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floateq.py
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floateq.py
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#
# Determine if floating point numbers are very close
###########
import math
DEFAULT_SANITY_CHECK_EPSILON = 1e-6
def floateq(a, b, epsilon=DEFAULT_SANITY_CHECK_EPSILON):
"""
Compare two floats, with some epsilon tolerance.
"""
return absolute_relative_error(a, b) < epsilon
def absolute_relative_error(a, b, epsilon=DEFAULT_SANITY_CHECK_EPSILON):
return abs(a - b) / (abs(a) + abs(b) + epsilon)
def double_epsilon_multiplicative_eq(a, b, epsilon=DEFAULT_SANITY_CHECK_EPSILON):
"""
Determine if doubles are equal to within a multiplicative factor of
L{epsilon}.
@note: This function should be preferred over
L{double_epsilon_additive_eq}, unless the values to be compared may
have differing signs.
@precondition: sign(a) == sign(b)
@rtype: bool
"""
if a == b: return True
if a == 0 and b == 0: return True
assert a != 0
assert b != 0
assert sign(a) == sign(b)
if a > b: d = a / b
else: d = b / a
assert d >= 1
return d <= 1 + SANITY_CHECK_EPSILON
def double_epsilon_additive_eq(a, b):
"""
Determine if doubles are equal to within an additive factor of
L{SANITY_CHECK_EPSILON}.
@note: Prefer L{double_epsilon_multiplicative_eq} to this function
unless the values to be compared may have differing signs.
"""
if a == b: return True
if a == 0 and b == 0: return True
assert sign(a) != sign(b) # Should use SANITY_CHECK_EPSILON
d = math.fabs(a - b)
return d <= SANITY_CHECK_EPSILON