pyx_obj_5thinc_6linalg_Matrix *)o;
|
|
#if CYTHON_USE_TP_FINALIZE
|
|
if (unlikely(PyType_HasFeature(Py_TYPE(o), Py_TPFLAGS_HAVE_FINALIZE) && Py_TYPE(o)->tp_finalize) && !_PyGC_FINALIZED(o)) {
|
|
if (PyObject_CallFinalizerFromDealloc(o)) return;
|
|
}
|
|
#endif
|
|
PyObject_GC_UnTrack(o);
|
|
Py_CLEAR(p->mem);
|
|
(*Py_TYPE(o)->tp_free)(o);
|
|
}
|
|
|
|
static int __pyx_tp_traverse_5thinc_6linalg_Matrix(PyObject *o, visitproc v, void *a) {
|
|
int e;
|
|
struct __pyx_obj_5thinc_6linalg_Matrix *p = (struct __pyx_obj_5thinc_6linalg_Matrix *)o;
|
|
if (p->mem) {
|
|
e = (*v)(((PyObject *)p->mem), a); if (e) return e;
|
|
}
|
|
return 0;
|
|
}
|
|
|
|
static int __pyx_tp_clear_5thinc_6linalg_Matrix(PyObject *o) {
|
|
PyObject* tmp;
|
|
struct __pyx_obj_5thinc_6linalg_Matrix *p = (struct __pyx_obj_5thinc_6linalg_Matrix *)o;
|
|
tmp = ((PyObject*)p->mem);
|
|
p->mem = ((struct __pyx_obj_5cymem_5cymem_Pool *)Py_None); Py_INCREF(Py_None);
|
|
Py_XDECREF(tmp);
|
|
return 0;
|
|
}
|
|
|
|
static PyTypeObject __pyx_type_5thinc_6linalg_Matrix = {
|
|
PyVarObject_HEAD_INIT(0, 0)
|
|
"thinc.linalg.Matrix", /*tp_name*/
|
|
sizeof(struct __pyx_obj_5thinc_6linalg_Matrix), /*tp_basicsize*/
|
|
0, /*tp_itemsize*/
|
|
__pyx_tp_dealloc_5thinc_6linalg_Matrix, /*tp_dealloc*/
|
|
0, /*tp_print*/
|
|
0, /*tp_getattr*/
|
|
0, /*tp_setattr*/
|
|
#if PY_MAJOR_VERSION < 3
|
|
0, /*tp_compare*/
|
|
#endif
|
|
#if PY_MAJOR_VERSION >= 3
|
|
0, /*tp_as_async*/
|
|
#endif
|
|
0, /*tp_repr*/
|
|
0, /*tp_as_number*/
|
|
0, /*tp_as_sequence*/
|
|
0, /*tp_as_mapping*/
|
|
0, /*tp_hash*/
|
|
0, /*tp_call*/
|
|
0, /*tp_str*/
|
|
0, /*tp_getattro*/
|
|
0, /*tp_setattro*/
|
|
0, /*tp_as_buffer*/
|
|
Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE|Py_TPFLAGS_HAVE_GC, /*tp_flags*/
|
|
0, /*tp_doc*/
|
|
__pyx_tp_traverse_5thinc_6linalg_Matrix, /*tp_traverse*/
|
|
__pyx_tp_clear_5thinc_6linalg_Matrix, /*tp_clear*/
|
|
0, /*tp_richcompare*/
|
|
0, /*tp_weaklistoffset*/
|
|
0, /*tp_iter*/
|
|
0, /*tp_iternext*/
|
|
0, /*tp_methods*/
|
|
0, /*tp_members*/
|
|
0, /*tp_getset*/
|
|
0, /*tp_base*/
|
|
0, /*tp_dict*/
|
|
0, /*tp_descr_get*/
|
|
0, /*tp_descr_set*/
|
|
0, /*tp_dictoffset*/
|
|
0, /*tp_init*/
|
|
0, /*tp_alloc*/
|
|
__pyx_tp_new_5thinc_6linalg_Matrix, /*tp_new*/
|
|
0, /*tp_free*/
|
|
0, /*tp_is_gc*/
|
|
0, /*tp_bases*/
|
|
0, /*tp_mro*/
|
|
0, /*tp_cache*/
|
|
0, /*tp_subclasses*/
|
|
0, /*tp_weaklist*/
|
|
0, /*tp_del*/
|
|
0, /*tp_version_tag*/
|
|
#if PY_VERSION_HEX >= 0x030400a1
|
|
0, /*tp_finalize*/
|
|
#endif
|
|
};
|
|
static struct __pyx_vtabstruct_5thinc_6linalg_Vec __pyx_vtable_5thinc_6linalg_Vec;
|
|
|
|
static PyObject *__pyx_tp_new_5thinc_6linalg_Vec(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
|
|
struct __pyx_obj_5thinc_6linalg_Vec *p;
|
|
PyObject *o;
|
|
if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
|
|
o = (*t->tp_alloc)(t, 0);
|
|
} else {
|
|
o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
|
|
}
|
|
if (unlikely(!o)) return 0;
|
|
p = ((struct __pyx_obj_5thinc_6linalg_Vec *)o);
|
|
p->__pyx_vtab = __pyx_vtabptr_5thinc_6linalg_Vec;
|
|
return o;
|
|
}
|
|
|
|
static void __pyx_tp_dealloc_5thinc_6linalg_Vec(PyObject *o) {
|
|
#if CYTHON_USE_TP_FINALIZE
|
|
if (unlikely(PyType_HasFeature(Py_TYPE(o), Py_TPFLAGS_HAVE_FINALIZE) && Py_TYPE(o)->tp_finalize) && (!PyType_IS_GC(Py_TYPE(o)) || !_PyGC_FINALIZED(o))) {
|
|
if (PyObject_CallFinalizerFromDealloc(o)) return;
|
|
}
|
|
#endif
|
|
(*Py_TYPE(o)->tp_free)(o);
|
|
}
|
|
|
|
static PyTypeObject __pyx_type_5thinc_6linalg_Vec = {
|
|
PyVarObject_HEAD_INIT(0, 0)
|
|
"thinc.linalg.Vec", /*tp_name*/
|
|
sizeof(struct __pyx_obj_5thinc_6linalg_Vec), /*tp_basicsize*/
|
|
0, /*tp_itemsize*/
|
|
__pyx_tp_dealloc_5thinc_6linalg_Vec, /*tp_dealloc*/
|
|
0, /*tp_print*/
|
|
0, /*tp_getattr*/
|
|
0, /*tp_setattr*/
|
|
#if PY_MAJOR_VERSION < 3
|
|
0, /*tp_compare*/
|
|
#endif
|
|
#if PY_MAJOR_VERSION >= 3
|
|
0, /*tp_as_async*/
|
|
#endif
|
|
0, /*tp_repr*/
|
|
0, /*tp_as_number*/
|
|
0, /*tp_as_sequence*/
|
|
0, /*tp_as_mapping*/
|
|
0, /*tp_hash*/
|
|
0, /*tp_call*/
|
|
0, /*tp_str*/
|
|
0, /*tp_getattro*/
|
|
0, /*tp_setattro*/
|
|
0, /*tp_as_buffer*/
|
|
Py_TPFLAGS_DEFAULT|Py_TPFLAGS_HAVE_VERSION_TAG|Py_TPFLAGS_CHECKTYPES|Py_TPFLAGS_HAVE_NEWBUFFER|Py_TPFLAGS_BASETYPE, /*tp_flags*/
|
|
0, /*tp_doc*/
|
|
0, /*tp_traverse*/
|
|
0, /*tp_clear*/
|
|
0, /*tp_richcompare*/
|
|
0, /*tp_weaklistoffset*/
|
|
0, /*tp_iter*/
|
|
0, /*tp_iternext*/
|
|
0, /*tp_methods*/
|
|
0, /*tp_members*/
|
|
0, /*tp_getset*/
|
|
0, /*tp_base*/
|
|
0, /*tp_dict*/
|
|
0, /*tp_descr_get*/
|
|
0, /*tp_descr_set*/
|
|
0, /*tp_dictoffset*/
|
|
0, /*tp_init*/
|
|
0, /*tp_alloc*/
|
|
__pyx_tp_new_5thinc_6linalg_Vec, /*tp_new*/
|
|
0, /*tp_free*/
|
|
0, /*tp_is_gc*/
|
|
0, /*tp_bases*/
|
|
0, /*tp_mro*/
|
|
0, /*tp_cache*/
|
|
0, /*tp_subclasses*/
|
|
0, /*tp_weaklist*/
|
|
0, /*tp_del*/
|
|
0, /*tp_version_tag*/
|
|
#if PY_VERSION_HEX >= 0x030400a1
|
|
0, /*tp_finalize*/
|
|
#endif
|
|
};
|
|
static struct __pyx_vtabstruct_5thinc_6linalg_VecVec __pyx_vtable_5thinc_6linalg_VecVec;
|
|
|
|
static PyObject *__pyx_tp_new_5thinc_6linalg_VecVec(PyTypeObject *t, CYTHON_UNUSED PyObject *a, CYTHON_UNUSED PyObject *k) {
|
|
struct __pyx_obj_5thinc_6linalg_VecVec *p;
|
|
PyObject *o;
|
|
