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			1155 lines
		
	
	
		
			43 KiB
		
	
	
	
		
			Cython
		
	
			
		
		
	
	
			1155 lines
		
	
	
		
			43 KiB
		
	
	
	
		
			Cython
		
	
# NumPy static imports for Cython < 3.0
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#
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# If any of the PyArray_* functions are called, import_array must be
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# called first.
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#
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# Author: Dag Sverre Seljebotn
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#
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DEF _buffer_format_string_len = 255
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cimport cpython.buffer as pybuf
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from cpython.ref cimport Py_INCREF
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from cpython.mem cimport PyObject_Malloc, PyObject_Free
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from cpython.object cimport PyObject, PyTypeObject
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from cpython.buffer cimport PyObject_GetBuffer
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from cpython.type cimport type
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cimport libc.stdio as stdio
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cdef extern from *:
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    # Leave a marker that the NumPy declarations came from NumPy itself and not from Cython.
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    # See https://github.com/cython/cython/issues/3573
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    """
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    /* Using NumPy API declarations from "numpy/__init__.pxd" */
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    """
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cdef extern from "Python.h":
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    ctypedef int Py_intptr_t
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    bint PyObject_TypeCheck(object obj, PyTypeObject* type)
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cdef extern from "numpy/arrayobject.h":
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    # It would be nice to use size_t and ssize_t, but ssize_t has special
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    # implicit conversion rules, so just use "long".
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    # Note: The actual type only matters for Cython promotion, so long
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    #       is closer than int, but could lead to incorrect promotion.
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    #       (Not to worrying, and always the status-quo.)
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    ctypedef signed long npy_intp
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    ctypedef unsigned long npy_uintp
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    ctypedef unsigned char      npy_bool
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						|
    ctypedef signed char      npy_byte
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						|
    ctypedef signed short     npy_short
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						|
    ctypedef signed int       npy_int
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						|
    ctypedef signed long      npy_long
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						|
    ctypedef signed long long npy_longlong
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						|
    ctypedef unsigned char      npy_ubyte
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    ctypedef unsigned short     npy_ushort
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						|
    ctypedef unsigned int       npy_uint
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						|
    ctypedef unsigned long      npy_ulong
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						|
    ctypedef unsigned long long npy_ulonglong
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						|
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						|
    ctypedef float        npy_float
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    ctypedef double       npy_double
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    ctypedef long double  npy_longdouble
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						|
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						|
    ctypedef signed char        npy_int8
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						|
    ctypedef signed short       npy_int16
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						|
    ctypedef signed int         npy_int32
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						|
    ctypedef signed long long   npy_int64
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						|
    ctypedef unsigned char      npy_uint8
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						|
    ctypedef unsigned short     npy_uint16
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						|
    ctypedef unsigned int       npy_uint32
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						|
    ctypedef unsigned long long npy_uint64
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						|
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						|
    ctypedef float        npy_float32
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    ctypedef double       npy_float64
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						|
    ctypedef long double  npy_float80
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    ctypedef long double  npy_float96
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    ctypedef long double  npy_float128
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    ctypedef struct npy_cfloat:
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        pass
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    ctypedef struct npy_cdouble:
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        pass
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    ctypedef struct npy_clongdouble:
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        pass
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    ctypedef struct npy_complex64:
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        pass
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    ctypedef struct npy_complex128:
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        pass
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    ctypedef struct npy_complex160:
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        pass
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    ctypedef struct npy_complex192:
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        pass
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    ctypedef struct npy_complex256:
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        pass
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						|
    ctypedef struct PyArray_Dims:
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        npy_intp *ptr
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        int len
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    cdef enum NPY_TYPES:
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        NPY_BOOL
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        NPY_BYTE
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        NPY_UBYTE
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        NPY_SHORT
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        NPY_USHORT
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        NPY_INT
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        NPY_UINT
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        NPY_LONG
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        NPY_ULONG
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        NPY_LONGLONG
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        NPY_ULONGLONG
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        NPY_FLOAT
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        NPY_DOUBLE
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        NPY_LONGDOUBLE
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        NPY_CFLOAT
