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from cpython.ref cimport Py_INCREF |
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from cpython.object cimport PyObject, PyTypeObject, PyObject_TypeCheck |
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cimport libc.stdio as stdio |
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cdef extern from *: |
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""" |
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/* Using NumPy API declarations from "numpy/__init__.cython-30.pxd" */ |
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""" |
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cdef extern from "numpy/arrayobject.h": |
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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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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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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 signed long long npy_int96 |
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ctypedef signed long long npy_int128 |
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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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ctypedef unsigned long long npy_uint96 |
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ctypedef unsigned long long npy_uint128 |
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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_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_INT128 |
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NPY_INT256 |
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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_UINT128 |
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NPY_UINT256 |
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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_FLOAT256 |
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NPY_COMPLEX32 |
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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_COMPLEX512 |
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NPY_INTP |
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NPY_DEFAULT_INT |
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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_C_CONTIGUOUS |
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NPY_F_CONTIGUOUS |
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NPY_CONTIGUOUS |
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NPY_FORTRAN |
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NPY_OWNDATA |
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NPY_FORCECAST |
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NPY_ENSURECOPY |
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NPY_ENSUREARRAY |
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NPY_ELEMENTSTRIDES |
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NPY_ALIGNED |
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NPY_NOTSWAPPED |
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NPY_WRITEABLE |
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NPY_ARR_HAS_DESCR |
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NPY_BEHAVED |
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NPY_BEHAVED_NS |
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NPY_CARRAY |
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NPY_CARRAY_RO |
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NPY_FARRAY |
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NPY_FARRAY_RO |
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NPY_DEFAULT |
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NPY_IN_ARRAY |
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NPY_OUT_ARRAY |
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NPY_INOUT_ARRAY |
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NPY_IN_FARRAY |
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NPY_OUT_FARRAY |
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NPY_INOUT_FARRAY |
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NPY_UPDATE_ALL |
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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 |
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NPY_RAVEL_AXIS |
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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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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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cdef PyTypeObject* typeobj |
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cdef char kind |
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cdef char type |
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cdef char byteorder |
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cdef int type_num |
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@property |
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cdef inline npy_intp itemsize(self) noexcept nogil: |
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return PyDataType_ELSIZE(self) |
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@property |
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cdef inline npy_intp alignment(self) noexcept nogil: |
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return PyDataType_ALIGNMENT(self) |
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@property |
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cdef inline object fields(self): |
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return <object>PyDataType_FIELDS(self) |
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@property |