if (likely((t->tp_flags & Py_TPFLAGS_IS_ABSTRACT) == 0)) {
|
|
o = (*t->tp_alloc)(t, 0);
|
|
} else {
|
|
o = (PyObject *) PyBaseObject_Type.tp_new(t, __pyx_empty_tuple, 0);
|
|
}
|
|
if (unlikely(!o)) return 0;
|
|
p = ((struct __pyx_obj_5thinc_6linalg_VecVec *)o);
|
|
p->__pyx_vtab = __pyx_vtabptr_5thinc_6linalg_VecVec;
|
|
return o;
|
|
}
|
|
|
|
static void __pyx_tp_dealloc_5thinc_6linalg_VecVec(PyObject *o) {
|
|
#if CYTHON_USE_TP_FINALIZE
|
|
if (unlikely(PyType_HasFeature(Py_TYPE(o), Py_TPFLAGS_HAVE_FINALIZE) && Py_TYPE(o)->tp_finalize) && (!PyType_IS_GC(Py_TYPE(o)) || !_PyGC_FINALIZED(o))) {
|
|
if (PyObject_CallFinalizerFromDealloc(o)) return;
|
|
}
|
|
#endif
|
|
(*Py_TYPE(o)->tp_free)(o);
|
|
}
|
|
|
|
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__Pyx_RefNannyDeclarations
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__Pyx_RefNannyDeclarations
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|
|
#ifdef CYTHON_NO_PYINIT_EXPORT
|
|
#define __Pyx_PyMODINIT_FUNC void
|
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|
|
#define __Pyx_PyMODINIT_FUNC PyObject *
|
|
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|
|
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|
|
|
|
|
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#if PY_MAJOR_VERSION < 3
|
|
__Pyx_PyMODINIT_FUNC initlinalg(void) CYTHON_SMALL_CODE; /*proto*/
|
|
__Pyx_PyMODINIT_FUNC initlinalg(void)
|
|
#else
|
|
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|
|
__Pyx_PyMODINIT_FUNC PyInit_linalg(void)
|
|
#if CYTHON_PEP489_MULTI_PHASE_INIT
|
|
{
|
|
return PyModuleDef_Init(&__pyx_moduledef);
|
|
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static CYTHON_SMALL_CODE int __Pyx_check_single_interpreter(void) {
|
|
#if PY_VERSION_HEX >= 0x030700A1
|
|
static PY_INT64_T main_interpreter_id = -1;
|
|
PY_INT64_T current_id = PyInterpreterState_GetID(PyThreadState_Get()->interp);
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if (main_interpreter_id == -1) {
|
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main_interpreter_id = current_id;
|
|
return (unlikely(current_id == -1)) ? -1 : 0;
|
|
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|
|
#else
|
|
static PyInterpreterState *main_interpreter = NULL;
|
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PyInterpreterState *current_interpreter = PyThreadState_Get()->interp;
|
|
if (!main_interpreter) {
|
|
main_interpreter = current_interpreter;
|
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|
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|
|
{
|
|
PyErr_SetString(
|
|
PyExc_ImportError,
|
|
"Interpreter change detected - this module can only be loaded into one interpreter per process.");
|
|
return -1;
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|
|
return 0;
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|
|
static CYTHON_SMALL_CODE int __Pyx_copy_spec_to_module(PyObject *spec, PyObject *moddict, const char* from_name, const char* to_name, int allow_none) {
|
|
PyObject *value = PyObject_GetAttrString(spec, from_name);
|
|
int result = 0;
|
|
if (likely(value)) {
|
|
if (allow_none || value != Py_None) {
|
|
result = PyDict_SetItemString(moddict, to_name, value);
|
|
}
|
|
Py_DECREF(value);
|
|
} else if (PyErr_ExceptionMatches(PyExc_AttributeError)) {
|
|
PyErr_Clear();
|
|
} else {
|
|
result = -1;
|
|
}
|
|
return result;
|
|
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|
|
static CYTHON_SMALL_CODE PyObject* __pyx_pymod_create(PyObject *spec, CYTHON_UNUSED PyModuleDef *def) {
|
|
PyObject *module = NULL, *moddict, *modname;
|
|
if (__Pyx_check_single_interpreter())
|
|
return NULL;
|
|
if (__pyx_m)
|
|
return __Pyx_NewRef(__pyx_m);
|
|
modname = PyObject_GetAttrString(spec, "name");
|
|
if (unlikely(!modname)) goto bad;
|
|
module = PyModule_NewObject(modname);
|
|
Py_DECREF(modname);
|
|
if (unlikely(!module)) goto bad;
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|
moddict = PyModule_GetDict(module);
|
|
if (unlikely(!moddict)) goto bad;
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if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "loader", "__loader__", 1) < 0)) goto bad;
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|
if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "origin", "__file__", 1) < 0)) goto bad;
|
|
if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "parent", "__package__", 1) < 0)) goto bad;
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|
if (unlikely(__Pyx_copy_spec_to_module(spec, moddict, "submodule_search_locations", "__path__", 0) < 0)) goto bad;
|
|
return module;
|
|
bad:
|
|
Py_XDECREF(module);
|
|
return NULL;
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|
|
|
|
|
|
static CYTHON_SMALL_CODE int __pyx_pymod_exec_linalg(PyObject *__pyx_pyinit_module)
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|
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|
|
{
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__Pyx_RefNannyDeclarations
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|
|
PyErr_SetString(PyExc_RuntimeError, "Module 'linalg' has already been imported. Re-initialisation is not supported.");
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return -1;
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#elif PY_MAJOR_VERSION >= 3