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        NPY_CDOUBLE
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        NPY_CLONGDOUBLE
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        NPY_OBJECT
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        NPY_STRING
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        NPY_UNICODE
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        NPY_VSTRING
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        NPY_VOID
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        NPY_DATETIME
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        NPY_TIMEDELTA
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        NPY_NTYPES_LEGACY
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        NPY_NOTYPE
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        NPY_INT8
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        NPY_INT16
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        NPY_INT32
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        NPY_INT64
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        NPY_UINT8
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        NPY_UINT16
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        NPY_UINT32
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        NPY_UINT64
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        NPY_FLOAT16
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        NPY_FLOAT32
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        NPY_FLOAT64
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        NPY_FLOAT80
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        NPY_FLOAT96
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        NPY_FLOAT128
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        NPY_COMPLEX64
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        NPY_COMPLEX128
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        NPY_COMPLEX160
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        NPY_COMPLEX192
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        NPY_COMPLEX256
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        NPY_INTP
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        NPY_UINTP
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        NPY_DEFAULT_INT  # Not a compile time constant (normally)!
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    ctypedef enum NPY_ORDER:
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        NPY_ANYORDER
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        NPY_CORDER
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        NPY_FORTRANORDER
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        NPY_KEEPORDER
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    ctypedef enum NPY_CASTING:
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        NPY_NO_CASTING
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        NPY_EQUIV_CASTING
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        NPY_SAFE_CASTING
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        NPY_SAME_KIND_CASTING
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        NPY_UNSAFE_CASTING
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    ctypedef enum NPY_CLIPMODE:
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        NPY_CLIP
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        NPY_WRAP
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        NPY_RAISE
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    ctypedef enum NPY_SCALARKIND:
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        NPY_NOSCALAR,
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        NPY_BOOL_SCALAR,
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        NPY_INTPOS_SCALAR,
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        NPY_INTNEG_SCALAR,
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        NPY_FLOAT_SCALAR,
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        NPY_COMPLEX_SCALAR,
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        NPY_OBJECT_SCALAR
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    ctypedef enum NPY_SORTKIND:
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        NPY_QUICKSORT
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        NPY_HEAPSORT
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        NPY_MERGESORT
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    ctypedef enum NPY_SEARCHSIDE:
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        NPY_SEARCHLEFT
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        NPY_SEARCHRIGHT
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						|
    enum:
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        NPY_ARRAY_C_CONTIGUOUS
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        NPY_ARRAY_F_CONTIGUOUS
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        NPY_ARRAY_OWNDATA
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						|
        NPY_ARRAY_FORCECAST
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        NPY_ARRAY_ENSURECOPY
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        NPY_ARRAY_ENSUREARRAY
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        NPY_ARRAY_ELEMENTSTRIDES
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        NPY_ARRAY_ALIGNED
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        NPY_ARRAY_NOTSWAPPED
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        NPY_ARRAY_WRITEABLE
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        NPY_ARRAY_WRITEBACKIFCOPY
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        NPY_ARRAY_BEHAVED
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        NPY_ARRAY_BEHAVED_NS
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        NPY_ARRAY_CARRAY
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        NPY_ARRAY_CARRAY_RO
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        NPY_ARRAY_FARRAY
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        NPY_ARRAY_FARRAY_RO
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        NPY_ARRAY_DEFAULT
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        NPY_ARRAY_IN_ARRAY
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        NPY_ARRAY_OUT_ARRAY
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        NPY_ARRAY_INOUT_ARRAY
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        NPY_ARRAY_IN_FARRAY
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        NPY_ARRAY_OUT_FARRAY
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        NPY_ARRAY_INOUT_FARRAY
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        NPY_ARRAY_UPDATE_ALL
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    cdef enum:
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        NPY_MAXDIMS  # 64 on NumPy 2.x and 32 on NumPy 1.x
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        NPY_RAVEL_AXIS  # Used for functions like PyArray_Mean
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    ctypedef void (*PyArray_VectorUnaryFunc)(void *, void *, npy_intp, void *,  void *)
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    ctypedef struct PyArray_ArrayDescr:
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        # shape is a tuple, but Cython doesn't support "tuple shape"
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        # inside a non-PyObject declaration, so we have to declare it
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        # as just a PyObject*.
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						|
        PyObject* shape
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    ctypedef struct PyArray_Descr:
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        pass
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    ctypedef class numpy.dtype [object PyArray_Descr, check_size ignore]:
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        # Use PyDataType_* macros when possible, however there are no macros
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        # for accessing some of the fields, so some are defined.
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        cdef PyTypeObject* typeobj
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        cdef char kind
