The *weights* or *cum_weights* can use any numeric type that interoperates
with the :class:`float` values returned by :func:`random` (that includes
- integers, floats, and fractions but excludes decimals). Behavior is
- undefined if any weight is negative. A :exc:`ValueError` is raised if all
+ integers, floats, and fractions but excludes decimals). Weights are assumed
+ to be non-negative and finite. A :exc:`ValueError` is raised if all
weights are zero.
For a given seed, the :func:`choices` function with equal weighting
from warnings import warn as _warn
from math import log as _log, exp as _exp, pi as _pi, e as _e, ceil as _ceil
from math import sqrt as _sqrt, acos as _acos, cos as _cos, sin as _sin
-from math import tau as TWOPI, floor as _floor
+from math import tau as TWOPI, floor as _floor, isfinite as _isfinite
from os import urandom as _urandom
from _collections_abc import Set as _Set, Sequence as _Sequence
from itertools import accumulate as _accumulate, repeat as _repeat
total = cum_weights[-1] + 0.0 # convert to float
if total <= 0.0:
raise ValueError('Total of weights must be greater than zero')
+ if not _isfinite(total):
+ raise ValueError('Total of weights must be finite')
bisect = _bisect
hi = n - 1
return [population[bisect(cum_weights, random() * total, 0, hi)]
with self.assertRaises(ValueError):
self.gen.choices('AB', [0.0, 0.0])
+ def test_choices_negative_total(self):
+ with self.assertRaises(ValueError):
+ self.gen.choices('ABC', [3, -5, 1])
+
+ def test_choices_infinite_total(self):
+ with self.assertRaises(ValueError):
+ self.gen.choices('A', [float('inf')])
+ with self.assertRaises(ValueError):
+ self.gen.choices('AB', [0.0, float('inf')])
+ with self.assertRaises(ValueError):
+ self.gen.choices('AB', [-float('inf'), 123])
+ with self.assertRaises(ValueError):
+ self.gen.choices('AB', [0.0, float('nan')])
+ with self.assertRaises(ValueError):
+ self.gen.choices('AB', [float('-inf'), float('inf')])
+
def test_gauss(self):
# Ensure that the seed() method initializes all the hidden state. In
# particular, through 2.2.1 it failed to reset a piece of state used
--- /dev/null
+Note in documentation that :func:`random.choices` doesn't support non-finite
+weights, raise :exc:`ValueError` when given non-finite weights.