|
|
if (__pyx_m) return __Pyx_NewRef(__pyx_m);
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#if CYTHON_REFNANNY
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__Pyx_RefNanny = __Pyx_RefNannyImportAPI("refnanny");
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|
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Py_FatalError("failed to import 'refnanny' module");
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/*--- Library function declarations ---*/
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#ifdef WITH_THREAD /* Python build with threading support? */
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PyEval_InitThreads();
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/*--- Module creation code ---*/
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__pyx_m = __pyx_pyinit_module;
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Py_INCREF(__pyx_m);
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|
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(void)__Pyx_modinit_variable_import_code();
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(void)__Pyx_modinit_function_import_code();
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|
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|
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/* "thinc/linalg.pxd":486
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*
|
|
* @staticmethod
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|
* cdef inline void batch_add_outer_i(weight_t* output, # <<<<<<<<<<<<<<
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|
* const weight_t* x,
|
|
* const weight_t* y,
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*/
|
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/*--- Wrapped vars code ---*/
|
|
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|
goto __pyx_L0;
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__pyx_L1_error:;
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__Pyx_XDECREF(__pyx_t_1);
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Py_CLEAR(__pyx_m);
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} else if (!PyErr_Occurred()) {
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PyErr_SetString(PyExc_ImportError, "init thinc.linalg");
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static __Pyx_RefNannyAPIStruct *__Pyx_RefNannyImportAPI(const char *modname) {
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PyObject *m = NULL, *p = NULL;
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if (!m) goto end;
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if (!p) goto end;
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Py_XDECREF(p);
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Py_XDECREF(m);
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return (__Pyx_RefNannyAPIStruct *)r;
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|
|
static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name) {
|
|
PyTypeObject* tp = Py_TYPE(obj);
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if (likely(tp->tp_getattro))
|
|
return tp->tp_getattro(obj, attr_name);
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|
#if PY_MAJOR_VERSION < 3
|
|
if (likely(tp->tp_getattr))
|
|
return tp->tp_getattr(obj, PyString_AS_STRING(attr_name));
|
|
#endif
|
|
return PyObject_GetAttr(obj, attr_name);
|
|
}
|
|
#endif
|
|
|
|
/* GetBuiltinName */
|
|
static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
|
|
PyObject* result = __Pyx_PyObject_GetAttrStr(__pyx_b, name);
|
|
if (unlikely(!result)) {
|
|
PyErr_Format(PyExc_NameError,
|
|
#if PY_MAJOR_VERSION >= 3
|
|
"name '%U' is not defined", name);
|
|
#else
|
|
"name '%.200s' is not defined", PyString_AS_STRING(name));
|
|
#endif
|
|
}
|
|
return result;
|
|
}
|
|
|
|
/* 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;
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|
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|
|
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;
|
|
}
|
|
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|
|
|
|
/* 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;
|
|
}
|
|
|
|
/* 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;
|
|
}
|
|
|
|
/* PyErrFetchRestore */
|
|
#if CYTHON_FAST_THREAD_STATE
|
|
static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
|
|
PyObject *tmp_type, *tmp_value, *tmp_tb;
|
|
tmp_type = tstate->curexc_type;
|
|
tmp_value = tstate->curexc_value;
|
|
tmp_tb = tstate->curexc_traceback;
|
|
tstate->curexc_type = type;
|
|
tstate->curexc_value = value;
|
|
tstate->curexc_traceback = tb;
|
|
Py_XDECREF(tmp_type);
|
|
Py_XDECREF(tmp_value);
|
|
Py_XDECREF(tmp_tb);
|
|
}
|
|
static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
|
|
*type = tstate->curexc_type;
|
|
*value = tstate->curexc_value;
|
|
*tb = tstate->curexc_traceback;
|
|
tstate->curexc_type = 0;
|
|
tstate->curexc_value = 0;
|
|
tstate->curexc_traceback = 0;
|
|
}
|
|
#endif
|
|
|
|
/* CLineInTraceback */
|
|
#ifndef CYTHON_CLINE_IN_TRACEBACK
|
|
static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) {
|
|
PyObject *use_cline;
|
|
PyObject *ptype, *pvalue, *ptraceback;
|
|
#if CYTHON_COMPILING_IN_CPYTHON
|
|
PyObject **cython_runtime_dict;
|
|