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        cdef char type
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        # Numpy sometimes mutates this without warning (e.g. it'll
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        # sometimes change "|" to "<" in shared dtype objects on
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        # little-endian machines). If this matters to you, use
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        # PyArray_IsNativeByteOrder(dtype.byteorder) instead of
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        # directly accessing this field.
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        cdef char byteorder
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        # Flags are not directly accessible on Cython <3. Use PyDataType_FLAGS.
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        # cdef char flags
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						|
        cdef int type_num
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        # itemsize/elsize, alignment, fields, names, and subarray must
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        # use the `PyDataType_*` accessor macros. With Cython 3 you can
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        # still use getter attributes `dtype.itemsize`
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    ctypedef class numpy.flatiter [object PyArrayIterObject, check_size ignore]:
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        # Use through macros
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        pass
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    ctypedef class numpy.broadcast [object PyArrayMultiIterObject, check_size ignore]:
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        cdef int numiter
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        cdef npy_intp size, index
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        cdef int nd
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        cdef npy_intp *dimensions
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        cdef void **iters
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    ctypedef struct PyArrayObject:
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        # For use in situations where ndarray can't replace PyArrayObject*,
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        # like PyArrayObject**.
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        pass
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    ctypedef class numpy.ndarray [object PyArrayObject, check_size ignore]:
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        cdef __cythonbufferdefaults__ = {"mode": "strided"}
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        cdef:
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            # Only taking a few of the most commonly used and stable fields.
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            # One should use PyArray_* macros instead to access the C fields.
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            char *data
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            int ndim "nd"
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            npy_intp *shape "dimensions"
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						|
            npy_intp *strides
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            dtype descr  # deprecated since NumPy 1.7 !
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            PyObject* base #  NOT PUBLIC, DO NOT USE !
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    int _import_array() except -1
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    # A second definition so _import_array isn't marked as used when we use it here.
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    # Do not use - subject to change any time.
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    int __pyx_import_array "_import_array"() except -1
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    #
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    # Macros from ndarrayobject.h
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    #
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    bint PyArray_CHKFLAGS(ndarray m, int flags) nogil
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    bint PyArray_IS_C_CONTIGUOUS(ndarray arr) nogil
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    bint PyArray_IS_F_CONTIGUOUS(ndarray arr) nogil
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    bint PyArray_ISCONTIGUOUS(ndarray m) nogil
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    bint PyArray_ISWRITEABLE(ndarray m) nogil
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    bint PyArray_ISALIGNED(ndarray m) nogil
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    int PyArray_NDIM(ndarray) nogil
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    bint PyArray_ISONESEGMENT(ndarray) nogil
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    bint PyArray_ISFORTRAN(ndarray) nogil
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    int PyArray_FORTRANIF(ndarray) nogil
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    void* PyArray_DATA(ndarray) nogil
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    char* PyArray_BYTES(ndarray) nogil
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    npy_intp* PyArray_DIMS(ndarray) nogil
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    npy_intp* PyArray_STRIDES(ndarray) nogil
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    npy_intp PyArray_DIM(ndarray, size_t) nogil
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						|
    npy_intp PyArray_STRIDE(ndarray, size_t) nogil
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						|
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						|
    PyObject *PyArray_BASE(ndarray) nogil  # returns borrowed reference!
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						|
    PyArray_Descr *PyArray_DESCR(ndarray) nogil  # returns borrowed reference to dtype!
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						|
    PyArray_Descr *PyArray_DTYPE(ndarray) nogil  # returns borrowed reference to dtype! NP 1.7+ alias for descr.
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						|
    int PyArray_FLAGS(ndarray) nogil
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    void PyArray_CLEARFLAGS(ndarray, int flags) nogil  # Added in NumPy 1.7
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    void PyArray_ENABLEFLAGS(ndarray, int flags) nogil  # Added in NumPy 1.7
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						|
    npy_intp PyArray_ITEMSIZE(ndarray) nogil
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						|
    int PyArray_TYPE(ndarray arr) nogil
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    object PyArray_GETITEM(ndarray arr, void *itemptr)
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						|
    int PyArray_SETITEM(ndarray arr, void *itemptr, object obj) except -1
 | 
						|
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						|
    bint PyTypeNum_ISBOOL(int) nogil
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						|
    bint PyTypeNum_ISUNSIGNED(int) nogil
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						|
    bint PyTypeNum_ISSIGNED(int) nogil
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						|
    bint PyTypeNum_ISINTEGER(int) nogil
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						|
    bint PyTypeNum_ISFLOAT(int) nogil
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						|
    bint PyTypeNum_ISNUMBER(int) nogil
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						|
    bint PyTypeNum_ISSTRING(int) nogil
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						|
    bint PyTypeNum_ISCOMPLEX(int) nogil
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						|
    bint PyTypeNum_ISFLEXIBLE(int) nogil
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						|
    bint PyTypeNum_ISUSERDEF(int) nogil
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						|
    bint PyTypeNum_ISEXTENDED(int) nogil
 | 
						|
    bint PyTypeNum_ISOBJECT(int) nogil
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						|
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						|
    npy_intp PyDataType_ELSIZE(dtype) nogil