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cdef inline tuple names(self): |
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return <tuple>PyDataType_NAMES(self) |
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@property |
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cdef inline PyArray_ArrayDescr* subarray(self) noexcept nogil: |
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return PyDataType_SUBARRAY(self) |
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@property |
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cdef inline npy_uint64 flags(self) noexcept nogil: |
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"""The data types flags.""" |
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return PyDataType_FLAGS(self) |
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ctypedef class numpy.flatiter [object PyArrayIterObject, check_size ignore]: |
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pass |
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ctypedef class numpy.broadcast [object PyArrayMultiIterObject, check_size ignore]: |
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@property |
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cdef inline int numiter(self) noexcept nogil: |
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"""The number of arrays that need to be broadcast to the same shape.""" |
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return PyArray_MultiIter_NUMITER(self) |
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@property |
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cdef inline npy_intp size(self) noexcept nogil: |
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"""The total broadcasted size.""" |
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return PyArray_MultiIter_SIZE(self) |
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@property |
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cdef inline npy_intp index(self) noexcept nogil: |
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"""The current (1-d) index into the broadcasted result.""" |
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return PyArray_MultiIter_INDEX(self) |
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@property |
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cdef inline int nd(self) noexcept nogil: |
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"""The number of dimensions in the broadcasted result.""" |
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return PyArray_MultiIter_NDIM(self) |
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@property |
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cdef inline npy_intp* dimensions(self) noexcept nogil: |
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"""The shape of the broadcasted result.""" |
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return PyArray_MultiIter_DIMS(self) |
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@property |
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cdef inline void** iters(self) noexcept nogil: |
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"""An array of iterator objects that holds the iterators for the arrays to be broadcast together. |
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On return, the iterators are adjusted for broadcasting.""" |
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return PyArray_MultiIter_ITERS(self) |
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ctypedef struct 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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@property |
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cdef inline PyObject* base(self) noexcept nogil: |
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"""Returns a borrowed reference to the object owning the data/memory. |
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""" |
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return PyArray_BASE(self) |
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@property |
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cdef inline dtype descr(self): |
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"""Returns an owned reference to the dtype of the array. |
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""" |
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return <dtype>PyArray_DESCR(self) |
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@property |
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cdef inline int ndim(self) noexcept nogil: |
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"""Returns the number of dimensions in the array. |
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""" |
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return PyArray_NDIM(self) |
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@property |
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cdef inline npy_intp *shape(self) noexcept nogil: |
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"""Returns a pointer to the dimensions/shape of the array. |
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The number of elements matches the number of dimensions of the array (ndim). |
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Can return NULL for 0-dimensional arrays. |
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""" |
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return PyArray_DIMS(self) |
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@property |
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cdef inline npy_intp *strides(self) noexcept nogil: |
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"""Returns a pointer to the strides of the array. |
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The number of elements matches the number of dimensions of the array (ndim). |