#endif
|
|
if (unlikely(!__pyx_cython_runtime)) {
|
|
return c_line;
|
|
}
|
|
__Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
|
|
#if CYTHON_COMPILING_IN_CPYTHON
|
|
cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime);
|
|
if (likely(cython_runtime_dict)) {
|
|
__PYX_PY_DICT_LOOKUP_IF_MODIFIED(
|
|
use_cline, *cython_runtime_dict,
|
|
__Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback))
|
|
} else
|
|
#endif
|
|
{
|
|
PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback);
|
|
if (use_cline_obj) {
|
|
use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True;
|
|
Py_DECREF(use_cline_obj);
|
|
} else {
|
|
PyErr_Clear();
|
|
use_cline = NULL;
|
|
}
|
|
}
|
|
if (!use_cline) {
|
|
c_line = 0;
|
|
PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False);
|
|
}
|
|
else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) {
|
|
c_line = 0;
|
|
}
|
|
__Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
|
|
return c_line;
|
|
}
|
|
#endif
|
|
|
|
/* CodeObjectCache */
|
|
static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
|
|
int start = 0, mid = 0, end = count - 1;
|
|
if (end >= 0 && code_line > entries[end].code_line) {
|
|
return count;
|
|
}
|
|
while (start < end) {
|
|
mid = start + (end - start) / 2;
|
|
if (code_line < entries[mid].code_line) {
|
|
end = mid;
|
|
} else if (code_line > entries[mid].code_line) {
|
|
start = mid + 1;
|
|
} else {
|
|
return mid;
|
|
}
|
|
}
|
|
if (code_line <= entries[mid].code_line) {
|
|
return mid;
|
|
} else {
|
|
return mid + 1;
|
|
}
|
|
}
|
|
static PyCodeObject *__pyx_find_code_object(int code_line) {
|
|
PyCodeObject* code_object;
|
|
int pos;
|
|
if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) {
|
|
return NULL;
|
|
}
|
|
pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
|
|
if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) {
|
|
return NULL;
|
|
}
|
|
code_object = __pyx_code_cache.entries[pos].code_object;
|
|
Py_INCREF(code_object);
|
|
return code_object;
|
|
}
|
|
static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
|
|
int pos, i;
|
|
__Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries;
|
|
if (unlikely(!code_line)) {
|
|
return;
|
|
}
|
|
if (unlikely(!entries)) {
|
|
entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
|
|
if (likely(entries)) {
|
|
__pyx_code_cache.entries = entries;
|
|
__pyx_code_cache.max_count = 64;
|
|
__pyx_code_cache.count = 1;
|
|
entries[0].code_line = code_line;
|
|
entries[0].code_object = code_object;
|
|
Py_INCREF(code_object);
|
|
}
|
|
return;
|
|
}
|
|
pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
|
|
if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) {
|
|
PyCodeObject* tmp = entries[pos].code_object;
|
|
entries[pos].code_object = code_object;
|
|
Py_DECREF(tmp);
|
|
return;
|
|
}
|
|
if (__pyx_code_cache.count == __pyx_code_cache.max_count) {
|
|
int new_max = __pyx_code_cache.max_count + 64;
|
|
entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
|
|
__pyx_code_cache.entries, (size_t)new_max*sizeof(__Pyx_CodeObjectCacheEntry));
|
|
if (unlikely(!entries)) {
|
|
return;
|
|
}
|
|
__pyx_code_cache.entries = entries;
|
|
__pyx_code_cache.max_count = new_max;
|
|
}
|
|
for (i=__pyx_code_cache.count; i>pos; i--) {
|
|
entries[i] = entries[i-1];
|
|
}
|
|
entries[pos].code_line = code_line;
|
|
entries[pos].code_object = code_object;
|
|
__pyx_code_cache.count++;
|
|
Py_INCREF(code_object);
|
|
}
|
|
|
|
/* AddTraceback */
|
|
#include "compile.h"
|
|
#include "frameobject.h"
|
|
#include "traceback.h"
|
|
static PyCodeObject* __Pyx_CreateCodeObjectForTraceback(
|
|
const char *funcname, int c_line,
|
|
int py_line, const char *filename) {
|
|
PyCodeObject *py_code = 0;
|
|
PyObject *py_srcfile = 0;
|
|
PyObject *py_funcname = 0;
|
|
#if PY_MAJOR_VERSION < 3
|
|
py_srcfile = PyString_FromString(filename);
|
|
#else
|
|
py_srcfile = PyUnicode_FromString(filename);
|
|
#endif
|
|
if (!py_srcfile) goto bad;
|
|
if (c_line) {
|
|
#if PY_MAJOR_VERSION < 3
|
|
py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
|
|
#else
|
|
py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
|
|
#endif
|
|
}
|
|
else {
|
|
#if PY_MAJOR_VERSION < 3
|
|
py_funcname = PyString_FromString(funcname);
|
|
#else
|
|
py_funcname = PyUnicode_FromString(funcname);
|
|
#endif
|
|
}
|
|
if (!py_funcname) goto bad;
|
|
py_code = __Pyx_PyCode_New(
|
|
0,
|
|
0,
|
|
0,
|
|
0,
|
|
0,
|
|
__pyx_empty_bytes, /*PyObject *code,*/
|
|
__pyx_empty_tuple, /*PyObject *consts,*/
|
|
__pyx_empty_tuple, /*PyObject *names,*/
|
|
__pyx_empty_tuple, /*PyObject *varnames,*/
|
|
__pyx_empty_tuple, /*PyObject *freevars,*/
|
|
__pyx_empty_tuple, /*PyObject *cellvars,*/
|
|
py_srcfile, /*PyObject *filename,*/
|
|
py_funcname, /*PyObject *name,*/
|
|
py_line,
|
|
__pyx_empty_bytes /*PyObject *lnotab*/
|
|
);
|
|
Py_DECREF(py_srcfile);
|
|
Py_DECREF(py_funcname);
|
|
return py_code;
|
|
bad:
|
|
Py_XDECREF(py_srcfile);
|
|
Py_XDECREF(py_funcname);
|
|
return NULL;
|
|
}
|
|
static void __Pyx_AddTraceback(const char *funcname, int c_line,
|
|
int py_line, const char *filename) {
|
|
PyCodeObject *py_code = 0;
|
|
PyFrameObject *py_frame = 0;
|
|
PyThreadState *tstate = __Pyx_PyThreadState_Current;
|
|
if (c_line) {
|
|
c_line = __Pyx_CLineForTraceback(tstate, c_line);
|
|