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						|
    npy_intp PyDataType_ALIGNMENT(dtype) nogil
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						|
    PyObject* PyDataType_METADATA(dtype) nogil
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						|
    PyArray_ArrayDescr* PyDataType_SUBARRAY(dtype) nogil
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						|
    PyObject* PyDataType_NAMES(dtype) nogil
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						|
    PyObject* PyDataType_FIELDS(dtype) nogil
 | 
						|
 | 
						|
    bint PyDataType_ISBOOL(dtype) nogil
 | 
						|
    bint PyDataType_ISUNSIGNED(dtype) nogil
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						|
    bint PyDataType_ISSIGNED(dtype) nogil
 | 
						|
    bint PyDataType_ISINTEGER(dtype) nogil
 | 
						|
    bint PyDataType_ISFLOAT(dtype) nogil
 | 
						|
    bint PyDataType_ISNUMBER(dtype) nogil
 | 
						|
    bint PyDataType_ISSTRING(dtype) nogil
 | 
						|
    bint PyDataType_ISCOMPLEX(dtype) nogil
 | 
						|
    bint PyDataType_ISFLEXIBLE(dtype) nogil
 | 
						|
    bint PyDataType_ISUSERDEF(dtype) nogil
 | 
						|
    bint PyDataType_ISEXTENDED(dtype) nogil
 | 
						|
    bint PyDataType_ISOBJECT(dtype) nogil
 | 
						|
    bint PyDataType_HASFIELDS(dtype) nogil
 | 
						|
    bint PyDataType_HASSUBARRAY(dtype) nogil
 | 
						|
    npy_uint64 PyDataType_FLAGS(dtype) nogil
 | 
						|
 | 
						|
    bint PyArray_ISBOOL(ndarray) nogil
 | 
						|
    bint PyArray_ISUNSIGNED(ndarray) nogil
 | 
						|
    bint PyArray_ISSIGNED(ndarray) nogil
 | 
						|
    bint PyArray_ISINTEGER(ndarray) nogil
 | 
						|
    bint PyArray_ISFLOAT(ndarray) nogil
 | 
						|
    bint PyArray_ISNUMBER(ndarray) nogil
 | 
						|
    bint PyArray_ISSTRING(ndarray) nogil
 | 
						|
    bint PyArray_ISCOMPLEX(ndarray) nogil
 | 
						|
    bint PyArray_ISFLEXIBLE(ndarray) nogil
 | 
						|
    bint PyArray_ISUSERDEF(ndarray) nogil
 | 
						|
    bint PyArray_ISEXTENDED(ndarray) nogil
 | 
						|
    bint PyArray_ISOBJECT(ndarray) nogil
 | 
						|
    bint PyArray_HASFIELDS(ndarray) nogil
 | 
						|
 | 
						|
    bint PyArray_ISVARIABLE(ndarray) nogil
 | 
						|
 | 
						|
    bint PyArray_SAFEALIGNEDCOPY(ndarray) nogil
 | 
						|
    bint PyArray_ISNBO(char) nogil              # works on ndarray.byteorder
 | 
						|
    bint PyArray_IsNativeByteOrder(char) nogil # works on ndarray.byteorder
 | 
						|
    bint PyArray_ISNOTSWAPPED(ndarray) nogil
 | 
						|
    bint PyArray_ISBYTESWAPPED(ndarray) nogil
 | 
						|
 | 
						|
    bint PyArray_FLAGSWAP(ndarray, int) nogil
 | 
						|
 | 
						|
    bint PyArray_ISCARRAY(ndarray) nogil
 | 
						|
    bint PyArray_ISCARRAY_RO(ndarray) nogil
 | 
						|
    bint PyArray_ISFARRAY(ndarray) nogil
 | 
						|
    bint PyArray_ISFARRAY_RO(ndarray) nogil
 | 
						|
    bint PyArray_ISBEHAVED(ndarray) nogil
 | 
						|
    bint PyArray_ISBEHAVED_RO(ndarray) nogil
 | 
						|
 | 
						|
 | 
						|
    bint PyDataType_ISNOTSWAPPED(dtype) nogil
 | 
						|
    bint PyDataType_ISBYTESWAPPED(dtype) nogil
 | 
						|
 | 
						|
    bint PyArray_DescrCheck(object)
 | 
						|
 | 
						|
    bint PyArray_Check(object)
 | 
						|
    bint PyArray_CheckExact(object)
 | 
						|
 | 
						|
    # Cannot be supported due to out arg:
 | 
						|
    # bint PyArray_HasArrayInterfaceType(object, dtype, object, object&)
 | 
						|
    # bint PyArray_HasArrayInterface(op, out)
 | 
						|
 | 
						|
 | 
						|
    bint PyArray_IsZeroDim(object)
 | 
						|
    # Cannot be supported due to ## ## in macro:
 | 
						|
    # bint PyArray_IsScalar(object, verbatim work)
 | 
						|
    bint PyArray_CheckScalar(object)
 | 
						|
    bint PyArray_IsPythonNumber(object)
 | 
						|
    bint PyArray_IsPythonScalar(object)
 | 
						|
    bint PyArray_IsAnyScalar(object)
 | 
						|
    bint PyArray_CheckAnyScalar(object)
 | 
						|
 | 
						|
    ndarray PyArray_GETCONTIGUOUS(ndarray)
 | 
						|
    bint PyArray_SAMESHAPE(ndarray, ndarray) nogil
 | 
						|
    npy_intp PyArray_SIZE(ndarray) nogil
 | 
						|
    npy_intp PyArray_NBYTES(ndarray) nogil
 | 
						|
 | 
						|
    object PyArray_FROM_O(object)
 | 
						|
    object PyArray_FROM_OF(object m, int flags)
 | 
						|
    object PyArray_FROM_OT(object m, int type)
 | 
						|
    object PyArray_FROM_OTF(object m, int type, int flags)
 | 
						|
    object PyArray_FROMANY(object m, int type, int min, int max, int flags)
 | 
						|
    object PyArray_ZEROS(int nd, npy_intp* dims, int type, int fortran)
 | 
						|
    object PyArray_EMPTY(int nd, npy_intp* dims, int type, int fortran)
 | 
						|
    void PyArray_FILLWBYTE(ndarray, int val)
 | 
						|
    object PyArray_ContiguousFromAny(op, int, int min_depth, int max_depth)
 | 
						|
    unsigned char PyArray_EquivArrTypes(ndarray a1, ndarray a2)
 | 
						|
    bint PyArray_EquivByteorders(int b1, int b2) nogil
 | 
						|
    object PyArray_SimpleNew(int nd, npy_intp* dims, int typenum)
 | 
						|
    object PyArray_SimpleNewFromData(int nd, npy_intp* dims, int typenum, void* data)
 | 
						|
    #object PyArray_SimpleNewFromDescr(int nd, npy_intp* dims, dtype descr)
 | 
						|
    object PyArray_ToScalar(void* data, ndarray arr)
 | 
						|
 | 
						|
    void* PyArray_GETPTR1(ndarray m, npy_intp i) nogil
 | 
						|
    void* PyArray_GETPTR2(ndarray m, npy_intp i, npy_intp j) nogil
 | 
						|
    void* PyArray_GETPTR3(ndarray m, npy_intp i, npy_intp j, npy_intp k) nogil
 | 
						|
    void* PyArray_GETPTR4(ndarray m, npy_intp i, npy_intp j, npy_intp k, npy_intp l) nogil
 | 
						|
 | 
						|
    # Cannot be supported due to out arg
 | 
						|
    # void PyArray_DESCR_REPLACE(descr)
 | 
						|
 | 
						|
 | 
						|
    object PyArray_Copy(ndarray)
 | 
						|
    object PyArray_FromObject(object op, int type, int min_depth, int max_depth)
 | 
						|
    object PyArray_ContiguousFromObject(object op, int type, int min_depth, int max_depth)
 | 
						|
    object PyArray_CopyFromObject(object op, int type, int min_depth, int max_depth)
 | 
						|
 | 
						|
    object PyArray_Cast(ndarray mp, int type_num)
 | 
						|
    object PyArray_Take(ndarray ap, object items, int axis)
 | 
						|
    object PyArray_Put(ndarray ap, object items, object values)
 | 
						|
 | 
						|
    void PyArray_ITER_RESET(flatiter it) nogil
 | 
						|
    void PyArray_ITER_NEXT(flatiter it) nogil
 | 
						|
    void PyArray_ITER_GOTO(flatiter it, npy_intp* destination) nogil
 | 
						|
    void PyArray_ITER_GOTO1D(flatiter it, npy_intp ind) nogil
 | 
						|
    void* PyArray_ITER_DATA(flatiter it) nogil
 | 
						|
    bint PyArray_ITER_NOTDONE(flatiter it) nogil
 | 
						|
 | 
						|
    void PyArray_MultiIter_RESET(broadcast multi) nogil
 | 
						|
    void PyArray_MultiIter_NEXT(broadcast multi) nogil
 | 
						|
    void PyArray_MultiIter_GOTO(broadcast multi, npy_intp dest) nogil
 | 
						|
    void PyArray_MultiIter_GOTO1D(broadcast multi, npy_intp ind) nogil
 | 
						|
    void* PyArray_MultiIter_DATA(broadcast multi, npy_intp i) nogil
 | 
						|
    void PyArray_MultiIter_NEXTi(broadcast multi, npy_intp i) nogil
 | 
						|
    bint PyArray_MultiIter_NOTDONE(broadcast multi) nogil
 | 
						|
    npy_intp PyArray_MultiIter_SIZE(broadcast multi) nogil
 | 
						|
    int PyArray_MultiIter_NDIM(broadcast multi) nogil
 | 
						|
    npy_intp PyArray_MultiIter_INDEX(broadcast multi) nogil
 | 
						|
    int PyArray_MultiIter_NUMITER(broadcast multi) nogil
 | 
						|
    npy_intp* PyArray_MultiIter_DIMS(broadcast multi) nogil
 | 
						|
    void** PyArray_MultiIter_ITERS(broadcast multi) nogil
 | 
						|
 | 
						|
    # Functions from __multiarray_api.h
 | 
						|
 | 
						|
    # Functions taking dtype and returning object/ndarray are disabled
 | 
						|
    # for now as they steal dtype references. I'm conservative and disable
 | 
						|
    # more than is probably needed until it can be checked further.
 | 
						|
    int PyArray_INCREF (ndarray) except *  # uses PyArray_Item_INCREF...
 | 
						|
    int PyArray_XDECREF (ndarray) except *  # uses PyArray_Item_DECREF...
 | 
						|
    dtype PyArray_DescrFromType (int)
 | 
						|
    object PyArray_TypeObjectFromType (int)
 | 
						|
    char * PyArray_Zero (ndarray)
 | 
						|
    char * PyArray_One (ndarray)
 | 
						|
    #object PyArray_CastToType (ndarray, dtype, int)
 | 
						|
    int PyArray_CanCastSafely (int, int)  # writes errors
 | 
						|