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""" |
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return PyArray_STRIDES(self) |
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@property |
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cdef inline npy_intp size(self) noexcept nogil: |
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"""Returns the total size (in number of elements) of the array. |
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""" |
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return PyArray_SIZE(self) |
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@property |
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cdef inline char* data(self) noexcept nogil: |
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"""The pointer to the data buffer as a char*. |
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This is provided for legacy reasons to avoid direct struct field access. |
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For new code that needs this access, you probably want to cast the result |
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of `PyArray_DATA()` instead, which returns a 'void*'. |
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""" |
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return PyArray_BYTES(self) |
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int _import_array() except -1 |
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int __pyx_import_array "_import_array"() except -1 |
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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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PyObject *PyArray_BASE(ndarray) nogil |
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PyArray_Descr *PyArray_DESCR(ndarray) nogil |
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PyArray_Descr *PyArray_DTYPE(ndarray) nogil |
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int PyArray_FLAGS(ndarray) nogil |
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void PyArray_CLEARFLAGS(ndarray, int flags) nogil |
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void PyArray_ENABLEFLAGS(ndarray, int flags) nogil |
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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 |
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bint PyTypeNum_ISOBJECT(int) nogil |
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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 |
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bint PyDataType_ISBOOL(dtype) nogil |
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bint PyDataType_ISUNSIGNED(dtype) nogil |
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bint PyDataType_ISSIGNED(dtype) nogil |
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bint PyDataType_ISINTEGER(dtype) nogil |
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bint PyDataType_ISFLOAT(dtype) nogil |
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bint PyDataType_ISNUMBER(dtype) nogil |
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bint PyDataType_ISSTRING(dtype) nogil |
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bint PyDataType_ISCOMPLEX(dtype) nogil |
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bint PyDataType_ISFLEXIBLE(dtype) nogil |
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bint PyDataType_ISUSERDEF(dtype) nogil |
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bint PyDataType_ISEXTENDED(dtype) nogil |
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bint PyDataType_ISOBJECT(dtype) nogil |
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bint PyDataType_HASFIELDS(dtype) nogil |
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bint PyDataType_HASSUBARRAY(dtype) nogil |
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npy_uint64 PyDataType_FLAGS(dtype) nogil |
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bint PyArray_ISBOOL(ndarray) nogil |
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bint PyArray_ISUNSIGNED(ndarray) nogil |
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bint PyArray_ISSIGNED(ndarray) nogil |
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bint PyArray_ISINTEGER(ndarray) nogil |
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bint PyArray_ISFLOAT(ndarray) nogil |
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bint PyArray_ISNUMBER(ndarray) nogil |
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bint PyArray_ISSTRING(ndarray) nogil |
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bint PyArray_ISCOMPLEX(ndarray) nogil |
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bint PyArray_ISFLEXIBLE(ndarray) nogil |
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bint PyArray_ISUSERDEF(ndarray) nogil |
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bint PyArray_ISEXTENDED(ndarray) nogil |
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bint PyArray_ISOBJECT(ndarray) nogil |
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bint PyArray_HASFIELDS(ndarray) nogil |
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bint PyArray_ISVARIABLE(ndarray) nogil |
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bint PyArray_SAFEALIGNEDCOPY(ndarray) nogil |
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bint PyArray_ISNBO(char) nogil |
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bint PyArray_IsNativeByteOrder(char) nogil |
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bint PyArray_ISNOTSWAPPED(ndarray) nogil |
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bint PyArray_ISBYTESWAPPED(ndarray) nogil |
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bint PyArray_FLAGSWAP(ndarray, int) nogil |