}
|
|
py_code = __pyx_find_code_object(c_line ? -c_line : py_line);
|
|
if (!py_code) {
|
|
py_code = __Pyx_CreateCodeObjectForTraceback(
|
|
funcname, c_line, py_line, filename);
|
|
if (!py_code) goto bad;
|
|
__pyx_insert_code_object(c_line ? -c_line : py_line, py_code);
|
|
}
|
|
py_frame = PyFrame_New(
|
|
tstate, /*PyThreadState *tstate,*/
|
|
py_code, /*PyCodeObject *code,*/
|
|
__pyx_d, /*PyObject *globals,*/
|
|
0 /*PyObject *locals*/
|
|
);
|
|
if (!py_frame) goto bad;
|
|
__Pyx_PyFrame_SetLineNumber(py_frame, py_line);
|
|
PyTraceBack_Here(py_frame);
|
|
bad:
|
|
Py_XDECREF(py_code);
|
|
Py_XDECREF(py_frame);
|
|
}
|
|
|
|
/* CIntToPy */
|
|
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
|
|
const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0;
|
|
const int is_unsigned = neg_one > const_zero;
|
|
if (is_unsigned) {
|
|
if (sizeof(int) < sizeof(long)) {
|
|
return PyInt_FromLong((long) value);
|
|
} else if (sizeof(int) <= sizeof(unsigned long)) {
|
|
return PyLong_FromUnsignedLong((unsigned long) value);
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
|
|
return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
|
|
#endif
|
|
}
|
|
} else {
|
|
if (sizeof(int) <= sizeof(long)) {
|
|
return PyInt_FromLong((long) value);
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
|
|
return PyLong_FromLongLong((PY_LONG_LONG) value);
|
|
#endif
|
|
}
|
|
}
|
|
{
|
|
int one = 1; int little = (int)*(unsigned char *)&one;
|
|
unsigned char *bytes = (unsigned char *)&value;
|
|
return _PyLong_FromByteArray(bytes, sizeof(int),
|
|
little, !is_unsigned);
|
|
}
|
|
}
|
|
|
|
/* CIntFromPyVerify */
|
|
#define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
|
|
__PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
|
|
#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
|
|
__PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
|
|
#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
|
|
{\
|
|
func_type value = func_value;\
|
|
if (sizeof(target_type) < sizeof(func_type)) {\
|
|
if (unlikely(value != (func_type) (target_type) value)) {\
|
|
func_type zero = 0;\
|
|
if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
|
|
return (target_type) -1;\
|
|
if (is_unsigned && unlikely(value < zero))\
|
|
goto raise_neg_overflow;\
|
|
else\
|
|
goto raise_overflow;\
|
|
}\
|
|
}\
|
|
return (target_type) value;\
|
|
}
|
|
|
|
/* CIntToPy */
|
|
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int32_t(int32_t value) {
|
|
const int32_t neg_one = (int32_t) ((int32_t) 0 - (int32_t) 1), const_zero = (int32_t) 0;
|
|
const int is_unsigned = neg_one > const_zero;
|
|
if (is_unsigned) {
|
|
if (sizeof(int32_t) < sizeof(long)) {
|
|
return PyInt_FromLong((long) value);
|
|
} else if (sizeof(int32_t) <= sizeof(unsigned long)) {
|
|
return PyLong_FromUnsignedLong((unsigned long) value);
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(int32_t) <= sizeof(unsigned PY_LONG_LONG)) {
|
|
return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
|
|
#endif
|
|
}
|
|
} else {
|
|
if (sizeof(int32_t) <= sizeof(long)) {
|
|
return PyInt_FromLong((long) value);
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(int32_t) <= sizeof(PY_LONG_LONG)) {
|
|
return PyLong_FromLongLong((PY_LONG_LONG) value);
|
|
#endif
|
|
}
|
|
}
|
|
{
|
|
int one = 1; int little = (int)*(unsigned char *)&one;
|
|
unsigned char *bytes = (unsigned char *)&value;
|
|
return _PyLong_FromByteArray(bytes, sizeof(int32_t),
|
|
little, !is_unsigned);
|
|
}
|
|
}
|
|
|
|
/* CIntFromPy */
|
|
static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
|
|
const int neg_one = (int) ((int) 0 - (int) 1), const_zero = (int) 0;
|
|
const int is_unsigned = neg_one > const_zero;
|
|
#if PY_MAJOR_VERSION < 3
|
|
if (likely(PyInt_Check(x))) {
|
|
if (sizeof(int) < sizeof(long)) {
|
|
__PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
|
|
} else {
|
|
long val = PyInt_AS_LONG(x);
|
|
if (is_unsigned && unlikely(val < 0)) {
|
|
goto raise_neg_overflow;
|
|
}
|
|
return (int) val;
|
|
}
|
|
} else
|
|
#endif
|
|
if (likely(PyLong_Check(x))) {
|
|
if (is_unsigned) {
|
|
#if CYTHON_USE_PYLONG_INTERNALS
|
|
const digit* digits = ((PyLongObject*)x)->ob_digit;
|
|
switch (Py_SIZE(x)) {
|
|
case 0: return (int) 0;
|
|
case 1: __PYX_VERIFY_RETURN_INT(int, digit, digits[0])
|
|
case 2:
|
|
if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int) >= 2 * PyLong_SHIFT) {
|
|
return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
|
|
}
|
|
}
|
|
break;
|
|
case 3:
|
|
if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int) >= 3 * PyLong_SHIFT) {
|
|
return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
|
|
}
|
|
}
|
|
break;
|
|
case 4:
|
|
if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int) >= 4 * PyLong_SHIFT) {
|
|
return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
|
|
}
|
|
}
|
|
break;
|
|
}
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_CPYTHON
|
|
if (unlikely(Py_SIZE(x) < 0)) {
|
|
goto raise_neg_overflow;
|
|
}
|
|
#else
|
|
{
|
|
int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
|
|
if (unlikely(result < 0))
|
|
return (int) -1;
|
|
if (unlikely(result == 1))
|
|
goto raise_neg_overflow;
|
|
}
|
|
#endif
|
|
if (sizeof(int) <= sizeof(unsigned long)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