    npy_bool PyArray_CanCastTo (dtype, dtype)  # writes errors
 | 
						|
    int PyArray_ObjectType (object, int) except 0
 | 
						|
    dtype PyArray_DescrFromObject (object, dtype)
 | 
						|
    #ndarray* PyArray_ConvertToCommonType (object, int *)
 | 
						|
    dtype PyArray_DescrFromScalar (object)
 | 
						|
    dtype PyArray_DescrFromTypeObject (object)
 | 
						|
    npy_intp PyArray_Size (object)
 | 
						|
    #object PyArray_Scalar (void *, dtype, object)
 | 
						|
    #object PyArray_FromScalar (object, dtype)
 | 
						|
    void PyArray_ScalarAsCtype (object, void *)
 | 
						|
    #int PyArray_CastScalarToCtype (object, void *, dtype)
 | 
						|
    #int PyArray_CastScalarDirect (object, dtype, void *, int)
 | 
						|
    #PyArray_VectorUnaryFunc * PyArray_GetCastFunc (dtype, int)
 | 
						|
    #object PyArray_FromAny (object, dtype, int, int, int, object)
 | 
						|
    object PyArray_EnsureArray (object)
 | 
						|
    object PyArray_EnsureAnyArray (object)
 | 
						|
    #object PyArray_FromFile (stdio.FILE *, dtype, npy_intp, char *)
 | 
						|
    #object PyArray_FromString (char *, npy_intp, dtype, npy_intp, char *)
 | 
						|
    #object PyArray_FromBuffer (object, dtype, npy_intp, npy_intp)
 | 
						|
    #object PyArray_FromIter (object, dtype, npy_intp)
 | 
						|
    object PyArray_Return (ndarray)
 | 
						|
    #object PyArray_GetField (ndarray, dtype, int)
 | 
						|
    #int PyArray_SetField (ndarray, dtype, int, object) except -1
 | 
						|
    object PyArray_Byteswap (ndarray, npy_bool)
 | 
						|
    object PyArray_Resize (ndarray, PyArray_Dims *, int, NPY_ORDER)
 | 
						|
    int PyArray_CopyInto (ndarray, ndarray) except -1
 | 
						|
    int PyArray_CopyAnyInto (ndarray, ndarray) except -1
 | 
						|
    int PyArray_CopyObject (ndarray, object) except -1
 | 
						|
    object PyArray_NewCopy (ndarray, NPY_ORDER)
 | 
						|
    object PyArray_ToList (ndarray)
 | 
						|
    object PyArray_ToString (ndarray, NPY_ORDER)
 | 
						|
    int PyArray_ToFile (ndarray, stdio.FILE *, char *, char *) except -1
 | 
						|
    int PyArray_Dump (object, object, int) except -1
 | 
						|
    object PyArray_Dumps (object, int)
 | 
						|
    int PyArray_ValidType (int)  # Cannot error
 | 
						|
    void PyArray_UpdateFlags (ndarray, int)
 | 
						|
    object PyArray_New (type, int, npy_intp *, int, npy_intp *, void *, int, int, object)
 | 
						|
    #object PyArray_NewFromDescr (type, dtype, int, npy_intp *, npy_intp *, void *, int, object)
 | 
						|
    #dtype PyArray_DescrNew (dtype)
 | 
						|
    dtype PyArray_DescrNewFromType (int)
 | 
						|
    double PyArray_GetPriority (object, double)  # clears errors as of 1.25
 | 
						|
    object PyArray_IterNew (object)
 | 
						|
    object PyArray_MultiIterNew (int, ...)
 | 
						|
 | 
						|
    int PyArray_PyIntAsInt (object) except? -1
 | 
						|
    npy_intp PyArray_PyIntAsIntp (object)
 | 
						|
    int PyArray_Broadcast (broadcast) except -1
 | 
						|
    int PyArray_FillWithScalar (ndarray, object) except -1
 | 
						|
    npy_bool PyArray_CheckStrides (int, int, npy_intp, npy_intp, npy_intp *, npy_intp *)
 | 
						|
    dtype PyArray_DescrNewByteorder (dtype, char)
 | 
						|
    object PyArray_IterAllButAxis (object, int *)
 | 
						|
    #object PyArray_CheckFromAny (object, dtype, int, int, int, object)
 | 
						|
    #object PyArray_FromArray (ndarray, dtype, int)
 | 
						|
    object PyArray_FromInterface (object)
 | 
						|
    object PyArray_FromStructInterface (object)
 | 
						|
    #object PyArray_FromArrayAttr (object, dtype, object)
 | 
						|
    #NPY_SCALARKIND PyArray_ScalarKind (int, ndarray*)
 | 
						|
    int PyArray_CanCoerceScalar (int, int, NPY_SCALARKIND)
 | 
						|
    npy_bool PyArray_CanCastScalar (type, type)
 | 
						|
    int PyArray_RemoveSmallest (broadcast) except -1
 | 
						|
    int PyArray_ElementStrides (object)
 | 
						|
    void PyArray_Item_INCREF (char *, dtype) except *
 | 
						|
    void PyArray_Item_XDECREF (char *, dtype) except *
 | 
						|
    object PyArray_Transpose (ndarray, PyArray_Dims *)
 | 
						|
    object PyArray_TakeFrom (ndarray, object, int, ndarray, NPY_CLIPMODE)
 | 
						|
    object PyArray_PutTo (ndarray, object, object, NPY_CLIPMODE)
 | 
						|
    object PyArray_PutMask (ndarray, object, object)
 | 
						|
    object PyArray_Repeat (ndarray, object, int)
 | 
						|
    object PyArray_Choose (ndarray, object, ndarray, NPY_CLIPMODE)
 | 
						|
    int PyArray_Sort (ndarray, int, NPY_SORTKIND) except -1
 | 
						|
    object PyArray_ArgSort (ndarray, int, NPY_SORTKIND)
 | 
						|
    object PyArray_SearchSorted (ndarray, object, NPY_SEARCHSIDE, PyObject *)
 | 
						|
    object PyArray_ArgMax (ndarray, int, ndarray)
 | 
						|
    object PyArray_ArgMin (ndarray, int, ndarray)
 | 
						|
    object PyArray_Reshape (ndarray, object)
 | 
						|
    object PyArray_Newshape (ndarray, PyArray_Dims *, NPY_ORDER)
 | 
						|
    object PyArray_Squeeze (ndarray)
 | 
						|
    #object PyArray_View (ndarray, dtype, type)
 | 
						|
    object PyArray_SwapAxes (ndarray, int, int)
 | 
						|
    object PyArray_Max (ndarray, int, ndarray)
 | 
						|
    object PyArray_Min (ndarray, int, ndarray)
 | 
						|
    object PyArray_Ptp (ndarray, int, ndarray)
 | 
						|
    object PyArray_Mean (ndarray, int, int, ndarray)
 | 
						|
    object PyArray_Trace (ndarray, int, int, int, int, ndarray)
 | 
						|
    object PyArray_Diagonal (ndarray, int, int, int)
 | 
						|
    object PyArray_Clip (ndarray, object, object, ndarray)
 | 
						|
    object PyArray_Conjugate (ndarray, ndarray)
 | 
						|
    object PyArray_Nonzero (ndarray)
 | 
						|
    object PyArray_Std (ndarray, int, int, ndarray, int)
 | 
						|
    object PyArray_Sum (ndarray, int, int, ndarray)
 | 
						|
    object PyArray_CumSum (ndarray, int, int, ndarray)
 | 
						|
    object PyArray_Prod (ndarray, int, int, ndarray)
 | 
						|
    object PyArray_CumProd (ndarray, int, int, ndarray)
 | 
						|
    object PyArray_All (ndarray, int, ndarray)
 | 
						|
    object PyArray_Any (ndarray, int, ndarray)
 | 
						|
    object PyArray_Compress (ndarray, object, int, ndarray)
 | 
						|
    object PyArray_Flatten (ndarray, NPY_ORDER)
 | 
						|
    object PyArray_Ravel (ndarray, NPY_ORDER)
 | 
						|
    npy_intp PyArray_MultiplyList (npy_intp *, int)
 | 
						|
    int PyArray_MultiplyIntList (int *, int)
 | 
						|
    void * PyArray_GetPtr (ndarray, npy_intp*)
 | 
						|
    int PyArray_CompareLists (npy_intp *, npy_intp *, int)
 | 
						|
    #int PyArray_AsCArray (object*, void *, npy_intp *, int, dtype)
 | 
						|
    int PyArray_Free (object, void *)
 | 
						|
    #int PyArray_Converter (object, object*)
 | 
						|
    int PyArray_IntpFromSequence (object, npy_intp *, int) except -1
 | 
						|
    object PyArray_Concatenate (object, int)
 | 
						|
    object PyArray_InnerProduct (object, object)
 | 
						|
    object PyArray_MatrixProduct (object, object)
 | 
						|
    object PyArray_Correlate (object, object, int)
 | 
						|
    #int PyArray_DescrConverter (object, dtype*) except 0
 | 
						|
    #int PyArray_DescrConverter2 (object, dtype*) except 0
 | 
						|
    int PyArray_IntpConverter (object, PyArray_Dims *) except 0
 | 
						|
    #int PyArray_BufferConverter (object, chunk) except 0
 | 
						|
    int PyArray_AxisConverter (object, int *) except 0
 | 
						|
    int PyArray_BoolConverter (object, npy_bool *) except 0
 | 
						|
    int PyArray_ByteorderConverter (object, char *) except 0
 | 
						|
    int PyArray_OrderConverter (object, NPY_ORDER *) except 0
 | 
						|
    unsigned char PyArray_EquivTypes (dtype, dtype)  # clears errors
 | 
						|
    #object PyArray_Zeros (int, npy_intp *, dtype, int)
 | 
						|
    #object PyArray_Empty (int, npy_intp *, dtype, int)
 | 
						|
    object PyArray_Where (object, object, object)
 | 
						|
    object PyArray_Arange (double, double, double, int)
 | 
						|
    #object PyArray_ArangeObj (object, object, object, dtype)
 | 
						|
    int PyArray_SortkindConverter (object, NPY_SORTKIND *) except 0
 | 
						|
    object PyArray_LexSort (object, int)
 | 
						|
    object PyArray_Round (ndarray, int, ndarray)
 | 
						|
    unsigned char PyArray_EquivTypenums (int, int)
 | 
						|
    int PyArray_RegisterDataType (dtype) except -1
 | 
						|
    int PyArray_RegisterCastFunc (dtype, int, PyArray_VectorUnaryFunc *) except -1
 | 
						|
