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import numpy as np | |
""" | |
For details, see | |
[1] https://people.eecs.berkeley.edu/~wkahan/ieee754status/IEEE754.PDF | |
[2] https://docs.scipy.org/doc/numpy/reference/generated/numpy.around.html?highlight=round#numpy.around | |
Thanks to fesetround from ctypes. We can manually set the rounding mode | |
""" | |
import ctypes, sys | |
ROUND_TONEAREST = 0x0000 | |
ROUND_DOWNWARD = 0x0400 | |
ROUND_UPWARD = 0x0800 | |
ROUND_TOWARDZERO = 0x0c00 | |
if (sys.platform).lower() == 'darwin': # MAC | |
libc = ctypes.CDLL('libc.dylib') | |
elif sys.platform.lower() == 'linux': # Linux | |
libc = ctypes.CDLL('libm.so.6') | |
else: | |
print("Windows not supported") | |
def rounding(x): | |
if not isinstance(x, np.ndarray): # scalar | |
w, f = str(x).split(".") | |
if not w.startswith('-'): # +ve number | |
if f.startswith('5'): # midpoint | |
libc.fesetround(ROUND_UPWARD) | |
else: | |
libc.fesetround(ROUND_TONEAREST) | |
if w.startswith('-'): | |
if f.startswith('5'): | |
libc.fesetround(ROUND_DOWNWARD) | |
else: | |
libc.fesetround(ROUND_TONEAREST) | |
res = np.round(x) | |
else: | |
orig_shape = x.shape | |
if x.ndim > 1: | |
x = x.flatten() | |
res = [] | |
for elem in x: | |
w, f = str(elem).split(".") | |
if not w.startswith('-'): # -ve number | |
if f.startswith('5'): # # midpoint | |
libc.fesetround(ROUND_UPWARD) | |
else: | |
libc.fesetround(ROUND_TONEAREST) | |
if w.startswith('-'): | |
if f.startswith('5'): | |
libc.fesetround(ROUND_DOWNWARD) | |
else: | |
libc.fesetround(ROUND_TONEAREST) | |
res.append(np.round(elem)) | |
res = np.array(res).reshape(orig_shape) | |
return res |
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