|
|
#endif
|
|
}
|
|
} else {
|
|
#if CYTHON_USE_PYLONG_INTERNALS
|
|
const digit* digits = ((PyLongObject*)x)->ob_digit;
|
|
switch (Py_SIZE(x)) {
|
|
case 0: return (int) 0;
|
|
case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, (sdigit) (-(sdigit)digits[0]))
|
|
case 1: __PYX_VERIFY_RETURN_INT(int, digit, +digits[0])
|
|
case -2:
|
|
if (8 * sizeof(int) - 1 > 1 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
|
|
return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case 2:
|
|
if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
|
|
return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case -3:
|
|
if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
|
|
return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case 3:
|
|
if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
|
|
return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case -4:
|
|
if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
|
|
return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case 4:
|
|
if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
|
|
return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
}
|
|
#endif
|
|
if (sizeof(int) <= sizeof(long)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
|
|
#endif
|
|
}
|
|
}
|
|
{
|
|
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
|
|
PyErr_SetString(PyExc_RuntimeError,
|
|
"_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
|
|
#else
|
|
int val;
|
|
PyObject *v = __Pyx_PyNumber_IntOrLong(x);
|
|
#if PY_MAJOR_VERSION < 3
|
|
if (likely(v) && !PyLong_Check(v)) {
|
|
PyObject *tmp = v;
|
|
v = PyNumber_Long(tmp);
|
|
Py_DECREF(tmp);
|
|
}
|
|
#endif
|
|
if (likely(v)) {
|
|
int one = 1; int is_little = (int)*(unsigned char *)&one;
|
|
unsigned char *bytes = (unsigned char *)&val;
|
|
int ret = _PyLong_AsByteArray((PyLongObject *)v,
|
|
bytes, sizeof(val),
|
|
is_little, !is_unsigned);
|
|
Py_DECREF(v);
|
|
if (likely(!ret))
|
|
return val;
|
|
}
|
|
#endif
|
|
return (int) -1;
|
|
}
|
|
} else {
|
|
int val;
|
|
PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
|
|
if (!tmp) return (int) -1;
|
|
val = __Pyx_PyInt_As_int(tmp);
|
|
Py_DECREF(tmp);
|
|
return val;
|
|
}
|
|
raise_overflow:
|
|
PyErr_SetString(PyExc_OverflowError,
|
|
"value too large to convert to int");
|
|
return (int) -1;
|
|
raise_neg_overflow:
|
|
PyErr_SetString(PyExc_OverflowError,
|
|
"can't convert negative value to int");
|
|
return (int) -1;
|
|
}
|
|
|
|
/* CIntFromPy */
|
|
static CYTHON_INLINE int32_t __Pyx_PyInt_As_int32_t(PyObject *x) {
|
|
const int32_t neg_one = (int32_t) ((int32_t) 0 - (int32_t) 1), const_zero = (int32_t) 0;
|
|
const int is_unsigned = neg_one > const_zero;
|
|
#if PY_MAJOR_VERSION < 3
|
|
if (likely(PyInt_Check(x))) {
|
|
if (sizeof(int32_t) < sizeof(long)) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, long, PyInt_AS_LONG(x))
|
|
} else {
|
|
long val = PyInt_AS_LONG(x);
|
|
if (is_unsigned && unlikely(val < 0)) {
|
|
goto raise_neg_overflow;
|
|
}
|
|
return (int32_t) val;
|
|
}
|
|
} else
|
|
#endif
|
|
if (likely(PyLong_Check(x))) {
|
|
if (is_unsigned) {
|
|
#if CYTHON_USE_PYLONG_INTERNALS
|
|
const digit* digits = ((PyLongObject*)x)->ob_digit;
|
|
switch (Py_SIZE(x)) {
|
|
case 0: return (int32_t) 0;
|
|
case 1: __PYX_VERIFY_RETURN_INT(int32_t, digit, digits[0])
|
|
case 2:
|
|
if (8 * sizeof(int32_t) > 1 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int32_t) >= 2 * PyLong_SHIFT) {
|
|
return (int32_t) (((((int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0]));
|
|
}
|
|
}
|
|
break;
|
|
case 3:
|
|
if (8 * sizeof(int32_t) > 2 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int32_t) >= 3 * PyLong_SHIFT) {
|
|
return (int32_t) (((((((int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0]));
|
|
}
|
|
}
|
|
break;
|
|
case 4:
|
|
if (8 * sizeof(int32_t) > 3 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int32_t) >= 4 * PyLong_SHIFT) {
|
|
return (int32_t) (((((((((int32_t)digits[3]) << PyLong_SHIFT) | (int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0]));
|
|
}
|
|
}
|
|
break;
|
|
}
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_CPYTHON
|
|
if (unlikely(Py_SIZE(x) < 0)) {
|
|
goto raise_neg_overflow;
|
|
}
|
|
#else
|
|
{
|
|
int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
|
|
if (unlikely(result < 0))
|
|
return (int32_t) -1;
|
|
if (unlikely(result == 1))
|
|
goto raise_neg_overflow;
|
|
}
|
|
#endif
|
|
if (sizeof(int32_t) <= sizeof(unsigned long)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(int32_t, unsigned long, PyLong_AsUnsignedLong(x))
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(int32_t) <= sizeof(unsigned PY_LONG_LONG)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(int32_t, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
|
|
#endif
|
|
}
|
|
} else {
|
|
#if CYTHON_USE_PYLONG_INTERNALS
|
|
const digit* digits = ((PyLongObject*)x)->ob_digit;
|
|
switch (Py_SIZE(x)) {
|
|
case 0: return (int32_t) 0;
|
|
case -1: __PYX_VERIFY_RETURN_INT(int32_t, sdigit, (sdigit) (-(sdigit)digits[0]))
|
|
case 1: __PYX_VERIFY_RETURN_INT(int32_t, digit, +digits[0])
|
|
case -2:
|
|
if (8 * sizeof(int32_t) - 1 > 1 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int32_t) - 1 > 2 * PyLong_SHIFT) {
|
|