    int PyArray_RegisterCanCast (dtype, int, NPY_SCALARKIND) except -1
 | 
						|
    #void PyArray_InitArrFuncs (PyArray_ArrFuncs *)
 | 
						|
    object PyArray_IntTupleFromIntp (int, npy_intp *)
 | 
						|
    int PyArray_ClipmodeConverter (object, NPY_CLIPMODE *) except 0
 | 
						|
    #int PyArray_OutputConverter (object, ndarray*) except 0
 | 
						|
    object PyArray_BroadcastToShape (object, npy_intp *, int)
 | 
						|
    #int PyArray_DescrAlignConverter (object, dtype*) except 0
 | 
						|
    #int PyArray_DescrAlignConverter2 (object, dtype*) except 0
 | 
						|
    int PyArray_SearchsideConverter (object, void *) except 0
 | 
						|
    object PyArray_CheckAxis (ndarray, int *, int)
 | 
						|
    npy_intp PyArray_OverflowMultiplyList (npy_intp *, int)
 | 
						|
    int PyArray_SetBaseObject(ndarray, base) except -1 # NOTE: steals a reference to base! Use "set_array_base()" instead.
 | 
						|
 | 
						|
    # The memory handler functions require the NumPy 1.22 API
 | 
						|
    # and may require defining NPY_TARGET_VERSION
 | 
						|
    ctypedef struct PyDataMemAllocator:
 | 
						|
        void *ctx
 | 
						|
        void* (*malloc) (void *ctx, size_t size)
 | 
						|
        void* (*calloc) (void *ctx, size_t nelem, size_t elsize)
 | 
						|
        void* (*realloc) (void *ctx, void *ptr, size_t new_size)
 | 
						|
        void (*free) (void *ctx, void *ptr, size_t size)
 | 
						|
 | 
						|
    ctypedef struct PyDataMem_Handler:
 | 
						|
        char* name
 | 
						|
        npy_uint8 version
 | 
						|
        PyDataMemAllocator allocator
 | 
						|
 | 
						|
    object PyDataMem_SetHandler(object handler)
 | 
						|
    object PyDataMem_GetHandler()
 | 
						|
 | 
						|
    # additional datetime related functions are defined below
 | 
						|
 | 
						|
 | 
						|
# Typedefs that matches the runtime dtype objects in
 | 
						|
# the numpy module.
 | 
						|
 | 
						|
# The ones that are commented out needs an IFDEF function
 | 
						|
# in Cython to enable them only on the right systems.
 | 
						|
 | 
						|
ctypedef npy_int8       int8_t
 | 
						|
ctypedef npy_int16      int16_t
 | 
						|
ctypedef npy_int32      int32_t
 | 
						|
ctypedef npy_int64      int64_t
 | 
						|
 | 
						|
ctypedef npy_uint8      uint8_t
 | 
						|
ctypedef npy_uint16     uint16_t
 | 
						|
ctypedef npy_uint32     uint32_t
 | 
						|
ctypedef npy_uint64     uint64_t
 | 
						|
 | 
						|
ctypedef npy_float32    float32_t
 | 
						|
ctypedef npy_float64    float64_t
 | 
						|
#ctypedef npy_float80    float80_t
 | 
						|
#ctypedef npy_float128   float128_t
 | 
						|
 | 
						|
ctypedef float complex  complex64_t
 | 
						|
ctypedef double complex complex128_t
 | 
						|
 | 
						|
ctypedef npy_longlong   longlong_t
 | 
						|
ctypedef npy_ulonglong  ulonglong_t
 | 
						|
 | 
						|
ctypedef npy_intp       intp_t
 | 
						|
ctypedef npy_uintp      uintp_t
 | 
						|
 | 
						|
ctypedef npy_double     float_t
 | 
						|
ctypedef npy_double     double_t
 | 
						|
ctypedef npy_longdouble longdouble_t
 | 
						|
 | 
						|
ctypedef float complex       cfloat_t
 | 
						|
ctypedef double complex      cdouble_t
 | 
						|
ctypedef double complex      complex_t
 | 
						|
ctypedef long double complex clongdouble_t
 | 
						|
 | 
						|
cdef inline object PyArray_MultiIterNew1(a):
 | 
						|
    return PyArray_MultiIterNew(1, <void*>a)
 | 
						|
 | 
						|
cdef inline object PyArray_MultiIterNew2(a, b):
 | 
						|
    return PyArray_MultiIterNew(2, <void*>a, <void*>b)
 | 
						|
 | 
						|
cdef inline object PyArray_MultiIterNew3(a, b, c):
 | 
						|
    return PyArray_MultiIterNew(3, <void*>a, <void*>b, <void*> c)
 | 
						|
 | 
						|
cdef inline object PyArray_MultiIterNew4(a, b, c, d):
 | 
						|
    return PyArray_MultiIterNew(4, <void*>a, <void*>b, <void*>c, <void*> d)
 | 
						|
 | 
						|
cdef inline object PyArray_MultiIterNew5(a, b, c, d, e):
 | 
						|
    return PyArray_MultiIterNew(5, <void*>a, <void*>b, <void*>c, <void*> d, <void*> e)
 | 
						|
 | 
						|
cdef inline tuple PyDataType_SHAPE(dtype d):
 | 
						|
    if PyDataType_HASSUBARRAY(d):
 | 
						|
        return <tuple>d.subarray.shape
 | 
						|
    else:
 | 
						|
        return ()
 | 
						|
 | 
						|
 | 
						|
cdef extern from "numpy/ndarrayobject.h":
 | 
						|
    PyTypeObject PyTimedeltaArrType_Type
 | 
						|
    PyTypeObject PyDatetimeArrType_Type
 | 
						|
    ctypedef int64_t npy_timedelta
 | 
						|
    ctypedef int64_t npy_datetime
 | 
						|
 | 
						|
cdef extern from "numpy/ndarraytypes.h":
 | 
						|
    ctypedef struct PyArray_DatetimeMetaData:
 | 
						|
        NPY_DATETIMEUNIT base
 | 
						|
        int64_t num
 | 
						|
 | 
						|
    ctypedef struct npy_datetimestruct:
 | 
						|
        int64_t year
 | 
						|
        int32_t month, day, hour, min, sec, us, ps, as
 | 
						|
 | 
						|
    # Iterator API added in v1.6
 | 
						|
    #
 | 
						|
    # These don't match the definition in the C API because Cython can't wrap
 | 
						|
    # function pointers that return functions.
 | 
						|
    # https://github.com/cython/cython/issues/6720
 | 
						|
    ctypedef int (*NpyIter_IterNextFunc "NpyIter_IterNextFunc *")(NpyIter* it) noexcept nogil
 | 
						|
    ctypedef void (*NpyIter_GetMultiIndexFunc "NpyIter_GetMultiIndexFunc *")(NpyIter* it, npy_intp* outcoords) noexcept nogil
 | 
						|
 | 
						|
cdef extern from "numpy/arrayscalars.h":
 | 
						|
 | 
						|
    # abstract types
 | 
						|
    ctypedef class numpy.generic [object PyObject]:
 | 
						|
        pass
 | 
						|
    ctypedef class numpy.number [object PyObject]:
 | 
						|
        pass
 | 
						|
    ctypedef class numpy.integer [object PyObject]:
 | 
						|
        pass
 | 
						|
    ctypedef class numpy.signedinteger [object PyObject]:
 | 
						|
        pass
 | 
						|
    ctypedef class numpy.unsignedinteger [object PyObject]:
 | 
						|
        pass
 | 
						|
    ctypedef class numpy.inexact [object PyObject]:
 | 
						|
        pass
 | 
						|
    ctypedef class numpy.floating [object PyObject]:
 | 
						|
        pass
 | 
						|
    ctypedef class numpy.complexfloating [object PyObject]:
 | 
						|
        pass
 | 
						|
    ctypedef class numpy.flexible [object PyObject]:
 | 
						|
        pass
 | 
						|
    ctypedef class numpy.character [object PyObject]:
 | 
						|
        pass
 | 
						|
 | 
						|
    ctypedef struct PyDatetimeScalarObject:
 | 
						|
        # PyObject_HEAD
 | 
						|
        npy_datetime obval
 | 
						|
        PyArray_DatetimeMetaData obmeta
 | 
						|
 | 
						|
    ctypedef struct PyTimedeltaScalarObject:
 | 
						|
        # PyObject_HEAD
 | 
						|
        npy_timedelta obval
 | 
						|
        PyArray_DatetimeMetaData obmeta
 | 
						|
 | 
						|
    ctypedef enum NPY_DATETIMEUNIT:
 | 
						|
        NPY_FR_Y
 | 
						|
        NPY_FR_M
 | 
						|
        NPY_FR_W
 | 
						|
        NPY_FR_D
 | 
						|
        NPY_FR_B
 | 
						|
        NPY_FR_h
 | 
						|
        NPY_FR_m
 | 
						|
        NPY_FR_s
 | 
						|
        NPY_FR_ms
 | 
						|
        NPY_FR_us
 | 
						|
        NPY_FR_ns
 | 
						|
        NPY_FR_ps
 | 
						|
        NPY_FR_fs
 | 
						|
        NPY_FR_as
 | 
						|
        NPY_FR_GENERIC
 | 
						|
 | 
						|
 | 
						|
cdef extern from "numpy/arrayobject.h":
 | 
						|
    # These are part of the C-API defined in `__multiarray_api.h`
 | 
						|
 | 
						|
    # NumPy internal definitions in datetime_strings.c:
 | 
						|
    int get_datetime_iso_8601_strlen "NpyDatetime_GetDatetimeISO8601StrLen" (
 | 
						|
            int local, NPY_DATETIMEUNIT base)
 | 
						|
    int make_iso_8601_datetime "NpyDatetime_MakeISO8601Datetime" (
 | 
						|
            npy_datetimestruct *dts, char *outstr, npy_intp outlen,
 | 
						|
            int local, int utc, NPY_DATETIMEUNIT base, int tzoffset,
 | 
						|
            NPY_CASTING casting) except -1
 | 
						|
 | 
						|
    # NumPy internal definition in datetime.c:
 | 
						|
    # May return 1 to indicate that object does not appear to be a datetime
 | 
						|
    # (returns 0 on success).
 | 
						|
    int convert_pydatetime_to_datetimestruct "NpyDatetime_ConvertPyDateTimeToDatetimeStruct" (
 | 
						|
            PyObject *obj, npy_datetimestruct *out,
 | 
						|
            NPY_DATETIMEUNIT *out_bestunit, int apply_tzinfo) except -1
 | 
						|