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bint PyArray_ISCARRAY(ndarray) nogil |
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bint PyArray_ISCARRAY_RO(ndarray) nogil |
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bint PyArray_ISFARRAY(ndarray) nogil |
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bint PyArray_ISFARRAY_RO(ndarray) nogil |
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bint PyArray_ISBEHAVED(ndarray) nogil |
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bint PyArray_ISBEHAVED_RO(ndarray) nogil |
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bint PyDataType_ISNOTSWAPPED(dtype) nogil |
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bint PyDataType_ISBYTESWAPPED(dtype) nogil |
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bint PyArray_DescrCheck(object) |
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bint PyArray_Check(object) |
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bint PyArray_CheckExact(object) |
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bint PyArray_IsZeroDim(object) |
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bint PyArray_CheckScalar(object) |
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bint PyArray_IsPythonNumber(object) |
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bint PyArray_IsPythonScalar(object) |
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bint PyArray_IsAnyScalar(object) |
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bint PyArray_CheckAnyScalar(object) |
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ndarray PyArray_GETCONTIGUOUS(ndarray) |
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bint PyArray_SAMESHAPE(ndarray, ndarray) nogil |
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npy_intp PyArray_SIZE(ndarray) nogil |
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npy_intp PyArray_NBYTES(ndarray) nogil |
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object PyArray_FROM_O(object) |
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object PyArray_FROM_OF(object m, int flags) |
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object PyArray_FROM_OT(object m, int type) |
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object PyArray_FROM_OTF(object m, int type, int flags) |
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object PyArray_FROMANY(object m, int type, int min, int max, int flags) |
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object PyArray_ZEROS(int nd, npy_intp* dims, int type, int fortran) |
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object PyArray_EMPTY(int nd, npy_intp* dims, int type, int fortran) |
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void PyArray_FILLWBYTE(ndarray, int val) |
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object PyArray_ContiguousFromAny(op, int, int min_depth, int max_depth) |
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unsigned char PyArray_EquivArrTypes(ndarray a1, ndarray a2) |
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bint PyArray_EquivByteorders(int b1, int b2) nogil |
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object PyArray_SimpleNew(int nd, npy_intp* dims, int typenum) |
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object PyArray_SimpleNewFromData(int nd, npy_intp* dims, int typenum, void* data) |
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object PyArray_ToScalar(void* data, ndarray arr) |
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void* PyArray_GETPTR1(ndarray m, npy_intp i) nogil |
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void* PyArray_GETPTR2(ndarray m, npy_intp i, npy_intp j) nogil |
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void* PyArray_GETPTR3(ndarray m, npy_intp i, npy_intp j, npy_intp k) nogil |
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void* PyArray_GETPTR4(ndarray m, npy_intp i, npy_intp j, npy_intp k, npy_intp l) nogil |
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object PyArray_Copy(ndarray) |
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object PyArray_FromObject(object op, int type, int min_depth, int max_depth) |
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object PyArray_ContiguousFromObject(object op, int type, int min_depth, int max_depth) |
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object PyArray_CopyFromObject(object op, int type, int min_depth, int max_depth) |
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object PyArray_Cast(ndarray mp, int type_num) |
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object PyArray_Take(ndarray ap, object items, int axis) |
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object PyArray_Put(ndarray ap, object items, object values) |
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void PyArray_ITER_RESET(flatiter it) nogil |
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void PyArray_ITER_NEXT(flatiter it) nogil |
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void PyArray_ITER_GOTO(flatiter it, npy_intp* destination) nogil |
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void PyArray_ITER_GOTO1D(flatiter it, npy_intp ind) nogil |
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void* PyArray_ITER_DATA(flatiter it) nogil |
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bint PyArray_ITER_NOTDONE(flatiter it) nogil |
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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 |
|
|
|
|
|
|
|
|
|
|
|
|
|
int PyArray_INCREF (ndarray) except * |
|
int PyArray_XDECREF (ndarray) except * |
|
dtype PyArray_DescrFromType (int) |
|
object PyArray_TypeObjectFromType (int) |
|
char * PyArray_Zero (ndarray) |
|
char * PyArray_One (ndarray) |
|
|
|
int PyArray_CanCastSafely (int, int) |
