3RNN/Lib/site-packages/sklearn/utils/_isfinite.pyx
2024-05-26 19:49:15 +02:00

51 lines
1.4 KiB
Cython

# Author: John Kirkham, Meekail Zain, Thomas Fan
from libc.math cimport isnan, isinf
from cython cimport floating
cpdef enum FiniteStatus:
all_finite = 0
has_nan = 1
has_infinite = 2
def cy_isfinite(floating[::1] a, bint allow_nan=False):
cdef FiniteStatus result
with nogil:
result = _isfinite(a, allow_nan)
return result
cdef inline FiniteStatus _isfinite(floating[::1] a, bint allow_nan) noexcept nogil:
cdef floating* a_ptr = &a[0]
cdef Py_ssize_t length = len(a)
if allow_nan:
return _isfinite_allow_nan(a_ptr, length)
else:
return _isfinite_disable_nan(a_ptr, length)
cdef inline FiniteStatus _isfinite_allow_nan(floating* a_ptr,
Py_ssize_t length) noexcept nogil:
cdef Py_ssize_t i
cdef floating v
for i in range(length):
v = a_ptr[i]
if isinf(v):
return FiniteStatus.has_infinite
return FiniteStatus.all_finite
cdef inline FiniteStatus _isfinite_disable_nan(floating* a_ptr,
Py_ssize_t length) noexcept nogil:
cdef Py_ssize_t i
cdef floating v
for i in range(length):
v = a_ptr[i]
if isnan(v):
return FiniteStatus.has_nan
elif isinf(v):
return FiniteStatus.has_infinite
return FiniteStatus.all_finite