    int convert_datetime64_to_datetimestruct "NpyDatetime_ConvertDatetime64ToDatetimeStruct" (
 | 
						|
            PyArray_DatetimeMetaData *meta, npy_datetime dt,
 | 
						|
            npy_datetimestruct *out) except -1
 | 
						|
    int convert_datetimestruct_to_datetime64 "NpyDatetime_ConvertDatetimeStructToDatetime64"(
 | 
						|
            PyArray_DatetimeMetaData *meta, const npy_datetimestruct *dts,
 | 
						|
            npy_datetime *out) except -1
 | 
						|
 | 
						|
 | 
						|
#
 | 
						|
# ufunc API
 | 
						|
#
 | 
						|
 | 
						|
cdef extern from "numpy/ufuncobject.h":
 | 
						|
 | 
						|
    ctypedef void (*PyUFuncGenericFunction) (char **, npy_intp *, npy_intp *, void *)
 | 
						|
 | 
						|
    ctypedef class numpy.ufunc [object PyUFuncObject, check_size ignore]:
 | 
						|
        cdef:
 | 
						|
            int nin, nout, nargs
 | 
						|
            int identity
 | 
						|
            PyUFuncGenericFunction *functions
 | 
						|
            void **data
 | 
						|
            int ntypes
 | 
						|
            int check_return
 | 
						|
            char *name
 | 
						|
            char *types
 | 
						|
            char *doc
 | 
						|
            void *ptr
 | 
						|
            PyObject *obj
 | 
						|
            PyObject *userloops
 | 
						|
 | 
						|
    cdef enum:
 | 
						|
        PyUFunc_Zero
 | 
						|
        PyUFunc_One
 | 
						|
        PyUFunc_None
 | 
						|
        # deprecated
 | 
						|
        UFUNC_FPE_DIVIDEBYZERO
 | 
						|
        UFUNC_FPE_OVERFLOW
 | 
						|
        UFUNC_FPE_UNDERFLOW
 | 
						|
        UFUNC_FPE_INVALID
 | 
						|
        # use these instead
 | 
						|
        NPY_FPE_DIVIDEBYZERO
 | 
						|
        NPY_FPE_OVERFLOW
 | 
						|
        NPY_FPE_UNDERFLOW
 | 
						|
        NPY_FPE_INVALID
 | 
						|
 | 
						|
    object PyUFunc_FromFuncAndData(PyUFuncGenericFunction *,
 | 
						|
          void **, char *, int, int, int, int, char *, char *, int)
 | 
						|
    int PyUFunc_RegisterLoopForType(ufunc, int,
 | 
						|
                                    PyUFuncGenericFunction, int *, void *) except -1
 | 
						|
    void PyUFunc_f_f_As_d_d \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_d_d \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_f_f \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_g_g \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_F_F_As_D_D \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_F_F \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_D_D \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_G_G \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_O_O \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_ff_f_As_dd_d \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_ff_f \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_dd_d \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_gg_g \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_FF_F_As_DD_D \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_DD_D \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_FF_F \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_GG_G \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_OO_O \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_O_O_method \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_OO_O_method \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_On_Om \
 | 
						|
         (char **, npy_intp *, npy_intp *, void *)
 | 
						|
    void PyUFunc_clearfperr()
 | 
						|
    int PyUFunc_getfperr()
 | 
						|
    int PyUFunc_ReplaceLoopBySignature \
 | 
						|
        (ufunc, PyUFuncGenericFunction, int *, PyUFuncGenericFunction *)
 | 
						|
    object PyUFunc_FromFuncAndDataAndSignature \
 | 
						|
             (PyUFuncGenericFunction *, void **, char *, int, int, int,
 | 
						|
              int, char *, char *, int, char *)
 | 
						|
 | 
						|
    int _import_umath() except -1
 | 
						|
 | 
						|
cdef inline void set_array_base(ndarray arr, object base):
 | 
						|
    Py_INCREF(base) # important to do this before stealing the reference below!
 | 
						|
    PyArray_SetBaseObject(arr, base)
 | 
						|
 | 
						|
cdef inline object get_array_base(ndarray arr):
 | 
						|
    base = PyArray_BASE(arr)
 | 
						|
    if base is NULL:
 | 
						|
        return None
 | 
						|
    return <object>base
 | 
						|
 | 
						|
# Versions of the import_* functions which are more suitable for
 | 
						|
# Cython code.
 | 
						|
cdef inline int import_array() except -1:
 | 
						|
    try:
 | 
						|
        __pyx_import_array()
 | 
						|
    except Exception:
 | 
						|
        raise ImportError("numpy._core.multiarray failed to import")
 | 
						|
 | 
						|
cdef inline int import_umath() except -1:
 | 
						|
    try:
 | 
						|
        _import_umath()
 | 
						|
    except Exception:
 | 
						|
        raise ImportError("numpy._core.umath failed to import")
 | 
						|
 | 
						|
cdef inline int import_ufunc() except -1:
 | 
						|
    try:
 | 
						|
        _import_umath()
 | 
						|
    except Exception:
 | 
						|
        raise ImportError("numpy._core.umath failed to import")
 | 
						|
 | 
						|
 | 
						|
cdef inline bint is_timedelta64_object(object obj):
 | 
						|
    """
 | 
						|
    Cython equivalent of `isinstance(obj, np.timedelta64)`
 | 
						|
 | 
						|
    Parameters
 | 
						|
    ----------
 | 
						|
    obj : object
 | 
						|
 | 
						|
    Returns
 | 
						|
    -------
 | 
						|
    bool
 | 
						|
    """
 | 
						|
    return PyObject_TypeCheck(obj, &PyTimedeltaArrType_Type)
 | 
						|
 | 
						|
 | 
						|
cdef inline bint is_datetime64_object(object obj):
 | 
						|
    """
 | 
						|
    Cython equivalent of `isinstance(obj, np.datetime64)`
 | 
						|
 | 
						|
    Parameters
 | 
						|
    ----------
 | 
						|
    obj : object
 | 
						|
 | 
						|
    Returns
 | 
						|
    -------
 | 
						|
    bool
 | 
						|
    """
 | 
						|
    return PyObject_TypeCheck(obj, &PyDatetimeArrType_Type)
 | 
						|
 | 
						|
 | 
						|
cdef inline npy_datetime get_datetime64_value(object obj) nogil:
 | 
						|
    """
 | 
						|
    returns the int64 value underlying scalar numpy datetime64 object
 | 
						|
 | 
						|
    Note that to interpret this as a datetime, the corresponding unit is
 | 
						|
    also needed.  That can be found using `get_datetime64_unit`.
 | 
						|
    """
 | 
						|
    return (<PyDatetimeScalarObject*>obj).obval
 | 
						|
 | 
						|
 | 
						|
cdef inline npy_timedelta get_timedelta64_value(object obj) nogil:
 | 
						|
    """
 | 
						|
    returns the int64 value underlying scalar numpy timedelta64 object
 | 
						|
    """
 | 
						|
    return (<PyTimedeltaScalarObject*>obj).obval
 | 
						|
 | 
						|
 | 
						|
cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) nogil:
 | 
						|
    """
 | 
						|
    returns the unit part of the dtype for a numpy datetime64 object.
 | 
						|
    """
 | 
						|
    return <NPY_DATETIMEUNIT>(<PyDatetimeScalarObject*>obj).obmeta.base
 | 
						|
 | 
						|
 | 
						|
cdef extern from "numpy/arrayobject.h":
 | 
						|
 | 
						|
    ctypedef struct NpyIter:
 | 
						|
        pass
 | 
						|
 | 
						|
    cdef enum:
 | 
						|
        NPY_FAIL
 | 
						|
        NPY_SUCCEED
 | 
						|
 | 
						|
    cdef enum:
 | 
						|
        # Track an index representing C order
 | 
						|
        NPY_ITER_C_INDEX
 | 
						|
        # Track an index representing Fortran order
 | 
						|
        NPY_ITER_F_INDEX
 | 
						|
        # Track a multi-index
 | 
						|
        NPY_ITER_MULTI_INDEX
 | 
						|
        # User code external to the iterator does the 1-dimensional innermost loop
 | 
						|
        NPY_ITER_EXTERNAL_LOOP
 | 
						|
        # Convert all the operands to a common data type
 | 
						|
        NPY_ITER_COMMON_DTYPE
 | 
						|
        # Operands may hold references, requiring API access during iteration
 | 
						|
        NPY_ITER_REFS_OK
 | 
						|
        # Zero-sized operands should be permitted, iteration checks IterSize for 0
 | 
						|
        NPY_ITER_ZEROSIZE_OK
 | 
						|
        # Permits reductions (size-0 stride with dimension size > 1)
 | 
						|
        NPY_ITER_REDUCE_OK
 | 
						|
        # Enables sub-range iteration
 | 
						|
        NPY_ITER_RANGED
 | 
						|
        # Enables buffering
 | 
						|
        NPY_ITER_BUFFERED
 | 
						|