|
npy_bool PyArray_CanCastTo (dtype, dtype) |
|
int PyArray_ObjectType (object, int) except 0 |
|
dtype PyArray_DescrFromObject (object, dtype) |
|
|
|
dtype PyArray_DescrFromScalar (object) |
|
dtype PyArray_DescrFromTypeObject (object) |
|
npy_intp PyArray_Size (object) |
|
|
|
|
|
void PyArray_ScalarAsCtype (object, void *) |
|
|
|
|
|
|
|
|
|
object PyArray_EnsureArray (object) |
|
object PyArray_EnsureAnyArray (object) |
|
|
|
|
|
|
|
|
|
object PyArray_Return (ndarray) |
|
|
|
|
|
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) |
|
void PyArray_UpdateFlags (ndarray, int) |
|
object PyArray_New (type, int, npy_intp *, int, npy_intp *, void *, int, int, object) |
|
|
|
|
|
dtype PyArray_DescrNewFromType (int) |
|
double PyArray_GetPriority (object, double) |
|
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_FromInterface (object) |
|
object PyArray_FromStructInterface (object) |
|
|
|
|
|
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_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_Free (object, void *) |
|
|
|
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_IntpConverter (object, PyArray_Dims *) 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) |
|
|
|
|
|
object PyArray_Where (object, object, object) |
|
object PyArray_Arange (double, double, double, int) |
|
|
|
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 |
|
|
|
object PyArray_IntTupleFromIntp (int, npy_intp *) |
|
int PyArray_ClipmodeConverter (object, NPY_CLIPMODE *) except 0 |
|
|
|
object PyArray_BroadcastToShape (object, npy_intp *, int) |
|
|
|
|
|
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 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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 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 |
|
|
|
|
|
cdef extern from "numpy/arrayscalars.h": |
|
|
|
|
|
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: |
|
|
|
npy_datetime obval |
|
PyArray_DatetimeMetaData obmeta |
|
|
|
ctypedef struct PyTimedeltaScalarObject: |
|
|
|
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": |
|
|
|
|
|
|
|
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 |
|
|
|
|
|
|
|
|
|
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 |
|
|
|
|
|
|
|
|
|
|
|
|
|
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 |
|
UFUNC_FPE_DIVIDEBYZERO |
|
UFUNC_FPE_OVERFLOW |
|
UFUNC_FPE_UNDERFLOW |
|
UFUNC_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) except *: |
|
Py_INCREF(base) |
|
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 |
|
|
|
|
|
|
|
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) noexcept: |
|
""" |
|
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) noexcept: |
|
""" |
|
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) noexcept 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) noexcept nogil: |
|
""" |
|
returns the int64 value underlying scalar numpy timedelta64 object |
|
""" |
|
return (<PyTimedeltaScalarObject*>obj).obval |
|
|
|
|
|
cdef inline NPY_DATETIMEUNIT get_datetime64_unit(object obj) noexcept nogil: |
|
""" |
|
returns the unit part of the dtype for a numpy datetime64 object. |
|
""" |
|
return <NPY_DATETIMEUNIT>(<PyDatetimeScalarObject*>obj).obmeta.base |
|
|
|
|
|
|
|
ctypedef int (*NpyIter_IterNextFunc)(NpyIter* it) noexcept nogil |
|
ctypedef void (*NpyIter_GetMultiIndexFunc)(NpyIter* it, npy_intp* outcoords) noexcept nogil |
|
|
|
cdef extern from "numpy/arrayobject.h": |
|
|
|
ctypedef struct NpyIter: |
|
pass |
|
|
|
cdef enum: |
|
NPY_FAIL |
|
NPY_SUCCEED |
|
|
|
cdef enum: |
|
|
|
NPY_ITER_C_INDEX |
|
|
|
NPY_ITER_F_INDEX |
|
|
|
NPY_ITER_MULTI_INDEX |
|
|
|
NPY_ITER_EXTERNAL_LOOP |
|
|
|
NPY_ITER_COMMON_DTYPE |
|
|
|
NPY_ITER_REFS_OK |
|
|
|
NPY_ITER_ZEROSIZE_OK |
|
|
|
NPY_ITER_REDUCE_OK |
|
|
|
NPY_ITER_RANGED |
|
|
|
NPY_ITER_BUFFERED |
|
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NPY_ITER_GROWINNER |
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NPY_ITER_DELAY_BUFALLOC |
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NPY_ITER_DONT_NEGATE_STRIDES |
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NPY_ITER_COPY_IF_OVERLAP |
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NPY_ITER_READWRITE |
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NPY_ITER_READONLY |
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NPY_ITER_WRITEONLY |
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NPY_ITER_NBO |
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NPY_ITER_ALIGNED |
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NPY_ITER_CONTIG |
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NPY_ITER_COPY |
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NPY_ITER_UPDATEIFCOPY |
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NPY_ITER_ALLOCATE |
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NPY_ITER_NO_SUBTYPE |
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NPY_ITER_VIRTUAL |
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NPY_ITER_NO_BROADCAST |
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NPY_ITER_WRITEMASKED |
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NPY_ITER_ARRAYMASK |
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NPY_ITER_OVERLAP_ASSUME_ELEMENTWISE |
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NpyIter* NpyIter_New(ndarray arr, npy_uint32 flags, NPY_ORDER order, |
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NPY_CASTING casting, dtype datatype) except NULL |
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NpyIter* NpyIter_MultiNew(npy_intp nop, PyArrayObject** op, npy_uint32 flags, |
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NPY_ORDER order, NPY_CASTING casting, npy_uint32* |
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op_flags, PyArray_Descr** op_dtypes) except NULL |