return (int32_t) (((int32_t)-1)*(((((int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case 2:
|
|
if (8 * sizeof(int32_t) > 1 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int32_t) - 1 > 2 * PyLong_SHIFT) {
|
|
return (int32_t) ((((((int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case -3:
|
|
if (8 * sizeof(int32_t) - 1 > 2 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int32_t) - 1 > 3 * PyLong_SHIFT) {
|
|
return (int32_t) (((int32_t)-1)*(((((((int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case 3:
|
|
if (8 * sizeof(int32_t) > 2 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int32_t) - 1 > 3 * PyLong_SHIFT) {
|
|
return (int32_t) ((((((((int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case -4:
|
|
if (8 * sizeof(int32_t) - 1 > 3 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int32_t) - 1 > 4 * PyLong_SHIFT) {
|
|
return (int32_t) (((int32_t)-1)*(((((((((int32_t)digits[3]) << PyLong_SHIFT) | (int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case 4:
|
|
if (8 * sizeof(int32_t) > 3 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(int32_t, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(int32_t) - 1 > 4 * PyLong_SHIFT) {
|
|
return (int32_t) ((((((((((int32_t)digits[3]) << PyLong_SHIFT) | (int32_t)digits[2]) << PyLong_SHIFT) | (int32_t)digits[1]) << PyLong_SHIFT) | (int32_t)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
}
|
|
#endif
|
|
if (sizeof(int32_t) <= sizeof(long)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(int32_t, long, PyLong_AsLong(x))
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(int32_t) <= sizeof(PY_LONG_LONG)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(int32_t, PY_LONG_LONG, PyLong_AsLongLong(x))
|
|
#endif
|
|
}
|
|
}
|
|
{
|
|
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
|
|
PyErr_SetString(PyExc_RuntimeError,
|
|
"_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
|
|
#else
|
|
int32_t val;
|
|
PyObject *v = __Pyx_PyNumber_IntOrLong(x);
|
|
#if PY_MAJOR_VERSION < 3
|
|
if (likely(v) && !PyLong_Check(v)) {
|
|
PyObject *tmp = v;
|
|
v = PyNumber_Long(tmp);
|
|
Py_DECREF(tmp);
|
|
}
|
|
#endif
|
|
if (likely(v)) {
|
|
int one = 1; int is_little = (int)*(unsigned char *)&one;
|
|
unsigned char *bytes = (unsigned char *)&val;
|
|
int ret = _PyLong_AsByteArray((PyLongObject *)v,
|
|
bytes, sizeof(val),
|
|
is_little, !is_unsigned);
|
|
Py_DECREF(v);
|
|
if (likely(!ret))
|
|
return val;
|
|
}
|
|
#endif
|
|
return (int32_t) -1;
|
|
}
|
|
} else {
|
|
int32_t val;
|
|
PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
|
|
if (!tmp) return (int32_t) -1;
|
|
val = __Pyx_PyInt_As_int32_t(tmp);
|
|
Py_DECREF(tmp);
|
|
return val;
|
|
}
|
|
raise_overflow:
|
|
PyErr_SetString(PyExc_OverflowError,
|
|
"value too large to convert to int32_t");
|
|
return (int32_t) -1;
|
|
raise_neg_overflow:
|
|
PyErr_SetString(PyExc_OverflowError,
|
|
"can't convert negative value to int32_t");
|
|
return (int32_t) -1;
|
|
}
|
|
|
|
/* CIntToPy */
|
|
static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
|
|
const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0;
|
|
const int is_unsigned = neg_one > const_zero;
|
|
if (is_unsigned) {
|
|
if (sizeof(long) < sizeof(long)) {
|
|
return PyInt_FromLong((long) value);
|
|
} else if (sizeof(long) <= sizeof(unsigned long)) {
|
|
return PyLong_FromUnsignedLong((unsigned long) value);
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
|
|
return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
|
|
#endif
|
|
}
|
|
} else {
|
|
if (sizeof(long) <= sizeof(long)) {
|
|
return PyInt_FromLong((long) value);
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
|
|
return PyLong_FromLongLong((PY_LONG_LONG) value);
|
|
#endif
|
|
}
|
|
}
|
|
{
|
|
int one = 1; int little = (int)*(unsigned char *)&one;
|
|
unsigned char *bytes = (unsigned char *)&value;
|
|
return _PyLong_FromByteArray(bytes, sizeof(long),
|
|
little, !is_unsigned);
|
|
}
|
|
}
|
|
|
|
/* CIntFromPy */
|
|
static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
|
|
const long neg_one = (long) ((long) 0 - (long) 1), const_zero = (long) 0;
|
|
const int is_unsigned = neg_one > const_zero;
|
|
#if PY_MAJOR_VERSION < 3
|
|
if (likely(PyInt_Check(x))) {
|
|
if (sizeof(long) < sizeof(long)) {
|
|
__PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x))
|
|
} else {
|
|
long val = PyInt_AS_LONG(x);
|
|
if (is_unsigned && unlikely(val < 0)) {
|
|
goto raise_neg_overflow;
|
|
}
|
|
return (long) val;
|
|
}
|
|
} else
|
|
#endif
|
|
if (likely(PyLong_Check(x))) {
|
|
if (is_unsigned) {
|
|
#if CYTHON_USE_PYLONG_INTERNALS
|
|
const digit* digits = ((PyLongObject*)x)->ob_digit;
|
|
switch (Py_SIZE(x)) {
|
|
case 0: return (long) 0;
|
|
case 1: __PYX_VERIFY_RETURN_INT(long, digit, digits[0])
|
|
case 2:
|
|
if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(long) >= 2 * PyLong_SHIFT) {
|
|
return (long) (((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
|
|
}
|
|
}
|
|
break;
|
|
case 3:
|
|
if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(long) >= 3 * PyLong_SHIFT) {
|
|
return (long) (((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
|
|
}
|
|
}
|
|
break;
|
|
case 4:
|
|
if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(long) >= 4 * PyLong_SHIFT) {
|
|