        # When buffering is enabled, grows the inner loop if possible
 | 
						|
        NPY_ITER_GROWINNER
 | 
						|
        # Delay allocation of buffers until first Reset* call
 | 
						|
        NPY_ITER_DELAY_BUFALLOC
 | 
						|
        # When NPY_KEEPORDER is specified, disable reversing negative-stride axes
 | 
						|
        NPY_ITER_DONT_NEGATE_STRIDES
 | 
						|
        NPY_ITER_COPY_IF_OVERLAP
 | 
						|
        # The operand will be read from and written to
 | 
						|
        NPY_ITER_READWRITE
 | 
						|
        # The operand will only be read from
 | 
						|
        NPY_ITER_READONLY
 | 
						|
        # The operand will only be written to
 | 
						|
        NPY_ITER_WRITEONLY
 | 
						|
        # The operand's data must be in native byte order
 | 
						|
        NPY_ITER_NBO
 | 
						|
        # The operand's data must be aligned
 | 
						|
        NPY_ITER_ALIGNED
 | 
						|
        # The operand's data must be contiguous (within the inner loop)
 | 
						|
        NPY_ITER_CONTIG
 | 
						|
        # The operand may be copied to satisfy requirements
 | 
						|
        NPY_ITER_COPY
 | 
						|
        # The operand may be copied with WRITEBACKIFCOPY to satisfy requirements
 | 
						|
        NPY_ITER_UPDATEIFCOPY
 | 
						|
        # Allocate the operand if it is NULL
 | 
						|
        NPY_ITER_ALLOCATE
 | 
						|
        # If an operand is allocated, don't use any subtype
 | 
						|
        NPY_ITER_NO_SUBTYPE
 | 
						|
        # This is a virtual array slot, operand is NULL but temporary data is there
 | 
						|
        NPY_ITER_VIRTUAL
 | 
						|
        # Require that the dimension match the iterator dimensions exactly
 | 
						|
        NPY_ITER_NO_BROADCAST
 | 
						|
        # A mask is being used on this array, affects buffer -> array copy
 | 
						|
        NPY_ITER_WRITEMASKED
 | 
						|
        # This array is the mask for all WRITEMASKED operands
 | 
						|
        NPY_ITER_ARRAYMASK
 | 
						|
        # Assume iterator order data access for COPY_IF_OVERLAP
 | 
						|
        NPY_ITER_OVERLAP_ASSUME_ELEMENTWISE
 | 
						|
 | 
						|
    # construction and destruction functions
 | 
						|
    NpyIter* NpyIter_New(ndarray arr, npy_uint32 flags, NPY_ORDER order,
 | 
						|
                         NPY_CASTING casting, dtype datatype) except NULL
 | 
						|
    NpyIter* NpyIter_MultiNew(npy_intp nop, PyArrayObject** op, npy_uint32 flags,
 | 
						|
                              NPY_ORDER order, NPY_CASTING casting, npy_uint32*
 | 
						|
                              op_flags, PyArray_Descr** op_dtypes) except NULL
 | 
						|
    NpyIter* NpyIter_AdvancedNew(npy_intp nop, PyArrayObject** op,
 | 
						|
                                 npy_uint32 flags, NPY_ORDER order,
 | 
						|
                                 NPY_CASTING casting, npy_uint32* op_flags,
 | 
						|
                                 PyArray_Descr** op_dtypes, int oa_ndim,
 | 
						|
                                 int** op_axes, const npy_intp* itershape,
 | 
						|
                                 npy_intp buffersize) except NULL
 | 
						|
    NpyIter* NpyIter_Copy(NpyIter* it) except NULL
 | 
						|
    int NpyIter_RemoveAxis(NpyIter* it, int axis) except NPY_FAIL
 | 
						|
    int NpyIter_RemoveMultiIndex(NpyIter* it) except NPY_FAIL
 | 
						|
    int NpyIter_EnableExternalLoop(NpyIter* it) except NPY_FAIL
 | 
						|
    int NpyIter_Deallocate(NpyIter* it) except NPY_FAIL
 | 
						|
    int NpyIter_Reset(NpyIter* it, char** errmsg) except NPY_FAIL
 | 
						|
    int NpyIter_ResetToIterIndexRange(NpyIter* it, npy_intp istart,
 | 
						|
                                      npy_intp iend, char** errmsg) except NPY_FAIL
 | 
						|
    int NpyIter_ResetBasePointers(NpyIter* it, char** baseptrs, char** errmsg) except NPY_FAIL
 | 
						|
    int NpyIter_GotoMultiIndex(NpyIter* it, const npy_intp* multi_index) except NPY_FAIL
 | 
						|
    int NpyIter_GotoIndex(NpyIter* it, npy_intp index) except NPY_FAIL
 | 
						|
    npy_intp NpyIter_GetIterSize(NpyIter* it) nogil
 | 
						|
    npy_intp NpyIter_GetIterIndex(NpyIter* it) nogil
 | 
						|
    void NpyIter_GetIterIndexRange(NpyIter* it, npy_intp* istart,
 | 
						|
                                   npy_intp* iend) nogil
 | 
						|
    int NpyIter_GotoIterIndex(NpyIter* it, npy_intp iterindex) except NPY_FAIL
 | 
						|
    npy_bool NpyIter_HasDelayedBufAlloc(NpyIter* it) nogil
 | 
						|
    npy_bool NpyIter_HasExternalLoop(NpyIter* it) nogil
 | 
						|
    npy_bool NpyIter_HasMultiIndex(NpyIter* it) nogil
 | 
						|
    npy_bool NpyIter_HasIndex(NpyIter* it) nogil
 | 
						|
    npy_bool NpyIter_RequiresBuffering(NpyIter* it) nogil
 | 
						|
    npy_bool NpyIter_IsBuffered(NpyIter* it) nogil
 | 
						|
    npy_bool NpyIter_IsGrowInner(NpyIter* it) nogil
 | 
						|
    npy_intp NpyIter_GetBufferSize(NpyIter* it) nogil
 | 
						|
    int NpyIter_GetNDim(NpyIter* it) nogil
 | 
						|
    int NpyIter_GetNOp(NpyIter* it) nogil
 | 
						|
    npy_intp* NpyIter_GetAxisStrideArray(NpyIter* it, int axis) except NULL
 | 
						|
    int NpyIter_GetShape(NpyIter* it, npy_intp* outshape) nogil
 | 
						|
    PyArray_Descr** NpyIter_GetDescrArray(NpyIter* it)
 | 
						|
    PyArrayObject** NpyIter_GetOperandArray(NpyIter* it)
 | 
						|
    ndarray NpyIter_GetIterView(NpyIter* it, npy_intp i)
 | 
						|
    void NpyIter_GetReadFlags(NpyIter* it, char* outreadflags)
 | 
						|
    void NpyIter_GetWriteFlags(NpyIter* it, char* outwriteflags)
 | 
						|
    int NpyIter_CreateCompatibleStrides(NpyIter* it, npy_intp itemsize,
 | 
						|
                                        npy_intp* outstrides) except NPY_FAIL
 | 
						|
    npy_bool NpyIter_IsFirstVisit(NpyIter* it, int iop) nogil
 | 
						|
    # functions for iterating an NpyIter object
 | 
						|
    #
 | 
						|
    # These don't match the definition in the C API because Cython can't wrap
 | 
						|
    # function pointers that return functions.
 | 
						|
    NpyIter_IterNextFunc* NpyIter_GetIterNext(NpyIter* it, char** errmsg) except NULL
 | 
						|
    NpyIter_GetMultiIndexFunc* NpyIter_GetGetMultiIndex(NpyIter* it,
 | 
						|
                                                        char** errmsg) except NULL
 | 
						|
    char** NpyIter_GetDataPtrArray(NpyIter* it) nogil
 | 
						|
    char** NpyIter_GetInitialDataPtrArray(NpyIter* it) nogil
 | 
						|
    npy_intp* NpyIter_GetIndexPtr(NpyIter* it)
 | 
						|
    npy_intp* NpyIter_GetInnerStrideArray(NpyIter* it) nogil
 | 
						|
    npy_intp* NpyIter_GetInnerLoopSizePtr(NpyIter* it) nogil
 | 
						|
    void NpyIter_GetInnerFixedStrideArray(NpyIter* it, npy_intp* outstrides) nogil
 | 
						|
    npy_bool NpyIter_IterationNeedsAPI(NpyIter* it) nogil
 | 
						|
    void NpyIter_DebugPrint(NpyIter* it)
 | 
						|
 | 
						|
# NpyString API
 | 
						|
cdef extern from "numpy/ndarraytypes.h":
 | 
						|
    ctypedef struct npy_string_allocator:
 | 
						|
        pass
 | 
						|
 | 
						|
    ctypedef struct npy_packed_static_string:
 | 
						|
        pass
 | 
						|
 | 
						|
    ctypedef struct npy_static_string:
 | 
						|
        size_t size
 | 
						|
        const char *buf
 | 
						|
 | 
						|
    ctypedef struct PyArray_StringDTypeObject:
 | 
						|
        PyArray_Descr base
 | 
						|
        PyObject *na_object
 | 
						|
        char coerce
 | 
						|
        char has_nan_na
 | 
						|
        char has_string_na
 | 
						|
        char array_owned
 | 
						|
        npy_static_string default_string
 | 
						|
        npy_static_string na_name
 | 
						|
        npy_string_allocator *allocator
 | 
						|
 | 
						|
cdef extern from "numpy/arrayobject.h":
 | 
						|
    npy_string_allocator *NpyString_acquire_allocator(const PyArray_StringDTypeObject *descr)
 | 
						|
    void NpyString_acquire_allocators(size_t n_descriptors, PyArray_Descr *const descrs[], npy_string_allocator *allocators[])
 | 
						|
    void NpyString_release_allocator(npy_string_allocator *allocator)
 | 
						|
    void NpyString_release_allocators(size_t length, npy_string_allocator *allocators[])
 | 
						|
    int NpyString_load(npy_string_allocator *allocator, const npy_packed_static_string *packed_string, npy_static_string *unpacked_string)
 | 
						|
    int NpyString_pack_null(npy_string_allocator *allocator, npy_packed_static_string *packed_string)
 | 
						|
    int NpyString_pack(npy_string_allocator *allocator, npy_packed_static_string *packed_string, const char *buf, size_t size)
 |