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NpyIter* NpyIter_AdvancedNew(npy_intp nop, PyArrayObject** op, |
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npy_uint32 flags, NPY_ORDER order, |
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NPY_CASTING casting, npy_uint32* op_flags, |
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PyArray_Descr** op_dtypes, int oa_ndim, |
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int** op_axes, const npy_intp* itershape, |
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npy_intp buffersize) except NULL |
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NpyIter* NpyIter_Copy(NpyIter* it) except NULL |
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int NpyIter_RemoveAxis(NpyIter* it, int axis) except NPY_FAIL |
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int NpyIter_RemoveMultiIndex(NpyIter* it) except NPY_FAIL |
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int NpyIter_EnableExternalLoop(NpyIter* it) except NPY_FAIL |
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int NpyIter_Deallocate(NpyIter* it) except NPY_FAIL |
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int NpyIter_Reset(NpyIter* it, char** errmsg) except NPY_FAIL |
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int NpyIter_ResetToIterIndexRange(NpyIter* it, npy_intp istart, |
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npy_intp iend, char** errmsg) except NPY_FAIL |
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int NpyIter_ResetBasePointers(NpyIter* it, char** baseptrs, char** errmsg) except NPY_FAIL |
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int NpyIter_GotoMultiIndex(NpyIter* it, const npy_intp* multi_index) except NPY_FAIL |
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int NpyIter_GotoIndex(NpyIter* it, npy_intp index) except NPY_FAIL |
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npy_intp NpyIter_GetIterSize(NpyIter* it) nogil |
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npy_intp NpyIter_GetIterIndex(NpyIter* it) nogil |
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void NpyIter_GetIterIndexRange(NpyIter* it, npy_intp* istart, |
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npy_intp* iend) nogil |
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int NpyIter_GotoIterIndex(NpyIter* it, npy_intp iterindex) except NPY_FAIL |
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npy_bool NpyIter_HasDelayedBufAlloc(NpyIter* it) nogil |
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npy_bool NpyIter_HasExternalLoop(NpyIter* it) nogil |
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npy_bool NpyIter_HasMultiIndex(NpyIter* it) nogil |
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npy_bool NpyIter_HasIndex(NpyIter* it) nogil |
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npy_bool NpyIter_RequiresBuffering(NpyIter* it) nogil |
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npy_bool NpyIter_IsBuffered(NpyIter* it) nogil |
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npy_bool NpyIter_IsGrowInner(NpyIter* it) nogil |
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npy_intp NpyIter_GetBufferSize(NpyIter* it) nogil |
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int NpyIter_GetNDim(NpyIter* it) nogil |
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int NpyIter_GetNOp(NpyIter* it) nogil |
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npy_intp* NpyIter_GetAxisStrideArray(NpyIter* it, int axis) except NULL |
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int NpyIter_GetShape(NpyIter* it, npy_intp* outshape) nogil |
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PyArray_Descr** NpyIter_GetDescrArray(NpyIter* it) |
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PyArrayObject** NpyIter_GetOperandArray(NpyIter* it) |
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ndarray NpyIter_GetIterView(NpyIter* it, npy_intp i) |
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void NpyIter_GetReadFlags(NpyIter* it, char* outreadflags) |
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void NpyIter_GetWriteFlags(NpyIter* it, char* outwriteflags) |
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int NpyIter_CreateCompatibleStrides(NpyIter* it, npy_intp itemsize, |
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npy_intp* outstrides) except NPY_FAIL |
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npy_bool NpyIter_IsFirstVisit(NpyIter* it, int iop) nogil |
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NpyIter_IterNextFunc* NpyIter_GetIterNext(NpyIter* it, char** errmsg) except NULL |
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NpyIter_GetMultiIndexFunc* NpyIter_GetGetMultiIndex(NpyIter* it, |
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char** errmsg) except NULL |
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char** NpyIter_GetDataPtrArray(NpyIter* it) nogil |
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char** NpyIter_GetInitialDataPtrArray(NpyIter* it) nogil |
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npy_intp* NpyIter_GetIndexPtr(NpyIter* it) |
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npy_intp* NpyIter_GetInnerStrideArray(NpyIter* it) nogil |
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npy_intp* NpyIter_GetInnerLoopSizePtr(NpyIter* it) nogil |
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void NpyIter_GetInnerFixedStrideArray(NpyIter* it, npy_intp* outstrides) nogil |
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npy_bool NpyIter_IterationNeedsAPI(NpyIter* it) nogil |
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void NpyIter_DebugPrint(NpyIter* it) |
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