return (long) (((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
|
|
}
|
|
}
|
|
break;
|
|
}
|
|
#endif
|
|
#if CYTHON_COMPILING_IN_CPYTHON
|
|
if (unlikely(Py_SIZE(x) < 0)) {
|
|
goto raise_neg_overflow;
|
|
}
|
|
#else
|
|
{
|
|
int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
|
|
if (unlikely(result < 0))
|
|
return (long) -1;
|
|
if (unlikely(result == 1))
|
|
goto raise_neg_overflow;
|
|
}
|
|
#endif
|
|
if (sizeof(long) <= sizeof(unsigned long)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x))
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
|
|
#endif
|
|
}
|
|
} else {
|
|
#if CYTHON_USE_PYLONG_INTERNALS
|
|
const digit* digits = ((PyLongObject*)x)->ob_digit;
|
|
switch (Py_SIZE(x)) {
|
|
case 0: return (long) 0;
|
|
case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, (sdigit) (-(sdigit)digits[0]))
|
|
case 1: __PYX_VERIFY_RETURN_INT(long, digit, +digits[0])
|
|
case -2:
|
|
if (8 * sizeof(long) - 1 > 1 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
|
|
return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case 2:
|
|
if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
|
|
return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case -3:
|
|
if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
|
|
return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case 3:
|
|
if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
|
|
return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case -4:
|
|
if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
|
|
return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
case 4:
|
|
if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
|
|
if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
|
|
__PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
|
|
} else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
|
|
return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
|
|
}
|
|
}
|
|
break;
|
|
}
|
|
#endif
|
|
if (sizeof(long) <= sizeof(long)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
|
|
#ifdef HAVE_LONG_LONG
|
|
} else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
|
|
__PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
|
|
#endif
|
|
}
|
|
}
|
|
{
|
|
#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
|
|
PyErr_SetString(PyExc_RuntimeError,
|
|
"_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
|
|
#else
|
|
long val;
|
|
PyObject *v = __Pyx_PyNumber_IntOrLong(x);
|
|
#if PY_MAJOR_VERSION < 3
|
|
if (likely(v) && !PyLong_Check(v)) {
|
|
PyObject *tmp = v;
|
|
v = PyNumber_Long(tmp);
|
|
Py_DECREF(tmp);
|
|
}
|
|
#endif
|
|
if (likely(v)) {
|
|
int one = 1; int is_little = (int)*(unsigned char *)&one;
|
|
unsigned char *bytes = (unsigned char *)&val;
|
|
int ret = _PyLong_AsByteArray((PyLongObject *)v,
|
|
bytes, sizeof(val),
|
|
is_little, !is_unsigned);
|
|
Py_DECREF(v);
|
|
if (likely(!ret))
|
|
return val;
|
|
}
|
|
#endif
|
|
return (long) -1;
|
|
}
|
|
} else {
|
|
long val;
|
|
PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
|
|
if (!tmp) return (long) -1;
|
|
val = __Pyx_PyInt_As_long(tmp);
|
|
Py_DECREF(tmp);
|
|
return val;
|
|
}
|
|
raise_overflow:
|
|
PyErr_SetString(PyExc_OverflowError,
|
|
"value too large to convert to long");
|
|
return (long) -1;
|
|
raise_neg_overflow:
|
|
PyErr_SetString(PyExc_OverflowError,
|
|
"can't convert negative value to long");
|
|
return (long) -1;
|
|
}
|
|
|
|
/* FastTypeChecks */
|
|
#if CYTHON_COMPILING_IN_CPYTHON
|
|
static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) {
|
|
while (a) {
|
|
a = a->tp_base;
|
|
if (a == b)
|
|
return 1;
|
|
}
|
|
return b == &PyBaseObject_Type;
|
|
}
|
|
static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b) {
|
|
PyObject *mro;
|
|
if (a == b) return 1;
|
|
mro = a->tp_mro;
|
|
if (likely(mro)) {
|
|
Py_ssize_t i, n;
|
|
n = PyTuple_GET_SIZE(mro);
|
|
for (i = 0; i < n; i++) {
|
|
if (PyTuple_GET_ITEM(mro, i) == (PyObject *)b)
|
|
return 1;
|
|
}
|
|
return 0;
|
|
}
|
|
return __Pyx_InBases(a, b);
|
|
}
|
|
#if PY_MAJOR_VERSION == 2
|
|
static int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject* exc_type2) {
|
|
PyObject *exception, *value, *tb;
|
|
int res;
|
|
__Pyx_PyThreadState_declare
|
|
__Pyx_PyThreadState_assign
|
|
__Pyx_ErrFetch(&exception, &value, &tb);
|
|
res = exc_type1 ? PyObject_IsSubclass(err, exc_type1) : 0;
|
|
if (unlikely(res == -1)) {
|
|
PyErr_WriteUnraisable(err);
|
|
res = 0;
|
|
}
|
|
if (!res) {
|
|
res = PyObject_IsSubclass(err, exc_type2);
|
|
if (unlikely(res == -1)) {
|
|
PyErr_WriteUnraisable(err);
|
|
res = 0;
|
|
}
|
|
}
|
|
__Pyx_ErrRestore(exception, value, tb);
|
|
return res;
|
|
}
|
|
#else
|
|
static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) {
|
|
int res = exc_type1 ? __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type1) : 0;
|
|
if (!res) {
|
|
res = __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2);
|
|
}
|
|
return res;
|
|
}
|
|
#endif
|
|
static int __Pyx_PyErr_GivenExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
|
|
Py_ssize_t i, n;
|
|
assert(PyExceptionClass_Check(exc_type));
|
|
n = PyTuple_GET_SIZE(tuple);
|
|
#if PY_MAJOR_VERSION >= 3
|
|
for (i=0; 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;
|
|
}
|
|
|
|
/* 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 */
|